diff --git a/conditional_breakdown/v2/analysis_report__v2.md b/conditional_breakdown/v2/analysis_report__v2.md new file mode 100644 index 0000000000000000000000000000000000000000..cf5dcac4784aa05bf4e88a06c76bc6f113e76fa8 --- /dev/null +++ b/conditional_breakdown/v2/analysis_report__v2.md @@ -0,0 +1,43 @@ +# 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. diff --git a/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.tex b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..e6b48401bc029806c51b6964ed4490d9837f35fb --- /dev/null +++ b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.tex @@ -0,0 +1,99 @@ +\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{tikzpicture} +\begin{axis}[ +width=14.0cm, 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fill=black} +\addlegendentry{Derived subgroup score} +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.pdf b/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..030fe6d2fc23ca3c4a93964baebdf26c7ec89ce8 Binary files /dev/null and b/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.pdf b/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2dd2637d520bd641cf2da0e3770860dded68dabc Binary files /dev/null and b/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.tex b/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..d65d2d5c31c671aa96d6fab8cc1e51973bb8709c --- /dev/null +++ b/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.tex @@ -0,0 +1,80 @@ +\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=15.12cm, +height=8.8cm, +ymin=0.0, ymax=1.08, +ylabel={Score}, +title={Conditional 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={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500,29.1000,30.2000,31.3000,32.4000,33.5000,34.6000,35.7000,36.8000,37.9000,39.0000,40.1000,41.2000}, +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,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 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{Direction consistency}; +\node[anchor=south, font=\bfseries\small] at (axis cs:35.1500,1.035) {Slice-level consistency}; +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.pdf b/conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..679761ad7997c1a201a93495751be56998d2d025 Binary files /dev/null and b/conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.tex b/conditional_breakdown/v2/conditional_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..6fec20a98e80615331bb469799786c2bd684eb27 --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_model_summary_generated__v2.tex b/conditional_breakdown/v2/conditional_model_summary_generated__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..14ece6b48a5e65bf7a6882f6b05420aa67ab9b10 --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_prefix_bars_appendix__v2.tex b/conditional_breakdown/v2/conditional_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..0006145e4447b1e687e6d87c9024e1e40305070a --- /dev/null +++ b/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}, +width=4.2cm, +height=7.0cm, +ybar, +bar width=7pt, +ymin=0, ymax=1.02, +xtick=data, +x tick label style={rotate=45, anchor=east, font=\tiny}, +tick label style={font=\scriptsize}, +label style={font=\scriptsize}, +grid=both, +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} diff --git a/conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.pdf b/conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c7916dbb0f134ab55cf75b3c6d8f5c978eeb30fa Binary files /dev/null and b/conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.tex b/conditional_breakdown/v2/conditional_strength_vs_subgroup_bridge__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..0c2d719b0c1c9c8908c28b16773129a9833b56d3 --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__c__v2.pdf b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__c__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9af8d5a3f19aeb4823e8117767ff74d9f6ff7a37 Binary files /dev/null and b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__c__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.pdf b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..200cfc6c85d5b77dfd3049f268ce313ef338aede Binary files /dev/null and b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.tex b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..43123b3cc3526ff635412597a1e8468fa8c9c8bb --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.pdf b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e2bd3435c2a4b41c6e39ea554b3f6b0f77fc7557 Binary files /dev/null and b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.tex b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__n__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..285946df7dd7ff5eabe94adc695bd4816726fbc5 --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.pdf b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..29748fccc84c2ebd00ae480ea356ff96d1013fe4 Binary files /dev/null and b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.tex b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..11e72635172407ffd9799333daa1fc663ea95ada --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.pdf b/conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..29748fccc84c2ebd00ae480ea356ff96d1013fe4 Binary files /dev/null and b/conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.tex b/conditional_breakdown/v2/conditional_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..11e72635172407ffd9799333daa1fc663ea95ada --- /dev/null +++ b/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} diff --git a/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf b/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1ea04cebbb11991fd7601a544bf7857e202b68db Binary files /dev/null and b/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.tex b/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..b39627d2b115f5447e275d62ab5da2c64236cc98 