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conditional_breakdown/v2/analysis_report__v2.md

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+# Conditional Breakdown Report
+
+## Scope
+
+- Source analysis run: `trainonly_v2_current_success_official_20way_official20_20260519_232817`
+- Family analyzed: `conditional_dependency_structure`
+- Excluded models: `cdtd, codi, goggle`
+- Included models: `11` from the frozen README roster
+- Deduplicated dataset-model panels: `404`
+- Conditional query rows used: `17606`
+
+## Canonical and derived views
+
+- Canonical score: `mean(dependency_strength_similarity, direction_consistency, slice_level_consistency)`
+- Derived subgroup score: `mean(direction_consistency, slice_level_consistency)`
+- The derived score is not a replacement for the frozen contract; it isolates the two subgroup-sensitive conditional branches for paper analysis.
+
+## Main findings
+
+1. `RealTabFormer` is the strongest model on the subgroup-facing conditional view with mean derived subgroup score `0.776`.
+2. Canonically, `RealTabFormer` leads the full conditional family with mean conditional score `0.686`.
+3. `TVAE` is the most direction-heavy model (direction minus slice = `0.197`), while `RealTabFormer` is the most slice-heavy (`0.058`).
+4. `TVAE` shows the largest strength-to-subgroup drop risk: its dependency-strength mean exceeds its subgroup-facing mean by `-0.233`.
+5. Dataset difficulty is uneven: `c6` is hardest on the subgroup-facing conditional view (`0.000` mean across models), while `c3` is easiest (`1.000`).
+
+## Files to use first
+
+- `figures/conditional_subgroup_tradeoff_scatter_main.pdf`
+- `figures/conditional_strength_vs_subgroup_bridge.pdf`
+- `figures/conditional_branch_dumbbell_main.pdf`
+- `tables/conditional_model_summary_generated.tex`
+- `data/model_summary.csv`
+
+## README compliance note
+
+- All plotted models are restricted to the frozen README roster with fixed colors.
+- Scatter plots now use legends instead of point-side model labels, matching the README figure annotation rule.
+- Model order is fixed globally instead of being re-sorted by score.
+
+## Prefix note
+
+- Prefix coverage summary rows: `33`
+- Prefix-level figures are exported for `c / m / n` slice checks, but the paper-facing core keeps the full deduplicated panel.

conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.tex

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+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
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+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
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+\addlegendentry{Derived subgroup score}
+\end{axis}
+\end{tikzpicture}
+\end{document}

conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.tex

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+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
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+\definecolor{barreal}{HTML}{000000}
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+\definecolor{bartabpfgen}{HTML}{009988}
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+\definecolor{bartvae}{HTML}{4477AA}
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conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,21 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Conditional model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Dependency strength similarity & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{A0DAB8} & \cellcolor[HTML]{97D6B9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{85CFBA} & \cellcolor[HTML]{80CEBB} \\
+Direction consistency & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{2072B1} & \cellcolor[HTML]{2073B2} \\
+Slice-level consistency & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{53BDC1} & \cellcolor[HTML]{2259A6} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{42B6C4} \\
+Family mean & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{2EA3C2} & \cellcolor[HTML]{35AAC3} & \cellcolor[HTML]{59BFC0} & \cellcolor[HTML]{1F78B4} & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{40B5C4} \\
+\bottomrule
+\end{tabular}
+\end{document}

