diff --git a/evaluation/query_family/cardinality/README.md b/evaluation/query_family/cardinality/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..7b2c8ece862e1a4409a29d93495f0335526014b8
--- /dev/null
+++ b/evaluation/query_family/cardinality/README.md
@@ -0,0 +1,58 @@
+# Cardinality / Range Dynamic Analysis
+
+This directory contains a difficulty-aware analysis of the Validation-layer `cardinality/range` channel using the repository's real unified evaluation outputs.
+
+## What this analysis does
+
+- loads the highest-coverage unified validation run,
+- normalizes model aliases and resolves duplicate dataset-model assets,
+- builds column-level discrete and continuous analysis units,
+- constructs dynamic difficulty buckets,
+- exports CSV summaries,
+- generates LaTeX/PGFPlots figures and LaTeX tables,
+- writes a paper-ready markdown report.
+
+## Inputs
+
+- Primary validation run: `20260426_145322`
+- Unified details JSONL: `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl`
+- Unified summary CSV: `Evaluation\validation\runs\20260426_145322\summaries\validation_summary__all_datasets.csv`
+- Metric definitions: `src/evaluation/synthetic_validation_v4.py`
+- Paper framing and metric narrative: `README.md`, `Paper/69b27219c555c38a69bb2156/sections/*`, `doc/synthetic_data_scoring_protocol_v0_4.md`
+
+## Re-run
+
+```bash
+python src/eval/query_fivepart_breakdown/cardinality/runner.py
+```
+
+## Compile LaTeX figures
+
+```bash
+cd Evaluation/query_fivepart_breakdown/cardinality/figures
+latexmk -pdf cardinality_range_dynamic_results.tex
+```
+
+## Outputs
+
+- `inventory.md`
+- `analysis_report.md`
+- `data/cleaned_results.csv`
+- `data/summary_by_model.csv`
+- `data/summary_by_dynamic_bucket.csv`
+- `data/summary_by_dataset.csv`
+- `data/model_drop_table.csv`
+- `data/top_failure_cases.csv`
+- `data/heatmap_data.csv`
+- `figures/figure1_dynamic_response_curves.tex`
+- `figures/figure2_low_high_slope_plot.tex`
+- `figures/figure3_dataset_model_heatmap.tex`
+- `figures/figure4_overall_vs_high_dynamic.tex`
+- `tables/table1_model_summary.tex`
+- `tables/table2_high_dynamic_robustness.tex`
+- `tables/table3_failure_cases.tex`
+
+## Suggested placement
+
+- Main text: Figure 1 and Figure 4.
+- Appendix / backup slides: Figure 2 and Figure 3, plus the complete CSV tables.
diff --git a/evaluation/query_family/cardinality/analysis_report.md b/evaluation/query_family/cardinality/analysis_report.md
new file mode 100644
index 0000000000000000000000000000000000000000..c68da61b42f650037a1d55c44162ee5032793697
--- /dev/null
+++ b/evaluation/query_family/cardinality/analysis_report.md
@@ -0,0 +1,74 @@
+# Cardinality / Range Dynamic Analysis
+
+## 1. Data sources
+
+- Primary evaluation run: `20260426_145322` from `Evaluation/validation/runs/`.
+- Main metric file: `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl`.
+- Supporting files: `README.md`, paper sections under `Paper/69b27219c555c38a69bb2156/sections/`, `doc/synthetic_data_scoring_protocol_v0_4.md`, and `src/evaluation/synthetic_validation_v4.py`.
+- Coverage after normalization and deduplication: `51` datasets, `14` normalized models, `496` dataset-model assets, and `33815` column-level result units.
+- Missing coverage remains non-trivial for several generators, especially `codi`, `forestdiffusion`, and `tabdiff`.
+
+## 2. Metric interpretation
+
+- In this repository, `cardinality/range` is one of the four Validation-layer channels, separate from analytics families and classical distance-based fidelity.
+- The discrete profile probes whether synthetic data preserves real observed support in non-continuous columns. In implementation terms, the official dataset-level score averages a column-risk indicator and a value-level missing-support indicator.
+- The continuous profile probes whether synthetic data preserves the real range envelope for continuous columns using per-column min/max deviation penalties.
+- For this analysis, discrete dynamic difficulty is tied to real distinct-count scale, while continuous dynamic difficulty is tied to real range width. This makes the probe difficulty-sensitive rather than treating all columns as equally hard.
+- The cleaned unit table keeps official channel scores as references, but the discrete column-level `score` used in bucket analysis is a derived support-retention ratio from the official per-column counts because the official implementation only exposes the two discrete indicators at dataset level.
+
+## 3. Dynamic bucket construction
+
+- Discrete channel: absolute log-style buckets over `real_distinct_count` = `1-10`, `11-30`, `31-100`, `101-300`, `301-1000`, `>1000`.
+- Continuous channel: quantile buckets over `log10(real_range_width)` because raw widths are not directly comparable across datasets with different units and scales.
+- Low/high dynamic groups: discrete uses the first two versus last two buckets; continuous uses the bottom two versus top two quantile buckets.
+- Analysis unit: column-level whenever per-column details exist. This holds for both discrete and continuous branches in the selected validation run.
+
+## 4. Main findings
+
+1. The validation probe is difficulty-sensitive. Model separation widens in hard regimes: `8` models lose more than `0.05` absolute score when moving from their own overall average to the high-dynamic subset.
+2. The numerically highest high-dynamic score belongs to `forestdiffusion` (`0.920`), but that result comes from only `17` datasets. Among broadly covered models (`n_datasets >= 30`), `tabpfgen` is the strongest high-dynamic performer at `0.890`.
+3. Overall averages do hide failure modes. The clearest broad-coverage examples are `bayesnet` (0.932 -> 0.643); `realtabformer` (0.873 -> 0.641). Both models look strong in aggregate, but their high-dynamic means are much lower once the analysis equal-weights the discrete and continuous hard regimes.
+4. Discrete versus continuous difficulty is not symmetric. The discrete branch is much sharper: mean score falls from `0.671` in the `1-10` bucket to `0.345` in the `>1000` bucket. By contrast, continuous bucket means stay within `0.617` to `0.770`, so range-width difficulty is more model-specific than uniformly monotone.
+5. Dataset-level difficulty matters, but not through one scalar alone. The hardest dataset by mean score is `c13` (`mean_score=0.171`), and the largest across-model spread appears on `c10` (`score range=1.000`), which shows that some datasets amplify ranking differences much more than others even when their average dynamic intensity is not maximal.
+6. The most fragile discrete and continuous models are not necessarily the same: discrete drop is largest for `bayesnet`, while continuous drop is largest for `arf`.
+
+## 5. Suggested paper text
+
+Cardinality/range validation reveals a difficulty-sensitive structural failure mode that is largely hidden by aggregate fidelity summaries. When columns are easy, many generators appear similar. Once the benchmark moves into high-cardinality support or wide-range envelope regimes, however, model behavior diverges sharply. This is exactly the kind of integrity stress that matters for downstream analytics built on grouping, slicing, ranking, and thresholding over real schema columns.
+
+The discrete and continuous branches surface different weaknesses. In the current panel, high-cardinality support is the clearer global stressor: discrete support-retention falls sharply once real distinct counts leave the low-cardinality regime, and several generators that rank near the top overall collapse on the hardest discrete buckets. Continuous range-width behavior is still informative, but it is less uniformly monotone and instead separates models in a more generator-specific way.
+
+Most importantly, overall validation averages can mask high-dynamic failures. Several generators that look competitive in aggregate lose substantial score once evaluation is restricted to the structurally hardest columns. This supports the broader benchmark claim that synthetic-data evaluation cannot stop at generic similarity or pooled averages; it must test whether generators preserve the structures that downstream analytics depend on most.
+
+## 6. Suggested figure captions
+
+- Figure 1: Dynamic response curves for validation-layer cardinality/range. Scores are plotted against real-data difficulty buckets, showing that model gaps widen as support cardinality or range width increases.
+- Figure 2: Low-versus-high dynamic slope plot for the discrete and continuous branches. Steeper downward slopes indicate generators whose apparent average fidelity hides hard-regime brittleness.
+- Figure 3: Compact dataset-by-model heatmaps for a filtered representative subset. The figure keeps the hardest and easiest datasets from the panel, but displays them in canonical dataset order so the dataset lookup is stable across revisions.
+- Figure 4: Overall average versus high-dynamic performance. Points far below the equality line are models whose aggregate validation scores overstate robustness in the hardest structural regimes.
+
+## 7. Limitations
+
+- The selected run is the highest-coverage unified validation run in the repository, but it is still not a complete `51 × 14` panel; missing generator coverage affects confidence for sparse models.
+- The discrete unit score used for dynamic buckets is a derived support-retention ratio based on the official per-column support-loss counts, not a separately emitted protocol primitive.
+- Continuous dynamic buckets rely on quantiles of log-width because raw numerical ranges are not directly comparable across datasets with different measurement units.
+- Column-level analysis is the right unit for difficulty sensitivity, but it does not exactly match the official dataset-level discrete aggregation rule, which mixes equal-weighted column risk and globally weighted missing-support ratios.
+
+## 8. Connection to the project claim
+
+- The README argues that synthetic-data evaluation must move beyond asking whether synthetic rows merely resemble real rows under classical distances.
+- This analysis supports that claim in a concrete way: even inside the Validation layer, a seemingly simple structural probe already exposes failures that pooled averages can hide.
+- High-cardinality support and wide range envelopes are exactly the kinds of structural preconditions that downstream SQL analytics rely on. If those fail, the synthetic table can still look statistically plausible while being analytically unreliable.
+
+## 9. Representative failure cases
+
+- `c12` / `cdtd` / `continuous` / `height` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c12` / `cdtd` / `continuous` / `width` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c13` / `arf` / `continuous` / `caseid` / `Q5`: score `0.000`; range over-expansion on both sides.
+- `c13` / `cdtd` / `continuous` / `caseid` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `continuous` / `id` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_9` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_bucket_metadata__appendix.csv b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_bucket_metadata__appendix.csv
new file mode 100644
index 0000000000000000000000000000000000000000..11798b92db90fc0badb75f8accc5d11cc4e2bcbc
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_bucket_metadata__appendix.csv
@@ -0,0 +1,4 @@
+bucket,n_units,bucket_label
+low,5262,Q1-Q2
+medium,2764,Q3
+high,5127,Q4-Q5
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_grouped_bar_scores__appendix.csv b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_grouped_bar_scores__appendix.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3e2dd56e0b4df1f3205cb68dcbca5ae7365c97c6
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/continuous_grouped_bar_scores__appendix.csv
@@ -0,0 +1,12 @@
+model,model_label,score_low,score_medium,score_high,absolute_drop,relative_drop,trend
+arf,ARF,0.7149593353115726,0.17751749554565702,0.6243939139784946,0.09056542133307799,0.12667212925279228,non_monotonic
+bayesnet,BayesNet,0.9952384762611277,0.9992851113585746,0.9914887768817204,0.0037496993794072786,0.0037676390823373307,non_monotonic
+ctgan,CTGAN,0.6914430793413174,0.7226905738636363,0.7887428752345216,-0.09729979589320414,-0.1407198926423472,increasing
+forestdiffusion,ForestDiffusion,0.9726592857142857,0.998604090909091,0.9196921724137931,0.05296711330049264,0.05445597865402119,non_monotonic
+realtabformer,RealTabFormer,0.8051813561430794,0.8335533478260869,0.8727057989949749,-0.06752444285189552,-0.08386240234789606,increasing
+tabbyflow,TabbyFlow,0.9830849313893654,0.9971449104477611,0.9869913615819209,-0.003906430192555543,-0.00397364466469311,non_monotonic
+tabddpm,TabDDPM,0.9880139668508287,0.9871814639175258,0.9987120317460317,-0.010698064895203085,-0.010827847838327461,non_monotonic
+tabdiff,TabDiff,0.9987142962962963,0.9973373333333334,0.9949597727272728,0.0037545235690235046,0.003759356988226812,decreasing
+tabpfgen,TabPFGen,0.9741606913946587,0.9878809677419355,0.9922944409257003,-0.018133749531041632,-0.018614741583424417,increasing
+tabsyn,TabSyn,0.9823766916524702,0.9945158582089553,0.9831427582417582,-0.000766066589288017,-0.0007798094109902029,non_monotonic
+tvae,TVAE,0.7062738586309524,0.7408151704545454,0.8512041161048689,-0.14493025747391652,-0.20520405180343307,increasing
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_bucket_metadata__10_300.csv b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_bucket_metadata__10_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..900cdf71c2e783c8dd9dc454103d510a683664ae
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_bucket_metadata__10_300.csv
@@ -0,0 +1,4 @@
+bucket,bucket_label,n_real_columns,min_real_distinct,max_real_distinct
+low,<=10,2200,1.0,10.0
+medium,11-300,147,11.0,267.0
+high,>300,77,360.0,140269.0
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_grouped_bar_scores__10_300.csv b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_grouped_bar_scores__10_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..35649fbd9081dacb65cd772272efcfd91b3a026c
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/data/discrete_grouped_bar_scores__10_300.csv
@@ -0,0 +1,12 @@
+model,model_label,score_low,score_medium,score_high,absolute_drop,relative_drop,trend
+arf,ARF,0.8222373736363636,0.3613241496598639,0.7680184805194805,0.054218893116883105,0.06594068191901666,non_monotonic
+bayesnet,BayesNet,0.9084121572727273,0.5651663333333333,0.29459753246753245,0.6138146248051948,0.6757005835853348,decreasing
+ctgan,CTGAN,0.9038214771994473,0.6727194958677686,0.6245785833333334,0.2792428938661139,0.30895801981976256,decreasing
+forestdiffusion,ForestDiffusion,0.0004975124378109454,0.0,,,,non_monotonic
+realtabformer,RealTabFormer,0.9368048048204158,0.8132029710144927,0.4088896,0.5279152048204159,0.5635274307987953,decreasing
+tabbyflow,TabbyFlow,0.3752091208226221,0.039321,0.0,0.3752091208226221,1.0,decreasing
+tabddpm,TabDDPM,0.0034130538116591926,0.0,0.0,0.0034130538116591926,1.0,decreasing
+tabdiff,TabDiff,0.1161764705882353,0.0,0.0,0.1161764705882353,1.0,decreasing
+tabpfgen,TabPFGen,0.8962115899053628,0.18505789333333333,0.7879224285714286,0.10828916133393418,0.12082990507338695,non_monotonic
+tabsyn,TabSyn,0.3498518511111111,0.057776576923076924,0.0,0.3498518511111111,1.0,decreasing
+tvae,TVAE,0.6455081592505855,0.3324252413793104,0.3133230769230769,0.33218508232750854,0.5146101990611008,decreasing
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.png b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.png
new file mode 100644
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+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.png
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+version https://git-lfs.github.com/spec/v1
+oid sha256:f289257c164ad20684761d47ebc769f17e01e568e525d8cb4d8a8c166c685057
+size 61615
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.tex b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..6d9df716d1a2f40b63ce48f114372bb232e8be40
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/continuous_grouped_bars_appendix.tex
@@ -0,0 +1,38 @@
+\documentclass[tikz,border=4pt]
+\usepackage{pgfplots}
+\pgfplotsset{compat=1.18}
+\usepackage{xcolor}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+title={Continuous score across dynamic-width regimes},
+width=16.0cm,
+height=7.0cm,
+ymin=0, ymax=1.02,
+ylabel={Score},
+xlabel={Model},
+ymajorgrids=true,
+grid style={gray!25},
+legend style={draw=none, fill=none, at={(0.98,0.98)}, anchor=north east},
+legend columns=3,
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=90, anchor=east, font=\small},
+enlarge x limits=0.04,
+bar width=7pt,
+]
+\addplot+[ybar, bar shift=-8pt, draw=white, fill=#E6C229] coordinates {
+(ARF,0.714959) (BayesNet,0.995238) (CTGAN,0.691443) (ForestDiffusion,0.972659) (RealTabFormer,0.805181) (TabbyFlow,0.983085) (TabDDPM,0.988014) (TabDiff,0.998714) (TabPFGen,0.974161) (TabSyn,0.982377) (TVAE,0.706274)
+};
+\addlegendentry{Low (Q1--Q2)}
+\addplot+[ybar, bar shift=0pt, draw=white, fill=#3FA7D6] coordinates {
+(ARF,0.177517) (BayesNet,0.999285) (CTGAN,0.722691) (ForestDiffusion,0.998604) (RealTabFormer,0.833553) (TabbyFlow,0.997145) (TabDDPM,0.987181) (TabDiff,0.997337) (TabPFGen,0.987881) (TabSyn,0.994516) (TVAE,0.740815)
+};
+\addlegendentry{Medium (Q3)}
+\addplot+[ybar, bar shift=8pt, draw=white, fill=#D1495B] coordinates {
+(ARF,0.624394) (BayesNet,0.991489) (CTGAN,0.788743) (ForestDiffusion,0.919692) (RealTabFormer,0.872706) (TabbyFlow,0.986991) (TabDDPM,0.998712) (TabDiff,0.994960) (TabPFGen,0.992294) (TabSyn,0.983143) (TVAE,0.851204)
+};
+\addlegendentry{High (Q4--Q5)}
+\end{axis}
+\end{tikzpicture}
+\end{document}
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/discrete_grouped_bars_main__10_300.png b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/discrete_grouped_bars_main__10_300.png
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+version https://git-lfs.github.com/spec/v1
+oid sha256:0991c197cce3b400650b225b5959a68c939c3d2e6428d7aeb78791b98795a0dc
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diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/discrete_grouped_bars_main__10_300.tex b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/discrete_grouped_bars_main__10_300.tex
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--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/figures/discrete_grouped_bars_main__10_300.tex
@@ -0,0 +1,38 @@
+\documentclass[tikz,border=4pt]
+\usepackage{pgfplots}
+\pgfplotsset{compat=1.18}
+\usepackage{xcolor}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+title={Discrete score across cardinality buckets},
+width=16.0cm,
+height=7.0cm,
+ymin=0, ymax=1.02,
+ylabel={Score},
+xlabel={Model},
+ymajorgrids=true,
+grid style={gray!25},
+legend style={draw=none, fill=none, at={(0.98,0.98)}, anchor=north east},
+legend columns=3,
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=90, anchor=east, font=\small},
+enlarge x limits=0.04,
+bar width=7pt,
+]
+\addplot+[ybar, bar shift=-8pt, draw=white, fill=#E6C229] coordinates {
+(ARF,0.822237) (BayesNet,0.908412) (CTGAN,0.903821) (ForestDiffusion,0.000498) (RealTabFormer,0.936805) (TabbyFlow,0.375209) (TabDDPM,0.003413) (TabDiff,0.116176) (TabPFGen,0.896212) (TabSyn,0.349852) (TVAE,0.645508)
+};
+\addlegendentry{Low ($\leq 10$)}
+\addplot+[ybar, bar shift=0pt, draw=white, fill=#3FA7D6] coordinates {
+(ARF,0.361324) (BayesNet,0.565166) (CTGAN,0.672719) (ForestDiffusion,0.000000) (RealTabFormer,0.813203) (TabbyFlow,0.039321) (TabDDPM,0.000000) (TabDiff,0.000000) (TabPFGen,0.185058) (TabSyn,0.057777) (TVAE,0.332425)
+};
+\addlegendentry{Medium (11--300)}
+\addplot+[ybar, bar shift=8pt, draw=white, fill=#D1495B] coordinates {
+(ARF,0.768018) (BayesNet,0.294598) (CTGAN,0.624579) (RealTabFormer,0.408890) (TabbyFlow,0.000000) (TabDDPM,0.000000) (TabDiff,0.000000) (TabPFGen,0.787922) (TabSyn,0.000000) (TVAE,0.313323)
+};
+\addlegendentry{High ($>300$)}
+\end{axis}
+\end{tikzpicture}
+\end{document}
diff --git a/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/insights_summary.txt b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/insights_summary.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2c44fcae394a1a1f5cd9a34c03a3df9d43c48b6f
--- /dev/null
+++ b/evaluation/query_family/cardinality/bucket_grouped_bars_10_300/insights_summary.txt
@@ -0,0 +1,32 @@
+Plotted model roster
+- Following the README figure-facing roster, CODI, CDTD, and GOGGLE are excluded from these grouped-bar figures.
+
+Discrete bucket definition
+- Low: real distinct count <= 10
+- Medium: real distinct count 11-300
+- High: real distinct count > 300
+- Real discrete columns per bucket: low=2200, medium=147, high=77
+
+Main discrete insights
+- 8 plotted models are monotonic decreasing across low/medium/high; 0 are monotonic increasing; 3 are non-monotonic.
+- BayesNet: 0.908 -> 0.565 -> 0.295 (absolute drop 0.614).
+- RealTabFormer: 0.937 -> 0.813 -> 0.409 (absolute drop 0.528).
+- TabbyFlow: 0.375 -> 0.039 -> 0.000 (absolute drop 0.375).
+- TabSyn: 0.350 -> 0.058 -> 0.000 (absolute drop 0.350).
+- TVAE: 0.646 -> 0.332 -> 0.313 (absolute drop 0.332).
+- RealTabFormer and BayesNet remain strong on low-cardinality columns but drop sharply on high-cardinality support.
+- TabbyFlow, TabDiff, TabDDPM, and TabSyn collapse to near-zero on the high-cardinality bucket, indicating severe discrete-support loss.
+- Hardest-bucket leaderboard still reorders:
+  TabPFGen: overall discrete rank 3, high-cardinality rank 1, shift -2.
+  ARF: overall discrete rank 5, high-cardinality rank 2, shift -3.
+  CTGAN: overall discrete rank 2, high-cardinality rank 3, shift 1.
+  RealTabFormer: overall discrete rank 1, high-cardinality rank 4, shift 3.
+
+Continuous appendix note
+- Continuous bars use the existing dynamic-width grouping from the runner: low=Q1-Q2, medium=Q3, high=Q4-Q5.
+- Continuous trends remain visibly flatter and more model-specific than discrete trends, which is why they are better placed in the appendix.
+- ARF: 0.715 -> 0.178 -> 0.624 (absolute drop 0.091).
+- ForestDiffusion: 0.973 -> 0.999 -> 0.920 (absolute drop 0.053).
+- TabDiff: 0.999 -> 0.997 -> 0.995 (absolute drop 0.004).
+- BayesNet: 0.995 -> 0.999 -> 0.991 (absolute drop 0.004).
+- TabSyn: 0.982 -> 0.995 -> 0.983 (absolute drop -0.001).