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.pdf b/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8cd7016b8fb5163726acf1352db786a758eeee26 Binary files /dev/null and b/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.tex b/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..f84c0144f5a6d71443ad51c57edc9fcf7c0cc6ea --- /dev/null +++ b/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} diff --git a/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf b/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fe82714e1975d897db118ad8893e5e5d778bac67 Binary files /dev/null and b/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.tex b/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..653b4a9531c45f22e925093fe7cd36d45042bfde --- /dev/null +++ b/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} diff --git a/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.pdf b/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..62d0dd1de55a596f8e8133985cb9f59e9357d9df Binary files /dev/null and b/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.tex b/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9081a08c346e07d709b5f4c5ffc10c6a46ebe1b7 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.pdf b/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..12d3cafe530f187aceeb7a9198d8934538982094 Binary files /dev/null and b/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.pdf differ diff --git a/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.tex b/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9b44841d72a3ed820566884a3648307a8f5c107c --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/analysis_report__v2.md b/missingness_breakdown/v2/analysis_report__v2.md new file mode 100644 index 0000000000000000000000000000000000000000..5053449bf25afd8c2f1d951bf0c3a2c9a07b4b33 --- /dev/null +++ b/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. diff --git a/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.pdf b/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1ea04cebbb11991fd7601a544bf7857e202b68db Binary files /dev/null and b/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.tex b/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..b39627d2b115f5447e275d62ab5da2c64236cc98 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.pdf b/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8cd7016b8fb5163726acf1352db786a758eeee26 Binary files /dev/null and b/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.tex b/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..f84c0144f5a6d71443ad51c57edc9fcf7c0cc6ea --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.pdf b/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fe82714e1975d897db118ad8893e5e5d778bac67 Binary files /dev/null and b/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.tex b/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..653b4a9531c45f22e925093fe7cd36d45042bfde --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.pdf b/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..62d0dd1de55a596f8e8133985cb9f59e9357d9df Binary files /dev/null and b/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.tex b/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9081a08c346e07d709b5f4c5ffc10c6a46ebe1b7 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.pdf b/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..12d3cafe530f187aceeb7a9198d8934538982094 Binary files /dev/null and b/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.pdf differ diff --git a/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.tex b/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9b44841d72a3ed820566884a3648307a8f5c107c --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf b/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1ea04cebbb11991fd7601a544bf7857e202b68db Binary files /dev/null and b/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.tex b/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..b39627d2b115f5447e275d62ab5da2c64236cc98 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.pdf b/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8cd7016b8fb5163726acf1352db786a758eeee26 Binary files /dev/null and b/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.tex b/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..f84c0144f5a6d71443ad51c57edc9fcf7c0cc6ea --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf b/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fe82714e1975d897db118ad8893e5e5d778bac67 Binary files /dev/null and b/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.tex b/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..653b4a9531c45f22e925093fe7cd36d45042bfde --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.pdf b/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..62d0dd1de55a596f8e8133985cb9f59e9357d9df Binary files /dev/null and b/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.pdf differ diff --git a/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.tex b/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9081a08c346e07d709b5f4c5ffc10c6a46ebe1b7 --- /dev/null +++ b/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} diff --git a/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.pdf b/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..12d3cafe530f187aceeb7a9198d8934538982094 Binary files /dev/null and b/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.pdf differ diff --git a/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.tex b/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..9b44841d72a3ed820566884a3648307a8f5c107c --- /dev/null +++ b/missingness_breakdown/v2/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} diff --git a/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.pdf