diff --git a/evaluation/query_family/missingness/strength_diagnostic/analysis_report.md b/evaluation/query_family/missingness/strength_diagnostic/analysis_report.md
new file mode 100644
index 0000000000000000000000000000000000000000..e9fcc2dad7bb2ab18cce6dff1ab36bef6d790235
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/analysis_report.md
@@ -0,0 +1,6 @@
+# Missingness Strength Diagnostic
+
+- Canonical missingness family score now keeps `co_missingness_pattern_consistency` as profile-only.
+- This auxiliary diagnostic isolates `co_missing_strength_score` so we can study whether models preserve the strength of structured missingness relations even when detailed profiles differ.
+- Applicable dataset-model panels: `80`
+- Applicable datasets: `12`
diff --git a/evaluation/query_family/missingness/strength_diagnostic/data/dataset_model_strength_scores.csv b/evaluation/query_family/missingness/strength_diagnostic/data/dataset_model_strength_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cff4b6a50df8a3e564cb93e6c813d93a532c63dc
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/data/dataset_model_strength_scores.csv
@@ -0,0 +1,81 @@
+dataset_id,dataset_prefix,model_id,model_label,co_missingness_pattern_consistency,co_missing_strength_score,co_missing_composite_score,profile_minus_strength,strength_minus_profile,asset_count,applicable_asset_count
+c5,c,arf,ARF,0.995742,0.982734,0.99184,0.013008,-0.01300800000000002,1,1
+c5,c,bayesnet,BayesNet,0.963464,0.877172,0.937576,0.086292,-0.08629200000000004,1,1
+c5,c,ctgan,CTGAN,0.954606,0.872582,0.929999,0.0820239999999999,-0.08202399999999999,1,1
+c5,c,realtabformer,RealTabFormer,0.995521,0.99189,0.994431,0.0036309999999999,-0.00363099999999994,1,1
+c5,c,tabbyflow,TabbyFlow,0.810198,0.786658,0.803136,0.02354,-0.023540000000000005,1,1
+c5,c,tabddpm,TabDDPM,0.810198,0.786658,0.803136,0.02354,-0.023540000000000005,1,1
+c5,c,tabdiff,TabDiff,0.810198,0.786658,0.803136,0.02354,-0.023540000000000005,1,1
+c5,c,tabpfgen,TabPFGen,0.810198,0.786658,0.803136,0.02354,-0.023540000000000005,1,1
+c5,c,tabsyn,TabSyn,0.810198,0.786658,0.803136,0.02354,-0.023540000000000005,2,2
+c5,c,tvae,TVAE,0.974922,0.968025,0.972853,0.0068969999999999,-0.006896999999999931,1,1
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+c15,c,bayesnet,BayesNet,0.969949,0.999989,0.978961,-0.03004,0.030040000000000067,1,1
+c15,c,realtabformer,RealTabFormer,0.960776,0.999972,0.972535,-0.039196,0.03919600000000001,1,1
+c15,c,tvae,TVAE,0.627105,0.844879,0.692437,-0.217774,0.21777400000000002,1,1
+c16,c,arf,ARF,0.984938,0.97513,0.981995,0.0098079999999999,-0.009807999999999928,1,1
+c16,c,bayesnet,BayesNet,0.742628,0.967498,0.810089,-0.22487,0.22487000000000001,1,1
+c16,c,ctgan,CTGAN,0.9428,0.970629,0.951149,-0.0278289999999999,0.027828999999999993,1,1
+c16,c,realtabformer,RealTabFormer,0.99624,0.998366,0.996877,-0.0021259999999999,0.0021259999999999613,1,1
+c16,c,tvae,TVAE,0.868727,0.887354,0.874315,-0.0186269999999999,0.01862699999999995,1,1
+c17,c,arf,ARF,0.984291,0.966646,0.978997,0.017645,-0.017645000000000022,1,1
+c17,c,bayesnet,BayesNet,0.836432,0.929645,0.864396,-0.0932130000000001,0.0932130000000001,1,1
+c17,c,ctgan,CTGAN,0.927831,0.921451,0.925917,0.0063799999999999,-0.006379999999999941,1,1
+c17,c,realtabformer,RealTabFormer,0.949963,0.950394,0.950092,-0.0004309999999999,0.0004309999999999592,1,1
+c17,c,tabpfgen,TabPFGen,0.836432,0.929645,0.864396,-0.0932130000000001,0.0932130000000001,1,1
+c17,c,tvae,TVAE,0.937197,0.964701,0.945448,-0.027504,0.027504000000000084,1,1
+c18,c,arf,ARF,0.974756,0.956776,0.969362,0.0179799999999999,-0.017979999999999996,1,1
+c18,c,bayesnet,BayesNet,0.978853,0.985003,0.980698,-0.0061499999999999,0.006149999999999989,1,1