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/data/categorical_discrete_tercile_groups__share101plus.csv b/evaluation/query_family/cardinality/data/categorical_discrete_tercile_groups__share101plus.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aea57afb99b4494f9a0c74f8c571eadb64be734b
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/categorical_discrete_tercile_groups__share101plus.csv
@@ -0,0 +1,21 @@
+dataset,tercile,tercile_order,dataset_order_in_group,group_size,share_101plus,share_31plus,mean_distinct,max_distinct
+c2,low,1,1,6,0.0,0.0,3.5714285714285716,4.0
+c4,low,1,2,6,0.0,0.0,2.027027027027027,3.0
+c5,low,1,3,6,0.0,0.0,5.0,12.0
+c7,low,1,4,6,0.0,0.0,3.5555555555555554,5.0
+c8,low,1,5,6,0.0,0.0,2.2580645161290325,3.0
+c9,low,1,6,6,0.0,0.0,2.0,2.0
+c10,mid,2,1,7,0.0,0.0,8.636363636363637,13.0
+c11,mid,2,2,7,0.0,0.0,3.0,3.0
+c12,mid,2,3,7,0.0,0.0,2.0,2.0
+c13,mid,2,4,7,0.0,0.0,5.823529411764706,18.0
+c20,mid,2,5,7,0.0,0.0,6.428571428571429,9.0
+c6,mid,2,6,7,0.16666666666666666,0.16666666666666666,68.33333333333333,360.0
+c14,mid,2,7,7,0.25,0.25,683.6666666666666,11927.0
+c15,high,3,1,7,0.25,0.25,237.54166666666666,2218.0
+c16,high,3,2,7,0.3,0.3,1183.9,5516.0
+c18,high,3,3,7,0.6363636363636364,0.7272727272727273,22318.272727272728,97504.0
+c21,high,3,4,7,0.6545454545454545,0.7090909090909091,18073.963636363635,140269.0
+c3,high,3,5,7,0.6666666666666666,0.6666666666666666,1656.6666666666667,2541.0
+c19,high,3,6,7,0.6666666666666666,0.6666666666666666,3312.5833333333335,6673.0
+c17,high,3,7,7,0.8181818181818182,0.8181818181818182,3091.2727272727275,7045.0
diff --git a/evaluation/query_family/cardinality/data/categorical_discrete_tercile_matrix__share101plus.csv b/evaluation/query_family/cardinality/data/categorical_discrete_tercile_matrix__share101plus.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c57d7ca1eea4183f4c21b14ed97fd56cd68761fd
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/categorical_discrete_tercile_matrix__share101plus.csv
@@ -0,0 +1,15 @@
+model,Cdisc-low,Cdisc-mid,Cdisc-high,drop_low_to_high,relative_drop,monotonic_type
+arf,0.662963,0.525089,0.871962,0.208999,-0.31525,non_monotonic
+bayesnet,0.998792,0.734981,0.611888,-0.386904,0.387372,decreasing
+cdtd,0.0,0.032006,0.002976,0.002976,,non_monotonic
+codi,0.0,,0.0,0.0,,non_monotonic
+ctgan,1.0,0.893906,0.79751,-0.20249,0.20249,decreasing
+forestdiffusion,0.0,0.0,,,,non_monotonic
+goggle,0.0,0.0,0.0,0.0,,decreasing
+realtabformer,1.0,0.997101,0.549899,-0.450101,0.450101,decreasing
+tabbyflow,0.208461,0.062121,0.0,-0.208461,1.0,decreasing
+tabddpm,0.0,0.0,0.0,0.0,,decreasing
+tabdiff,0.208461,0.166667,0.0,-0.208461,1.0,decreasing
+tabpfgen,0.633194,0.533933,0.726753,0.093559,-0.147758,non_monotonic
+tabsyn,0.205773,0.066667,0.0,-0.205773,1.0,decreasing
+tvae,0.975168,0.86398,0.438486,-0.536682,0.550348,decreasing
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket4_assignments__all__10_30_300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket4_assignments__all__10_30_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ec2c66d3fd6d65e42d4635ba9c2fbbd7e9eb303
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket4_assignments__all__10_30_300.csv
@@ -0,0 +1,2425 @@
+dataset,column,dataset_prefix,real_distinct_count,cardinality_bucket4,cardinality_bucket4_label
+c2,buying,c,4.0,b1,<=10
+c2,class,c,4.0,b1,<=10
+c2,doors,c,4.0,b1,<=10
+c2,lug_boot,c,3.0,b1,<=10
+c2,maint,c,4.0,b1,<=10
+c2,persons,c,3.0,b1,<=10
+c2,safety,c,3.0,b1,<=10
+c3,ATRINS-DONOR-521,c,2541.0,b4,>300
+c3,CCAGCTGCATCACAGGAGGCCAGCGAGCAGGTCTGTTCCAAGGGCCTTCGAGCCAGTCTG,c,2426.0,b4,>300
+c3,EI,c,3.0,b1,<=10
+c4,bkblk,c,2.0,b1,<=10
+c4,bknwy,c,2.0,b1,<=10
+c4,bkon8,c,2.0,b1,<=10
+c4,bkona,c,2.0,b1,<=10
+c4,bkspr,c,2.0,b1,<=10
+c4,bkxbq,c,2.0,b1,<=10
+c4,bkxcr,c,2.0,b1,<=10
+c4,bkxwp,c,2.0,b1,<=10
+c4,blxwp,c,2.0,b1,<=10
+c4,bxqsq,c,2.0,b1,<=10
+c4,class,c,2.0,b1,<=10
+c4,cntxt,c,2.0,b1,<=10
+c4,dsopp,c,2.0,b1,<=10
+c4,dwipd,c,2.0,b1,<=10
+c4,hdchk,c,2.0,b1,<=10
+c4,katri,c,3.0,b1,<=10
+c4,mulch,c,2.0,b1,<=10
+c4,qxmsq,c,2.0,b1,<=10
+c4,r2ar8,c,2.0,b1,<=10
+c4,reskd,c,2.0,b1,<=10
+c4,reskr,c,2.0,b1,<=10
+c4,rimmx,c,2.0,b1,<=10
+c4,rkxwp,c,2.0,b1,<=10
+c4,rxmsq,c,2.0,b1,<=10
+c4,simpl,c,2.0,b1,<=10
+c4,skach,c,2.0,b1,<=10
+c4,skewr,c,2.0,b1,<=10
+c4,skrxp,c,2.0,b1,<=10
+c4,spcop,c,2.0,b1,<=10
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+c4,wkovl,c,2.0,b1,<=10
+c4,wkpos,c,2.0,b1,<=10
+c4,wtoeg,c,2.0,b1,<=10
+c5,bruises?,c,2.0,b1,<=10
+c5,cap-color,c,10.0,b1,<=10
+c5,cap-shape,c,6.0,b1,<=10
+c5,cap-surface,c,4.0,b1,<=10
+c5,class,c,2.0,b1,<=10
+c5,gill-attachment,c,2.0,b1,<=10
+c5,gill-color,c,12.0,b2,11-30
+c5,gill-size,c,2.0,b1,<=10
+c5,gill-spacing,c,2.0,b1,<=10
+c5,habitat,c,7.0,b1,<=10
+c5,odor,c,8.0,b1,<=10
+c5,population,c,6.0,b1,<=10
+c5,ring-number,c,2.0,b1,<=10
+c5,ring-type,c,4.0,b1,<=10
+c5,spore-print-color,c,9.0,b1,<=10
+c5,stalk-color-above-ring,c,9.0,b1,<=10
+c5,stalk-color-below-ring,c,9.0,b1,<=10
+c5,stalk-root,c,4.0,b1,<=10
+c5,stalk-shape,c,2.0,b1,<=10
+c5,stalk-surface-above-ring,c,4.0,b1,<=10
+c5,stalk-surface-below-ring,c,4.0,b1,<=10
+c5,veil-color,c,4.0,b1,<=10
+c5,veil-type,c,1.0,b1,<=10
+c6,Keywords,c,360.0,b4,>300
+c6,Question Level,c,2.0,b1,<=10
+c6,Student Country,c,8.0,b1,<=10
+c6,Subtopic,c,24.0,b2,11-30
+c6,Topic,c,14.0,b2,11-30
+c6,Type of Answer,c,2.0,b1,<=10
+c7,children,c,4.0,b1,<=10
+c7,class,c,5.0,b1,<=10
+c7,finance,c,2.0,b1,<=10
+c7,form,c,4.0,b1,<=10
+c7,has_nurs,c,5.0,b1,<=10
+c7,health,c,3.0,b1,<=10
+c7,housing,c,3.0,b1,<=10
+c7,parents,c,3.0,b1,<=10
+c7,social,c,3.0,b1,<=10
+c8,Abnormal_URL,c,2.0,b1,<=10
+c8,DNSRecord,c,2.0,b1,<=10
+c8,Domain_registeration_length,c,2.0,b1,<=10
+c8,Favicon,c,2.0,b1,<=10
+c8,Google_Index,c,2.0,b1,<=10
+c8,HTTPS_token,c,2.0,b1,<=10
+c8,Iframe,c,2.0,b1,<=10
+c8,Links_in_tags,c,3.0,b1,<=10
+c8,Links_pointing_to_page,c,3.0,b1,<=10
+c8,Page_Rank,c,2.0,b1,<=10
+c8,Prefix_Suffix,c,2.0,b1,<=10
+c8,Redirect,c,2.0,b1,<=10
+c8,Request_URL,c,2.0,b1,<=10
+c8,Result,c,2.0,b1,<=10
+c8,RightClick,c,2.0,b1,<=10
+c8,SFH,c,3.0,b1,<=10
+c8,SSLfinal_State,c,3.0,b1,<=10
+c8,Shortining_Service,c,2.0,b1,<=10
+c8,Statistical_report,c,2.0,b1,<=10
+c8,Submitting_to_email,c,2.0,b1,<=10
+c8,URL_Length,c,3.0,b1,<=10
+c8,URL_of_Anchor,c,3.0,b1,<=10
+c8,age_of_domain,c,2.0,b1,<=10
+c8,double_slash_redirecting,c,2.0,b1,<=10
+c8,having_At_Symbol,c,2.0,b1,<=10
+c8,having_IP_Address,c,2.0,b1,<=10
+c8,having_Sub_Domain,c,3.0,b1,<=10
+c8,on_mouseover,c,2.0,b1,<=10
+c8,popUpWidnow,c,2.0,b1,<=10
+c8,port,c,2.0,b1,<=10
+c8,web_traffic,c,3.0,b1,<=10
+c9,ACTION,c,2.0,b1,<=10
+c10,c1,c,13.0,b2,11-30
+c10,c2,c,13.0,b2,11-30
+c10,c3,c,13.0,b2,11-30
+c10,c4,c,13.0,b2,11-30
+c10,c5,c,13.0,b2,11-30
+c10,class,c,10.0,b1,<=10
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+c12,alt.a.tour,c,2.0,b1,<=10
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+c12,alt.ad,c,2.0,b1,<=10
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+c12,alt.amazon,c,2.0,b1,<=10
+c12,alt.amazon.com,c,2.0,b1,<=10
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+c12,alt.com,c,2.0,b1,<=10
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+c12,alt.heartland,c,2.0,b1,<=10
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+c12,alt.home,c,2.0,b1,<=10
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+c12,alt.in,c,2.0,b1,<=10
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+c12,alt.kat,c,2.0,b1,<=10
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+c12,alt.link,c,2.0,b1,<=10
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+c12,alt.me,c,2.0,b1,<=10
+c12,alt.microsoft,c,2.0,b1,<=10
+c12,alt.mine,c,2.0,b1,<=10
+c12,alt.more,c,2.0,b1,<=10
+c12,alt.my,c,2.0,b1,<=10
+c12,alt.my.guestbook,c,2.0,b1,<=10
+c12,alt.my.site,c,2.0,b1,<=10
+c12,alt.net,c,2.0,b1,<=10
+c12,alt.netscape,c,2.0,b1,<=10
+c12,alt.network,c,2.0,b1,<=10
+c12,alt.new,c,2.0,b1,<=10
+c12,alt.news,c,2.0,b1,<=10
+c12,alt.next,c,2.0,b1,<=10
+c12,alt.next.site,c,2.0,b1,<=10
+c12,alt.now,c,2.0,b1,<=10
+c12,alt.of,c,2.0,b1,<=10
+c12,alt.of.the,c,2.0,b1,<=10
+c12,alt.on,c,2.0,b1,<=10
+c12,alt.on.the,c,2.0,b1,<=10
+c12,alt.online,c,2.0,b1,<=10
+c12,alt.our,c,2.0,b1,<=10
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+c12,alt.page,c,2.0,b1,<=10
+c12,alt.pages,c,2.0,b1,<=10
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+c12,alt.picture,c,2.0,b1,<=10
+c12,alt.products,c,2.0,b1,<=10
+c12,alt.rank,c,2.0,b1,<=10
+c12,alt.rank.my,c,2.0,b1,<=10
+c12,alt.ring,c,2.0,b1,<=10
+c12,alt.romance,c,2.0,b1,<=10
+c12,alt.search,c,2.0,b1,<=10
+c12,alt.send,c,2.0,b1,<=10
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+c12,alt.services,c,2.0,b1,<=10
+c12,alt.site,c,2.0,b1,<=10
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+c12,alt.the.kat,c,2.0,b1,<=10
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+c12,alt.to,c,2.0,b1,<=10
+c12,alt.to.visit,c,2.0,b1,<=10
+c12,alt.top,c,2.0,b1,<=10
+c12,alt.tour,c,2.0,b1,<=10
+c12,alt.up,c,2.0,b1,<=10
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+c12,alt.visit,c,2.0,b1,<=10
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+c12,alt.wacky,c,2.0,b1,<=10
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+n15,PLEVEN,n,10.0,b1,<=10
+n15,PMOTSCO,n,6.0,b1,<=10
+n15,PPERSAUT,n,6.0,b1,<=10
+n15,PPERSONG,n,7.0,b1,<=10
+n15,PPLEZIER,n,7.0,b1,<=10
+n15,PTRACTOR,n,6.0,b1,<=10
+n15,PVRAAUT,n,5.0,b1,<=10
+n15,PWABEDR,n,7.0,b1,<=10
+n15,PWALAND,n,5.0,b1,<=10
+n15,PWAOREG,n,5.0,b1,<=10
+n15,PWAPART,n,4.0,b1,<=10
+n15,PWERKT,n,6.0,b1,<=10
+n15,PZEILPL,n,3.0,b1,<=10
+n16,Class,n,2.0,b1,<=10
+n17,class,n,7.0,b1,<=10
+n18,ag_000,n,166.0,b3,31-300
+n18,ag_001,n,659.0,b4,>300
+n18,ak_000,n,169.0,b3,31-300
+n18,as_000,n,23.0,b2,11-30
+n18,au_000,n,55.0,b3,31-300
+n18,ay_000,n,475.0,b4,>300
+n18,ay_001,n,925.0,b4,>300
+n18,ay_002,n,995.0,b4,>300
+n18,ay_009,n,457.0,b4,>300
+n18,cd_000,n,1.0,b1,<=10
+n18,ch_000,n,2.0,b1,<=10
+n18,class,n,2.0,b1,<=10
+n18,cr_000,n,73.0,b3,31-300
+n18,da_000,n,257.0,b3,31-300
+n18,df_000,n,404.0,b4,>300
+n18,dj_000,n,72.0,b3,31-300
+n18,dk_000,n,267.0,b3,31-300
+n18,dl_000,n,191.0,b3,31-300
+n18,dm_000,n,236.0,b3,31-300
+n18,dz_000,n,45.0,b3,31-300
+n18,ea_000,n,131.0,b3,31-300
+n18,ef_000,n,27.0,b2,11-30
+n18,eg_000,n,49.0,b3,31-300
+n19,class,n,10.0,b1,<=10
+n19,pixel1,n,6.0,b1,<=10
+n19,pixel112,n,156.0,b3,31-300
+n19,pixel113,n,79.0,b3,31-300
+n19,pixel114,n,166.0,b3,31-300
+n19,pixel141,n,118.0,b3,31-300
+n19,pixel142,n,219.0,b3,31-300
+n19,pixel169,n,153.0,b3,31-300
+n19,pixel197,n,183.0,b3,31-300
+n19,pixel2,n,17.0,b2,11-30
+n19,pixel25,n,148.0,b3,31-300
+n19,pixel26,n,113.0,b3,31-300
+n19,pixel27,n,65.0,b3,31-300
+n19,pixel28,n,21.0,b2,11-30
+n19,pixel29,n,15.0,b2,11-30
+n19,pixel3,n,27.0,b2,11-30
+n19,pixel30,n,28.0,b2,11-30
+n19,pixel31,n,63.0,b3,31-300
+n19,pixel32,n,123.0,b3,31-300
+n19,pixel4,n,57.0,b3,31-300
+n19,pixel5,n,97.0,b3,31-300
+n19,pixel54,n,218.0,b3,31-300
+n19,pixel55,n,150.0,b3,31-300
+n19,pixel56,n,54.0,b3,31-300
+n19,pixel57,n,22.0,b2,11-30
+n19,pixel58,n,52.0,b3,31-300
+n19,pixel59,n,99.0,b3,31-300
+n19,pixel701,n,173.0,b3,31-300
+n19,pixel729,n,120.0,b3,31-300
+n19,pixel756,n,170.0,b3,31-300
+n19,pixel757,n,34.0,b3,31-300
+n19,pixel758,n,109.0,b3,31-300
+n19,pixel783,n,180.0,b3,31-300
+n19,pixel784,n,67.0,b3,31-300
+n19,pixel83,n,213.0,b3,31-300
+n19,pixel84,n,100.0,b3,31-300
+n19,pixel85,n,45.0,b3,31-300
+n19,pixel86,n,101.0,b3,31-300
+n19,pixel87,n,168.0,b3,31-300
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket4_groups__all__10_30_300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket4_groups__all__10_30_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95db1dbbd8f11deeca36c4d7bec6022b5f614310
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket4_groups__all__10_30_300.csv
@@ -0,0 +1,5 @@
+cardinality_bucket4,cardinality_bucket4_label,n_real_columns,min_real_distinct_count,max_real_distinct_count
+b1,<=10,2200,1.0,10.0
+b2,11-30,83,11.0,28.0
+b3,31-300,64,34.0,267.0
+b4,>300,77,360.0,140269.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket4_model_matrix__all__10_30_300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket4_model_matrix__all__10_30_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb320c95148366bec70833e301caf8097e71bd1d
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket4_model_matrix__all__10_30_300.csv
@@ -0,0 +1,15 @@
+model,Dcol-<=10,Dcol-11-30,Dcol-31-300,Dcol->300,absolute_drop_b1_to_b4,relative_drop_b1_to_b4,monotonic_type,n_b1,n_b2,n_b3,n_b4
+arf,0.8222373736363636,0.41075224096385543,0.29722209375,0.7680184805194805,0.054218893116883105,0.06594068191901666,non_monotonic,2200.0,83.0,64.0,77.0
+bayesnet,0.9084121572727273,0.5298169638554218,0.611010046875,0.29459753246753245,0.6138146248051948,0.6757005835853348,non_monotonic,2200.0,83.0,64.0,77.0
+cdtd,0.06951302416780665,0.007374819277108435,0.00725240625,0.00013468831168831168,0.06937833585611834,0.9980624017829642,decreasing,2193.0,83.0,64.0,77.0
+codi,0.0,0.0,0.0,0.0,0.0,,decreasing,25.0,1.0,1.0,3.0
+ctgan,0.9038214771994473,0.5999863623188406,0.7692307692307693,0.6245785833333334,0.2792428938661139,0.30895801981976256,non_monotonic,2171.0,69.0,52.0,36.0
+forestdiffusion,0.0004975124378109454,0.0,,,,,non_monotonic,201.0,21.0,,
+goggle,0.0,0.0,0.0,0.0,0.0,,decreasing,263.0,38.0,7.0,32.0
+realtabformer,0.9368048048204158,0.8423439821428572,0.6876724615384616,0.4088896,0.5279152048204159,0.5635274307987953,decreasing,2116.0,56.0,13.0,40.0
+tabbyflow,0.3752091208226221,0.03602262857142857,0.06818175,0.0,0.3752091208226221,1.0,non_monotonic,389.0,35.0,4.0,7.0
+tabddpm,0.0034130538116591926,0.0,0.0,0.0,0.0034130538116591926,1.0,decreasing,446.0,47.0,33.0,5.0
+tabdiff,0.1161764705882353,0.0,0.0,0.0,0.1161764705882353,1.0,decreasing,170.0,16.0,1.0,4.0
+tabpfgen,0.8962115899053628,0.25,0.11083834285714285,0.7879224285714286,0.10828916133393418,0.12082990507338695,non_monotonic,1902.0,40.0,35.0,21.0
+tabsyn,0.3498518511111111,0.049929022222222216,0.10822514285714287,0.0,0.3498518511111111,1.0,non_monotonic,450.0,45.0,7.0,12.0
+tvae,0.6455081592505855,0.47499811475409837,0.17429896363636363,0.3133230769230769,0.33218508232750854,0.5146101990611008,non_monotonic,2135.0,61.0,55.0,39.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket4_rank_shift__all__10_30_300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket4_rank_shift__all__10_30_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cd15a0cfa8eee231dcc03b1baffb20daa5352e9
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket4_rank_shift__all__10_30_300.csv
@@ -0,0 +1,15 @@
+model,overall_discrete_mean,high_bucket_mean,rank_overall_discrete,rank_high_bucket,rank_shift
+realtabformer,0.9234811487640449,0.4088896,1.0,4.0,3.0
+ctgan,0.8874915442439864,0.6245785833333334,2.0,3.0,1.0
+tabpfgen,0.8683784569569569,0.7879224285714286,3.0,1.0,-2.0
+bayesnet,0.8680982702145215,0.29459753246753245,4.0,6.0,2.0
+arf,0.7925636530528053,0.7680184805194805,5.0,2.0,-3.0
+tvae,0.6239916366812227,0.3133230769230769,6.0,5.0,-1.0
+tabbyflow,0.3390571655172414,0.0,7.0,8.0,1.0
+tabsyn,0.31213563229571983,0.0,8.0,8.0,0.0
+tabdiff,0.10340314136125654,0.0,9.0,8.0,-1.0
+cdtd,0.0635203545717832,0.00013468831168831168,10.0,7.0,-3.0
+tabddpm,0.002866708097928437,0.0,11.0,8.0,-3.0
+forestdiffusion,0.00045045045045045046,,12.0,,
+codi,0.0,0.0,13.0,8.0,-5.0
+goggle,0.0,0.0,13.0,8.0,-5.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket4_smoke_summary__10_30_300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket4_smoke_summary__10_30_300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c51e925f1c99a9921ddbb12f1589bcb6d4bf26a
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket4_smoke_summary__10_30_300.csv
@@ -0,0 +1,5 @@
+variant,decreasing_models,increasing_models,non_monotonic_models,cols_<=10,cols_11_30,cols_31_300,cols_>300
+all,6,0,8,2200,83,64,77
+categorical,5,0,9,1827,40,16,66
+mixed,6,0,8,133,27,4,3
+numerical,4,0,8,240,16,44,8
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..895d3b77901e78f0e3fdb2bc659fa692e2654d06
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed10300.csv
@@ -0,0 +1,2425 @@
+dataset,column,dataset_prefix,real_distinct_count,cardinality_bucket3,cardinality_bucket3_label
+c2,buying,c,4.0,low,<=10
+c2,class,c,4.0,low,<=10
+c2,doors,c,4.0,low,<=10
+c2,lug_boot,c,3.0,low,<=10
+c2,maint,c,4.0,low,<=10
+c2,persons,c,3.0,low,<=10
+c2,safety,c,3.0,low,<=10
+c3,ATRINS-DONOR-521,c,2541.0,high,>300
+c3,CCAGCTGCATCACAGGAGGCCAGCGAGCAGGTCTGTTCCAAGGGCCTTCGAGCCAGTCTG,c,2426.0,high,>300
+c3,EI,c,3.0,low,<=10
+c4,bkblk,c,2.0,low,<=10
+c4,bknwy,c,2.0,low,<=10
+c4,bkon8,c,2.0,low,<=10
+c4,bkona,c,2.0,low,<=10
+c4,bkspr,c,2.0,low,<=10
+c4,bkxbq,c,2.0,low,<=10
+c4,bkxcr,c,2.0,low,<=10
+c4,bkxwp,c,2.0,low,<=10
+c4,blxwp,c,2.0,low,<=10
+c4,bxqsq,c,2.0,low,<=10
+c4,class,c,2.0,low,<=10
+c4,cntxt,c,2.0,low,<=10
+c4,dsopp,c,2.0,low,<=10
+c4,dwipd,c,2.0,low,<=10
+c4,hdchk,c,2.0,low,<=10
+c4,katri,c,3.0,low,<=10
+c4,mulch,c,2.0,low,<=10
+c4,qxmsq,c,2.0,low,<=10
+c4,r2ar8,c,2.0,low,<=10
+c4,reskd,c,2.0,low,<=10
+c4,reskr,c,2.0,low,<=10
+c4,rimmx,c,2.0,low,<=10
+c4,rkxwp,c,2.0,low,<=10
+c4,rxmsq,c,2.0,low,<=10
+c4,simpl,c,2.0,low,<=10
+c4,skach,c,2.0,low,<=10
+c4,skewr,c,2.0,low,<=10
+c4,skrxp,c,2.0,low,<=10
+c4,spcop,c,2.0,low,<=10
+c4,stlmt,c,2.0,low,<=10
+c4,thrsk,c,2.0,low,<=10
+c4,wkcti,c,2.0,low,<=10
+c4,wkna8,c,2.0,low,<=10
+c4,wknck,c,2.0,low,<=10
+c4,wkovl,c,2.0,low,<=10
+c4,wkpos,c,2.0,low,<=10
+c4,wtoeg,c,2.0,low,<=10
+c5,bruises?,c,2.0,low,<=10
+c5,cap-color,c,10.0,low,<=10
+c5,cap-shape,c,6.0,low,<=10
+c5,cap-surface,c,4.0,low,<=10
+c5,class,c,2.0,low,<=10
+c5,gill-attachment,c,2.0,low,<=10
+c5,gill-color,c,12.0,mid,11-300
+c5,gill-size,c,2.0,low,<=10
+c5,gill-spacing,c,2.0,low,<=10
+c5,habitat,c,7.0,low,<=10
+c5,odor,c,8.0,low,<=10
+c5,population,c,6.0,low,<=10
+c5,ring-number,c,2.0,low,<=10
+c5,ring-type,c,4.0,low,<=10
+c5,spore-print-color,c,9.0,low,<=10
+c5,stalk-color-above-ring,c,9.0,low,<=10
+c5,stalk-color-below-ring,c,9.0,low,<=10
+c5,stalk-root,c,4.0,low,<=10
+c5,stalk-shape,c,2.0,low,<=10
+c5,stalk-surface-above-ring,c,4.0,low,<=10
+c5,stalk-surface-below-ring,c,4.0,low,<=10
+c5,veil-color,c,4.0,low,<=10
+c5,veil-type,c,1.0,low,<=10
+c6,Keywords,c,360.0,high,>300
+c6,Question Level,c,2.0,low,<=10
+c6,Student Country,c,8.0,low,<=10
+c6,Subtopic,c,24.0,mid,11-300
+c6,Topic,c,14.0,mid,11-300
+c6,Type of Answer,c,2.0,low,<=10
+c7,children,c,4.0,low,<=10
+c7,class,c,5.0,low,<=10
+c7,finance,c,2.0,low,<=10
+c7,form,c,4.0,low,<=10
+c7,has_nurs,c,5.0,low,<=10
+c7,health,c,3.0,low,<=10
+c7,housing,c,3.0,low,<=10
+c7,parents,c,3.0,low,<=10
+c7,social,c,3.0,low,<=10
+c8,Abnormal_URL,c,2.0,low,<=10
+c8,DNSRecord,c,2.0,low,<=10
+c8,Domain_registeration_length,c,2.0,low,<=10
+c8,Favicon,c,2.0,low,<=10
+c8,Google_Index,c,2.0,low,<=10
+c8,HTTPS_token,c,2.0,low,<=10
+c8,Iframe,c,2.0,low,<=10
+c8,Links_in_tags,c,3.0,low,<=10
+c8,Links_pointing_to_page,c,3.0,low,<=10
+c8,Page_Rank,c,2.0,low,<=10
+c8,Prefix_Suffix,c,2.0,low,<=10
+c8,Redirect,c,2.0,low,<=10