b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2bc8757ec7c747c96b396189d4f24ddd3ceeb35d Binary files /dev/null and b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.tex b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..1db9c3ad866780d171c77ea55922c2716e4eacfd --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.tex @@ -0,0 +1,60 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{booktabs} +\begin{document} +\scriptsize +\setlength{\tabcolsep}{4pt} +\begin{tabular}{lcccccccccccc} +\toprule +Dataset & REAL & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\ +\midrule +C2 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{081D58} \\ +C3 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\ +C4 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{081D58} \\ +C5 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{243F99} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{24439B} \\ +C6 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +C7 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{142670} \\ +C8 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{11246B} \\ +C9 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{C2E7B4} & \cellcolor[HTML]{C2E7B4} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{C2E7B4} \\ +C10 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & & \cellcolor[HTML]{102369} \\ +C11 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0D2161} \\ +C12 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{081D58} & & & & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{299DC1} \\ +C13 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{5FC1C0} \\ +C14 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{80CEBB} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{225DA8} \\ +C15 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{1F78B4} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2165AB} & & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{32A6C2} \\ +C16 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{A7DCB7} & & \cellcolor[HTML]{2DA2C2} & & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{5FC1C0} \\ +C17 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{A9DDB7} & & \cellcolor[HTML]{36ABC3} & \cellcolor[HTML]{1F7AB5} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{243D98} \\ +C18 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{269BC1} & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{9CD8B8} & & & & & \cellcolor[HTML]{259AC1} \\ +C19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2258A5} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{1F80B8} & & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{2352A3} \\ +C20 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2258A5} & & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\ +M1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{1F7BB6} \\ +M2 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{234FA1} & \cellcolor[HTML]{24449C} & & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{24419A} \\ +M4 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2259A6} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2259A6} \\ +M5 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +M6 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{C0E6B5} \\ +M7 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{13266F} \\ +M8 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +M9 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{225CA7} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{1E85BA} \\ +M10 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{2352A3} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{253997} \\ +M11 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{225DA8} \\ +M12 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{2165AB} & \cellcolor[HTML]{1F80B8} & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{206EB0} & & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{1D8EBF} \\ +N1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\ +N2 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} & & \cellcolor[HTML]{081D58} \\ +N4 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{D7EFB3} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{2DA2C2} & & \cellcolor[HTML]{B9E4B5} \\ +N5 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{61C2BF} & \cellcolor[HTML]{8CD2BA} & \cellcolor[HTML]{39ADC3} & \cellcolor[HTML]{97D6B9} & \cellcolor[HTML]{EAF7B1} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{8CD2BA} & & \cellcolor[HTML]{67C4BE} \\ +N6 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} \\ +N7 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & & \cellcolor[HTML]{081D58} \\ +N8 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{35AAC3} & \cellcolor[HTML]{1F7AB5} & \cellcolor[HTML]{2296C1} & & \cellcolor[HTML]{31A5C2} & & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{35AAC3} \\ +N9 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +N10 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & & \cellcolor[HTML]{081D58} \\ +N11 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\ +N12 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{F5FBC2} & & \cellcolor[HTML]{182A7A} \\ +N14 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F1FABB} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED3} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED3} & \cellcolor[HTML]{FFFFD9} \\ +N15 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{EDF8B2} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{24479D} \\ +N16 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\ +N17 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{259AC1} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{2075B3} & & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{2DA2C2} \\ +N19 