conditional_breakdown/v2/conditional_model_summary_generated__v2.tex

@@ -0,0 +1,17 @@
+\begin{tabular}{lrrrrr}
+\toprule
+Model & Conditional & Derived subgroup & Strength & Direction & Slice \\
+\midrule
+ARF & 0.551 & 0.657 & 0.403 & 0.724 & 0.615 \\
+BayesNet & 0.566 & 0.668 & 0.414 & 0.738 & 0.626 \\
+CTGAN & 0.542 & 0.635 & 0.405 & 0.727 & 0.568 \\
+ForestDiffusion & 0.451 & 0.548 & 0.310 & 0.649 & 0.463 \\
+RealTabFormer & 0.686 & 0.776 & 0.550 & 0.825 & 0.764 \\
+TabbyFlow & 0.482 & 0.576 & 0.317 & 0.628 & 0.525 \\
+TabDDPM & 0.466 & 0.561 & 0.335 & 0.619 & 0.527 \\
+TabDiff & 0.505 & 0.610 & 0.337 & 0.689 & 0.552 \\
+TabPFGen & 0.533 & 0.641 & 0.387 & 0.706 & 0.603 \\
+TabSyn & 0.517 & 0.625 & 0.367 & 0.703 & 0.576 \\
+TVAE & 0.503 & 0.588 & 0.374 & 0.697 & 0.497 \\
+\bottomrule
+\end{tabular}