+c8,Request_URL,c,2.0,low,<=10
+c8,Result,c,2.0,low,<=10
+c8,RightClick,c,2.0,low,<=10
+c8,SFH,c,3.0,low,<=10
+c8,SSLfinal_State,c,3.0,low,<=10
+c8,Shortining_Service,c,2.0,low,<=10
+c8,Statistical_report,c,2.0,low,<=10
+c8,Submitting_to_email,c,2.0,low,<=10
+c8,URL_Length,c,3.0,low,<=10
+c8,URL_of_Anchor,c,3.0,low,<=10
+c8,age_of_domain,c,2.0,low,<=10
+c8,double_slash_redirecting,c,2.0,low,<=10
+c8,having_At_Symbol,c,2.0,low,<=10
+c8,having_IP_Address,c,2.0,low,<=10
+c8,having_Sub_Domain,c,3.0,low,<=10
+c8,on_mouseover,c,2.0,low,<=10
+c8,popUpWidnow,c,2.0,low,<=10
+c8,port,c,2.0,low,<=10
+c8,web_traffic,c,3.0,low,<=10
+c9,ACTION,c,2.0,low,<=10
+c10,c1,c,13.0,mid,11-300
+c10,c2,c,13.0,mid,11-300
+c10,c3,c,13.0,mid,11-300
+c10,c4,c,13.0,mid,11-300
+c10,c5,c,13.0,mid,11-300
+c10,class,c,10.0,low,<=10
+c10,s1,c,4.0,low,<=10
+c10,s2,c,4.0,low,<=10
+c10,s3,c,4.0,low,<=10
+c10,s4,c,4.0,low,<=10
+c10,s5,c,4.0,low,<=10
+c11,a1,c,3.0,low,<=10
+c11,a2,c,3.0,low,<=10
+c11,a3,c,3.0,low,<=10
+c11,a4,c,3.0,low,<=10
+c11,a5,c,3.0,low,<=10
+c11,a6,c,3.0,low,<=10
+c11,b1,c,3.0,low,<=10
+c11,b2,c,3.0,low,<=10
+c11,b3,c,3.0,low,<=10
+c11,b4,c,3.0,low,<=10
+c11,b5,c,3.0,low,<=10
+c11,b6,c,3.0,low,<=10
+c11,c1,c,3.0,low,<=10
+c11,c2,c,3.0,low,<=10
+c11,c3,c,3.0,low,<=10
+c11,c4,c,3.0,low,<=10
+c11,c5,c,3.0,low,<=10
+c11,c6,c,3.0,low,<=10
+c11,class,c,3.0,low,<=10
+c11,d1,c,3.0,low,<=10
+c11,d2,c,3.0,low,<=10
+c11,d3,c,3.0,low,<=10
+c11,d4,c,3.0,low,<=10
+c11,d5,c,3.0,low,<=10
+c11,d6,c,3.0,low,<=10
+c11,e1,c,3.0,low,<=10
+c11,e2,c,3.0,low,<=10
+c11,e3,c,3.0,low,<=10
+c11,e4,c,3.0,low,<=10
+c11,e5,c,3.0,low,<=10
+c11,e6,c,3.0,low,<=10
+c11,f1,c,3.0,low,<=10
+c11,f2,c,3.0,low,<=10
+c11,f3,c,3.0,low,<=10
+c11,f4,c,3.0,low,<=10
+c11,f5,c,3.0,low,<=10
+c11,f6,c,3.0,low,<=10
+c11,g1,c,3.0,low,<=10
+c11,g2,c,3.0,low,<=10
+c11,g3,c,3.0,low,<=10
+c11,g4,c,3.0,low,<=10
+c11,g5,c,3.0,low,<=10
+c11,g6,c,3.0,low,<=10
+c12,alt.a.tour,c,2.0,low,<=10
+c12,alt.about,c,2.0,low,<=10
+c12,alt.ad,c,2.0,low,<=10
+c12,alt.all,c,2.0,low,<=10
+c12,alt.amazon,c,2.0,low,<=10
+c12,alt.amazon.com,c,2.0,low,<=10
+c12,alt.and,c,2.0,low,<=10
+c12,alt.at,c,2.0,low,<=10
+c12,alt.award,c,2.0,low,<=10
+c12,alt.back,c,2.0,low,<=10
+c12,alt.banner,c,2.0,low,<=10
+c12,alt.book,c,2.0,low,<=10
+c12,alt.by,c,2.0,low,<=10
+c12,alt.bytes,c,2.0,low,<=10
+c12,alt.cat,c,2.0,low,<=10
+c12,alt.chat,c,2.0,low,<=10
+c12,alt.click,c,2.0,low,<=10
+c12,alt.click.here,c,2.0,low,<=10
+c12,alt.club,c,2.0,low,<=10
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+n17,class,n,7.0,low,<=10
+n18,ag_000,n,166.0,mid,11-300
+n18,ag_001,n,659.0,high,>300
+n18,ak_000,n,169.0,mid,11-300
+n18,as_000,n,23.0,mid,11-300
+n18,au_000,n,55.0,mid,11-300
+n18,ay_000,n,475.0,high,>300
+n18,ay_001,n,925.0,high,>300
+n18,ay_002,n,995.0,high,>300
+n18,ay_009,n,457.0,high,>300
+n18,cd_000,n,1.0,low,<=10
+n18,ch_000,n,2.0,low,<=10
+n18,class,n,2.0,low,<=10
+n18,cr_000,n,73.0,mid,11-300
+n18,da_000,n,257.0,mid,11-300
+n18,df_000,n,404.0,high,>300
+n18,dj_000,n,72.0,mid,11-300
+n18,dk_000,n,267.0,mid,11-300
+n18,dl_000,n,191.0,mid,11-300
+n18,dm_000,n,236.0,mid,11-300
+n18,dz_000,n,45.0,mid,11-300
+n18,ea_000,n,131.0,mid,11-300
+n18,ef_000,n,27.0,mid,11-300
+n18,eg_000,n,49.0,mid,11-300
+n19,class,n,10.0,low,<=10
+n19,pixel1,n,6.0,low,<=10
+n19,pixel112,n,156.0,mid,11-300
+n19,pixel113,n,79.0,mid,11-300
+n19,pixel114,n,166.0,mid,11-300
+n19,pixel141,n,118.0,mid,11-300
+n19,pixel142,n,219.0,mid,11-300
+n19,pixel169,n,153.0,mid,11-300
+n19,pixel197,n,183.0,mid,11-300
+n19,pixel2,n,17.0,mid,11-300
+n19,pixel25,n,148.0,mid,11-300
+n19,pixel26,n,113.0,mid,11-300
+n19,pixel27,n,65.0,mid,11-300
+n19,pixel28,n,21.0,mid,11-300
+n19,pixel29,n,15.0,mid,11-300
+n19,pixel3,n,27.0,mid,11-300
+n19,pixel30,n,28.0,mid,11-300
+n19,pixel31,n,63.0,mid,11-300
+n19,pixel32,n,123.0,mid,11-300
+n19,pixel4,n,57.0,mid,11-300
+n19,pixel5,n,97.0,mid,11-300
+n19,pixel54,n,218.0,mid,11-300
+n19,pixel55,n,150.0,mid,11-300
+n19,pixel56,n,54.0,mid,11-300
+n19,pixel57,n,22.0,mid,11-300
+n19,pixel58,n,52.0,mid,11-300
+n19,pixel59,n,99.0,mid,11-300
+n19,pixel701,n,173.0,mid,11-300
+n19,pixel729,n,120.0,mid,11-300
+n19,pixel756,n,170.0,mid,11-300
+n19,pixel757,n,34.0,mid,11-300
+n19,pixel758,n,109.0,mid,11-300
+n19,pixel783,n,180.0,mid,11-300
+n19,pixel784,n,67.0,mid,11-300
+n19,pixel83,n,213.0,mid,11-300
+n19,pixel84,n,100.0,mid,11-300
+n19,pixel85,n,45.0,mid,11-300
+n19,pixel86,n,101.0,mid,11-300
+n19,pixel87,n,168.0,mid,11-300
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed30300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed30300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..84884883106ece2a8758408376226fa8b33bbcf7
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_assignments__all__collapsed30300.csv
@@ -0,0 +1,2425 @@
+dataset,column,dataset_prefix,real_distinct_count,cardinality_bucket3,cardinality_bucket3_label
+c2,buying,c,4.0,low,<=30
+c2,class,c,4.0,low,<=30
+c2,doors,c,4.0,low,<=30
+c2,lug_boot,c,3.0,low,<=30
+c2,maint,c,4.0,low,<=30
+c2,persons,c,3.0,low,<=30
+c2,safety,c,3.0,low,<=30
+c3,ATRINS-DONOR-521,c,2541.0,high,>300
+c3,CCAGCTGCATCACAGGAGGCCAGCGAGCAGGTCTGTTCCAAGGGCCTTCGAGCCAGTCTG,c,2426.0,high,>300
+c3,EI,c,3.0,low,<=30
+c4,bkblk,c,2.0,low,<=30
+c4,bknwy,c,2.0,low,<=30
+c4,bkon8,c,2.0,low,<=30
+c4,bkona,c,2.0,low,<=30
+c4,bkspr,c,2.0,low,<=30
+c4,bkxbq,c,2.0,low,<=30
+c4,bkxcr,c,2.0,low,<=30
+c4,bkxwp,c,2.0,low,<=30
+c4,blxwp,c,2.0,low,<=30
+c4,bxqsq,c,2.0,low,<=30
+c4,class,c,2.0,low,<=30
+c4,cntxt,c,2.0,low,<=30
+c4,dsopp,c,2.0,low,<=30
+c4,dwipd,c,2.0,low,<=30
+c4,hdchk,c,2.0,low,<=30
+c4,katri,c,3.0,low,<=30
+c4,mulch,c,2.0,low,<=30
+c4,qxmsq,c,2.0,low,<=30
+c4,r2ar8,c,2.0,low,<=30
+c4,reskd,c,2.0,low,<=30
+c4,reskr,c,2.0,low,<=30
+c4,rimmx,c,2.0,low,<=30
+c4,rkxwp,c,2.0,low,<=30
+c4,rxmsq,c,2.0,low,<=30
+c4,simpl,c,2.0,low,<=30
+c4,skach,c,2.0,low,<=30
+c4,skewr,c,2.0,low,<=30
+c4,skrxp,c,2.0,low,<=30
+c4,spcop,c,2.0,low,<=30
+c4,stlmt,c,2.0,low,<=30
+c4,thrsk,c,2.0,low,<=30
+c4,wkcti,c,2.0,low,<=30
+c4,wkna8,c,2.0,low,<=30
+c4,wknck,c,2.0,low,<=30
+c4,wkovl,c,2.0,low,<=30
+c4,wkpos,c,2.0,low,<=30
+c4,wtoeg,c,2.0,low,<=30
+c5,bruises?,c,2.0,low,<=30
+c5,cap-color,c,10.0,low,<=30
+c5,cap-shape,c,6.0,low,<=30
+c5,cap-surface,c,4.0,low,<=30
+c5,class,c,2.0,low,<=30
+c5,gill-attachment,c,2.0,low,<=30
+c5,gill-color,c,12.0,low,<=30
+c5,gill-size,c,2.0,low,<=30
+c5,gill-spacing,c,2.0,low,<=30
+c5,habitat,c,7.0,low,<=30
+c5,odor,c,8.0,low,<=30
+c5,population,c,6.0,low,<=30
+c5,ring-number,c,2.0,low,<=30
+c5,ring-type,c,4.0,low,<=30
+c5,spore-print-color,c,9.0,low,<=30
+c5,stalk-color-above-ring,c,9.0,low,<=30
+c5,stalk-color-below-ring,c,9.0,low,<=30
+c5,stalk-root,c,4.0,low,<=30
+c5,stalk-shape,c,2.0,low,<=30
+c5,stalk-surface-above-ring,c,4.0,low,<=30
+c5,stalk-surface-below-ring,c,4.0,low,<=30
+c5,veil-color,c,4.0,low,<=30
+c5,veil-type,c,1.0,low,<=30
+c6,Keywords,c,360.0,high,>300
+c6,Question Level,c,2.0,low,<=30
+c6,Student Country,c,8.0,low,<=30
+c6,Subtopic,c,24.0,low,<=30
+c6,Topic,c,14.0,low,<=30
+c6,Type of Answer,c,2.0,low,<=30
+c7,children,c,4.0,low,<=30
+c7,class,c,5.0,low,<=30
+c7,finance,c,2.0,low,<=30
+c7,form,c,4.0,low,<=30
+c7,has_nurs,c,5.0,low,<=30
+c7,health,c,3.0,low,<=30
+c7,housing,c,3.0,low,<=30
+c7,parents,c,3.0,low,<=30
+c7,social,c,3.0,low,<=30
+c8,Abnormal_URL,c,2.0,low,<=30
+c8,DNSRecord,c,2.0,low,<=30
+c8,Domain_registeration_length,c,2.0,low,<=30
+c8,Favicon,c,2.0,low,<=30
+c8,Google_Index,c,2.0,low,<=30
+c8,HTTPS_token,c,2.0,low,<=30
+c8,Iframe,c,2.0,low,<=30
+c8,Links_in_tags,c,3.0,low,<=30
+c8,Links_pointing_to_page,c,3.0,low,<=30
+c8,Page_Rank,c,2.0,low,<=30
+c8,Prefix_Suffix,c,2.0,low,<=30
+c8,Redirect,c,2.0,low,<=30
+c8,Request_URL,c,2.0,low,<=30
+c8,Result,c,2.0,low,<=30
+c8,RightClick,c,2.0,low,<=30
+c8,SFH,c,3.0,low,<=30
+c8,SSLfinal_State,c,3.0,low,<=30
+c8,Shortining_Service,c,2.0,low,<=30
+c8,Statistical_report,c,2.0,low,<=30
+c8,Submitting_to_email,c,2.0,low,<=30
+c8,URL_Length,c,3.0,low,<=30
+c8,URL_of_Anchor,c,3.0,low,<=30
+c8,age_of_domain,c,2.0,low,<=30
+c8,double_slash_redirecting,c,2.0,low,<=30
+c8,having_At_Symbol,c,2.0,low,<=30
+c8,having_IP_Address,c,2.0,low,<=30
+c8,having_Sub_Domain,c,3.0,low,<=30
+c8,on_mouseover,c,2.0,low,<=30
+c8,popUpWidnow,c,2.0,low,<=30
+c8,port,c,2.0,low,<=30
+c8,web_traffic,c,3.0,low,<=30
+c9,ACTION,c,2.0,low,<=30
+c10,c1,c,13.0,low,<=30
+c10,c2,c,13.0,low,<=30
+c10,c3,c,13.0,low,<=30
+c10,c4,c,13.0,low,<=30
+c10,c5,c,13.0,low,<=30
+c10,class,c,10.0,low,<=30
+c10,s1,c,4.0,low,<=30
+c10,s2,c,4.0,low,<=30
+c10,s3,c,4.0,low,<=30
+c10,s4,c,4.0,low,<=30
+c10,s5,c,4.0,low,<=30
+c11,a1,c,3.0,low,<=30
+c11,a2,c,3.0,low,<=30
+c11,a3,c,3.0,low,<=30
+c11,a4,c,3.0,low,<=30
+c11,a5,c,3.0,low,<=30
+c11,a6,c,3.0,low,<=30
+c11,b1,c,3.0,low,<=30
+c11,b2,c,3.0,low,<=30
+c11,b3,c,3.0,low,<=30
+c11,b4,c,3.0,low,<=30
+c11,b5,c,3.0,low,<=30
+c11,b6,c,3.0,low,<=30
+c11,c1,c,3.0,low,<=30
+c11,c2,c,3.0,low,<=30
+c11,c3,c,3.0,low,<=30
+c11,c4,c,3.0,low,<=30
+c11,c5,c,3.0,low,<=30
+c11,c6,c,3.0,low,<=30
+c11,class,c,3.0,low,<=30
+c11,d1,c,3.0,low,<=30
+c11,d2,c,3.0,low,<=30
+c11,d3,c,3.0,low,<=30
+c11,d4,c,3.0,low,<=30
+c11,d5,c,3.0,low,<=30
+c11,d6,c,3.0,low,<=30
+c11,e1,c,3.0,low,<=30
+c11,e2,c,3.0,low,<=30
+c11,e3,c,3.0,low,<=30
+c11,e4,c,3.0,low,<=30
+c11,e5,c,3.0,low,<=30
+c11,e6,c,3.0,low,<=30
+c11,f1,c,3.0,low,<=30
+c11,f2,c,3.0,low,<=30
+c11,f3,c,3.0,low,<=30
+c11,f4,c,3.0,low,<=30
+c11,f5,c,3.0,low,<=30
+c11,f6,c,3.0,low,<=30
+c11,g1,c,3.0,low,<=30
+c11,g2,c,3.0,low,<=30
+c11,g3,c,3.0,low,<=30
+c11,g4,c,3.0,low,<=30
+c11,g5,c,3.0,low,<=30
+c11,g6,c,3.0,low,<=30
+c12,alt.a.tour,c,2.0,low,<=30
+c12,alt.about,c,2.0,low,<=30
+c12,alt.ad,c,2.0,low,<=30
+c12,alt.all,c,2.0,low,<=30
+c12,alt.amazon,c,2.0,low,<=30
+c12,alt.amazon.com,c,2.0,low,<=30
+c12,alt.and,c,2.0,low,<=30
+c12,alt.at,c,2.0,low,<=30
+c12,alt.award,c,2.0,low,<=30
+c12,alt.back,c,2.0,low,<=30
+c12,alt.banner,c,2.0,low,<=30
+c12,alt.book,c,2.0,low,<=30
+c12,alt.by,c,2.0,low,<=30
+c12,alt.bytes,c,2.0,low,<=30
+c12,alt.cat,c,2.0,low,<=30
+c12,alt.chat,c,2.0,low,<=30
+c12,alt.click,c,2.0,low,<=30
+c12,alt.click.here,c,2.0,low,<=30
+c12,alt.club,c,2.0,low,<=30
+c12,alt.com,c,2.0,low,<=30
+c12,alt.cool,c,2.0,low,<=30
+c12,alt.download,c,2.0,low,<=30
+c12,alt.email,c,2.0,low,<=30
+c12,alt.email.me,c,2.0,low,<=30
+c12,alt.explorer,c,2.0,low,<=30
+c12,alt.find,c,2.0,low,<=30
+c12,alt.for,c,2.0,low,<=30
+c12,alt.for.a,c,2.0,low,<=30
+c12,alt.forums,c,2.0,low,<=30
+c12,alt.free,c,2.0,low,<=30
+c12,alt.from,c,2.0,low,<=30
+c12,alt.geocities,c,2.0,low,<=30
+c12,alt.get,c,2.0,low,<=30
+c12,alt.graphic,c,2.0,low,<=30
+c12,alt.guestbook,c,2.0,low,<=30
+c12,alt.heartland,c,2.0,low,<=30
+c12,alt.here,c,2.0,low,<=30
+c12,alt.here.for,c,2.0,low,<=30
+c12,alt.here.to,c,2.0,low,<=30
+c12,alt.home,c,2.0,low,<=30
+c12,alt.home.page,c,2.0,low,<=30
+c12,alt.in,c,2.0,low,<=30
+c12,alt.info,c,2.0,low,<=30
+c12,alt.information,c,2.0,low,<=30
+c12,alt.internet,c,2.0,low,<=30
+c12,alt.internet.explorer,c,2.0,low,<=30
+c12,alt.join,c,2.0,low,<=30
+c12,alt.kat,c,2.0,low,<=30
+c12,alt.kitty,c,2.0,low,<=30
+c12,alt.like,c,2.0,low,<=30
+c12,alt.like.mine,c,2.0,low,<=30
+c12,alt.link,c,2.0,low,<=30
+c12,alt.links,c,2.0,low,<=30
+c12,alt.logo,c,2.0,low,<=30
+c12,alt.me,c,2.0,low,<=30
+c12,alt.microsoft,c,2.0,low,<=30
+c12,alt.mine,c,2.0,low,<=30
+c12,alt.more,c,2.0,low,<=30
+c12,alt.my,c,2.0,low,<=30
+c12,alt.my.guestbook,c,2.0,low,<=30
+c12,alt.my.site,c,2.0,low,<=30
+c12,alt.net,c,2.0,low,<=30
+c12,alt.netscape,c,2.0,low,<=30
+c12,alt.network,c,2.0,low,<=30
+c12,alt.new,c,2.0,low,<=30
+c12,alt.news,c,2.0,low,<=30
+c12,alt.next,c,2.0,low,<=30
+c12,alt.next.site,c,2.0,low,<=30
+c12,alt.now,c,2.0,low,<=30
+c12,alt.of,c,2.0,low,<=30
+c12,alt.of.the,c,2.0,low,<=30
+c12,alt.on,c,2.0,low,<=30
+c12,alt.on.the,c,2.0,low,<=30
+c12,alt.online,c,2.0,low,<=30
+c12,alt.our,c,2.0,low,<=30
+c12,alt.out,c,2.0,low,<=30
+c12,alt.page,c,2.0,low,<=30
+c12,alt.pages,c,2.0,low,<=30
+c12,alt.pages.like,c,2.0,low,<=30
+c12,alt.picture,c,2.0,low,<=30
+c12,alt.products,c,2.0,low,<=30
+c12,alt.rank,c,2.0,low,<=30
+c12,alt.rank.my,c,2.0,low,<=30
+c12,alt.ring,c,2.0,low,<=30
+c12,alt.romance,c,2.0,low,<=30
+c12,alt.search,c,2.0,low,<=30
+c12,alt.send,c,2.0,low,<=30
+c12,alt.send.this,c,2.0,low,<=30
+c12,alt.services,c,2.0,low,<=30
+c12,alt.site,c,2.0,low,<=30
+c12,alt.take,c,2.0,low,<=30
+c12,alt.take.a,c,2.0,low,<=30
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+c12,alt.the.kat,c,2.0,low,<=30
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+c12,alt.us,c,2.0,low,<=30
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+c12,alt.wacky,c,2.0,low,<=30
+c12,alt.web,c,2.0,low,<=30
+c12,alt.what,c,2.0,low,<=30
+c12,alt.with,c,2.0,low,<=30
+c12,alt.you,c,2.0,low,<=30
+c12,alt.your,c,2.0,low,<=30
+c12,ancurl.1.cid,c,2.0,low,<=30
+c12,ancurl.1.d,c,2.0,low,<=30
+c12,ancurl.1.familyid,c,2.0,low,<=30
+c12,ancurl.1154.linkpg,c,2.0,low,<=30
+c12,ancurl.123greetings.com,c,2.0,low,<=30
+c12,ancurl.2f,c,2.0,low,<=30
+c12,ancurl.2f.2fwww,c,2.0,low,<=30
+c12,ancurl.2fcgi,c,2.0,low,<=30
+c12,ancurl.2fclick,c,2.0,low,<=30
+c12,ancurl.2fclick.ng,c,2.0,low,<=30
+c12,ancurl.2fcrawler,c,2.0,low,<=30
+c12,ancurl.2fwww,c,2.0,low,<=30
+c12,ancurl.2meta.com,c,2.0,low,<=30
+c12,ancurl.3a,c,2.0,low,<=30
+c12,ancurl.3a.2fcrawler,c,2.0,low,<=30
+c12,ancurl.4.mem,c,2.0,low,<=30
+c12,ancurl.468x60,c,2.0,low,<=30
+c12,ancurl.468x60.runofsite,c,2.0,low,<=30
+c12,ancurl.526.redirect,c,2.0,low,<=30
+c12,ancurl.629.redirect,c,2.0,low,<=30
+c12,ancurl.FlowSoft.com,c,2.0,low,<=30
+c12,ancurl.Lpage.com,c,2.0,low,<=30
+c12,ancurl.a.uk,c,2.0,low,<=30
+c12,ancurl.about,c,2.0,low,<=30
+c12,ancurl.acc,c,2.0,low,<=30
+c12,ancurl.acc.clickthru,c,2.0,low,<=30
+c12,ancurl.access.ch,c,2.0,low,<=30
+c12,ancurl.accessus.net,c,2.0,low,<=30
+c12,ancurl.ad,c,2.0,low,<=30
+c12,ancurl.ad.bin,c,2.0,low,<=30
+c12,ancurl.ad.doubleclick.net,c,2.0,low,<=30
+c12,ancurl.ad.preferences,c,2.0,low,<=30
+c12,ancurl.adclick,c,2.0,low,<=30
+c12,ancurl.adclick.exe,c,2.0,low,<=30
+c12,ancurl.adclick.id,c,2.0,low,<=30
+c12,ancurl.adcount,c,2.0,low,<=30
+c12,ancurl.adcount.plx,c,2.0,low,<=30
+c12,ancurl.adid,c,2.0,low,<=30
+c12,ancurl.ads,c,2.0,low,<=30
+c12,ancurl.ads.msn,c,2.0,low,<=30
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diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a181eb4f6c05c3f10c5b17cead523f5371b2a848
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed10300.csv
@@ -0,0 +1,4 @@
+cardinality_bucket3,cardinality_bucket3_label,n_real_columns,min_real_distinct_count,max_real_distinct_count
+low,<=10,2200,1.0,10.0
+mid,11-300,147,11.0,267.0
+high,>300,77,360.0,140269.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed30300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed30300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..182c81adaac0fb84e057e52a66c2afab2873bfbd
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_groups__all__collapsed30300.csv
@@ -0,0 +1,4 @@
+cardinality_bucket3,cardinality_bucket3_label,n_real_columns,min_real_distinct_count,max_real_distinct_count
+low,<=30,2283,1.0,28.0
+mid,31-300,64,34.0,267.0
+high,>300,77,360.0,140269.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb96c29129854510a3010366c056def1fbb190a8
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed10300.csv
@@ -0,0 +1,15 @@
+model,Dcol-high,Dcol-low,Dcol-mid,drop_low_to_high,absolute_drop,relative_drop,monotonic_type,n_high,n_low,n_mid
+arf,0.7680184805194805,0.8222373736363636,0.3613241496598639,-0.054218893116883105,0.054218893116883105,0.06594068191901666,non_monotonic,77.0,2200.0,147.0
+bayesnet,0.29459753246753245,0.9084121572727273,0.5651663333333333,-0.6138146248051948,0.6138146248051948,0.6757005835853348,decreasing,77.0,2200.0,147.0
+cdtd,0.00013468831168831168,0.06951302416780665,0.00732152380952381,-0.06937833585611834,0.06937833585611834,0.9980624017829642,decreasing,77.0,2193.0,147.0
+codi,0.0,0.0,0.0,0.0,0.0,,decreasing,3.0,25.0,2.0
+ctgan,0.6245785833333334,0.9038214771994473,0.6727194958677686,-0.2792428938661139,0.2792428938661139,0.30895801981976256,decreasing,36.0,2171.0,121.0
+forestdiffusion,,0.0004975124378109454,0.0,,,,non_monotonic,,201.0,21.0
+goggle,0.0,0.0,0.0,0.0,0.0,,decreasing,32.0,263.0,45.0
+realtabformer,0.4088896,0.9368048048204158,0.8132029710144927,-0.5279152048204159,0.5279152048204159,0.5635274307987953,decreasing,40.0,2116.0,69.0
+tabbyflow,0.0,0.3752091208226221,0.039321,-0.3752091208226221,0.3752091208226221,1.0,decreasing,7.0,389.0,39.0
+tabddpm,0.0,0.0034130538116591926,0.0,-0.0034130538116591926,0.0034130538116591926,1.0,decreasing,5.0,446.0,80.0
+tabdiff,0.0,0.1161764705882353,0.0,-0.1161764705882353,0.1161764705882353,1.0,decreasing,4.0,170.0,17.0
+tabpfgen,0.7879224285714286,0.8962115899053628,0.18505789333333333,-0.10828916133393418,0.10828916133393418,0.12082990507338695,non_monotonic,21.0,1902.0,75.0
+tabsyn,0.0,0.3498518511111111,0.057776576923076924,-0.3498518511111111,0.3498518511111111,1.0,decreasing,12.0,450.0,52.0
+tvae,0.3133230769230769,0.6455081592505855,0.3324252413793104,-0.33218508232750854,0.33218508232750854,0.5146101990611008,decreasing,39.0,2135.0,116.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed30300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed30300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c9b199db36d91ecdfd32ccad2c24a92deb41b17
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_model_matrix__all__collapsed30300.csv
@@ -0,0 +1,15 @@
+model,Dcol-high,Dcol-low,Dcol-mid,absolute_drop,relative_drop,monotonic_type,n_high,n_low,n_mid
+arf,0.7680184805194805,0.8072775549715288,0.29722209375,0.03925907445204824,0.04863144554221235,non_monotonic,77.0,2283.0,64.0
+bayesnet,0.29459753246753245,0.8946480744634253,0.611010046875,0.6000505419958928,0.6707112652712962,decreasing,77.0,2283.0,64.0
+cdtd,0.00013468831168831168,0.067247,0.00725240625,0.0671123116883117,0.9979971104779647,decreasing,77.0,2276.0,64.0
+codi,0.0,0.0,0.0,0.0,,decreasing,3.0,26.0,1.0
+ctgan,0.6245785833333334,0.8944622705357143,0.7692307692307693,0.2698836872023809,0.3017273015224457,decreasing,36.0,2240.0,52.0
+forestdiffusion,,0.00045045045045045046,,,,non_monotonic,,222.0,
+goggle,0.0,0.0,0.0,0.0,,decreasing,32.0,301.0,7.0
+realtabformer,0.4088896,0.9343693508287293,0.6876724615384616,0.5254797508287292,0.5623897555743458,decreasing,40.0,2172.0,13.0
+tabbyflow,0.0,0.3472102358490566,0.06818175,0.3472102358490566,1.0,decreasing,7.0,424.0,4.0
+tabddpm,0.0,0.0030876713995943205,0.0,0.0030876713995943205,1.0,decreasing,5.0,493.0,33.0
+tabdiff,0.0,0.10618279569892473,0.0,0.10618279569892473,1.0,decreasing,4.0,186.0,1.0
+tabpfgen,0.7879224285714286,0.8829013614830072,0.11083834285714285,0.09497893291157866,0.10757592756686067,non_monotonic,21.0,1942.0,35.0
+tabsyn,0.0,0.3225861393939394,0.10822514285714287,0.3225861393939394,1.0,decreasing,12.0,495.0,7.0