+c18,c,realtabformer,RealTabFormer,0.857373,0.957717,0.887476,-0.1003439999999999,0.10034399999999999,1,1
+c19,c,arf,ARF,0.999347,0.998126,0.998981,0.001221,-0.0012210000000000276,1,1
+c19,c,bayesnet,BayesNet,0.99613,0.992106,0.994923,0.0040239999999999,-0.0040239999999999165,1,1
+c19,c,ctgan,CTGAN,0.952687,0.975348,0.959485,-0.022661,0.022661000000000042,1,1
+c19,c,realtabformer,RealTabFormer,0.869641,0.922418,0.885474,-0.0527769999999999,0.05277699999999996,1,1
+c19,c,tabpfgen,TabPFGen,0.985958,0.991948,0.987755,-0.00599,0.005990000000000051,1,1
+c19,c,tvae,TVAE,0.990097,0.996318,0.991963,-0.006221,0.006221000000000032,1,1
+m7,m,arf,ARF,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,bayesnet,BayesNet,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,ctgan,CTGAN,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,forestdiffusion,ForestDiffusion,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,realtabformer,RealTabFormer,0.99396,0.997494,0.99502,-0.003534,0.003534000000000037,1,1
+m7,m,tabbyflow,TabbyFlow,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabddpm,TabDDPM,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
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+m7,m,tabpfgen,TabPFGen,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabsyn,TabSyn,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
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+m9,m,arf,ARF,0.989308,0.979731,0.986435,0.0095769999999999,-0.009576999999999947,1,1
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+m9,m,realtabformer,RealTabFormer,0.992816,0.996606,0.993953,-0.0037899999999999,0.00378999999999996,1,1
+m9,m,tabddpm,TabDDPM,0.844494,0.948405,0.875667,-0.103911,0.10391100000000009,1,1
+m9,m,tabpfgen,TabPFGen,0.844494,0.948405,0.875667,-0.103911,0.10391100000000009,1,1
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+m12,m,ctgan,CTGAN,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,realtabformer,RealTabFormer,0.99296,0.996851,0.994127,-0.003891,0.003891000000000089,1,1
+m12,m,tabbyflow,TabbyFlow,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,tabsyn,TabSyn,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,tvae,TVAE,0.457916,0.939315,0.602336,-0.481399,0.481399,1,1
+n4,n,arf,ARF,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,bayesnet,BayesNet,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,ctgan,CTGAN,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,realtabformer,RealTabFormer,0.977539,0.978472,0.977819,-0.0009329999999999,0.0009329999999999616,1,1
+n4,n,tabbyflow,TabbyFlow,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tabddpm,TabDDPM,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tabpfgen,TabPFGen,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tabsyn,TabSyn,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tvae,TVAE,0.294807,0.920332,0.482464,-0.6255250000000001,0.6255250000000001,1,1
+n8,n,arf,ARF,0.855863,0.939062,0.880823,-0.0831989999999999,0.08319899999999991,1,1
+n8,n,bayesnet,BayesNet,0.855863,0.939062,0.880823,-0.0831989999999999,0.08319899999999991,1,1
+n8,n,ctgan,CTGAN,0.844267,0.93554,0.871649,-0.091273,0.09127300000000005,1,1
+n8,n,realtabformer,RealTabFormer,0.983877,0.953986,0.97491,0.029891,-0.029891,1,1
+n8,n,tabbyflow,TabbyFlow,0.855863,0.939062,0.880823,-0.0831989999999999,0.08319899999999991,1,1
+n8,n,tabsyn,TabSyn,0.855863,0.939062,0.880823,-0.0831989999999999,0.08319899999999991,1,1
+n8,n,tvae,TVAE,0.698295,0.91396,0.762994,-0.215665,0.215665,1,1
+n18,n,arf,ARF,0.915683,0.711752,0.854504,0.2039309999999999,-0.20393099999999997,1,1
+n18,n,bayesnet,BayesNet,0.915683,0.711752,0.854504,0.2039309999999999,-0.20393099999999997,1,1