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{F9FDCC} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{FBFDD0} & \cellcolor[HTML]{FBFDD0} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{1F7AB5} \\ +N20 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.pdf b/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..49e61c32cc6e824aaff66ee0c6d220ba47807090 Binary files /dev/null and b/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.tex b/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..f3ad1065255b90425111d61ae97bd4e0439bc98c --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_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={Subgroup 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 {(1.1000,0.713996)}; +\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.727849)}; +\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.673436)}; +\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.637997)}; +\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.815274)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.639445)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.599798)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.669999)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.685918)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.704596)}; +\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.637430)}; +\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 {(15.6500,0.757667)}; +\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.764087)}; +\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.740476)}; +\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.700287)}; +\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.846498)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.673977)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.632698)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.706993)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.725899)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.746360)}; +\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.723115)}; +\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) {Internal profile stability}; +\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Subgroup size stability}; +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.pdf b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c44fb94e6d2d4e3dac7d62d87fab3f7c9c8bd481 Binary files /dev/null and b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.tex b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..bb14d6c177ce92724c8f94637006d7b3cc9d0f3e --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.tex @@ -0,0 +1,20 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{xcolor} +\usepackage{booktabs} + +\begin{document} +\scriptsize +\textbf{Subgroup 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 +Internal profile stability & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{1F78B4} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{1E8BBD} \\ +Subgroup size stability & \cellcolor[HTML]{225CA7} & \cellcolor[HTML]{2259A6} & \cellcolor[HTML]{2262AA} & \cellcolor[HTML]{2072B1} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{1D8EBF} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{2168AD} \\ +Family mean & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{1F7AB5} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{1E85BA} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.pdf b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3a7f880d9d57e6fe4d881ee59d29dfbb7c98e198 Binary files /dev/null and b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.tex b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..95c2d49443f999fb0249bb9827219382b32112a6 --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.tex @@ -0,0 +1,77 @@ +\documentclass[tikz,border=4pt]{standalone} +\usepackage{pgfplots} +\usepackage{xcolor} +\usetikzlibrary{patterns} +\pgfplotsset{compat=1.18} + +\usepgfplotslibrary{groupplots} +\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=1.15cm}, +width=5.0cm, +height=7.0cm, +ymin=0.0, ymax=1.0, +ymajorgrids, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +symbolic x coords={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}, +xtick=data, +x tick label style={rotate=45, anchor=east, font=\scriptsize}, +tick style={draw=black!70}, +axis line style={draw=black!70}, +] +\nextgroupplot[title={Categorical}, ylabel={Subgroup structure score}] +\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) }; +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.8424) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, 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pattern=north east lines, pattern color=modeltabsyn, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabSyn,0.7464) +- (0,0.1194) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltvae, fill=modeltvae, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TVAE,0.6374) +- (0,0.1002) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltvae, fill=white, pattern=north east lines, pattern color=modeltvae, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TVAE,0.7231) +- (0,0.0951) }; +\addlegendimage{area legend, draw=black, fill=black} +\addlegendentry{Internal profile stability} +\addlegendimage{area legend, draw=black, fill=white, pattern=north east lines, pattern color=black} +\addlegendentry{Subgroup size stability} +\node[anchor=west, font=\scriptsize] at (rel axis cs:0.02,0.90) {$\uparrow$ better}; +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.pdf b/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..82a3def94e3abc9b1c7e616fcb2761e416f3877c Binary files /dev/null and b/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.pdf differ diff --git a/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.tex b/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..7f21e5620f872dd336e750d72094225f169b9cac --- /dev/null +++ b/tail_breakdown/v2/must_do/tail_dataset_model_heatmap_appendix__v2.tex @@ -0,0 +1,58 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{booktabs} +\begin{document} +\scriptsize +\setlength{\tabcolsep}{4pt} +\begin{tabular}{lccccccccccc} +\toprule +Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\ +\midrule +C2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +C3 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DBF1B2} \\ +C4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +C5 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +C7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253896} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1F82B9} \\ +C8 & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2A9EC1} \\ +C9 & \cellcolor[HTML]{172978} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{253997} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{234FA1} & \cellcolor[HTML]{225EA8} \\ +C10 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +C11 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +C12 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{A7DCB7} & \cellcolor[HTML]{1E85BA} & & & & \cellcolor[HTML]{57BEC1} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{1F7DB6} \\ +C13 & \cellcolor[HTML]{C9EAB4} & \cellcolor[HTML]{E8F6B1} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{F3FABD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F5FBC2} & \cellcolor[HTML]{2262AA} \\ +C14 & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2195C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} \\ +C15 & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{CEECB3} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1F78B4} \\ +C16 & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{DDF2B2} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{B4E2B6} & \cellcolor[HTML]{FEFFD8} & & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{CBEBB4} \\ +C17 & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{D0EDB3} \\ +C18 & \cellcolor[HTML]{2356A4} & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{F1FABB} & & & & & \cellcolor[HTML]{F4FBC1} \\ +C19 & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{34A9C3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{F7FCC7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{32A6C2} \\ +C20 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{172978} & \cellcolor[HTML]{1D8DBE} & & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{7CCCBB} \\ +M1 & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{2A9EC1} & \cellcolor[HTML]{B9E4B5} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{FAFDCE} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{2FA4C2} \\ +M2 & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{D6EFB3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{9ED9B8} & & \cellcolor[HTML]{253494} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{35AAC3} \\ +M4 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{225DA8} \\ +M6 & \cellcolor[HTML]{233390} & \cellcolor[HTML]{5FC1C0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{B2E1B6} \\ +M7 & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F4FBC1} \\ +M9 & \cellcolor[HTML]{2352A3} & \cellcolor[HTML]{C0E6B5} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{299DC1} \\ +M10 & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{203089} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{D0EDB3} & \cellcolor[HTML]{253795} & \cellcolor[HTML]{D0EDB3} \\ +M11 & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{225AA6} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{F8FCC9} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{FAFDCF} & \cellcolor[HTML]{8ED3BA} \\ +M12 & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{C2E7B4} & & \cellcolor[HTML]{D5EFB3} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +N1 & \cellcolor[HTML]{253494} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{65C3BF} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{6BC6BE} \\ +N2 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +N4 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +N5 & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{1D91C0} & \cellcolor[HTML]{2296C1} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{FDFED5} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{24409A} & & \cellcolor[HTML]{2CA1C2} \\ +N6 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{225DA8} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{65C3BF} \\ +N7 & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{2195C0} & & \cellcolor[HTML]{172976} \\ +N8 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{C6E9B4} & & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +N10 & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{233390} & & \cellcolor[HTML]{142670} \\ +N11 & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1E2E85} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{E6F5B2} \\ +N12 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} \\ +N14 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +N15 & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{3EB3C4} & \cellcolor[HTML]{ABDEB7} & \cellcolor[HTML]{90D4B9} & \cellcolor[HTML]{39ADC3} & \cellcolor[HTML]{A9DDB7} & \cellcolor[HTML]{2070B0} \\ +N16 & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{63C3BF} & \cellcolor[HTML]{1F2F87} & \cellcolor[HTML]{B0E0B6} & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{2354A3} \\ +N17 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +N18 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\ +N19 & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{1D8DBE} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{31A5C2} \\ +N20 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{76CABC} & & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{4AB9C3} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.pdf