+tvae,0.3133230769230769,0.640771769125683,0.17429896363636363,0.3274486922026061,0.5110223452094365,non_monotonic,39.0,2196.0,55.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cd15a0cfa8eee231dcc03b1baffb20daa5352e9
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed10300.csv
@@ -0,0 +1,15 @@
+model,overall_discrete_mean,high_bucket_mean,rank_overall_discrete,rank_high_bucket,rank_shift
+realtabformer,0.9234811487640449,0.4088896,1.0,4.0,3.0
+ctgan,0.8874915442439864,0.6245785833333334,2.0,3.0,1.0
+tabpfgen,0.8683784569569569,0.7879224285714286,3.0,1.0,-2.0
+bayesnet,0.8680982702145215,0.29459753246753245,4.0,6.0,2.0
+arf,0.7925636530528053,0.7680184805194805,5.0,2.0,-3.0
+tvae,0.6239916366812227,0.3133230769230769,6.0,5.0,-1.0
+tabbyflow,0.3390571655172414,0.0,7.0,8.0,1.0
+tabsyn,0.31213563229571983,0.0,8.0,8.0,0.0
+tabdiff,0.10340314136125654,0.0,9.0,8.0,-1.0
+cdtd,0.0635203545717832,0.00013468831168831168,10.0,7.0,-3.0
+tabddpm,0.002866708097928437,0.0,11.0,8.0,-3.0
+forestdiffusion,0.00045045045045045046,,12.0,,
+codi,0.0,0.0,13.0,8.0,-5.0
+goggle,0.0,0.0,13.0,8.0,-5.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed30300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed30300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cd15a0cfa8eee231dcc03b1baffb20daa5352e9
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_rank_shift__all__collapsed30300.csv
@@ -0,0 +1,15 @@
+model,overall_discrete_mean,high_bucket_mean,rank_overall_discrete,rank_high_bucket,rank_shift
+realtabformer,0.9234811487640449,0.4088896,1.0,4.0,3.0
+ctgan,0.8874915442439864,0.6245785833333334,2.0,3.0,1.0
+tabpfgen,0.8683784569569569,0.7879224285714286,3.0,1.0,-2.0
+bayesnet,0.8680982702145215,0.29459753246753245,4.0,6.0,2.0
+arf,0.7925636530528053,0.7680184805194805,5.0,2.0,-3.0
+tvae,0.6239916366812227,0.3133230769230769,6.0,5.0,-1.0
+tabbyflow,0.3390571655172414,0.0,7.0,8.0,1.0
+tabsyn,0.31213563229571983,0.0,8.0,8.0,0.0
+tabdiff,0.10340314136125654,0.0,9.0,8.0,-1.0
+cdtd,0.0635203545717832,0.00013468831168831168,10.0,7.0,-3.0
+tabddpm,0.002866708097928437,0.0,11.0,8.0,-3.0
+forestdiffusion,0.00045045045045045046,,12.0,,
+codi,0.0,0.0,13.0,8.0,-5.0
+goggle,0.0,0.0,13.0,8.0,-5.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_regime_means__all__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_regime_means__all__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..18601bc9f34f37823a04f756ddbaa3bc749094b8
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_regime_means__all__collapsed10300.csv
@@ -0,0 +1,10 @@
+regime,cardinality_bucket3,bucket_label,mean_score,n_units
+categorical,low,<=10,0.7350130185323013,13436
+categorical,mid,11-300,0.40779218575851395,323
+categorical,high,>300,0.3800120200573066,349
+mixed,low,<=10,0.4629252085561497,1496
+mixed,mid,11-300,0.33018404843304844,351
+mixed,high,>300,0.3300816875,32
+numerical,low,<=10,0.3855322249870399,1929
+numerical,mid,11-300,0.208285948019802,404
+numerical,high,>300,0.12757916326530613,49
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed10300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed10300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3119add5388a582c78ab842ff90e90b112e5a16e
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed10300.csv
@@ -0,0 +1,5 @@
+variant,decreasing_models,increasing_models,non_monotonic_models,low_cols,mid_cols,high_cols
+all,11,0,3,2200,147,77
+categorical,9,0,5,1827,56,66
+mixed,9,0,5,133,31,3
+numerical,6,0,6,240,60,8
diff --git a/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed30300.csv b/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed30300.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30d9e6d320a1ecd71b24bcbc46ae875fdf0629d7
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_bucket_smoke_summary__collapsed30300.csv
@@ -0,0 +1,5 @@
+variant,decreasing_models,increasing_models,non_monotonic_models,low_cols,mid_cols,high_cols
+all,10,0,4,2283,64,77
+categorical,7,0,7,1867,16,66
+mixed,9,1,4,160,4,3
+numerical,5,0,7,256,44,8
diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_assignments__all.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_assignments__all.csv
new file mode 100644
index 0000000000000000000000000000000000000000..098cde75151afc5db7d01827a135f171c7207c86
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_assignments__all.csv
@@ -0,0 +1,18370 @@
+dataset,column,model,real_distinct_count,cardinality_tercile,score,dataset_prefix
+c5,veil-type,arf,1.0,low,1.0,c
+c5,veil-type,bayesnet,1.0,low,1.0,c
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+c5,veil-type,realtabformer,1.0,low,1.0,c
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+c5,veil-type,tabpfgen,1.0,low,1.0,c
+c5,veil-type,tabsyn,1.0,low,0.0,c
+c5,veil-type,tvae,1.0,low,1.0,c
+n18,cd_000,arf,1.0,low,0.0,n
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+n8,feature_179,arf,1.0,low,0.0,n
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+c8,Favicon,cdtd,2.0,high,0.0,c
+c8,Favicon,ctgan,2.0,high,1.0,c
+c8,Favicon,forestdiffusion,2.0,high,0.0,c
+c8,Favicon,goggle,2.0,high,0.0,c
+c8,Favicon,realtabformer,2.0,high,1.0,c
+c8,Favicon,tabbyflow,2.0,high,0.0,c
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+c8,Google_Index,arf,2.0,high,0.0,c
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+c8,HTTPS_token,arf,2.0,high,0.0,c
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+c8,Iframe,arf,2.0,high,0.0,c
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+c8,Iframe,ctgan,2.0,high,1.0,c
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+c8,Page_Rank,arf,2.0,high,0.0,c
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+c8,Prefix_Suffix,arf,2.0,high,0.0,c
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+c8,Redirect,arf,2.0,high,0.0,c
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+n19,class,arf,10.0,high,0.0,n
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+c21,V55,arf,140269.0,high,0.664359,c
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diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_groups__all.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_groups__all.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3477a15fcd158667cdd59cc5fd2a74342bd50b39
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_groups__all.csv
@@ -0,0 +1,4 @@
+cardinality_tercile,n_units,min_real_distinct_count,max_real_distinct_count
+low,6123,1.0,2.0
+mid,6123,2.0,2.0
+high,6123,2.0,140269.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_model_matrix__all.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_model_matrix__all.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2841405a73712bbd4b6d2c6ab412d55b146b0069
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_model_matrix__all.csv
@@ -0,0 +1,15 @@
+model,Dcol-high,Dcol-low,Dcol-mid,drop_low_to_high,relative_drop,monotonic_type
+arf,0.4794760673352435,0.8630536130536131,0.9746543778801844,-0.38357754571836955,0.4444423149579488,non_monotonic
+bayesnet,0.6966621876790832,0.8776223776223776,0.9965437788018433,-0.18096018994329444,0.20619368256486936,non_monotonic
+cdtd,0.04418045875542692,0.13053613053613053,0.012672811059907835,-0.08635567178070361,0.6615461284628902,non_monotonic
+codi,0.0,,,,,non_monotonic
+ctgan,0.7431532266009852,0.8776223776223776,0.9994192799070848,-0.13446915102139245,0.15321982945067028,non_monotonic
+forestdiffusion,0.00048543689320388353,,0.0,,,non_monotonic
+goggle,0.0,0.0,0.0,0.0,,decreasing
+realtabformer,0.8788524247104248,0.8768961493582264,0.9976470588235294,0.0019562753521984444,-0.002230908818142471,non_monotonic
+tabbyflow,0.14731744039735098,0.8803418803418803,0.0,-0.7330244399445294,0.8326588298399024,non_monotonic
+tabddpm,0.0030566706827309235,0.0,0.0,0.0030566706827309235,,increasing
+tabdiff,0.11285714285714285,0.0,0.0,0.11285714285714285,,increasing
+tabpfgen,0.3874885236966825,0.9986486486486487,0.9958133971291866,-0.6111601249519661,0.6119871345933084,decreasing
+tabsyn,0.11552583776595744,0.9658119658119658,0.19047619047619047,-0.8502861280460083,0.8803847520476369,decreasing
+tvae,0.6585606312178388,0.5490081680280047,0.6758823529411765,0.10955246318983414,-0.19954614442866705,non_monotonic
diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_rank_shift__all.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_rank_shift__all.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ed738038034f6573e8b4a71580c7a9cd35038d7
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_rank_shift__all.csv
@@ -0,0 +1,15 @@
+model,overall_discrete_mean,high_tercile_mean,rank_overall_discrete,rank_high_tercile,rank_shift
+realtabformer,0.9234811487640449,0.8788524247104248,1.0,1.0,0.0
+ctgan,0.8874915442439864,0.7431532266009852,2.0,2.0,0.0
+tabpfgen,0.8683784569569569,0.3874885236966825,3.0,6.0,3.0
+bayesnet,0.8680982702145215,0.6966621876790832,4.0,3.0,-1.0
+arf,0.7925636530528053,0.4794760673352435,5.0,5.0,0.0
+tvae,0.6239916366812227,0.6585606312178388,6.0,4.0,-2.0
+tabbyflow,0.3390571655172414,0.14731744039735098,7.0,7.0,0.0
+tabsyn,0.31213563229571983,0.11552583776595744,8.0,8.0,0.0
+tabdiff,0.10340314136125654,0.11285714285714285,9.0,9.0,0.0
+cdtd,0.0635203545717832,0.04418045875542692,10.0,10.0,0.0
+tabddpm,0.002866708097928437,0.0030566706827309235,11.0,11.0,0.0
+forestdiffusion,0.00045045045045045046,0.00048543689320388353,12.0,12.0,0.0
+codi,0.0,0.0,13.0,13.0,0.0
+goggle,0.0,0.0,13.0,13.0,0.0
diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_regime_means__all.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_regime_means__all.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d18203b87a632e091c05893e683a6218592d4d8
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_regime_means__all.csv
@@ -0,0 +1,7 @@
+regime,tercile,mean_score,n_units
+categorical,high,0.4075048257602862,2795
+categorical,low,0.8014450867052023,5190
+categorical,mid,0.7907071696880614,6123
+mixed,high,0.4358665923363491,1879
+numerical,high,0.3161425562456867,1449
+numerical,low,0.4030010718113612,933
diff --git a/evaluation/query_family/cardinality/data/column_discrete_tercile_smoke_summary.csv b/evaluation/query_family/cardinality/data/column_discrete_tercile_smoke_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b1d5b375fff743932f74f6249a0bfa0c84945cfc
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/column_discrete_tercile_smoke_summary.csv
@@ -0,0 +1,5 @@
+variant,n_units,decreasing_models,increasing_models,non_monotonic_models,low_n,mid_n,high_n,low_card_range,mid_card_range,high_card_range
+all_discrete_raw_tercile,18369,3,2,9,6123,6123,6123,1-2,2-2,2-140269
+categorical_discrete_raw_tercile,14108,2,2,10,4702,4703,4703,1-2,2-2,2-140269
+mixed_discrete_raw_tercile,1879,6,1,7,626,626,627,2-2,2-8,8-46873
+numerical_discrete_raw_tercile,2382,3,2,7,794,794,794,1-1,1-9,9-1480
diff --git a/evaluation/query_family/cardinality/data/figure1_combined_curves.csv b/evaluation/query_family/cardinality/data/figure1_combined_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f94e748c3420a30991f6c8ba74bb2f5536e762
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure1_combined_curves.csv
@@ -0,0 +1,12 @@
+channel,plot_x,bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+discrete,1,1,1-10,0.822237,0.908412,0.069513,0.0,0.903821,0.000498,0.0,0.936805,0.375209,0.003413,0.116176,0.896212,0.349852,0.645508
+discrete,2,2,11-30,0.410752,0.529817,0.007375,0.0,0.599986,0.0,0.0,0.842344,0.036023,0.0,0.0,0.25,0.049929,0.474998
+discrete,3,3,31-100,0.208108,0.567411,0.013032,,0.736842,,0.0,0.903064,0.136363,0.0,,0.0,0.378788,0.101936
+discrete,4,4,101-300,0.347213,0.635468,0.00401,0.0,0.787879,,0.0,0.623055,0.0,0.0,0.0,0.168667,0.0,0.212491
+discrete,5,5,301-1000,0.647273,0.356373,0.000494,,0.498078,,0.0,0.701642,0.0,,0.0,0.861351,0.0,0.350659
+discrete,6,6,>1000,0.813298,0.271432,0.0,0.0,0.696079,,0.0,0.323897,0.0,0.0,0.0,0.775684,0.0,0.294655
+continuous,8,1,Q1,0.732107,0.995238,0.0,,0.695151,0.965225,0.0,0.797639,0.996241,0.993659,1.0,0.992348,0.995113,0.692957
+continuous,9,2,Q2,0.698412,0.995239,0.004386,0.998469,0.687887,0.974862,0.0,0.812986,0.966741,0.983642,0.998611,0.958107,0.966469,0.719123
+continuous,10,3,Q3,0.177517,0.999285,0.0,0.999971,0.722691,0.998604,0.0,0.833553,0.997145,0.987181,0.997337,0.987881,0.994516,0.740815
+continuous,11,4,Q4,,,0.0,,0.868581,,,,,1.0,,0.99649,,0.938857
+continuous,12,5,Q5,0.624394,0.991489,0.0,,0.62472,0.919692,0.0,0.872706,0.986991,0.989658,0.99496,0.963369,0.983143,0.809557
diff --git a/evaluation/query_family/cardinality/data/figure1_continuous_curves.csv b/evaluation/query_family/cardinality/data/figure1_continuous_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c01a387f14c4cc56c4cf9b743183cc4490577912
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure1_continuous_curves.csv
@@ -0,0 +1,6 @@
+bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,Q1,0.732107,0.995238,0.0,,0.695151,0.965225,0.0,0.797639,0.996241,0.993659,1.0,0.992348,0.995113,0.692957
+2,Q2,0.698412,0.995239,0.004386,0.998469,0.687887,0.974862,0.0,0.812986,0.966741,0.983642,0.998611,0.958107,0.966469,0.719123
+3,Q3,0.177517,0.999285,0.0,0.999971,0.722691,0.998604,0.0,0.833553,0.997145,0.987181,0.997337,0.987881,0.994516,0.740815
+4,Q4,,,0.0,,0.868581,,,,,1.0,,0.99649,,0.938857
+5,Q5,0.624394,0.991489,0.0,,0.62472,0.919692,0.0,0.872706,0.986991,0.989658,0.99496,0.963369,0.983143,0.809557
diff --git a/evaluation/query_family/cardinality/data/figure1_discrete_curves.csv b/evaluation/query_family/cardinality/data/figure1_discrete_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be4d3a2d913a2aed65f5aba2d2c5c4bd4451848b
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure1_discrete_curves.csv
@@ -0,0 +1,7 @@
+bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,1-10,0.822237,0.908412,0.069513,0.0,0.903821,0.000498,0.0,0.936805,0.375209,0.003413,0.116176,0.896212,0.349852,0.645508
+2,11-30,0.410752,0.529817,0.007375,0.0,0.599986,0.0,0.0,0.842344,0.036023,0.0,0.0,0.25,0.049929,0.474998
+3,31-100,0.208108,0.567411,0.013032,,0.736842,,0.0,0.903064,0.136363,0.0,,0.0,0.378788,0.101936
+4,101-300,0.347213,0.635468,0.00401,0.0,0.787879,,0.0,0.623055,0.0,0.0,0.0,0.168667,0.0,0.212491
+5,301-1000,0.647273,0.356373,0.000494,,0.498078,,0.0,0.701642,0.0,,0.0,0.861351,0.0,0.350659
+6,>1000,0.813298,0.271432,0.0,0.0,0.696079,,0.0,0.323897,0.0,0.0,0.0,0.775684,0.0,0.294655
diff --git a/evaluation/query_family/cardinality/data/figure2_continuous_slopes.csv b/evaluation/query_family/cardinality/data/figure2_continuous_slopes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c4c31968edd6727ef3172aa8566bd2977729728
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure2_continuous_slopes.csv
@@ -0,0 +1,3 @@
+x,regime,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,Low dynamic,0.714959,0.995238,0.002229,0.998469,0.691443,0.972659,0.0,0.805181,0.983085,0.988014,0.998714,0.974161,0.982377,0.706274
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diff --git a/evaluation/query_family/cardinality/data/figure2_discrete_slopes.csv b/evaluation/query_family/cardinality/data/figure2_discrete_slopes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ccf0e205188a6542da70c699069bbca9c52688b
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure2_discrete_slopes.csv
@@ -0,0 +1,3 @@
+x,regime,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,Low dynamic,0.807278,0.894648,0.067247,0.0,0.894462,0.00045,0.0,0.934369,0.34721,0.003088,0.106183,0.882901,0.322586,0.640772
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diff --git a/evaluation/query_family/cardinality/data/figure3_continuous_heatmap_compact.csv b/evaluation/query_family/cardinality/data/figure3_continuous_heatmap_compact.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c33f0407d30651044f25b8159387b5686b30dc7d
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure3_continuous_heatmap_compact.csv
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diff --git a/evaluation/query_family/cardinality/data/figure3_discrete_heatmap_compact.csv b/evaluation/query_family/cardinality/data/figure3_discrete_heatmap_compact.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8763ef6d20efd045629b405e854de3983491b76
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure3_discrete_heatmap_compact.csv
@@ -0,0 +1,31 @@
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diff --git a/evaluation/query_family/cardinality/data/figure4_scatter.csv b/evaluation/query_family/cardinality/data/figure4_scatter.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f4e4ed35f025a373c5c29b3b9dd03722a89330d6
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/figure4_scatter.csv
@@ -0,0 +1,12 @@
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diff --git a/evaluation/query_family/cardinality/data/heatmap_data.csv b/evaluation/query_family/cardinality/data/heatmap_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02eca95ab5e9c6695b6a138fada97d8592408366
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/heatmap_data.csv
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diff --git a/evaluation/query_family/cardinality/data/model_drop_table.csv b/evaluation/query_family/cardinality/data/model_drop_table.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cfd2a7837b28578ce3dbaf89490e7ef5dfa8e583
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/model_drop_table.csv
@@ -0,0 +1,29 @@
+model,channel,low_dynamic_mean,high_dynamic_mean,absolute_drop,relative_drop,rank_by_robustness
+tvae,continuous,0.706274,0.851204,-0.14493,-0.205204,1
+ctgan,continuous,0.691443,0.788743,-0.0973,-0.14072,2
+realtabformer,continuous,0.805181,0.872706,-0.067524,-0.083862,3
+tabpfgen,continuous,0.974161,0.992294,-0.018134,-0.018615,4
+tabddpm,continuous,0.988014,0.998712,-0.010698,-0.010828,5
+tabbyflow,continuous,0.983085,0.986991,-0.003906,-0.003974,6
+tabsyn,continuous,0.982377,0.983143,-0.000766,-0.00078,7
+goggle,continuous,0.0,0.0,0.0,,8
+cdtd,continuous,0.002229,0.0,0.002229,1.0,9
+bayesnet,continuous,0.995238,0.991489,0.00375,0.003768,10
+tabdiff,continuous,0.998714,0.99496,0.003755,0.003759,11
+forestdiffusion,continuous,0.972659,0.919692,0.052967,0.054456,12
+arf,continuous,0.714959,0.624394,0.090565,0.126672,13
+codi,continuous,0.998469,,,,14
+codi,discrete,0.0,0.0,0.0,,1
+goggle,discrete,0.0,0.0,0.0,,2
+tabddpm,discrete,0.003088,0.0,0.003088,1.0,3
+arf,discrete,0.807278,0.768018,0.039259,0.048631,4
+cdtd,discrete,0.067247,0.000135,0.067112,0.997997,5
+tabpfgen,discrete,0.882901,0.787922,0.094979,0.107576,6
+tabdiff,discrete,0.106183,0.0,0.106183,1.0,7
+ctgan,discrete,0.894462,0.624579,0.269884,0.301727,8
+tabsyn,discrete,0.322586,0.0,0.322586,1.0,9
+tvae,discrete,0.640772,0.313323,0.327449,0.511022,10
+tabbyflow,discrete,0.34721,0.0,0.34721,1.0,11
+realtabformer,discrete,0.934369,0.40889,0.52548,0.56239,12
+bayesnet,discrete,0.894648,0.294598,0.600051,0.670711,13
+forestdiffusion,discrete,0.00045,,,,14
diff --git a/evaluation/query_family/cardinality/data/model_subitem_heatmap.csv b/evaluation/query_family/cardinality/data/model_subitem_heatmap.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22878968f3bf49ec462aabecebe73aa99fb13faf