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/data/model_strength_summary.csv b/evaluation/query_family/missingness/strength_diagnostic/data/model_strength_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fd62e3bfc4707ee7a82d413d40a2f6a8cefffd9
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/data/model_strength_summary.csv
@@ -0,0 +1,12 @@
+model_id,model_label,dataset_count,panel_count,profile_score_mean,strength_score_mean,composite_score_mean,strength_minus_profile_mean
+arf,ARF,12,12,0.857762,0.935475,0.881076,0.077713
+bayesnet,BayesNet,12,12,0.821066,0.926249,0.852621,0.105182
+ctgan,CTGAN,10,10,0.810134,0.908263,0.839573,0.098129
+forestdiffusion,ForestDiffusion,1,1,0.960127,0.991897,0.969658,0.03177
+realtabformer,RealTabFormer,11,11,0.96097,0.976742,0.965701,0.015773
+tabbyflow,TabbyFlow,5,5,0.653499,0.888296,0.723938,0.234798
+tabddpm,TabDDPM,4,4,0.699048,0.87796,0.752722,0.178912
+tabdiff,TabDiff,2,2,0.885162,0.889277,0.886397,0.004115
+tabpfgen,TabPFGen,6,6,0.769764,0.905572,0.810506,0.135808
+tabsyn,TabSyn,6,6,0.685331,0.898315,0.749226,0.212983
+tvae,TVAE,11,11,0.757181,0.909423,0.802853,0.152242
diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.pdf
new file mode 100644
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+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_dataset_model_heatmap_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Dataset-model strength heatmap}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_dataset_model_heatmap_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_gap_bars_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_gap_bars_appendix.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_gap_bars_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_gap_bars_appendix.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_gap_bars_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Strength minus profile}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_gap_bars_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_distribution_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_distribution_main.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_distribution_main.tex b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_distribution_main.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_distribution_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Co-missing profile vs strength distribution}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_distribution_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.svg b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.svg
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index 0000000000000000000000000000000000000000..9ca9d9d1749c80ce1ebe94ffa6e4391b05d21b80
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.svg
@@ -0,0 +1,2026 @@
+
+
+
diff --git a/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.tex b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.tex
new file mode 100644
index 0000000000000000000000000000000000000000..900cb6d6f631321a7c389d1ea462229399b8f4dd
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/figures/missing_strength_profile_vs_strength_model_dumbbell_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Missingness auxiliary insight: profile vs strength}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_model_dumbbell_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/README.md b/evaluation/query_family/missingness/strength_diagnostic/final/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..ceedb4d33dba3898047ad37607a2d0357eecc183
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/README.md
@@ -0,0 +1,45 @@
+# Missingness Strength Diagnostic
+
+Auxiliary paper-facing bundle isolating relation-strength fidelity from the canonical profile-only co-missing score.