b/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d4add19949a0eebbcf7c85e835e9a79808c92256 Binary files /dev/null and b/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.pdf differ diff --git a/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.tex b/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..3076ffb6ea57d4048603d49c40f3af6b0666ecc8 --- /dev/null +++ b/tail_breakdown/v2/must_do/tail_family_subitem_bars_appendix__v2.tex @@ -0,0 +1,80 @@ +\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=15.12cm, +height=8.8cm, +ymin=0.0, ymax=1.08, +ylabel={Score}, +title={Tail 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={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500,29.1000,30.2000,31.3000,32.4000,33.5000,34.6000,35.7000,36.8000,37.9000,39.0000,40.1000,41.2000}, +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,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 {(1.1000,0.115567)}; +\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.238885)}; +\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.076759)}; +\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.092980)}; +\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.137714)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.113040)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.066191)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.156472)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.100256)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.184151)}; +\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.020478)}; +\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 {(15.6500,0.488678)}; +\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.382778)}; +\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.247544)}; +\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.247883)}; +\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.445260)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.280227)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.208560)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.295125)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.385648)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.269276)}; +\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.220807)}; +\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(29.1000,1.000000)}; +\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(30.2000,0.523610)}; +\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(31.3000,0.457337)}; +\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(32.4000,0.396251)}; +\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(33.5000,0.358988)}; +\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(34.6000,0.517818)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(35.7000,0.389591)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(36.8000,0.353538)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(37.9000,0.362670)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(39.0000,0.479762)}; +\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(40.1000,0.350701)}; +\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(41.2000,0.343399)}; +\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08); +\draw[dashed, gray!70, line width=0.6pt] (axis cs:28.3750,0) -- (axis cs:28.3750,1.08); +\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Tail set consistency}; +\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Tail mass similarity}; +\node[anchor=south, font=\bfseries\small] at (axis cs:35.1500,1.035) {Tail concentration consistency}; +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.pdf b/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fca2b049abbf5ef63b58949d1136fb1b74404266 Binary files /dev/null and b/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.tex b/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..29588330684e5f9bb5477ef7d8ef821e6f5f8e73 --- /dev/null +++ b/tail_breakdown/v2/must_do/tail_model_subitem_heatmap_appendix__v2.tex @@ -0,0 +1,21 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{xcolor} +\usepackage{booktabs} + +\begin{document} +\scriptsize +\textbf{Tail 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 +Tail set consistency & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{F2FABC} & \cellcolor[HTML]{E9F7B1} & \cellcolor[HTML]{EFF9B6} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{E3F4B2} & \cellcolor[HTML]{F1FABA} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{FCFED3} \\ +Tail mass similarity & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{C8E9B4} & \cellcolor[HTML]{C8E9B4} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{B7E3B6} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{D0EDB3} \\ +Tail concentration consistency & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{75C9BD} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{78CBBC} & \cellcolor[HTML]{8CD2BA} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{4CBAC2} & \cellcolor[HTML]{8ED3BA} & \cellcolor[HTML]{92D5B9} \\ +Family mean & \cellcolor[HTML]{7ECDBB} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{CDEBB4} & \cellcolor[HTML]{85CFBA} & \cellcolor[HTML]{C2E7B4} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{BBE4B5} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{D9F0B3} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.pdf b/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..96ffcefd7d4a88ef8b6b348a0b3fde4ce2a07089 Binary files /dev/null and b/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.pdf differ diff --git a/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.tex b/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..e4742d7bfdccc7ca215ef4afe804af9a950bafdd --- /dev/null +++ b/tail_breakdown/v2/must_do/tail_prefix_bars_appendix__v2.tex @@ -0,0 +1,72 @@ +\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=1.15cm}, +width=5.0cm, +height=7.0cm, +ymin=0.0, ymax=1.0, +ymajorgrids, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}, +xtick=data, +x tick label style={rotate=45, anchor=east, font=\scriptsize}, +tick style={draw=black!70}, +axis line style={draw=black!70}, +] +\nextgroupplot[title={Categorical}, ylabel={Tail concentration consistency}] +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.4854) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.4090) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.3863) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.2104) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.4726) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.2255) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.4160) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.1750) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.3836) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.2433) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3388) }; +\nextgroupplot[title={Mixed}, ylabel={}] +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.6805) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.6363) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.5345) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.5372) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7119) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.5130) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.2911) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.6132) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.6264) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.4463) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3759) }; +\nextgroupplot[title={Numerical}, ylabel={}] +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.4834) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.4162) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.3371) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.4185) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.4660) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.4946) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.3379) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.4104) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.4926) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.4286) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.3317) }; +\end{groupplot} +\end{tikzpicture} +\end{document} diff --git a/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.pdf b/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..12fbff24f62641ee71cb9d4520c6b44b08983b87 Binary files /dev/null and b/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.pdf differ diff --git a/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.tex b/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..5ab781aaa4cb0eed740176b7ea0c128abd8a42a3 --- /dev/null +++ b/tail_breakdown/v2/must_do/tail_tradeoff_scatter_main__v2.tex @@ -0,0 +1,89 @@ +\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{minipage}{13.2cm} +{\small Main paper-facing view.\par} +{\small X-axis is tail coverage core = mean(tail set consistency, tail mass similarity).\par} +{\small Y-axis is tail concentration consistency.\par} +\vspace{0.4em} +\begin{tikzpicture} +\begin{axis}[ +width=12.7cm, +height=9.3cm, +xmin=0.0406, xmax=0.3908, +ymin=0.2634, ymax=0.6036, +xlabel={Tail coverage core score}, +ylabel={Tail concentration consistency}, +title={Tail coverage core vs tail concentration}, +grid=both, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +axis line style={draw=black!70}, +tick style={draw=black!70}, +legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.02)}, anchor=south west}, +legend columns=3, +] +\addplot[black!45, dashed, domain=0:1, samples=2] {x}; +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelarf, fill=modelarf, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.3021,0.5236) +- (0.0712,0.1153) }; +\addlegendentry{ARF} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelbayesnet, fill=modelbayesnet, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.3108,0.4573) +- (0.0938,0.1095) }; +\addlegendentry{BayesNet} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelctgan, fill=modelctgan, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1622,0.3963) +- (0.0553,0.1026) }; +\addlegendentry{CTGAN} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelforestdiffusion, fill=modelforestdiffusion, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1704,0.3590) +- (0.0716,0.1105) }; +\addlegendentry{ForestDiffusion} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelrealtabformer, fill=modelrealtabformer, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2915,0.5178) +- (0.0832,0.1140) }; +\addlegendentry{RealTabFormer} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabbyflow, fill=modeltabbyflow, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1966,0.3896) +- (0.0723,0.1168) }; +\addlegendentry{TabbyFlow} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabddpm, fill=modeltabddpm, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1374,0.3535) +- (0.0753,0.1226) }; +\addlegendentry{TabDDPM} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabdiff, fill=modeltabdiff, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2258,0.3627) +- (0.0891,0.1285) }; +\addlegendentry{TabDiff} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabpfgen, fill=modeltabpfgen, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2430,0.4798) +- (0.0739,0.1149) }; +\addlegendentry{TabPFGen} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabsyn, fill=modeltabsyn, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2267,0.3507) +- (0.0931,0.1331) }; +\addlegendentry{TabSyn} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltvae, fill=modeltvae, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1206,0.3434) +- (0.0445,0.0895) }; +\addlegendentry{TVAE} +\end{axis} +\end{tikzpicture} +\end{minipage} +\end{document} diff --git a/tail_breakdown/v2/tail_coverage_vs_concentration_scatter_main__v2.tex b/tail_breakdown/v2/tail_coverage_vs_concentration_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..5ab781aaa4cb0eed740176b7ea0c128abd8a42a3 --- /dev/null +++ b/tail_breakdown/v2/tail_coverage_vs_concentration_scatter_main__v2.tex @@ -0,0 +1,89 @@ +\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{minipage}{13.2cm} +{\small Main paper-facing view.