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/model_subitem_heatmap.csv
@@ -0,0 +1,4 @@
+subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+support_rank_profile_consistency,Support-rank profile consistency,0.792564,0.868098,0.887492,0.00045,0.923481,0.339057,0.002867,0.103403,0.868378,0.312136,0.623992
+high_cardinality_response_stability,High-cardinality response stability,0.696206,0.643043,0.706661,0.919692,0.640798,0.493496,0.499356,0.49748,0.890108,0.491571,0.582264
+family_mean,Family mean,0.620965,0.932244,0.818059,0.478217,0.873185,0.662511,0.498837,0.55024,0.92773,0.648234,0.707112
diff --git a/evaluation/query_family/cardinality/data/prefix_plot_data.csv b/evaluation/query_family/cardinality/data/prefix_plot_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..712cfe77e5c3869a9704f19e3c976824884bc4d8
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/prefix_plot_data.csv
@@ -0,0 +1,12 @@
+model,c,m,n
+arf,0.918668,0.604345,0.381077
+bayesnet,0.936856,0.863932,0.921246
+ctgan,0.969666,0.820785,0.69626
+forestdiffusion,0.053859,0.394087,0.810211
+realtabformer,0.983246,0.938229,0.733529
+tabbyflow,0.08969,0.53877,0.948445
+tabddpm,0.037959,0.324879,0.886801
+tabdiff,0.125217,0.5087,
+tabpfgen,0.965379,0.667593,0.883996
+tabsyn,0.096069,0.434784,0.955573
+tvae,0.671141,0.757069,0.717886
diff --git a/evaluation/query_family/cardinality/data/regime_tercile_dataset_groups.csv b/evaluation/query_family/cardinality/data/regime_tercile_dataset_groups.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f78218353ff4458b974c7a072d465b466c987a7
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/regime_tercile_dataset_groups.csv
@@ -0,0 +1,52 @@
+dataset,dataset_prefix,dataset_regime,tercile_key,tercile_index,tercile_display,group_key,group_order,dataset_order_in_group,group_dataset_count,dataset_dynamic_intensity,dataset_mean_score
+c2,c,Categorical,low,1,Low,C-low,1,1,6,0.166667,0.478022
+c4,c,Categorical,low,1,Low,C-low,1,2,6,0.166667,0.45842
+c7,c,Categorical,low,1,Low,C-low,1,3,6,0.166667,0.470513
+c8,c,Categorical,low,1,Low,C-low,1,4,6,0.166667,0.315964
+c11,c,Categorical,low,1,Low,C-low,1,5,6,0.166667,0.5
+c20,c,Categorical,low,1,Low,C-low,1,6,6,0.166667,0.38961
+c12,c,Categorical,mid,2,Mid,C-mid,2,1,7,0.167885,0.805912
+c5,c,Categorical,mid,2,Mid,C-mid,2,2,7,0.173913,0.496578
+c13,c,Categorical,mid,2,Mid,C-mid,2,3,7,0.205314,0.170746
+c10,c,Categorical,mid,2,Mid,C-mid,2,4,7,0.242424,0.26726
+c15,c,Categorical,mid,2,Mid,C-mid,2,5,7,0.38,0.592778
+c14,c,Categorical,mid,2,Mid,C-mid,2,6,7,0.386667,0.625213
+c6,c,Categorical,mid,2,Mid,C-mid,2,7,7,0.5,0.602803
+c16,c,Categorical,high,3,High,C-high,3,1,7,0.533333,0.559995
+c3,c,Categorical,high,3,High,C-high,3,2,7,0.722222,0.288114
+c18,c,Categorical,high,3,High,C-high,3,3,7,0.754762,0.440505
+c21,c,Categorical,high,3,High,C-high,3,4,7,0.764979,0.425019
+c19,c,Categorical,high,3,High,C-high,3,5,7,0.78125,0.495137
+c17,c,Categorical,high,3,High,C-high,3,6,7,0.786111,0.47179
+c9,c,Categorical,high,3,High,C-high,3,7,7,0.916667,0.748478
+m2,m,Mixed,low,1,Low,M-low,4,1,3,0.223788,0.524621
+m1,m,Mixed,low,1,Low,M-low,4,2,3,0.301111,0.525162
+m5,m,Mixed,low,1,Low,M-low,4,3,3,0.314414,0.491191
+m9,m,Mixed,mid,2,Mid,M-mid,5,1,4,0.335714,0.615299
+m7,m,Mixed,mid,2,Mid,M-mid,5,2,4,0.344444,0.589883
+m4,m,Mixed,mid,2,Mid,M-mid,5,3,4,0.352381,0.577003
+m12,m,Mixed,mid,2,Mid,M-mid,5,4,4,0.398958,0.501666
+m10,m,Mixed,high,3,High,M-high,6,1,4,0.411111,0.555089
+m8,m,Mixed,high,3,High,M-high,6,2,4,0.435294,0.581091
+m6,m,Mixed,high,3,High,M-high,6,3,4,0.442593,0.514442
+m11,m,Mixed,high,3,High,M-high,6,4,4,0.45,0.57234
+n15,n,Numerical,low,1,Low,N-low,7,1,6,0.16938,0.37571
+n4,n,Numerical,low,1,Low,N-low,7,2,6,0.220573,0.690023
+n7,n,Numerical,low,1,Low,N-low,7,3,6,0.25,0.81493
+n13,n,Numerical,low,1,Low,N-low,7,4,6,0.316667,0.445301
+n3,n,Numerical,low,1,Low,N-low,7,5,6,0.363889,0.740771
+n2,n,Numerical,low,1,Low,N-low,7,6,6,0.388889,0.652236
+n14,n,Numerical,mid,2,Mid,N-mid,8,1,7,0.394231,0.738037
+n8,n,Numerical,mid,2,Mid,N-mid,8,2,7,0.405312,0.646972
+n1,n,Numerical,mid,2,Mid,N-mid,8,3,7,0.427011,0.641263
+n16,n,Numerical,mid,2,Mid,N-mid,8,4,7,0.456989,0.707566
+n20,n,Numerical,mid,2,Mid,N-mid,8,5,7,0.48,0.652079
+n12,n,Numerical,mid,2,Mid,N-mid,8,6,7,0.491667,0.693828
+n10,n,Numerical,mid,2,Mid,N-mid,8,7,7,0.492157,0.767642
+n9,n,Numerical,high,3,High,N-high,9,1,7,0.57451,0.810108
+n5,n,Numerical,high,3,High,N-high,9,2,7,0.665041,0.825293
+n11,n,Numerical,high,3,High,N-high,9,3,7,0.687879,0.760662
+n19,n,Numerical,high,3,High,N-high,9,4,7,0.736524,0.676165
+n17,n,Numerical,high,3,High,N-high,9,5,7,0.796667,0.579047
+n18,n,Numerical,high,3,High,N-high,9,6,7,0.941131,0.462652
+n6,n,Numerical,high,3,High,N-high,9,7,7,0.95098,0.750508
diff --git a/evaluation/query_family/cardinality/data/regime_tercile_model_matrix.csv b/evaluation/query_family/cardinality/data/regime_tercile_model_matrix.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cdf3219b290cd69c57d14d4fb1cf9b65e8b6f6df
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/regime_tercile_model_matrix.csv
@@ -0,0 +1,15 @@
+model,C-low,C-mid,C-high,M-low,M-mid,M-high,N-low,N-mid,N-high
+arf,0.686772,0.62642,0.774219,0.609352,0.704921,0.575404,0.613284,0.702029,0.580357
+bayesnet,1.0,0.702154,0.723276,0.791495,0.956497,0.96119,0.898614,0.93157,0.953922
+cdtd,0.0,0.034114,0.0,0.039824,0.043217,0.066964,0.052579,0.035003,0.0037
+codi,0.0,,0.0,0.332873,,,,,
+ctgan,1.0,0.856064,0.78164,0.806751,0.87252,0.844178,0.638466,0.734886,0.803098
+forestdiffusion,0.0,0.0,0.83482,0.391737,0.342653,0.41849,0.773613,,
+goggle,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+realtabformer,1.0,0.97549,0.608732,0.925564,0.976164,0.923885,0.897997,0.799066,0.911577
+tabbyflow,0.041795,0.152261,0.49842,0.509436,0.471697,0.648404,0.889501,0.903398,0.951847
+tabddpm,0.0,0.004831,0.424493,0.279293,0.319893,0.436287,0.686264,0.859747,0.93359
+tabdiff,0.062692,0.186978,0.497636,0.517528,0.505324,0.444506,,,
+tabpfgen,0.588404,0.748557,0.793493,0.658878,0.823772,0.62401,0.697077,0.915894,0.915189
+tabsyn,0.039106,0.14375,0.49877,0.387883,0.457801,0.525507,0.892847,0.885022,0.913136
+tvae,0.980804,0.737088,0.543633,0.727717,0.812743,0.802122,0.639873,0.746457,0.819527
diff --git a/evaluation/query_family/cardinality/data/summary_by_dataset.csv b/evaluation/query_family/cardinality/data/summary_by_dataset.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24c92ce4c68f9baa9c1820eff134906b82e4e415
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/summary_by_dataset.csv
@@ -0,0 +1,52 @@
+dataset,n_models,n_units,dataset_dynamic_intensity,mean_score,discrete_mean_score,continuous_mean_score,high_dynamic_share,hardest_channel,rank_by_difficulty
+c2,13,91,0.166667,0.478022,0.478022,,0.0,discrete,14
+c3,13,39,0.722222,0.288114,0.288114,,0.666667,discrete,3
+c4,13,481,0.166667,0.45842,0.45842,,0.0,discrete,10
+c5,12,276,0.173913,0.496578,0.496578,,0.0,discrete,17
+c6,11,88,0.5,0.602803,0.57096,0.698335,0.375,discrete,31
+c7,13,117,0.166667,0.470513,0.470513,,0.0,discrete,12
+c8,13,403,0.166667,0.315964,0.315964,,0.0,discrete,4
+c9,13,130,0.916667,0.748478,0.538462,0.771813,0.9,discrete,44
+c10,11,121,0.242424,0.26726,0.26726,,0.0,discrete,2
+c11,10,430,0.166667,0.5,0.5,,0.0,discrete,18
+c12,7,10913,0.167885,0.805912,0.806096,0.710606,0.001283,continuous,48
+c13,5,345,0.205314,0.170746,0.165453,0.530665,0.014493,discrete,1
+c14,7,175,0.386667,0.625213,0.625215,0.625163,0.2,continuous,33
+c15,5,125,0.38,0.592778,0.595073,0.537714,0.16,continuous,30
+c16,7,91,0.533333,0.559995,0.564558,0.544784,0.384615,continuous,24
+c17,8,96,0.786111,0.47179,0.45451,0.661868,0.666667,discrete,13
+c18,5,70,0.754762,0.440505,0.426133,0.493201,0.642857,discrete,8
+c19,8,128,0.78125,0.495137,0.459434,0.602244,0.6875,discrete,16
+c20,11,77,0.166667,0.38961,0.38961,,0.0,discrete,6
+c21,3,237,0.764979,0.425019,0.384975,0.516786,0.620253,discrete,7
+m1,13,390,0.301111,0.525162,0.389064,0.79736,0.033333,discrete,22
+m2,10,440,0.223788,0.524621,0.506122,0.709607,0.045455,discrete,21
+m4,13,91,0.352381,0.577003,0.423077,0.782237,0.142857,discrete,26
+m5,13,481,0.314414,0.491191,0.323547,0.73707,0.0,discrete,15
+m6,13,234,0.442593,0.514442,0.286958,0.798796,0.277778,discrete,20
+m7,13,156,0.344444,0.589883,0.496154,0.777341,0.083333,discrete,29
+m8,12,204,0.435294,0.581091,0.497222,0.700904,0.235294,discrete,28
+m9,10,140,0.335714,0.615299,0.584322,0.72888,0.142857,discrete,32
+m10,12,252,0.411111,0.555089,0.433654,0.752422,0.190476,discrete,23
+m11,9,108,0.45,0.57234,0.462963,0.681717,0.25,discrete,25
+m12,9,288,0.398958,0.501666,0.460661,0.606457,0.1875,discrete,19
+n1,11,638,0.427011,0.641263,0.681818,0.640552,0.051724,continuous,34
+n2,12,72,0.388889,0.652236,0.375,0.790853,0.166667,discrete,37
+n3,11,132,0.363889,0.740771,0.155844,0.793946,0.083333,discrete,43
+n4,11,1408,0.220573,0.690023,0.165717,0.711336,0.023438,discrete,39
+n5,10,820,0.665041,0.825293,0.363492,0.836838,0.341463,discrete,51
+n6,11,187,0.95098,0.750508,0.477273,0.767586,0.941176,discrete,45
+n7,10,260,0.25,0.81493,0.6,0.842965,0.0,discrete,50
+n8,8,4744,0.405312,0.646972,0.387296,0.721327,0.143339,discrete,35
+n9,10,170,0.57451,0.810108,0.51,0.828865,0.0,discrete,49
+n10,11,187,0.492157,0.767642,0.545455,0.781528,0.352941,discrete,47
+n11,11,121,0.687879,0.760662,0.545455,0.782182,0.545455,discrete,46
+n12,9,36,0.491667,0.693828,0.277778,0.832511,0.0,discrete,40
+n13,4,48,0.316667,0.445301,0.229167,0.661435,0.166667,discrete,9
+n14,8,416,0.394231,0.738037,0.279412,0.756382,0.0,discrete,42
+n15,8,688,0.16938,0.37571,0.371819,0.706438,0.0,discrete,5
+n16,6,186,0.456989,0.707566,0.583333,0.711707,0.064516,discrete,41
+n17,9,90,0.796667,0.579047,0.238095,0.61693,0.6,discrete,27
+n18,5,855,0.941131,0.462652,0.041008,0.528177,0.894737,discrete,11
+n19,7,5495,0.736524,0.676165,0.272861,0.697249,0.630027,discrete,38
+n20,9,45,0.48,0.652079,,0.652079,0.0,continuous,36
diff --git a/evaluation/query_family/cardinality/data/summary_by_dynamic_bucket.csv b/evaluation/query_family/cardinality/data/summary_by_dynamic_bucket.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de1ed109f734cbc650299258f914f78e8b2a753a
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/summary_by_dynamic_bucket.csv
@@ -0,0 +1,136 @@
+model,channel,dynamic_bucket,n_units,mean_score,std_score,se_score,ci95_low,ci95_high
+arf,continuous,Q1,331,0.732107,0.14708,0.008084,0.716261,0.747952
+bayesnet,continuous,Q1,331,0.995238,0.011057,0.000608,0.994047,0.99643
+cdtd,continuous,Q1,331,0.0,0.0,0.0,0.0,0.0
+ctgan,continuous,Q1,327,0.695151,0.140964,0.007795,0.679873,0.71043
+forestdiffusion,continuous,Q1,8,0.965225,0.046958,0.016602,0.932685,0.997766
+goggle,continuous,Q1,138,0.0,0.0,0.0,0.0,0.0
+realtabformer,continuous,Q1,327,0.797639,0.197804,0.010939,0.7762,0.819079
+tabbyflow,continuous,Q1,323,0.996241,0.017806,0.000991,0.994299,0.998183
+tabddpm,continuous,Q1,158,0.993659,0.079555,0.006329,0.981254,1.006064
+tabdiff,continuous,Q1,2,1.0,0.0,0.0,1.0,1.0
+tabpfgen,continuous,Q1,158,0.992348,0.020051,0.001595,0.989222,0.995475
+tabsyn,continuous,Q1,326,0.995113,0.02837,0.001571,0.992033,0.998192
+tvae,continuous,Q1,330,0.692957,0.185897,0.010233,0.6729,0.713015
+arf,continuous,Q2,343,0.698412,0.166667,0.008999,0.680774,0.71605
+bayesnet,continuous,Q2,343,0.995239,0.022939,0.001239,0.992811,0.997666
+cdtd,continuous,Q2,342,0.004386,0.046692,0.002525,-0.000563,0.009335
+codi,continuous,Q2,9,0.998469,0.002065,0.000688,0.997119,0.999818
+ctgan,continuous,Q2,341,0.687887,0.15242,0.008254,0.671709,0.704065
+forestdiffusion,continuous,Q2,27,0.974862,0.041938,0.008071,0.959043,0.990681
+goggle,continuous,Q2,97,0.0,0.0,0.0,0.0,0.0
+realtabformer,continuous,Q2,316,0.812986,0.177696,0.009996,0.793393,0.832578
+tabbyflow,continuous,Q2,260,0.966741,0.093324,0.005788,0.955397,0.978085
+tabddpm,continuous,Q2,204,0.983642,0.09755,0.00683,0.970255,0.997028
+tabdiff,continuous,Q2,25,0.998611,0.002605,0.000521,0.99759,0.999632
+tabpfgen,continuous,Q2,179,0.958107,0.110863,0.008286,0.941866,0.974348
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+tvae,continuous,Q2,342,0.719123,0.164696,0.008906,0.701668,0.736578
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+realtabformer,discrete,>1000,31,0.323897,0.371359,0.066698,0.193169,0.454625
+tabbyflow,discrete,>1000,4,0.0,0.0,0.0,0.0,0.0
+tabddpm,discrete,>1000,5,0.0,0.0,0.0,0.0,0.0
+tabdiff,discrete,>1000,3,0.0,0.0,0.0,0.0,0.0
+tabpfgen,discrete,>1000,18,0.775684,0.18217,0.042938,0.691526,0.859843
+tabsyn,discrete,>1000,8,0.0,0.0,0.0,0.0,0.0
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diff --git a/evaluation/query_family/cardinality/data/summary_by_model.csv b/evaluation/query_family/cardinality/data/summary_by_model.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3126a4777517e965b208eba3a6b2448ed1ca4137
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/summary_by_model.csv
@@ -0,0 +1,15 @@
+model,n_datasets,n_units,discrete_score_mean,continuous_score_mean,overall_score_mean,low_dynamic_score_mean,high_dynamic_score_mean,high_minus_low_gap,relative_drop,rank_overall,rank_high_dynamic,rank_drop_robustness
+arf,51,4368,0.792564,0.449366,0.620965,0.761118,0.696206,-0.064912,0.085285,8,4,4
+bayesnet,51,4368,0.868098,0.99639,0.932244,0.944943,0.643043,-0.3019,0.31949,1,5,11
+cdtd,50,4361,0.06352,0.000772,0.032146,0.034738,6.7e-05,-0.034671,0.998061,13,12,12
+codi,3,40,0.0,0.998619,0.499309,0.499234,0.0,-0.499234,1.0,10,13,13
+ctgan,47,4238,0.887492,0.748627,0.818059,0.792953,0.706661,-0.086292,0.108824,4,3,6
+forestdiffusion,17,297,0.00045,0.955984,0.478217,0.486555,0.919692,0.433137,-0.890213,12,1,1
+goggle,31,679,0.0,0.0,0.0,0.0,0.0,0.0,,14,13,
+realtabformer,43,3205,0.923481,0.822888,0.873185,0.869775,0.640798,-0.228978,0.263261,3,6,10
+tabbyflow,31,1329,0.339057,0.985966,0.662511,0.665148,0.493496,-0.171652,0.258066,6,10,9
+tabddpm,38,1809,0.002867,0.994807,0.498837,0.495551,0.499356,0.003805,-0.007679,11,8,2
+tabdiff,14,249,0.103403,0.997077,0.55024,0.552449,0.49748,-0.054969,0.0995,9,9,5
+tabpfgen,38,3249,0.868378,0.987081,0.92773,0.928531,0.890108,-0.038423,0.04138,2,2,3
+tabsyn,34,1417,0.312136,0.984332,0.648234,0.652481,0.491571,-0.16091,0.246612,7,11,8
+tvae,48,4206,0.623992,0.790233,0.707112,0.673523,0.582264,-0.091259,0.135495,5,7,7
diff --git a/evaluation/query_family/cardinality/data/top_failure_cases.csv b/evaluation/query_family/cardinality/data/top_failure_cases.csv
new file mode 100644
index 0000000000000000000000000000000000000000..429b504505be5337066bad5ccbbdcd58ddc08f5b
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/top_failure_cases.csv
@@ -0,0 +1,41 @@
+dataset,model,channel,column,dynamic_bucket,real_dynamic_value,score,short_reason,source_file
+c12,cdtd,continuous,height,Q5,640.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c12,cdtd,continuous,width,Q5,612.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c13,arf,continuous,caseid,Q5,2458284.0,0.0,range over-expansion on both sides,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c13,cdtd,continuous,caseid,Q5,2458284.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,cdtd,continuous,id,Q5,299999.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,cdtd,discrete,nom_7,>1000,1219.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,cdtd,discrete,nom_8,>1000,2215.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,cdtd,discrete,nom_9,>1000,11927.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,tabsyn,discrete,nom_7,>1000,1219.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,tabsyn,discrete,nom_8,>1000,2215.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c14,tabsyn,discrete,nom_9,>1000,11927.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c15,arf,continuous,id,Q5,599999.0,0.0,range over-expansion on both sides,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c15,cdtd,continuous,id,Q5,599999.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c15,cdtd,discrete,nom_5,>1000,1220.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c15,cdtd,discrete,nom_6,>1000,1518.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c15,cdtd,discrete,nom_9,>1000,2218.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,cdtd,continuous,APPEARANCES,Q5,3092.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,cdtd,continuous,page_id,Q5,402627.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,cdtd,discrete,name,>1000,5516.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,cdtd,discrete,urlslug,>1000,5516.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,goggle,continuous,APPEARANCES,Q5,3092.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,goggle,continuous,page_id,Q5,402627.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,goggle,discrete,name,>1000,5516.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c16,goggle,discrete,urlslug,>1000,5516.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,cast,>1000,6179.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,date_added,>1000,1593.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,description,>1000,7026.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,director,>1000,3784.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,show_id,>1000,7045.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,cdtd,discrete,title,>1000,7044.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,cast,>1000,6179.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,date_added,>1000,1593.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,description,>1000,7026.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,director,>1000,3784.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,show_id,>1000,7045.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c17,goggle,discrete,title,>1000,7044.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c18,cdtd,continuous,price,Q5,2496.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c18,cdtd,continuous,row_id,Q5,129970.0,0.0,invalid synthetic range envelope,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c18,cdtd,discrete,description,>1000,97504.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
+c18,cdtd,discrete,designation,>1000,33068.0,0.0,full real-support collapse,D:\dpan\Uni\Project\HKUNAISS\SQLagent\Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
diff --git a/evaluation/query_family/cardinality/data/tradeoff_scatter_data.csv b/evaluation/query_family/cardinality/data/tradeoff_scatter_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..438bcf0fd5edd802d067317aa301eebb9e8ab847
--- /dev/null
+++ b/evaluation/query_family/cardinality/data/tradeoff_scatter_data.csv
@@ -0,0 +1,12 @@
+model,discrete_score_mean,high_dynamic_score_mean,overall_score_mean,relative_drop
+arf,0.792564,0.696206,0.620965,0.085285
+bayesnet,0.868098,0.643043,0.932244,0.31949
+ctgan,0.887492,0.706661,0.818059,0.108824