+
+Primary paper-facing files:
+
+- `missing_strength_profile_vs_strength_model_dumbbell_main.pdf`
+- `missing_strength_profile_vs_strength_model_dumbbell_main.png`
+- `missing_strength_profile_vs_strength_model_dumbbell_main.tex`
+- `missing_strength_profile_vs_strength_distribution_main.pdf`
+- `missing_strength_profile_vs_strength_distribution_main.png`
+- `missing_strength_profile_vs_strength_distribution_main.tex`
+- `missing_strength_gap_bars_appendix.pdf`
+- `missing_strength_gap_bars_appendix.png`
+- `missing_strength_gap_bars_appendix.tex`
+- `missing_strength_dataset_model_heatmap_appendix.pdf`
+- `missing_strength_dataset_model_heatmap_appendix.png`
+- `missing_strength_dataset_model_heatmap_appendix.tex`
+
+Must-do bundle (`must_do/`):
+
+- `must_do/missing_strength_profile_vs_strength_model_dumbbell_main.pdf`
+- `must_do/missing_strength_profile_vs_strength_model_dumbbell_main.png`
+- `must_do/missing_strength_profile_vs_strength_model_dumbbell_main.svg`
+- `must_do/missing_strength_profile_vs_strength_model_dumbbell_main.tex`
+- `must_do/missing_strength_profile_vs_strength_distribution_main.pdf`
+- `must_do/missing_strength_profile_vs_strength_distribution_main.png`
+- `must_do/missing_strength_profile_vs_strength_distribution_main.svg`
+- `must_do/missing_strength_profile_vs_strength_distribution_main.tex`
+- `must_do/missing_strength_gap_bars_appendix.pdf`
+- `must_do/missing_strength_gap_bars_appendix.png`
+- `must_do/missing_strength_gap_bars_appendix.svg`
+- `must_do/missing_strength_gap_bars_appendix.tex`
+- `must_do/missing_strength_dataset_model_heatmap_appendix.pdf`
+- `must_do/missing_strength_dataset_model_heatmap_appendix.png`
+- `must_do/missing_strength_dataset_model_heatmap_appendix.svg`
+- `must_do/missing_strength_dataset_model_heatmap_appendix.tex`
+
+Support files:
+
+- `dataset_model_strength_scores.csv`
+- `model_strength_summary.csv`
+- `analysis_report.md`
+- `paper_caption.txt`
+- `paper_paragraphs.md`
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/analysis_report.md b/evaluation/query_family/missingness/strength_diagnostic/final/analysis_report.md
new file mode 100644
index 0000000000000000000000000000000000000000..e9fcc2dad7bb2ab18cce6dff1ab36bef6d790235
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/analysis_report.md
@@ -0,0 +1,6 @@
+# Missingness Strength Diagnostic
+
+- Canonical missingness family score now keeps `co_missingness_pattern_consistency` as profile-only.
+- This auxiliary diagnostic isolates `co_missing_strength_score` so we can study whether models preserve the strength of structured missingness relations even when detailed profiles differ.
+- Applicable dataset-model panels: `80`
+- Applicable datasets: `12`
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/dataset_model_strength_scores.csv b/evaluation/query_family/missingness/strength_diagnostic/final/dataset_model_strength_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cff4b6a50df8a3e564cb93e6c813d93a532c63dc
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/dataset_model_strength_scores.csv
@@ -0,0 +1,81 @@
+dataset_id,dataset_prefix,model_id,model_label,co_missingness_pattern_consistency,co_missing_strength_score,co_missing_composite_score,profile_minus_strength,strength_minus_profile,asset_count,applicable_asset_count
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+c16,c,bayesnet,BayesNet,0.742628,0.967498,0.810089,-0.22487,0.22487000000000001,1,1
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+c17,c,bayesnet,BayesNet,0.836432,0.929645,0.864396,-0.0932130000000001,0.0932130000000001,1,1
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+c18,c,bayesnet,BayesNet,0.978853,0.985003,0.980698,-0.0061499999999999,0.006149999999999989,1,1
+c18,c,realtabformer,RealTabFormer,0.857373,0.957717,0.887476,-0.1003439999999999,0.10034399999999999,1,1
+c19,c,arf,ARF,0.999347,0.998126,0.998981,0.001221,-0.0012210000000000276,1,1
+c19,c,bayesnet,BayesNet,0.99613,0.992106,0.994923,0.0040239999999999,-0.0040239999999999165,1,1
+c19,c,ctgan,CTGAN,0.952687,0.975348,0.959485,-0.022661,0.022661000000000042,1,1
+c19,c,realtabformer,RealTabFormer,0.869641,0.922418,0.885474,-0.0527769999999999,0.05277699999999996,1,1
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+c19,c,tvae,TVAE,0.990097,0.996318,0.991963,-0.006221,0.006221000000000032,1,1
+m7,m,arf,ARF,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,bayesnet,BayesNet,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,ctgan,CTGAN,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,forestdiffusion,ForestDiffusion,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,realtabformer,RealTabFormer,0.99396,0.997494,0.99502,-0.003534,0.003534000000000037,1,1
+m7,m,tabbyflow,TabbyFlow,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabddpm,TabDDPM,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabdiff,TabDiff,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabpfgen,TabPFGen,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tabsyn,TabSyn,0.960127,0.991897,0.969658,-0.03177,0.031770000000000076,1,1
+m7,m,tvae,TVAE,0.599908,0.88798,0.686329,-0.288072,0.288072,1,1
+m9,m,arf,ARF,0.989308,0.979731,0.986435,0.0095769999999999,-0.009576999999999947,1,1
+m9,m,bayesnet,BayesNet,0.99236,0.996995,0.99375,-0.0046349999999999,0.004634999999999945,1,1
+m9,m,ctgan,CTGAN,0.962693,0.978497,0.967434,-0.0158039999999999,0.01580399999999993,1,1
+m9,m,realtabformer,RealTabFormer,0.992816,0.996606,0.993953,-0.0037899999999999,0.00378999999999996,1,1