\par} +{\small X-axis is tail coverage core = mean(tail set consistency, tail mass similarity).\par} +{\small Y-axis is tail concentration consistency.\par} +\vspace{0.4em} +\begin{tikzpicture} +\begin{axis}[ +width=12.7cm, +height=9.3cm, +xmin=0.0406, xmax=0.3908, +ymin=0.2634, ymax=0.6036, +xlabel={Tail coverage core score}, +ylabel={Tail concentration consistency}, +title={Tail coverage core vs tail concentration}, +grid=both, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +axis line style={draw=black!70}, +tick style={draw=black!70}, +legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.02)}, anchor=south west}, +legend columns=3, +] +\addplot[black!45, dashed, domain=0:1, samples=2] {x}; +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelarf, fill=modelarf, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.3021,0.5236) +- (0.0712,0.1153) }; +\addlegendentry{ARF} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelbayesnet, fill=modelbayesnet, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.3108,0.4573) +- (0.0938,0.1095) }; +\addlegendentry{BayesNet} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelctgan, fill=modelctgan, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1622,0.3963) +- (0.0553,0.1026) }; +\addlegendentry{CTGAN} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelforestdiffusion, fill=modelforestdiffusion, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1704,0.3590) +- (0.0716,0.1105) }; +\addlegendentry{ForestDiffusion} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modelrealtabformer, fill=modelrealtabformer, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2915,0.5178) +- (0.0832,0.1140) }; +\addlegendentry{RealTabFormer} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabbyflow, fill=modeltabbyflow, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1966,0.3896) +- (0.0723,0.1168) }; +\addlegendentry{TabbyFlow} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabddpm, fill=modeltabddpm, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1374,0.3535) +- (0.0753,0.1226) }; +\addlegendentry{TabDDPM} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabdiff, fill=modeltabdiff, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2258,0.3627) +- (0.0891,0.1285) }; +\addlegendentry{TabDiff} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabpfgen, fill=modeltabpfgen, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2430,0.4798) +- (0.0739,0.1149) }; +\addlegendentry{TabPFGen} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltabsyn, fill=modeltabsyn, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.2267,0.3507) +- (0.0931,0.1331) }; +\addlegendentry{TabSyn} +\addplot+[only marks, mark=*, mark size=2.7pt, draw=modeltvae, fill=modeltvae, +error bars/.cd, x dir=both, x explicit, y dir=both, y explicit] +coordinates { (0.1206,0.3434) +- (0.0445,0.0895) }; +\addlegendentry{TVAE} +\end{axis} +\end{tikzpicture} +\end{minipage} +\end{document} diff --git a/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.pdf b/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fca2b049abbf5ef63b58949d1136fb1b74404266 Binary files /dev/null and b/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.tex b/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..29588330684e5f9bb5477ef7d8ef821e6f5f8e73 --- /dev/null +++ b/tail_breakdown/v2/tail_model_subitem_heatmap_appendix__v2.tex @@ -0,0 +1,21 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{xcolor} +\usepackage{booktabs} + +\begin{document} +\scriptsize +\textbf{Tail 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 +Tail set consistency & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{F4FBC1} & \cellcolor[HTML]{F2FABC} & \cellcolor[HTML]{E9F7B1} & \cellcolor[HTML]{EFF9B6} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{E3F4B2} & \cellcolor[HTML]{F1FABA} & \cellcolor[HTML]{DBF1B2} & \cellcolor[HTML]{FCFED3} \\ +Tail mass similarity & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{C8E9B4} & \cellcolor[HTML]{C8E9B4} & \cellcolor[HTML]{5DC0C0} & \cellcolor[HTML]{B7E3B6} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{AEDFB6} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{D0EDB3} \\ +Tail concentration consistency & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{55BEC1} & \cellcolor[HTML]{75C9BD} & \cellcolor[HTML]{89D1BA} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{78CBBC} & \cellcolor[HTML]{8CD2BA} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{4CBAC2} & \cellcolor[HTML]{8ED3BA} & \cellcolor[HTML]{92D5B9} \\ +Family mean & \cellcolor[HTML]{7ECDBB} & \cellcolor[HTML]{87D0BA} & \cellcolor[HTML]{CAEAB4} & \cellcolor[HTML]{CDEBB4} & \cellcolor[HTML]{85CFBA} & \cellcolor[HTML]{C2E7B4} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{BBE4B5} & \cellcolor[HTML]{9ED9B8} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{D9F0B3} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/tail_breakdown/v2/tail_tradeoff_scatter_main__v2.pdf b/tail_breakdown/v2/tail_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..12fbff24f62641ee71cb9d4520c6b44b08983b87 Binary files /dev/null and b/tail_breakdown/v2/tail_tradeoff_scatter_main__v2.pdf differ