+forestdiffusion,0.00045,0.919692,0.478217,-0.890213
+realtabformer,0.923481,0.640798,0.873185,0.263261
+tabbyflow,0.339057,0.493496,0.662511,0.258066
+tabddpm,0.002867,0.499356,0.498837,-0.007679
+tabdiff,0.103403,0.49748,0.55024,0.0995
+tabpfgen,0.868378,0.890108,0.92773,0.04138
+tabsyn,0.312136,0.491571,0.648234,0.246612
+tvae,0.623992,0.582264,0.707112,0.135495
diff --git a/evaluation/query_family/cardinality/figures/cardinality_family_subitem_bars_appendix.tex b/evaluation/query_family/cardinality/figures/cardinality_family_subitem_bars_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..faa3cc72ed7ce4d4c91de8f2a0d4330939e0003b
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_family_subitem_bars_appendix.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={Cardinality 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 {(1.1000,0.792564)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.868098)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.887492)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.000450)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.923481)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.339057)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.002867)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.103403)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.868378)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.312136)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.623992)};
+\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 {(15.6500,0.696206)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.643043)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.706661)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.919692)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.640798)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.493496)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.499356)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.497480)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.890108)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.491571)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.582264)};
+\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) {Support-rank profile consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {High-cardinality response stability};
+\end{axis}
+\end{tikzpicture}
+\end{document}
diff --git a/evaluation/query_family/cardinality/figures/cardinality_model_subitem_heatmap_appendix.tex b/evaluation/query_family/cardinality/figures/cardinality_model_subitem_heatmap_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..05b0cf296616f08555345a9f26cb7bdbf1562336
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_model_subitem_heatmap_appendix.tex
@@ -0,0 +1,20 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Cardinality 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
+Support-rank profile consistency & \cellcolor[HTML]{2350A1} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F0F9B8} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{1D91C0} \\
+High-cardinality response stability & \cellcolor[HTML]{2073B2} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{44B7C4} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{21318D} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{299DC1} \\
+Family mean & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{172978} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{4CBAC2} & \cellcolor[HTML]{253494} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{1E88BC} & \cellcolor[HTML]{206EB0} \\
+\bottomrule
+\end{tabular}
+\end{document}
diff --git a/evaluation/query_family/cardinality/figures/cardinality_prefix_bars_appendix.tex b/evaluation/query_family/cardinality/figures/cardinality_prefix_bars_appendix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..03937a0b3a62bc23003e902e41066d284bd2f17c
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_prefix_bars_appendix.tex
@@ -0,0 +1,65 @@
+\definecolor{modelcolorarf}{HTML}{777777}
+\definecolor{modelcolorbayesnet}{HTML}{CCBB44}
+\definecolor{modelcolorctgan}{HTML}{EE6677}
+\definecolor{modelcolorforestdiffusion}{HTML}{228833}
+\definecolor{modelcolorrealtabformer}{HTML}{332288}
+\definecolor{modelcolortabbyflow}{HTML}{882255}
+\definecolor{modelcolortabddpm}{HTML}{EE7733}
+\definecolor{modelcolortabdiff}{HTML}{AA3377}
+\definecolor{modelcolortabpfgen}{HTML}{009988}
+\definecolor{modelcolortabsyn}{HTML}{66CCEE}
+\definecolor{modelcolortvae}{HTML}{4477AA}
+\begin{figure}[p]
+\centering
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.1cm},
+width=0.29\textwidth,
+height=0.48\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 cardinality score}]
+\addplot[ybar, draw=modelcolorarf, fill=modelcolorarf] coordinates {(1,0.918668)};
+\addplot[ybar, draw=modelcolorbayesnet, fill=modelcolorbayesnet] coordinates {(2,0.936856)};
+\addplot[ybar, draw=modelcolorctgan, fill=modelcolorctgan] coordinates {(3,0.969666)};
+\addplot[ybar, draw=modelcolorforestdiffusion, fill=modelcolorforestdiffusion] coordinates {(4,0.053859)};
+\addplot[ybar, draw=modelcolorrealtabformer, fill=modelcolorrealtabformer] coordinates {(5,0.983246)};
+\addplot[ybar, draw=modelcolortabbyflow, fill=modelcolortabbyflow] coordinates {(6,0.089690)};
+\addplot[ybar, draw=modelcolortabddpm, fill=modelcolortabddpm] coordinates {(7,0.037959)};
+\addplot[ybar, draw=modelcolortabdiff, fill=modelcolortabdiff] coordinates {(8,0.125217)};
+\addplot[ybar, draw=modelcolortabpfgen, fill=modelcolortabpfgen] coordinates {(9,0.965379)};
+\addplot[ybar, draw=modelcolortabsyn, fill=modelcolortabsyn] coordinates {(10,0.096069)};
+\addplot[ybar, draw=modelcolortvae, fill=modelcolortvae] coordinates {(11,0.671141)};
+\nextgroupplot[title={M datasets}, ylabel={Mean cardinality score}]
+\addplot[ybar, draw=modelcolorarf, fill=modelcolorarf] coordinates {(1,0.604345)};
+\addplot[ybar, draw=modelcolorbayesnet, fill=modelcolorbayesnet] coordinates {(2,0.863932)};
+\addplot[ybar, draw=modelcolorctgan, fill=modelcolorctgan] coordinates {(3,0.820785)};
+\addplot[ybar, draw=modelcolorforestdiffusion, fill=modelcolorforestdiffusion] coordinates {(4,0.394087)};
+\addplot[ybar, draw=modelcolorrealtabformer, fill=modelcolorrealtabformer] coordinates {(5,0.938229)};
+\addplot[ybar, draw=modelcolortabbyflow, fill=modelcolortabbyflow] coordinates {(6,0.538770)};
+\addplot[ybar, draw=modelcolortabddpm, fill=modelcolortabddpm] coordinates {(7,0.324879)};
+\addplot[ybar, draw=modelcolortabdiff, fill=modelcolortabdiff] coordinates {(8,0.508700)};
+\addplot[ybar, draw=modelcolortabpfgen, fill=modelcolortabpfgen] coordinates {(9,0.667593)};
+\addplot[ybar, draw=modelcolortabsyn, fill=modelcolortabsyn] coordinates {(10,0.434784)};
+\addplot[ybar, draw=modelcolortvae, fill=modelcolortvae] coordinates {(11,0.757069)};
+\nextgroupplot[title={N datasets}, ylabel={Mean cardinality score}]
+\addplot[ybar, draw=modelcolorarf, fill=modelcolorarf] coordinates {(1,0.381077)};
+\addplot[ybar, draw=modelcolorbayesnet, fill=modelcolorbayesnet] coordinates {(2,0.921246)};
+\addplot[ybar, draw=modelcolorctgan, fill=modelcolorctgan] coordinates {(3,0.696260)};
+\addplot[ybar, draw=modelcolorforestdiffusion, fill=modelcolorforestdiffusion] coordinates {(4,0.810211)};
+\addplot[ybar, draw=modelcolorrealtabformer, fill=modelcolorrealtabformer] coordinates {(5,0.733529)};
+\addplot[ybar, draw=modelcolortabbyflow, fill=modelcolortabbyflow] coordinates {(6,0.948445)};
+\addplot[ybar, draw=modelcolortabddpm, fill=modelcolortabddpm] coordinates {(7,0.886801)};
+\addplot[ybar, draw=modelcolortabpfgen, fill=modelcolortabpfgen] coordinates {(9,0.883996)};
+\addplot[ybar, draw=modelcolortabsyn, fill=modelcolortabsyn] coordinates {(10,0.955573)};
+\addplot[ybar, draw=modelcolortvae, fill=modelcolortvae] coordinates {(11,0.717886)};
+\end{groupplot}
+\end{tikzpicture}
+\caption{Standardized prefix bars for cardinality. Each panel averages the merged cardinality score across datasets whose identifiers begin with `c`, `m`, or `n`.}
+\end{figure}
diff --git a/evaluation/query_family/cardinality/figures/cardinality_range_dynamic_results.tex b/evaluation/query_family/cardinality/figures/cardinality_range_dynamic_results.tex
new file mode 100644
index 0000000000000000000000000000000000000000..1c9ea5ed5bfa051b476ac5a96d4e6bd9b5b34533
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_range_dynamic_results.tex
@@ -0,0 +1,23 @@
+\PassOptionsToPackage{table}{xcolor}
+\documentclass[11pt]{article}
+\usepackage[margin=0.6in]{geometry}
+\usepackage{tikz}
+\usepackage{pgfplots}
+\usepackage{pgfplotstable}
+\usepackage{booktabs}
+\usepackage{xcolor}
+\usepackage{colortbl}
+\usepackage{subcaption}
+\usepackage{adjustbox}
+\usepackage{array}
+\usepackage{makecell}
+\pgfplotsset{compat=1.18}
+\begin{document}
+\input{figure1_dynamic_response_curves.tex}
+\clearpage
+\input{figure2_low_high_slope_plot.tex}
+\clearpage
+\input{figure3_dataset_model_heatmap.tex}
+\clearpage
+\input{figure4_overall_vs_high_dynamic.tex}
+\end{document}
diff --git a/evaluation/query_family/cardinality/figures/cardinality_regime_tercile_heatmap.png b/evaluation/query_family/cardinality/figures/cardinality_regime_tercile_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9ec9faa60625bbaf5b0e612e7d7b10a5b7a3603
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_regime_tercile_heatmap.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0499416ebb9a491e3094d4f2120194041422c94c3789587935ded562e7bcb79a
+size 197225
diff --git a/evaluation/query_family/cardinality/figures/cardinality_tradeoff_scatter_main.tex b/evaluation/query_family/cardinality/figures/cardinality_tradeoff_scatter_main.tex
new file mode 100644
index 0000000000000000000000000000000000000000..4a7e336fad7efb431f608b044c3f740b0da0d8b4
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/cardinality_tradeoff_scatter_main.tex
@@ -0,0 +1,48 @@
+\definecolor{modelcolorarf}{HTML}{777777}
+\definecolor{modelcolorbayesnet}{HTML}{CCBB44}
+\definecolor{modelcolorctgan}{HTML}{EE6677}
+\definecolor{modelcolorforestdiffusion}{HTML}{228833}
+\definecolor{modelcolorrealtabformer}{HTML}{332288}
+\definecolor{modelcolortabbyflow}{HTML}{882255}
+\definecolor{modelcolortabddpm}{HTML}{EE7733}
+\definecolor{modelcolortabdiff}{HTML}{AA3377}
+\definecolor{modelcolortabpfgen}{HTML}{009988}
+\definecolor{modelcolortabsyn}{HTML}{66CCEE}
+\definecolor{modelcolortvae}{HTML}{4477AA}
+\begin{figure}[p]
+\centering
+\begin{tikzpicture}
+\begin{axis}[
+width=0.74\textwidth,
+height=0.56\textwidth,
+xmin=0, xmax=1.02,
+ymin=0, ymax=1.02,
+xlabel={Support-rank profile proxy},
+ylabel={High-cardinality response stability proxy},
+grid=major,
+grid style={gray!20},
+]
+\addplot[thick, only marks, modelcolorarf, mark=*, mark size=2.3pt] coordinates {(0.792564,0.696206)};
+\addplot[thick, only marks, modelcolorbayesnet, mark=square*, mark size=2.3pt] coordinates {(0.868098,0.643043)};
+\addplot[thick, only marks, modelcolorctgan, mark=diamond*, mark size=2.3pt] coordinates {(0.887492,0.706661)};
+\addplot[thick, only marks, modelcolorforestdiffusion, mark=otimes*, mark size=2.3pt] coordinates {(0.000450,0.919692)};
+\addplot[thick, only marks, modelcolorrealtabformer, mark=pentagon*, mark size=2.3pt] coordinates {(0.923481,0.640798)};
+\addplot[thick, only marks, modelcolortabbyflow, mark=asterisk, mark size=2.3pt] coordinates {(0.339057,0.493496)};
+\addplot[thick, only marks, modelcolortabddpm, mark=Mercedes star, mark size=2.3pt] coordinates {(0.002867,0.499356)};
+\addplot[thick, only marks, modelcolortabdiff, mark=x, mark size=2.3pt] coordinates {(0.103403,0.497480)};
+\addplot[thick, only marks, modelcolortabpfgen, mark=oplus*, mark size=2.3pt] coordinates {(0.868378,0.890108)};
+\addplot[thick, only marks, modelcolortabsyn, mark=triangle, mark size=2.3pt] coordinates {(0.312136,0.491571)};
+\addplot[thick, only marks, modelcolortvae, mark=diamond, mark size=2.3pt] coordinates {(0.623992,0.582264)};
+\end{axis}
+\end{tikzpicture}
+\vspace{0.4em}
+\begin{adjustbox}{max width=\textwidth}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}}
+\textcolor{modelcolorarf}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorarf}{arf} & \textcolor{modelcolorbayesnet}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorbayesnet}{bayesnet} & \textcolor{modelcolorctgan}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorctgan}{ctgan} & \textcolor{modelcolorforestdiffusion}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorforestdiffusion}{forestdiffusion} & \textcolor{modelcolorrealtabformer}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorrealtabformer}{realtabformer} & \textcolor{modelcolortabbyflow}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabbyflow}{tabbyflow} \\
+\textcolor{modelcolortabddpm}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabddpm}{tabddpm} & \textcolor{modelcolortabdiff}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabdiff}{tabdiff} & \textcolor{modelcolortabpfgen}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabpfgen}{tabpfgen} & \textcolor{modelcolortabsyn}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabsyn}{tabsyn} & \textcolor{modelcolortvae}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortvae}{tvae} &  \\
+\end{tabular}
+\end{adjustbox}
+\caption{Standardized cardinality trade-off view. The x-axis uses the discrete support-retention branch as the support-rank proxy, while the y-axis uses the high-dynamic regime mean as the high-cardinality stability proxy.}
+\end{figure}
diff --git a/evaluation/query_family/cardinality/figures/categorical_discrete_tercile_heatmap__share101plus.png b/evaluation/query_family/cardinality/figures/categorical_discrete_tercile_heatmap__share101plus.png
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/evaluation/query_family/cardinality/figures/figure1_dynamic_response_curves.tex b/evaluation/query_family/cardinality/figures/figure1_dynamic_response_curves.tex
new file mode 100644
index 0000000000000000000000000000000000000000..75da2560fe8a0c4cb2f47ce964331642af33d8fb
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+++ b/evaluation/query_family/cardinality/figures/figure1_dynamic_response_curves.tex
@@ -0,0 +1,59 @@
+\definecolor{modelcolorarf}{HTML}{777777}
+\definecolor{modelcolorbayesnet}{HTML}{CCBB44}
+\definecolor{modelcolorctgan}{HTML}{EE6677}
+\definecolor{modelcolorforestdiffusion}{HTML}{228833}
+\definecolor{modelcolorrealtabformer}{HTML}{332288}
+\definecolor{modelcolortabbyflow}{HTML}{882255}
+\definecolor{modelcolortabddpm}{HTML}{EE7733}
+\definecolor{modelcolortabdiff}{HTML}{AA3377}
+\definecolor{modelcolortabpfgen}{HTML}{009988}
+\definecolor{modelcolortabsyn}{HTML}{66CCEE}
+\definecolor{modelcolortvae}{HTML}{4477AA}
+\begin{figure}[p]
+\centering
+\begin{tikzpicture}
+\begin{axis}[
+width=0.9\textwidth,
+height=0.42\textwidth,
+scale only axis,
+clip=false,
+ymin=0, ymax=1.02,
+xmin=0.5, xmax=12.5,
+xtick={1,2,3,4,5,6,8,9,10,11,12},
+xticklabels={1-10,11-30,31-100,101-300,301-1000,>1000,Q1,Q2,Q3,Q4,Q5},
+x tick label style={rotate=32, anchor=east, font=\scriptsize},
+ylabel={Score},
+xlabel={Dynamic-response buckets},
+grid=major,
+grid style={gray!20},
+]
+
+\path[fill=orange!12, draw=none] (axis cs:4.5,0) rectangle (axis cs:6.5,1.02);
+\path[fill=orange!12, draw=none] (axis cs:10.5,0) rectangle (axis cs:12.5,1.02);
+\draw[black!45, dashed, line width=0.8pt] (axis cs:7,0) -- (axis cs:7,1.02);
+\node[anchor=south, font=\small] at (axis cs:3.5,1.03) {Categorical support buckets};
+\node[anchor=south, font=\small] at (axis cs:10,1.03) {Continuous range buckets};
+\addplot[semithick, modelcolorarf, mark=*, mark size=1.6pt] table[x=plot_x,y=arf,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolorbayesnet, mark=square*, mark size=1.6pt] table[x=plot_x,y=bayesnet,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolorctgan, mark=diamond*, mark size=1.6pt] table[x=plot_x,y=ctgan,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolorforestdiffusion, mark=otimes*, mark size=1.6pt] table[x=plot_x,y=forestdiffusion,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolorrealtabformer, mark=pentagon*, mark size=1.6pt] table[x=plot_x,y=realtabformer,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortabbyflow, mark=asterisk, mark size=1.6pt] table[x=plot_x,y=tabbyflow,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortabddpm, mark=Mercedes star, mark size=1.6pt] table[x=plot_x,y=tabddpm,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortabdiff, mark=x, mark size=1.6pt] table[x=plot_x,y=tabdiff,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortabpfgen, mark=oplus*, mark size=1.6pt] table[x=plot_x,y=tabpfgen,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortabsyn, mark=triangle, mark size=1.6pt] table[x=plot_x,y=tabsyn,col sep=comma] {../data/figure1_combined_curves.csv};
+\addplot[semithick, modelcolortvae, mark=diamond, mark size=1.6pt] table[x=plot_x,y=tvae,col sep=comma] {../data/figure1_combined_curves.csv};
+\end{axis}
+\end{tikzpicture}
+\vspace{0.4em}
+\begin{adjustbox}{max width=\textwidth}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}}
+\textcolor{modelcolorarf}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorarf}{arf} & \textcolor{modelcolorbayesnet}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorbayesnet}{bayesnet} & \textcolor{modelcolorctgan}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorctgan}{ctgan} & \textcolor{modelcolorforestdiffusion}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorforestdiffusion}{forestdiffusion} & \textcolor{modelcolorrealtabformer}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorrealtabformer}{realtabformer} & \textcolor{modelcolortabbyflow}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabbyflow}{tabbyflow} \\
+\textcolor{modelcolortabddpm}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabddpm}{tabddpm} & \textcolor{modelcolortabdiff}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabdiff}{tabdiff} & \textcolor{modelcolortabpfgen}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabpfgen}{tabpfgen} & \textcolor{modelcolortabsyn}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabsyn}{tabsyn} & \textcolor{modelcolortvae}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortvae}{tvae} &  \\
+\end{tabular}
+\end{adjustbox}
+\caption{Unified dynamic response curves for validation-layer cardinality/range. The left half traces categorical support-retention buckets grouped by real cardinality, while the right half traces continuous range-envelope buckets Q1--Q5 derived from log10(real range width). The dashed divider separates the two channels, and the shaded regions mark the highest-difficulty buckets within each channel.}
+\end{figure}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/figures/figure2_low_high_slope_plot.tex b/evaluation/query_family/cardinality/figures/figure2_low_high_slope_plot.tex
new file mode 100644
index 0000000000000000000000000000000000000000..2ef8c025dbf01dab948e7f5cd6d044d01e3e3b38