+m9,m,tabddpm,TabDDPM,0.844494,0.948405,0.875667,-0.103911,0.10391100000000009,1,1
+m9,m,tabpfgen,TabPFGen,0.844494,0.948405,0.875667,-0.103911,0.10391100000000009,1,1
+m9,m,tabsyn,TabSyn,0.844494,0.948405,0.875667,-0.103911,0.10391100000000009,1,1
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+m12,m,arf,ARF,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,bayesnet,BayesNet,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,ctgan,CTGAN,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,realtabformer,RealTabFormer,0.99296,0.996851,0.994127,-0.003891,0.003891000000000089,1,1
+m12,m,tabbyflow,TabbyFlow,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,tabsyn,TabSyn,0.459932,0.938985,0.603648,-0.4790529999999999,0.47905299999999995,1,1
+m12,m,tvae,TVAE,0.457916,0.939315,0.602336,-0.481399,0.481399,1,1
+n4,n,arf,ARF,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,bayesnet,BayesNet,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,ctgan,CTGAN,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,realtabformer,RealTabFormer,0.977539,0.978472,0.977819,-0.0009329999999999,0.0009329999999999616,1,1
+n4,n,tabbyflow,TabbyFlow,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tabddpm,TabDDPM,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
+n4,n,tabpfgen,TabPFGen,0.181374,0.78488,0.362426,-0.603506,0.603506,1,1
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..718e13303be627c4dbc979d355b1c44dd95317b5
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.pdf
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+version https://git-lfs.github.com/spec/v1
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.svg b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.svg
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+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.svg
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+
+
+
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..29f5c8dce86280e26ea22329c3042749c9777fce
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_dataset_model_heatmap_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Dataset-model strength heatmap}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_dataset_model_heatmap_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.pdf
new file mode 100644
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.svg b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.svg
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--- /dev/null
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+
+
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..8305f07dcd0e5933b89fff6296f07695f4a3e8da
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_gap_bars_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Strength minus profile}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_gap_bars_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_distribution_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_distribution_main.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_distribution_main.tex b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_distribution_main.tex
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index 0000000000000000000000000000000000000000..4f8b91427dc98e4eb4dafb506668c4975da7524f
--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_distribution_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Co-missing profile vs strength distribution}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_distribution_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_model_dumbbell_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_model_dumbbell_main.pdf
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+version https://git-lfs.github.com/spec/v1
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+size 20706
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+
+
+
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_model_dumbbell_main.tex b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_model_dumbbell_main.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/missing_strength_profile_vs_strength_model_dumbbell_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Missingness auxiliary insight: profile vs strength}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_model_dumbbell_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/model_strength_summary.csv b/evaluation/query_family/missingness/strength_diagnostic/final/model_strength_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fd62e3bfc4707ee7a82d413d40a2f6a8cefffd9
--- /dev/null
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@@ -0,0 +1,12 @@
+model_id,model_label,dataset_count,panel_count,profile_score_mean,strength_score_mean,composite_score_mean,strength_minus_profile_mean
+arf,ARF,12,12,0.857762,0.935475,0.881076,0.077713
+bayesnet,BayesNet,12,12,0.821066,0.926249,0.852621,0.105182
+ctgan,CTGAN,10,10,0.810134,0.908263,0.839573,0.098129
+forestdiffusion,ForestDiffusion,1,1,0.960127,0.991897,0.969658,0.03177
+realtabformer,RealTabFormer,11,11,0.96097,0.976742,0.965701,0.015773
+tabbyflow,TabbyFlow,5,5,0.653499,0.888296,0.723938,0.234798
+tabddpm,TabDDPM,4,4,0.699048,0.87796,0.752722,0.178912
+tabdiff,TabDiff,2,2,0.885162,0.889277,0.886397,0.004115
+tabpfgen,TabPFGen,6,6,0.769764,0.905572,0.810506,0.135808
+tabsyn,TabSyn,6,6,0.685331,0.898315,0.749226,0.212983
+tvae,TVAE,11,11,0.757181,0.909423,0.802853,0.152242