conditional_breakdown/v2/conditional_prefix_bars_appendix__v2.tex

@@ -0,0 +1,77 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelreal}{HTML}{000000}
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.1cm},
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+height=7.0cm,
+ybar,
+bar width=7pt,
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+grid style={draw=gray!20},
+]
+\nextgroupplot[title={Categorical}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.7507) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.7059) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.7056) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.6122) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.8103) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.6232) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.7081) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.6943) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.7467) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.6720) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.6250) };
+\nextgroupplot[title={Mixed}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.8584) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.9032) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.7527) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.7671) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.9448) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.7952) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.7697) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.8108) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.8178) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.8071) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.6121) };
+\nextgroupplot[title={Numerical}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.4549) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.5106) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.5018) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.3696) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.6543) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.3881) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.3522) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.4119) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.4396) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.4165) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.5353) };
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Derived subgroup score = mean(direction consistency, slice-level consistency).\par}
+{\small This figure is analytical only and does not replace the frozen canonical conditional score.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.23, xmax=0.63,
+ymin=0.47, ymax=0.86,
+xlabel={Dependency strength similarity},
+ylabel={Derived subgroup score},
+title={How much conditional strength survives into subgroup slices},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4029,0.6566) +- (0.1151,0.1324) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4136,0.6683) +- (0.1059,0.1252) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4047,0.6355) +- (0.1016,0.1218) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3097,0.5480) +- (0.1083,0.1264) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5502,0.7758) +- (0.0970,0.1018) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3172,0.5756) +- (0.1129,0.1317) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3350,0.5613) +- (0.1321,0.1561) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3370,0.6103) +- (0.1161,0.1295) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3866,0.6408) +- (0.1152,0.1379) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3665,0.6253) +- (0.1197,0.1393) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3735,0.5876) +- (0.0993,0.1124) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Mixed datasets only.\par}
+{\small Axes isolate the two subgroup-sensitive conditional branches; both directions include 95\% CI error bars.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.44, xmax=0.99,
+ymin=0.62, ymax=1.00,
+xlabel={Slice-level consistency},
+ylabel={Direction consistency},
+title={Conditional subgroup trade-off within Mixed datasets},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7841,0.9327) +- (0.2498,0.0713) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.8388,0.9676) +- (0.1982,0.0438) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6881,0.8172) +- (0.2212,0.1618) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6919,0.8423) +- (0.2253,0.1017) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.9138,0.9758) +- (0.0788,0.0216) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7347,0.8556) +- (0.2072,0.1197) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7077,0.8317) +- (0.1558,0.0954) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7452,0.8764) +- (0.2004,0.0987) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7588,0.8768) +- (0.1923,0.0585) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7475,0.8667) +- (0.2148,0.1027) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5220,0.7021) +- (0.1479,0.1481) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Numerical datasets only.\par}
+{\small Axes isolate the two subgroup-sensitive conditional branches; both directions include 95\% CI error bars.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.22, xmax=0.70,
+ymin=0.33, ymax=0.82,
+xlabel={Slice-level consistency},
+ylabel={Direction consistency},
+title={Conditional subgroup trade-off within Numerical datasets},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3941,0.5549) +- (0.2520,0.2465) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4638,0.6001) +- (0.2312,0.2354) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4493,0.5969) +- (0.2424,0.2255) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3041,0.4687) +- (0.2417,0.2453) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6171,0.7448) +- (0.2008,0.1770) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3412,0.4349) +- (0.2395,0.2295) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3276,0.4082) +- (0.2563,0.2537) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3492,0.5073) +- (0.2484,0.2531) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3848,0.5357) +- (0.2752,0.2732) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.3416,0.5495) +- (0.3228,0.3369) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4563,0.6616) +- (0.2403,0.2094) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Main paper-facing view.\par}
+{\small Axes isolate the two subgroup-sensitive conditional branches; both directions include 95\% CI error bars.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.38, xmax=0.84,
+ymin=0.54, ymax=0.91,
+xlabel={Slice-level consistency},
+ylabel={Direction consistency},
+title={Conditional subgroup trade-off across canonical branches},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6152,0.7244) +- (0.1475,0.1268) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6263,0.7378) +- (0.1339,0.1217) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5684,0.7266) +- (0.1330,0.1153) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4632,0.6487) +- (0.1412,0.1259) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7638,0.8254) +- (0.1033,0.0951) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5249,0.6278) +- (0.1430,0.1290) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5271,0.6187) +- (0.1647,0.1537) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5524,0.6892) +- (0.1416,0.1305) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6034,0.7059) +- (0.1500,0.1357) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5762,0.7030) +- (0.1548,0.1361) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4973,0.6971) +- (0.1249,0.1060) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Main paper-facing view.\par}
+{\small Axes isolate the two subgroup-sensitive conditional branches; both directions include 95\% CI error bars.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.38, xmax=0.84,
+ymin=0.54, ymax=0.91,
+xlabel={Slice-level consistency},
+ylabel={Direction consistency},
+title={Conditional subgroup trade-off across canonical branches},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6152,0.7244) +- (0.1475,0.1268) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6263,0.7378) +- (0.1339,0.1217) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5684,0.7266) +- (0.1330,0.1153) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4632,0.6487) +- (0.1412,0.1259) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7638,0.8254) +- (0.1033,0.0951) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5249,0.6278) +- (0.1430,0.1290) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5271,0.6187) +- (0.1647,0.1537) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5524,0.6892) +- (0.1416,0.1305) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6034,0.7059) +- (0.1500,0.1357) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5762,0.7030) +- (0.1548,0.1361) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4973,0.6971) +- (0.1249,0.1060) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,27 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\textbf{Missingness dataset-model heatmap}\\[0.4em]
+\emph{Score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & arf & bayesnet & ctgan & forestdiffusion & realtabformer & tabbyflow & tabddpm & tabdiff & tabpfgen & tabsyn & tvae \\
+\midrule
+c5 & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} \\
+c15 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{2163AA} \\
+c16 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{22328F} \\
+c17 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{162874} \\
+c18 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{2163AA} &  &  &  &  & \cellcolor[HTML]{24449C} \\
+c19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0B1F5E} &  & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} \\
+m7 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{259AC1} \\
+m9 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{102369} \\
+m12 & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{55BEC1} &  & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{53BDC1} \\
+n8 & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} & \cellcolor[HTML]{2073B2} \\
+n18 & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1B2C80} &  & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{172978} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,66 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=13.50cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Missingness family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.846623)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.792110)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.824115)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.889738)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.745897)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.842765)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.790545)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.814870)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.888108)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.741645)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Marginal missing-rate consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Co-missingness pattern consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,20 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Missingness model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Marginal missing-rate consistency & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+Co-missingness pattern consistency & \cellcolor[HTML]{243F99} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2262AA} \\
+Family mean & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.tex