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/figure2_low_high_slope_plot.tex
@@ -0,0 +1,93 @@
+\definecolor{modelcolorarf}{HTML}{777777}
+\definecolor{modelcolorbayesnet}{HTML}{CCBB44}
+\definecolor{modelcolorctgan}{HTML}{EE6677}
+\definecolor{modelcolorforestdiffusion}{HTML}{228833}
+\definecolor{modelcolorrealtabformer}{HTML}{332288}
+\definecolor{modelcolortabbyflow}{HTML}{882255}
+\definecolor{modelcolortabddpm}{HTML}{EE7733}
+\definecolor{modelcolortabdiff}{HTML}{AA3377}
+\definecolor{modelcolortabpfgen}{HTML}{009988}
+\definecolor{modelcolortabsyn}{HTML}{66CCEE}
+\definecolor{modelcolortvae}{HTML}{4477AA}
+\begin{figure}[p]
+\centering
+\begin{subfigure}[t]{0.49\textwidth}
+\centering
+\begin{tikzpicture}
+\begin{axis}[
+width=\textwidth,
+height=0.72\textwidth,
+ymin=0, ymax=1.02,
+xmin=0.7, xmax=2.3,
+xtick={1,2},
+xticklabels={Low dynamic,High dynamic},
+ylabel={Mean score},
+title={Panel A: Discrete low-to-high slope},
+grid=major,
+grid style={gray!20},
+]
+
+\addplot[semithick, modelcolorarf, mark=*, mark size=1.8pt] table[x=x,y=arf,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolorbayesnet, mark=square*, mark size=1.8pt] table[x=x,y=bayesnet,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolorctgan, mark=diamond*, mark size=1.8pt] table[x=x,y=ctgan,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolorforestdiffusion, mark=otimes*, mark size=1.8pt] table[x=x,y=forestdiffusion,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolorrealtabformer, mark=pentagon*, mark size=1.8pt] table[x=x,y=realtabformer,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortabbyflow, mark=asterisk, mark size=1.8pt] table[x=x,y=tabbyflow,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortabddpm, mark=Mercedes star, mark size=1.8pt] table[x=x,y=tabddpm,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortabdiff, mark=x, mark size=1.8pt] table[x=x,y=tabdiff,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortabpfgen, mark=oplus*, mark size=1.8pt] table[x=x,y=tabpfgen,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortabsyn, mark=triangle, mark size=1.8pt] table[x=x,y=tabsyn,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\addplot[semithick, modelcolortvae, mark=diamond, mark size=1.8pt] table[x=x,y=tvae,col sep=comma] {../data/figure2_discrete_slopes.csv};
+\node[anchor=south west, font=\scriptsize, text=modelcolortabddpm] at (rel axis cs:0.03,0.95) {Most stable: tabddpm};
+\node[anchor=north west, font=\scriptsize, text=modelcolorbayesnet] at (rel axis cs:0.03,0.85) {Largest drop: bayesnet};
+\end{axis}
+\end{tikzpicture}
+\end{subfigure}
+\hfill
+\begin{subfigure}[t]{0.49\textwidth}
+\centering
+\begin{tikzpicture}
+\begin{axis}[
+width=\textwidth,
+height=0.72\textwidth,
+ymin=0, ymax=1.02,
+xmin=0.7, xmax=2.3,
+xtick={1,2},
+xticklabels={Low dynamic,High dynamic},
+ylabel={Mean score},
+title={Panel B: Continuous low-to-high slope},
+grid=major,
+grid style={gray!20},
+]
+
+\addplot[semithick, modelcolorarf, mark=*, mark size=1.8pt] table[x=x,y=arf,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolorbayesnet, mark=square*, mark size=1.8pt] table[x=x,y=bayesnet,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolorctgan, mark=diamond*, mark size=1.8pt] table[x=x,y=ctgan,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolorforestdiffusion, mark=otimes*, mark size=1.8pt] table[x=x,y=forestdiffusion,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolorrealtabformer, mark=pentagon*, mark size=1.8pt] table[x=x,y=realtabformer,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortabbyflow, mark=asterisk, mark size=1.8pt] table[x=x,y=tabbyflow,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortabddpm, mark=Mercedes star, mark size=1.8pt] table[x=x,y=tabddpm,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortabdiff, mark=x, mark size=1.8pt] table[x=x,y=tabdiff,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortabpfgen, mark=oplus*, mark size=1.8pt] table[x=x,y=tabpfgen,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortabsyn, mark=triangle, mark size=1.8pt] table[x=x,y=tabsyn,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\addplot[semithick, modelcolortvae, mark=diamond, mark size=1.8pt] table[x=x,y=tvae,col sep=comma] {../data/figure2_continuous_slopes.csv};
+\node[anchor=south west, font=\scriptsize, text=modelcolortvae] at (rel axis cs:0.03,0.95) {Most stable: tvae};
+\node[anchor=north west, font=\scriptsize, text=modelcolorarf] at (rel axis cs:0.03,0.85) {Largest drop: arf};
+\end{axis}
+\end{tikzpicture}
+\end{subfigure}
+\vspace{0.4em}
+\begin{adjustbox}{max width=\textwidth}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}>{\raggedright\arraybackslash}m{0.158\textwidth}}
+\textcolor{modelcolorarf}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorarf}{arf} & \textcolor{modelcolorbayesnet}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorbayesnet}{bayesnet} & \textcolor{modelcolorctgan}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorctgan}{ctgan} & \textcolor{modelcolorforestdiffusion}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorforestdiffusion}{forestdiffusion} & \textcolor{modelcolorrealtabformer}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolorrealtabformer}{realtabformer} & \textcolor{modelcolortabbyflow}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabbyflow}{tabbyflow} \\
+\textcolor{modelcolortabddpm}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabddpm}{tabddpm} & \textcolor{modelcolortabdiff}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabdiff}{tabdiff} & \textcolor{modelcolortabpfgen}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabpfgen}{tabpfgen} & \textcolor{modelcolortabsyn}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortabsyn}{tabsyn} & \textcolor{modelcolortvae}{\rule[0.5ex]{1.2em}{1.2pt}}\ \textcolor{modelcolortvae}{tvae} &  \\
+\end{tabular}
+\end{adjustbox}
+\par\vspace{0.45em}
+\begin{minipage}{0.94\textwidth}\centering\small
+Every displayed model keeps the same color as in Figure 1. Each line connects the model's low-dynamic mean score to its high-dynamic mean score.
+\end{minipage}
+\caption{Low-versus-high dynamic slope plots for all README color-convention models. Each line tracks one generator from low-difficulty buckets to high-difficulty buckets.}
+\end{figure}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/figures/figure3_dataset_model_heatmap.tex b/evaluation/query_family/cardinality/figures/figure3_dataset_model_heatmap.tex
new file mode 100644
index 0000000000000000000000000000000000000000..09b8f7b63c31b5eb815e81d8435c0961b606bbd7
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/figure3_dataset_model_heatmap.tex
@@ -0,0 +1,971 @@
+\begin{figure}[p]
+\centering
+\begin{adjustbox}{max width=\textwidth}
+\begin{tikzpicture}[x=1cm,y=1cm]
+\node[anchor=west, font=\small\bfseries] at (-2.35,0.75) {Panel A: Discrete channel};
+\node[anchor=east, font=\fontsize{4.0}{4.2}\selectfont] at (-0.12,-0.14) {c2};
+\fill[draw=none, fill={rgb,255:red,8; green,29; blue,88}] (0.00,-0.00) rectangle (0.80,-0.28);
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+\node[anchor=east, font=\fontsize{4.0}{4.2}\selectfont] at (-0.12,-0.42) {c3};
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+\fill[draw=none, fill={rgb,255:red,151; green,214; blue,185}] (9.45,-5.60) rectangle (9.81,-5.74);
+\fill[draw=none, fill={rgb,255:red,160; green,218; blue,184}] (9.45,-5.74) rectangle (9.81,-5.88);
+\fill[draw=none, fill={rgb,255:red,171; green,222; blue,183}] (9.45,-5.88) rectangle (9.81,-6.02);
+\fill[draw=none, fill={rgb,255:red,180; green,226; blue,182}] (9.45,-6.02) rectangle (9.81,-6.16);
+\fill[draw=none, fill={rgb,255:red,189; green,229; blue,181}] (9.45,-6.16) rectangle (9.81,-6.30);
+\fill[draw=none, fill={rgb,255:red,198; green,233; blue,180}] (9.45,-6.30) rectangle (9.81,-6.44);
+\fill[draw=none, fill={rgb,255:red,205; green,235; blue,180}] (9.45,-6.44) rectangle (9.81,-6.58);
+\fill[draw=none, fill={rgb,255:red,209; green,237; blue,179}] (9.45,-6.58) rectangle (9.81,-6.72);
+\fill[draw=none, fill={rgb,255:red,214; green,239; blue,179}] (9.45,-6.72) rectangle (9.81,-6.86);
+\fill[draw=none, fill={rgb,255:red,220; green,241; blue,178}] (9.45,-6.86) rectangle (9.81,-7.00);
+\fill[draw=none, fill={rgb,255:red,225; green,243; blue,178}] (9.45,-7.00) rectangle (9.81,-7.14);
+\fill[draw=none, fill={rgb,255:red,230; green,245; blue,178}] (9.45,-7.14) rectangle (9.81,-7.28);
+\fill[draw=none, fill={rgb,255:red,234; green,247; blue,177}] (9.45,-7.28) rectangle (9.81,-7.42);
+\fill[draw=none, fill={rgb,255:red,239; green,249; blue,181}] (9.45,-7.42) rectangle (9.81,-7.56);
+\fill[draw=none, fill={rgb,255:red,241; green,250; blue,186}] (9.45,-7.56) rectangle (9.81,-7.70);
+\fill[draw=none, fill={rgb,255:red,243; green,250; blue,191}] (9.45,-7.70) rectangle (9.81,-7.84);
+\fill[draw=none, fill={rgb,255:red,245; green,251; blue,196}] (9.45,-7.84) rectangle (9.81,-7.98);
+\fill[draw=none, fill={rgb,255:red,248; green,252; blue,202}] (9.45,-7.98) rectangle (9.81,-8.12);
+\fill[draw=none, fill={rgb,255:red,250; green,253; blue,207}] (9.45,-8.12) rectangle (9.81,-8.26);
+\fill[draw=none, fill={rgb,255:red,253; green,254; blue,212}] (9.45,-8.26) rectangle (9.81,-8.40);
+\draw[black!25, line width=0.2pt] (9.45,0.00) rectangle (9.81,-8.40);
+\node[anchor=west, font=\scriptsize] at (9.91,0.00) {1.00};
+\node[anchor=west, font=\scriptsize] at (9.91,-4.20) {0.50};
+\node[anchor=west, font=\scriptsize] at (9.91,-8.40) {0.00};
+\end{tikzpicture}
+\end{adjustbox}
+\par\vspace{0.45em}
+\begin{minipage}{0.94\textwidth}\centering\small
+\texttt{c21} and \texttt{n13} are excluded from the display subset. Models \texttt{codi}, \texttt{goggle}, and \texttt{cdtd} are removed from the heatmap columns. Rows follow canonical dataset order (\texttt{c*}, then \texttt{m*}, then \texttt{n*}), and model columns stay alphabetical.
+\end{minipage}
+\caption{Compact dataset-by-model heatmaps for the filtered representative subset. Cell color alone encodes the mean score so the macro structure stays visually clean while preserving the same fixed palette across panels.}
+\end{figure}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/figures/figure4_overall_vs_high_dynamic.tex b/evaluation/query_family/cardinality/figures/figure4_overall_vs_high_dynamic.tex
new file mode 100644
index 0000000000000000000000000000000000000000..2389c6799641e55103d96154fe380cab9ab85cbb
--- /dev/null
+++ b/evaluation/query_family/cardinality/figures/figure4_overall_vs_high_dynamic.tex
@@ -0,0 +1,46 @@
+\definecolor{modelcolorarf}{HTML}{777777}
+\definecolor{modelcolorbayesnet}{HTML}{CCBB44}
+\definecolor{modelcolorctgan}{HTML}{EE6677}
+\definecolor{modelcolorforestdiffusion}{HTML}{228833}
+\definecolor{modelcolorrealtabformer}{HTML}{332288}
+\definecolor{modelcolortabbyflow}{HTML}{882255}
+\definecolor{modelcolortabddpm}{HTML}{EE7733}
+\definecolor{modelcolortabdiff}{HTML}{AA3377}
+\definecolor{modelcolortabpfgen}{HTML}{009988}
+\definecolor{modelcolortabsyn}{HTML}{66CCEE}
+\definecolor{modelcolortvae}{HTML}{4477AA}
+\begin{figure}[p]
+\centering
+\begin{tikzpicture}
+\begin{axis}[
+width=0.78\textwidth,
+height=0.62\textwidth,
+xmin=0, xmax=1.02,
+ymin=0, ymax=1.02,
+xlabel={Overall mean score},
+ylabel={High-dynamic mean score},
+grid=major,
+grid style={gray!20},
+]
+\addplot[gray!60, dashed, domain=0:1] {x};
+
+\addplot[only marks, mark=*, mark size=2.4pt, modelcolorarf] coordinates {(0.620965,0.696206)};
+\addplot[only marks, mark=square*, mark size=2.4pt, modelcolorbayesnet] coordinates {(0.932244,0.643043)};
+\addplot[only marks, mark=diamond*, mark size=2.4pt, modelcolorctgan] coordinates {(0.818059,0.706661)};
+\addplot[only marks, mark=otimes*, mark size=2.4pt, modelcolorforestdiffusion] coordinates {(0.478217,0.919692)};
+\addplot[only marks, mark=pentagon*, mark size=2.4pt, modelcolorrealtabformer] coordinates {(0.873185,0.640798)};
+\addplot[only marks, mark=asterisk, mark size=2.4pt, modelcolortabbyflow] coordinates {(0.662511,0.493496)};
+\addplot[only marks, mark=Mercedes star, mark size=2.4pt, modelcolortabddpm] coordinates {(0.498837,0.499356)};
+\addplot[only marks, mark=x, mark size=2.4pt, modelcolortabdiff] coordinates {(0.550240,0.497480)};
+\addplot[only marks, mark=oplus*, mark size=2.4pt, modelcolortabpfgen] coordinates {(0.927730,0.890108)};
+\addplot[only marks, mark=triangle, mark size=2.4pt, modelcolortabsyn] coordinates {(0.648234,0.491571)};
+\addplot[only marks, mark=diamond, mark size=2.4pt, modelcolortvae] coordinates {(0.707112,0.582264)};
+\node[anchor=west, font=\scriptsize, text=modelcolorbayesnet] at (axis cs:0.932,0.643) {bayesnet};
+\node[anchor=west, font=\scriptsize, text=modelcolorrealtabformer] at (axis cs:0.873,0.641) {realtabformer};
+\node[anchor=west, font=\scriptsize, text=modelcolortabbyflow] at (axis cs:0.663,0.493) {tabbyflow};
+\node[anchor=west, font=\scriptsize, text=modelcolortabsyn] at (axis cs:0.648,0.492) {tabsyn};
+\node[anchor=north west, align=left, font=\scriptsize] at (rel axis cs:0.03,0.97) {Points below the diagonal underperform\\their own overall averages in hard regimes.};
+\end{axis}
+\end{tikzpicture}
+\caption{Overall average versus high-dynamic performance for the README color-convention models. The diagonal is the equality line. Models far below the line are examples where aggregate validation averages hide high-difficulty structural failures.}
+\end{figure}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/final/README.md b/evaluation/query_family/cardinality/final/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..12fdf52dc6e2b579a7081513b182c8514388dae2
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/README.md
@@ -0,0 +1,57 @@
+# Cardinality Final
+
+This directory contains the merged cardinality breakdown artifacts, published for SQL source `v2_current` (`v2`), with the standardized five-figure must-do bundle mirrored into `final/must_do/`.
+
+Primary paper-facing files:
+
+- `cardinality_tradeoff_scatter_main__v2.tex`
+- `cardinality_tradeoff_scatter_main__v2.pdf`
+- `cardinality_tradeoff_scatter_main__v2.png`
+- `cardinality_prefix_bars_appendix__v2.tex`
+- `cardinality_prefix_bars_appendix__v2.pdf`
+- `cardinality_prefix_bars_appendix__v2.png`
+- `cardinality_dataset_model_heatmap_appendix__v2.tex`
+- `cardinality_dataset_model_heatmap_appendix__v2.pdf`
+- `cardinality_dataset_model_heatmap_appendix__v2.png`
+- `cardinality_model_subitem_heatmap_appendix__v2.tex`
+- `cardinality_model_subitem_heatmap_appendix__v2.pdf`
+- `cardinality_model_subitem_heatmap_appendix__v2.png`
+- `cardinality_family_subitem_bars_appendix__v2.tex`
+- `cardinality_family_subitem_bars_appendix__v2.pdf`
+- `cardinality_family_subitem_bars_appendix__v2.png`
+- `cardinality_dynamic_response_curves_main__v2.tex`
+- `cardinality_dynamic_response_curves_main__v2.pdf`
+- `cardinality_dynamic_response_curves_main__v2.png`
+- `cardinality_main_figures__v2.tex`
+- `cardinality_main_figures__v2.pdf`
+- `cardinality_main_figures__v2.png`
+
+Must-do bundle (`must_do/`):
+
+- `must_do/cardinality_tradeoff_scatter_main__v2.tex`
+- `must_do/cardinality_tradeoff_scatter_main__v2.pdf`
+- `must_do/cardinality_tradeoff_scatter_main__v2.png`
+- `must_do/cardinality_prefix_bars_appendix__v2.tex`
+- `must_do/cardinality_prefix_bars_appendix__v2.pdf`
+- `must_do/cardinality_prefix_bars_appendix__v2.png`
+- `must_do/cardinality_dataset_model_heatmap_appendix__v2.tex`
+- `must_do/cardinality_dataset_model_heatmap_appendix__v2.pdf`
+- `must_do/cardinality_dataset_model_heatmap_appendix__v2.png`
+- `must_do/cardinality_model_subitem_heatmap_appendix__v2.tex`
+- `must_do/cardinality_model_subitem_heatmap_appendix__v2.pdf`
+- `must_do/cardinality_model_subitem_heatmap_appendix__v2.png`
+- `must_do/cardinality_family_subitem_bars_appendix__v2.tex`
+- `must_do/cardinality_family_subitem_bars_appendix__v2.pdf`
+- `must_do/cardinality_family_subitem_bars_appendix__v2.png`
+
+Support files:
+
+- `cardinality_dynamic_response_curves_source__v2.tex`
+- `cardinality_dataset_model_heatmap_source__v2.tex`
+- `summary_by_model__v2.csv`
+- `prefix_plot_data__v2.csv`
+- `model_subitem_heatmap__v2.csv`
+- `analysis_report__v2.md`
+
+The wrappers point to local source files, so `final/` remains self-contained for Overleaf or appendix export.
+Unsuffixed legacy outputs are preserved outside this published `v2` bundle.
diff --git a/evaluation/query_family/cardinality/final/analysis_report.md b/evaluation/query_family/cardinality/final/analysis_report.md
new file mode 100644
index 0000000000000000000000000000000000000000..c68da61b42f650037a1d55c44162ee5032793697
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/analysis_report.md
@@ -0,0 +1,74 @@
+# Cardinality / Range Dynamic Analysis
+
+## 1. Data sources
+
+- Primary evaluation run: `20260426_145322` from `Evaluation/validation/runs/`.
+- Main metric file: `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl`.
+- Supporting files: `README.md`, paper sections under `Paper/69b27219c555c38a69bb2156/sections/`, `doc/synthetic_data_scoring_protocol_v0_4.md`, and `src/evaluation/synthetic_validation_v4.py`.
+- Coverage after normalization and deduplication: `51` datasets, `14` normalized models, `496` dataset-model assets, and `33815` column-level result units.
+- Missing coverage remains non-trivial for several generators, especially `codi`, `forestdiffusion`, and `tabdiff`.
+
+## 2. Metric interpretation
+
+- In this repository, `cardinality/range` is one of the four Validation-layer channels, separate from analytics families and classical distance-based fidelity.
+- The discrete profile probes whether synthetic data preserves real observed support in non-continuous columns. In implementation terms, the official dataset-level score averages a column-risk indicator and a value-level missing-support indicator.
+- The continuous profile probes whether synthetic data preserves the real range envelope for continuous columns using per-column min/max deviation penalties.
+- For this analysis, discrete dynamic difficulty is tied to real distinct-count scale, while continuous dynamic difficulty is tied to real range width. This makes the probe difficulty-sensitive rather than treating all columns as equally hard.
+- The cleaned unit table keeps official channel scores as references, but the discrete column-level `score` used in bucket analysis is a derived support-retention ratio from the official per-column counts because the official implementation only exposes the two discrete indicators at dataset level.
+
+## 3. Dynamic bucket construction
+
+- Discrete channel: absolute log-style buckets over `real_distinct_count` = `1-10`, `11-30`, `31-100`, `101-300`, `301-1000`, `>1000`.
+- Continuous channel: quantile buckets over `log10(real_range_width)` because raw widths are not directly comparable across datasets with different units and scales.