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.pdf
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+++ b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.pdf
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+version https://git-lfs.github.com/spec/v1
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+size 23433
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+
+
+
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_dataset_model_heatmap_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Dataset-model strength heatmap}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_dataset_model_heatmap_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_gap_bars_appendix.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_gap_bars_appendix.pdf
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+version https://git-lfs.github.com/spec/v1
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_gap_bars_appendix.tex b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_gap_bars_appendix.tex
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+++ b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_gap_bars_appendix.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Strength minus profile}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_gap_bars_appendix.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_distribution_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_distribution_main.pdf
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+
+
+
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_distribution_main.tex b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_distribution_main.tex
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--- /dev/null
+++ b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_distribution_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Co-missing profile vs strength distribution}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_distribution_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_model_dumbbell_main.pdf b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_model_dumbbell_main.pdf
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diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_model_dumbbell_main.tex b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_model_dumbbell_main.tex
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+++ b/evaluation/query_family/missingness/strength_diagnostic/final/must_do/missing_strength_profile_vs_strength_model_dumbbell_main.tex
@@ -0,0 +1,6 @@
+\documentclass[border=4pt]{standalone}
+\usepackage{graphicx}
+\begin{document}
+\textbf{Missingness auxiliary insight: profile vs strength}\\[0.5em]
+\includegraphics[width=\textwidth]{missing_strength_profile_vs_strength_model_dumbbell_main.pdf}
+\end{document}
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/paper_caption.txt b/evaluation/query_family/missingness/strength_diagnostic/final/paper_caption.txt
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+Auxiliary missingness diagnostic comparing canonical profile-only co-missing fidelity against relation-strength fidelity. The hollow-circle endpoint shows how well each model preserves detailed conditional missingness profiles, while the filled-square endpoint shows whether the overall dependence strength of missingness on related variables is retained.
\ No newline at end of file
diff --git a/evaluation/query_family/missingness/strength_diagnostic/final/paper_paragraphs.md b/evaluation/query_family/missingness/strength_diagnostic/final/paper_paragraphs.md
new file mode 100644
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@@ -0,0 +1,3 @@
+Structured missingness can fail in two different ways: a model may distort the detailed profile of conditional missingness rates, or it may alter how strongly missingness depends on related variables.
+
+To separate these effects, we keep profile-only fidelity as the canonical co-missing subitem and report relation-strength fidelity as an auxiliary diagnostic. Differences between the two indicate whether a model preserves broad dependence amplitude more easily than fine-grained missingness profiles.
diff --git a/evaluation/query_family/missingness/strength_diagnostic/paper_caption.txt b/evaluation/query_family/missingness/strength_diagnostic/paper_caption.txt
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@@ -0,0 +1 @@
+Auxiliary missingness diagnostic comparing canonical profile-only co-missing fidelity against relation-strength fidelity. The hollow-circle endpoint shows how well each model preserves detailed conditional missingness profiles, while the filled-square endpoint shows whether the overall dependence strength of missingness on related variables is retained.
\ No newline at end of file
diff --git a/evaluation/query_family/missingness/strength_diagnostic/paper_paragraphs.md b/evaluation/query_family/missingness/strength_diagnostic/paper_paragraphs.md
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@@ -0,0 +1,3 @@
+Structured missingness can fail in two different ways: a model may distort the detailed profile of conditional missingness rates, or it may alter how strongly missingness depends on related variables.
+
+To separate these effects, we keep profile-only fidelity as the canonical co-missing subitem and report relation-strength fidelity as an auxiliary diagnostic. Differences between the two indicate whether a model preserves broad dependence amplitude more easily than fine-grained missingness profiles.