@@ -0,0 +1,68 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.0cm},
+width=0.31\textwidth,
+height=0.46\textwidth,
+ymin=0, ymax=1.02,
+xtick={1,...,11},
+xticklabels={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=60, anchor=east, font=\scriptsize},
+grid=major,
+grid style={gray!20},
+]
+\nextgroupplot[title={C datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.850974)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.751906)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.809258)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.737932)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.803291)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.737932)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.154985)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.737990)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.736831)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.737990)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.755763)};
+\nextgroupplot[title={M datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.804746)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.804537)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.795905)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.754851)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.993508)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.754851)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.902311)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.754851)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.754851)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.754851)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.673898)};
+\nextgroupplot[title={N datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.885773)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.889781)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.885577)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.885773)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.988941)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.885773)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.885773)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.915683)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.885773)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.812604)};
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,54 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=11.2cm,
+height=8.4cm,
+xmin=0, xmax=1.02,
+ymin=0, ymax=1.02,
+xlabel={Marginal missing-rate consistency},
+ylabel={Co-missingness pattern consistency},
+grid=major,
+grid style={gray!20},
+]
+\addplot[only marks, mark=*, mark size=2.2pt, modelarf] coordinates {(0.846623,0.842765)};
+\node[anchor=west, font=\scriptsize, text=modelarf] at (axis cs:0.846623,0.842765) {ARF};
+\addplot[only marks, mark=*, mark size=2.2pt, modelbayesnet] coordinates {(0.792110,0.790545)};
+\node[anchor=west, font=\scriptsize, text=modelbayesnet] at (axis cs:0.792110,0.790545) {BayesNet};
+\addplot[only marks, mark=*, mark size=2.2pt, modelctgan] coordinates {(0.824115,0.814870)};
+\node[anchor=west, font=\scriptsize, text=modelctgan] at (axis cs:0.824115,0.814870) {CTGAN};
+\addplot[only marks, mark=*, mark size=2.2pt, modelforestdiffusion] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modelforestdiffusion] at (axis cs:0.769427,0.769427) {ForestDiffusion};
+\addplot[only marks, mark=*, mark size=2.2pt, modelrealtabformer] coordinates {(0.889738,0.888108)};
+\node[anchor=west, font=\scriptsize, text=modelrealtabformer] at (axis cs:0.889738,0.888108) {RealTabFormer};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabbyflow] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modeltabbyflow] at (axis cs:0.769427,0.769427) {TabbyFlow};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabddpm] coordinates {(0.653202,0.653202)};
+\node[anchor=west, font=\scriptsize, text=modeltabddpm] at (axis cs:0.653202,0.653202) {TabDDPM};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabdiff] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabdiff] at (axis cs:0.772605,0.772605) {TabDiff};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabpfgen] coordinates {(0.765945,0.765945)};
+\node[anchor=west, font=\scriptsize, text=modeltabpfgen] at (axis cs:0.765945,0.765945) {TabPFGen};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabsyn] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabsyn] at (axis cs:0.772605,0.772605) {TabSyn};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltvae] coordinates {(0.745897,0.741645)};
+\node[anchor=west, font=\scriptsize, text=modeltvae] at (axis cs:0.745897,0.741645) {TVAE};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/v2/analysis_report__v2.md

@@ -0,0 +1,17 @@
+# Missingness Breakdown
+
+- Source mode: `direct_missingness_evaluator`
+- Reference analysis run: `trainonly_v2_current_success_official_20way_official20_20260519_232817`
+- Included models: `11`
+- Deduplicated dataset-model panels: `509`
+- Direct model-dataset rows used: `509`
+- Direct target rows used: `3825`
+
+## Canonical decomposition
+
+- `missingness_structure = 0.5 * marginal_missing_rate_consistency + 0.5 * co_missingness_pattern_consistency`
+- Canonical `co_missingness_pattern_consistency` now uses profile-only edge averaging.
+- `co_missing_strength_score` is exported separately as an auxiliary diagnostic and is not folded into the two-subitem family score.
+- `co_missing_composite_score` preserves the previous 0.7-profile / 0.3-strength blend for sensitivity analysis only.
+- This bundle bypasses SQL query analysis and uses the canonical direct co-missing evaluator over real-train vs synthetic CSV pairs.
+- The standardized appendix bundle now mirrors tradeoff, prefix, and heatmap views just like the other query families.

missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,27 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\textbf{Missingness dataset-model heatmap}\\[0.4em]
+\emph{Score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & arf & bayesnet & ctgan & forestdiffusion & realtabformer & tabbyflow & tabddpm & tabdiff & tabpfgen & tabsyn & tvae \\
+\midrule
+c5 & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} \\
+c15 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{2163AA} \\
+c16 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{22328F} \\
+c17 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{162874} \\
+c18 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{2163AA} &  &  &  &  & \cellcolor[HTML]{24449C} \\
+c19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0B1F5E} &  & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} \\
+m7 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{259AC1} \\
+m9 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{102369} \\
+m12 & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{55BEC1} &  & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{53BDC1} \\
+n8 & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} & \cellcolor[HTML]{2073B2} \\
+n18 & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1B2C80} &  & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{172978} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,66 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=13.50cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Missingness family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.846623)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.792110)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.824115)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.889738)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.745897)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.842765)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.790545)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.814870)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.888108)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.741645)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Marginal missing-rate consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Co-missingness pattern consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,20 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Missingness model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Marginal missing-rate consistency & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+Co-missingness pattern consistency & \cellcolor[HTML]{243F99} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2262AA} \\
+Family mean & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.tex

@@ -0,0 +1,68 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.0cm},
+width=0.31\textwidth,
+height=0.46\textwidth,
+ymin=0, ymax=1.02,
+xtick={1,...,11},
+xticklabels={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=60, anchor=east, font=\scriptsize},
+grid=major,
+grid style={gray!20},
+]
+\nextgroupplot[title={C datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.850974)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.751906)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.809258)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.737932)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.803291)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.737932)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.154985)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.737990)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.736831)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.737990)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.755763)};
+\nextgroupplot[title={M datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.804746)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.804537)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.795905)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.754851)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.993508)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.754851)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.902311)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.754851)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.754851)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.754851)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.673898)};
+\nextgroupplot[title={N datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.885773)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.889781)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.885577)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.885773)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.988941)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.885773)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.885773)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.915683)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.885773)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.812604)};
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,54 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=11.2cm,
+height=8.4cm,
+xmin=0, xmax=1.02,
+ymin=0, ymax=1.02,
+xlabel={Marginal missing-rate consistency},
+ylabel={Co-missingness pattern consistency},
+grid=major,
+grid style={gray!20},
+]
+\addplot[only marks, mark=*, mark size=2.2pt, modelarf] coordinates {(0.846623,0.842765)};
+\node[anchor=west, font=\scriptsize, text=modelarf] at (axis cs:0.846623,0.842765) {ARF};
+\addplot[only marks, mark=*, mark size=2.2pt, modelbayesnet] coordinates {(0.792110,0.790545)};
+\node[anchor=west, font=\scriptsize, text=modelbayesnet] at (axis cs:0.792110,0.790545) {BayesNet};
+\addplot[only marks, mark=*, mark size=2.2pt, modelctgan] coordinates {(0.824115,0.814870)};
+\node[anchor=west, font=\scriptsize, text=modelctgan] at (axis cs:0.824115,0.814870) {CTGAN};
+\addplot[only marks, mark=*, mark size=2.2pt, modelforestdiffusion] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modelforestdiffusion] at (axis cs:0.769427,0.769427) {ForestDiffusion};
+\addplot[only marks, mark=*, mark size=2.2pt, modelrealtabformer] coordinates {(0.889738,0.888108)};
+\node[anchor=west, font=\scriptsize, text=modelrealtabformer] at (axis cs:0.889738,0.888108) {RealTabFormer};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabbyflow] coordinates {(0.769427,0.769427)};
+\node[anchor=west, font=\scriptsize, text=modeltabbyflow] at (axis cs:0.769427,0.769427) {TabbyFlow};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabddpm] coordinates {(0.653202,0.653202)};
+\node[anchor=west, font=\scriptsize, text=modeltabddpm] at (axis cs:0.653202,0.653202) {TabDDPM};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabdiff] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabdiff] at (axis cs:0.772605,0.772605) {TabDiff};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabpfgen] coordinates {(0.765945,0.765945)};
+\node[anchor=west, font=\scriptsize, text=modeltabpfgen] at (axis cs:0.765945,0.765945) {TabPFGen};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltabsyn] coordinates {(0.772605,0.772605)};
+\node[anchor=west, font=\scriptsize, text=modeltabsyn] at (axis cs:0.772605,0.772605) {TabSyn};
+\addplot[only marks, mark=*, mark size=2.2pt, modeltvae] coordinates {(0.745897,0.741645)};
+\node[anchor=west, font=\scriptsize, text=modeltvae] at (axis cs:0.745897,0.741645) {TVAE};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,27 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\textbf{Missingness dataset-model heatmap}\\[0.4em]
+\emph{Score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & arf & bayesnet & ctgan & forestdiffusion & realtabformer & tabbyflow & tabddpm & tabdiff & tabpfgen & tabsyn & tvae \\
+\midrule
+c5 & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} & \cellcolor[HTML]{E5F5B2} \\
+c15 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0E2265} &  & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{2163AA} \\
+c16 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} &  & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{22328F} \\
+c17 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{24409A} &  & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{162874} \\
+c18 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{2163AA} &  &  &  &  & \cellcolor[HTML]{24449C} \\
+c19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0B1F5E} &  & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} \\
+m7 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{259AC1} \\
+m9 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{102369} \\
+m12 & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{55BEC1} &  & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{53BDC1} \\
+n8 & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} &  & \cellcolor[HTML]{253997} & \cellcolor[HTML]{2073B2} \\
+n18 & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1B2C80} &  & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{172978} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,66 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=13.50cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Missingness family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.846623)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.792110)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.824115)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.889738)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.745897)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.842765)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.790545)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.814870)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.888108)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.769427)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.653202)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.765945)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.772605)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.741645)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Marginal missing-rate consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Co-missingness pattern consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,20 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Missingness model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Marginal missing-rate consistency & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+Co-missingness pattern consistency & \cellcolor[HTML]{243F99} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2262AA} \\
+Family mean & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{2260A9} \\
+\bottomrule
+\end{tabular}
+\end{document}

missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.tex

@@ -0,0 +1,68 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.0cm},
+width=0.31\textwidth,
+height=0.46\textwidth,
+ymin=0, ymax=1.02,
+xtick={1,...,11},
+xticklabels={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=60, anchor=east, font=\scriptsize},
+grid=major,
+grid style={gray!20},
+]
+\nextgroupplot[title={C datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.850974)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.751906)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.809258)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.737932)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.803291)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.737932)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.154985)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.737990)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.736831)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.737990)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.755763)};
+\nextgroupplot[title={M datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.804746)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.804537)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.795905)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.754851)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.993508)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.754851)};
+\addplot[ybar, draw=modeltabddpm, fill=modeltabddpm] coordinates {(7,0.902311)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.754851)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.754851)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.754851)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.673898)};
+\nextgroupplot[title={N datasets}, ylabel={Mean score}]
+\addplot[ybar, draw=modelarf, fill=modelarf] coordinates {(1,0.885773)};
+\addplot[ybar, draw=modelbayesnet, fill=modelbayesnet] coordinates {(2,0.889781)};
+\addplot[ybar, draw=modelctgan, fill=modelctgan] coordinates {(3,0.885577)};
+\addplot[ybar, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates {(4,0.885773)};
+\addplot[ybar, draw=modelrealtabformer, fill=modelrealtabformer] coordinates {(5,0.988941)};
+\addplot[ybar, draw=modeltabbyflow, fill=modeltabbyflow] coordinates {(6,0.885773)};
+\addplot[ybar, draw=modeltabdiff, fill=modeltabdiff] coordinates {(8,0.885773)};
+\addplot[ybar, draw=modeltabpfgen, fill=modeltabpfgen] coordinates {(9,0.915683)};
+\addplot[ybar, draw=modeltabsyn, fill=modeltabsyn] coordinates {(10,0.885773)};
+\addplot[ybar, draw=modeltvae, fill=modeltvae] coordinates {(11,0.812604)};
+\end{groupplot}
+\end{tikzpicture}
+\end{document}