+- Low/high dynamic groups: discrete uses the first two versus last two buckets; continuous uses the bottom two versus top two quantile buckets.
+- Analysis unit: column-level whenever per-column details exist. This holds for both discrete and continuous branches in the selected validation run.
+
+## 4. Main findings
+
+1. The validation probe is difficulty-sensitive. Model separation widens in hard regimes: `8` models lose more than `0.05` absolute score when moving from their own overall average to the high-dynamic subset.
+2. The numerically highest high-dynamic score belongs to `forestdiffusion` (`0.920`), but that result comes from only `17` datasets. Among broadly covered models (`n_datasets >= 30`), `tabpfgen` is the strongest high-dynamic performer at `0.890`.
+3. Overall averages do hide failure modes. The clearest broad-coverage examples are `bayesnet` (0.932 -> 0.643); `realtabformer` (0.873 -> 0.641). Both models look strong in aggregate, but their high-dynamic means are much lower once the analysis equal-weights the discrete and continuous hard regimes.
+4. Discrete versus continuous difficulty is not symmetric. The discrete branch is much sharper: mean score falls from `0.671` in the `1-10` bucket to `0.345` in the `>1000` bucket. By contrast, continuous bucket means stay within `0.617` to `0.770`, so range-width difficulty is more model-specific than uniformly monotone.
+5. Dataset-level difficulty matters, but not through one scalar alone. The hardest dataset by mean score is `c13` (`mean_score=0.171`), and the largest across-model spread appears on `c10` (`score range=1.000`), which shows that some datasets amplify ranking differences much more than others even when their average dynamic intensity is not maximal.
+6. The most fragile discrete and continuous models are not necessarily the same: discrete drop is largest for `bayesnet`, while continuous drop is largest for `arf`.
+
+## 5. Suggested paper text
+
+Cardinality/range validation reveals a difficulty-sensitive structural failure mode that is largely hidden by aggregate fidelity summaries. When columns are easy, many generators appear similar. Once the benchmark moves into high-cardinality support or wide-range envelope regimes, however, model behavior diverges sharply. This is exactly the kind of integrity stress that matters for downstream analytics built on grouping, slicing, ranking, and thresholding over real schema columns.
+
+The discrete and continuous branches surface different weaknesses. In the current panel, high-cardinality support is the clearer global stressor: discrete support-retention falls sharply once real distinct counts leave the low-cardinality regime, and several generators that rank near the top overall collapse on the hardest discrete buckets. Continuous range-width behavior is still informative, but it is less uniformly monotone and instead separates models in a more generator-specific way.
+
+Most importantly, overall validation averages can mask high-dynamic failures. Several generators that look competitive in aggregate lose substantial score once evaluation is restricted to the structurally hardest columns. This supports the broader benchmark claim that synthetic-data evaluation cannot stop at generic similarity or pooled averages; it must test whether generators preserve the structures that downstream analytics depend on most.
+
+## 6. Suggested figure captions
+
+- Figure 1: Dynamic response curves for validation-layer cardinality/range. Scores are plotted against real-data difficulty buckets, showing that model gaps widen as support cardinality or range width increases.
+- Figure 2: Low-versus-high dynamic slope plot for the discrete and continuous branches. Steeper downward slopes indicate generators whose apparent average fidelity hides hard-regime brittleness.
+- Figure 3: Compact dataset-by-model heatmaps for a filtered representative subset. The figure keeps the hardest and easiest datasets from the panel, but displays them in canonical dataset order so the dataset lookup is stable across revisions.
+- Figure 4: Overall average versus high-dynamic performance. Points far below the equality line are models whose aggregate validation scores overstate robustness in the hardest structural regimes.
+
+## 7. Limitations
+
+- The selected run is the highest-coverage unified validation run in the repository, but it is still not a complete `51 × 14` panel; missing generator coverage affects confidence for sparse models.
+- The discrete unit score used for dynamic buckets is a derived support-retention ratio based on the official per-column support-loss counts, not a separately emitted protocol primitive.
+- Continuous dynamic buckets rely on quantiles of log-width because raw numerical ranges are not directly comparable across datasets with different measurement units.
+- Column-level analysis is the right unit for difficulty sensitivity, but it does not exactly match the official dataset-level discrete aggregation rule, which mixes equal-weighted column risk and globally weighted missing-support ratios.
+
+## 8. Connection to the project claim
+
+- The README argues that synthetic-data evaluation must move beyond asking whether synthetic rows merely resemble real rows under classical distances.
+- This analysis supports that claim in a concrete way: even inside the Validation layer, a seemingly simple structural probe already exposes failures that pooled averages can hide.
+- High-cardinality support and wide range envelopes are exactly the kinds of structural preconditions that downstream SQL analytics rely on. If those fail, the synthetic table can still look statistically plausible while being analytically unreliable.
+
+## 9. Representative failure cases
+
+- `c12` / `cdtd` / `continuous` / `height` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c12` / `cdtd` / `continuous` / `width` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c13` / `arf` / `continuous` / `caseid` / `Q5`: score `0.000`; range over-expansion on both sides.
+- `c13` / `cdtd` / `continuous` / `caseid` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `continuous` / `id` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_9` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
diff --git a/evaluation/query_family/cardinality/final/analysis_report__v2.md b/evaluation/query_family/cardinality/final/analysis_report__v2.md
new file mode 100644
index 0000000000000000000000000000000000000000..c68da61b42f650037a1d55c44162ee5032793697
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/analysis_report__v2.md
@@ -0,0 +1,74 @@
+# Cardinality / Range Dynamic Analysis
+
+## 1. Data sources
+
+- Primary evaluation run: `20260426_145322` from `Evaluation/validation/runs/`.
+- Main metric file: `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl`.
+- Supporting files: `README.md`, paper sections under `Paper/69b27219c555c38a69bb2156/sections/`, `doc/synthetic_data_scoring_protocol_v0_4.md`, and `src/evaluation/synthetic_validation_v4.py`.
+- Coverage after normalization and deduplication: `51` datasets, `14` normalized models, `496` dataset-model assets, and `33815` column-level result units.
+- Missing coverage remains non-trivial for several generators, especially `codi`, `forestdiffusion`, and `tabdiff`.
+
+## 2. Metric interpretation
+
+- In this repository, `cardinality/range` is one of the four Validation-layer channels, separate from analytics families and classical distance-based fidelity.
+- The discrete profile probes whether synthetic data preserves real observed support in non-continuous columns. In implementation terms, the official dataset-level score averages a column-risk indicator and a value-level missing-support indicator.
+- The continuous profile probes whether synthetic data preserves the real range envelope for continuous columns using per-column min/max deviation penalties.
+- For this analysis, discrete dynamic difficulty is tied to real distinct-count scale, while continuous dynamic difficulty is tied to real range width. This makes the probe difficulty-sensitive rather than treating all columns as equally hard.
+- The cleaned unit table keeps official channel scores as references, but the discrete column-level `score` used in bucket analysis is a derived support-retention ratio from the official per-column counts because the official implementation only exposes the two discrete indicators at dataset level.
+
+## 3. Dynamic bucket construction
+
+- Discrete channel: absolute log-style buckets over `real_distinct_count` = `1-10`, `11-30`, `31-100`, `101-300`, `301-1000`, `>1000`.
+- Continuous channel: quantile buckets over `log10(real_range_width)` because raw widths are not directly comparable across datasets with different units and scales.
+- Low/high dynamic groups: discrete uses the first two versus last two buckets; continuous uses the bottom two versus top two quantile buckets.
+- Analysis unit: column-level whenever per-column details exist. This holds for both discrete and continuous branches in the selected validation run.
+
+## 4. Main findings
+
+1. The validation probe is difficulty-sensitive. Model separation widens in hard regimes: `8` models lose more than `0.05` absolute score when moving from their own overall average to the high-dynamic subset.
+2. The numerically highest high-dynamic score belongs to `forestdiffusion` (`0.920`), but that result comes from only `17` datasets. Among broadly covered models (`n_datasets >= 30`), `tabpfgen` is the strongest high-dynamic performer at `0.890`.
+3. Overall averages do hide failure modes. The clearest broad-coverage examples are `bayesnet` (0.932 -> 0.643); `realtabformer` (0.873 -> 0.641). Both models look strong in aggregate, but their high-dynamic means are much lower once the analysis equal-weights the discrete and continuous hard regimes.
+4. Discrete versus continuous difficulty is not symmetric. The discrete branch is much sharper: mean score falls from `0.671` in the `1-10` bucket to `0.345` in the `>1000` bucket. By contrast, continuous bucket means stay within `0.617` to `0.770`, so range-width difficulty is more model-specific than uniformly monotone.
+5. Dataset-level difficulty matters, but not through one scalar alone. The hardest dataset by mean score is `c13` (`mean_score=0.171`), and the largest across-model spread appears on `c10` (`score range=1.000`), which shows that some datasets amplify ranking differences much more than others even when their average dynamic intensity is not maximal.
+6. The most fragile discrete and continuous models are not necessarily the same: discrete drop is largest for `bayesnet`, while continuous drop is largest for `arf`.
+
+## 5. Suggested paper text
+
+Cardinality/range validation reveals a difficulty-sensitive structural failure mode that is largely hidden by aggregate fidelity summaries. When columns are easy, many generators appear similar. Once the benchmark moves into high-cardinality support or wide-range envelope regimes, however, model behavior diverges sharply. This is exactly the kind of integrity stress that matters for downstream analytics built on grouping, slicing, ranking, and thresholding over real schema columns.
+
+The discrete and continuous branches surface different weaknesses. In the current panel, high-cardinality support is the clearer global stressor: discrete support-retention falls sharply once real distinct counts leave the low-cardinality regime, and several generators that rank near the top overall collapse on the hardest discrete buckets. Continuous range-width behavior is still informative, but it is less uniformly monotone and instead separates models in a more generator-specific way.
+
+Most importantly, overall validation averages can mask high-dynamic failures. Several generators that look competitive in aggregate lose substantial score once evaluation is restricted to the structurally hardest columns. This supports the broader benchmark claim that synthetic-data evaluation cannot stop at generic similarity or pooled averages; it must test whether generators preserve the structures that downstream analytics depend on most.
+
+## 6. Suggested figure captions
+
+- Figure 1: Dynamic response curves for validation-layer cardinality/range. Scores are plotted against real-data difficulty buckets, showing that model gaps widen as support cardinality or range width increases.
+- Figure 2: Low-versus-high dynamic slope plot for the discrete and continuous branches. Steeper downward slopes indicate generators whose apparent average fidelity hides hard-regime brittleness.
+- Figure 3: Compact dataset-by-model heatmaps for a filtered representative subset. The figure keeps the hardest and easiest datasets from the panel, but displays them in canonical dataset order so the dataset lookup is stable across revisions.
+- Figure 4: Overall average versus high-dynamic performance. Points far below the equality line are models whose aggregate validation scores overstate robustness in the hardest structural regimes.
+
+## 7. Limitations
+
+- The selected run is the highest-coverage unified validation run in the repository, but it is still not a complete `51 × 14` panel; missing generator coverage affects confidence for sparse models.
+- The discrete unit score used for dynamic buckets is a derived support-retention ratio based on the official per-column support-loss counts, not a separately emitted protocol primitive.
+- Continuous dynamic buckets rely on quantiles of log-width because raw numerical ranges are not directly comparable across datasets with different measurement units.
+- Column-level analysis is the right unit for difficulty sensitivity, but it does not exactly match the official dataset-level discrete aggregation rule, which mixes equal-weighted column risk and globally weighted missing-support ratios.
+
+## 8. Connection to the project claim
+
+- The README argues that synthetic-data evaluation must move beyond asking whether synthetic rows merely resemble real rows under classical distances.
+- This analysis supports that claim in a concrete way: even inside the Validation layer, a seemingly simple structural probe already exposes failures that pooled averages can hide.
+- High-cardinality support and wide range envelopes are exactly the kinds of structural preconditions that downstream SQL analytics rely on. If those fail, the synthetic table can still look statistically plausible while being analytically unreliable.
+
+## 9. Representative failure cases
+
+- `c12` / `cdtd` / `continuous` / `height` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c12` / `cdtd` / `continuous` / `width` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c13` / `arf` / `continuous` / `caseid` / `Q5`: score `0.000`; range over-expansion on both sides.
+- `c13` / `cdtd` / `continuous` / `caseid` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `continuous` / `id` / `Q5`: score `0.000`; invalid synthetic range envelope.
+- `c14` / `cdtd` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `cdtd` / `discrete` / `nom_9` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_7` / `>1000`: score `0.000`; full real-support collapse.
+- `c14` / `tabsyn` / `discrete` / `nom_8` / `>1000`: score `0.000`; full real-support collapse.
diff --git a/evaluation/query_family/cardinality/final/data/figure1_combined_curves.csv b/evaluation/query_family/cardinality/final/data/figure1_combined_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f94e748c3420a30991f6c8ba74bb2f5536e762
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/data/figure1_combined_curves.csv
@@ -0,0 +1,12 @@
+channel,plot_x,bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+discrete,1,1,1-10,0.822237,0.908412,0.069513,0.0,0.903821,0.000498,0.0,0.936805,0.375209,0.003413,0.116176,0.896212,0.349852,0.645508
+discrete,2,2,11-30,0.410752,0.529817,0.007375,0.0,0.599986,0.0,0.0,0.842344,0.036023,0.0,0.0,0.25,0.049929,0.474998
+discrete,3,3,31-100,0.208108,0.567411,0.013032,,0.736842,,0.0,0.903064,0.136363,0.0,,0.0,0.378788,0.101936
+discrete,4,4,101-300,0.347213,0.635468,0.00401,0.0,0.787879,,0.0,0.623055,0.0,0.0,0.0,0.168667,0.0,0.212491
+discrete,5,5,301-1000,0.647273,0.356373,0.000494,,0.498078,,0.0,0.701642,0.0,,0.0,0.861351,0.0,0.350659
+discrete,6,6,>1000,0.813298,0.271432,0.0,0.0,0.696079,,0.0,0.323897,0.0,0.0,0.0,0.775684,0.0,0.294655
+continuous,8,1,Q1,0.732107,0.995238,0.0,,0.695151,0.965225,0.0,0.797639,0.996241,0.993659,1.0,0.992348,0.995113,0.692957
+continuous,9,2,Q2,0.698412,0.995239,0.004386,0.998469,0.687887,0.974862,0.0,0.812986,0.966741,0.983642,0.998611,0.958107,0.966469,0.719123
+continuous,10,3,Q3,0.177517,0.999285,0.0,0.999971,0.722691,0.998604,0.0,0.833553,0.997145,0.987181,0.997337,0.987881,0.994516,0.740815
+continuous,11,4,Q4,,,0.0,,0.868581,,,,,1.0,,0.99649,,0.938857
+continuous,12,5,Q5,0.624394,0.991489,0.0,,0.62472,0.919692,0.0,0.872706,0.986991,0.989658,0.99496,0.963369,0.983143,0.809557
diff --git a/evaluation/query_family/cardinality/final/data/figure1_continuous_curves.csv b/evaluation/query_family/cardinality/final/data/figure1_continuous_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c01a387f14c4cc56c4cf9b743183cc4490577912
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/data/figure1_continuous_curves.csv
@@ -0,0 +1,6 @@
+bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,Q1,0.732107,0.995238,0.0,,0.695151,0.965225,0.0,0.797639,0.996241,0.993659,1.0,0.992348,0.995113,0.692957
+2,Q2,0.698412,0.995239,0.004386,0.998469,0.687887,0.974862,0.0,0.812986,0.966741,0.983642,0.998611,0.958107,0.966469,0.719123
+3,Q3,0.177517,0.999285,0.0,0.999971,0.722691,0.998604,0.0,0.833553,0.997145,0.987181,0.997337,0.987881,0.994516,0.740815
+4,Q4,,,0.0,,0.868581,,,,,1.0,,0.99649,,0.938857
+5,Q5,0.624394,0.991489,0.0,,0.62472,0.919692,0.0,0.872706,0.986991,0.989658,0.99496,0.963369,0.983143,0.809557
diff --git a/evaluation/query_family/cardinality/final/data/figure1_discrete_curves.csv b/evaluation/query_family/cardinality/final/data/figure1_discrete_curves.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be4d3a2d913a2aed65f5aba2d2c5c4bd4451848b
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/data/figure1_discrete_curves.csv
@@ -0,0 +1,7 @@
+bucket_idx,dynamic_bucket,arf,bayesnet,cdtd,codi,ctgan,forestdiffusion,goggle,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+1,1-10,0.822237,0.908412,0.069513,0.0,0.903821,0.000498,0.0,0.936805,0.375209,0.003413,0.116176,0.896212,0.349852,0.645508
+2,11-30,0.410752,0.529817,0.007375,0.0,0.599986,0.0,0.0,0.842344,0.036023,0.0,0.0,0.25,0.049929,0.474998
+3,31-100,0.208108,0.567411,0.013032,,0.736842,,0.0,0.903064,0.136363,0.0,,0.0,0.378788,0.101936
+4,101-300,0.347213,0.635468,0.00401,0.0,0.787879,,0.0,0.623055,0.0,0.0,0.0,0.168667,0.0,0.212491
+5,301-1000,0.647273,0.356373,0.000494,,0.498078,,0.0,0.701642,0.0,,0.0,0.861351,0.0,0.350659
+6,>1000,0.813298,0.271432,0.0,0.0,0.696079,,0.0,0.323897,0.0,0.0,0.0,0.775684,0.0,0.294655
diff --git a/evaluation/query_family/cardinality/final/model_subitem_heatmap.csv b/evaluation/query_family/cardinality/final/model_subitem_heatmap.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22878968f3bf49ec462aabecebe73aa99fb13faf
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/model_subitem_heatmap.csv
@@ -0,0 +1,4 @@
+subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+support_rank_profile_consistency,Support-rank profile consistency,0.792564,0.868098,0.887492,0.00045,0.923481,0.339057,0.002867,0.103403,0.868378,0.312136,0.623992
+high_cardinality_response_stability,High-cardinality response stability,0.696206,0.643043,0.706661,0.919692,0.640798,0.493496,0.499356,0.49748,0.890108,0.491571,0.582264
+family_mean,Family mean,0.620965,0.932244,0.818059,0.478217,0.873185,0.662511,0.498837,0.55024,0.92773,0.648234,0.707112
diff --git a/evaluation/query_family/cardinality/final/model_subitem_heatmap__v2.csv b/evaluation/query_family/cardinality/final/model_subitem_heatmap__v2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22878968f3bf49ec462aabecebe73aa99fb13faf
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/model_subitem_heatmap__v2.csv
@@ -0,0 +1,4 @@
+subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+support_rank_profile_consistency,Support-rank profile consistency,0.792564,0.868098,0.887492,0.00045,0.923481,0.339057,0.002867,0.103403,0.868378,0.312136,0.623992
+high_cardinality_response_stability,High-cardinality response stability,0.696206,0.643043,0.706661,0.919692,0.640798,0.493496,0.499356,0.49748,0.890108,0.491571,0.582264
+family_mean,Family mean,0.620965,0.932244,0.818059,0.478217,0.873185,0.662511,0.498837,0.55024,0.92773,0.648234,0.707112
diff --git a/evaluation/query_family/cardinality/final/prefix_plot_data.csv b/evaluation/query_family/cardinality/final/prefix_plot_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..712cfe77e5c3869a9704f19e3c976824884bc4d8
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/prefix_plot_data.csv
@@ -0,0 +1,12 @@
+model,c,m,n
+arf,0.918668,0.604345,0.381077
+bayesnet,0.936856,0.863932,0.921246
+ctgan,0.969666,0.820785,0.69626
+forestdiffusion,0.053859,0.394087,0.810211
+realtabformer,0.983246,0.938229,0.733529
+tabbyflow,0.08969,0.53877,0.948445
+tabddpm,0.037959,0.324879,0.886801
+tabdiff,0.125217,0.5087,
+tabpfgen,0.965379,0.667593,0.883996
+tabsyn,0.096069,0.434784,0.955573
+tvae,0.671141,0.757069,0.717886
diff --git a/evaluation/query_family/cardinality/final/prefix_plot_data__v2.csv b/evaluation/query_family/cardinality/final/prefix_plot_data__v2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..712cfe77e5c3869a9704f19e3c976824884bc4d8
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/prefix_plot_data__v2.csv
@@ -0,0 +1,12 @@
+model,c,m,n
+arf,0.918668,0.604345,0.381077
+bayesnet,0.936856,0.863932,0.921246
+ctgan,0.969666,0.820785,0.69626
+forestdiffusion,0.053859,0.394087,0.810211
+realtabformer,0.983246,0.938229,0.733529
+tabbyflow,0.08969,0.53877,0.948445
+tabddpm,0.037959,0.324879,0.886801
+tabdiff,0.125217,0.5087,
+tabpfgen,0.965379,0.667593,0.883996
+tabsyn,0.096069,0.434784,0.955573
+tvae,0.671141,0.757069,0.717886
diff --git a/evaluation/query_family/cardinality/final/summary_by_model.csv b/evaluation/query_family/cardinality/final/summary_by_model.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3126a4777517e965b208eba3a6b2448ed1ca4137
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/summary_by_model.csv
@@ -0,0 +1,15 @@
+model,n_datasets,n_units,discrete_score_mean,continuous_score_mean,overall_score_mean,low_dynamic_score_mean,high_dynamic_score_mean,high_minus_low_gap,relative_drop,rank_overall,rank_high_dynamic,rank_drop_robustness
+arf,51,4368,0.792564,0.449366,0.620965,0.761118,0.696206,-0.064912,0.085285,8,4,4
+bayesnet,51,4368,0.868098,0.99639,0.932244,0.944943,0.643043,-0.3019,0.31949,1,5,11
+cdtd,50,4361,0.06352,0.000772,0.032146,0.034738,6.7e-05,-0.034671,0.998061,13,12,12
+codi,3,40,0.0,0.998619,0.499309,0.499234,0.0,-0.499234,1.0,10,13,13
+ctgan,47,4238,0.887492,0.748627,0.818059,0.792953,0.706661,-0.086292,0.108824,4,3,6
+forestdiffusion,17,297,0.00045,0.955984,0.478217,0.486555,0.919692,0.433137,-0.890213,12,1,1
+goggle,31,679,0.0,0.0,0.0,0.0,0.0,0.0,,14,13,
+realtabformer,43,3205,0.923481,0.822888,0.873185,0.869775,0.640798,-0.228978,0.263261,3,6,10
+tabbyflow,31,1329,0.339057,0.985966,0.662511,0.665148,0.493496,-0.171652,0.258066,6,10,9
+tabddpm,38,1809,0.002867,0.994807,0.498837,0.495551,0.499356,0.003805,-0.007679,11,8,2
+tabdiff,14,249,0.103403,0.997077,0.55024,0.552449,0.49748,-0.054969,0.0995,9,9,5
+tabpfgen,38,3249,0.868378,0.987081,0.92773,0.928531,0.890108,-0.038423,0.04138,2,2,3
+tabsyn,34,1417,0.312136,0.984332,0.648234,0.652481,0.491571,-0.16091,0.246612,7,11,8
+tvae,48,4206,0.623992,0.790233,0.707112,0.673523,0.582264,-0.091259,0.135495,5,7,7
diff --git a/evaluation/query_family/cardinality/final/summary_by_model__v2.csv b/evaluation/query_family/cardinality/final/summary_by_model__v2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3126a4777517e965b208eba3a6b2448ed1ca4137
--- /dev/null
+++ b/evaluation/query_family/cardinality/final/summary_by_model__v2.csv
@@ -0,0 +1,15 @@
+model,n_datasets,n_units,discrete_score_mean,continuous_score_mean,overall_score_mean,low_dynamic_score_mean,high_dynamic_score_mean,high_minus_low_gap,relative_drop,rank_overall,rank_high_dynamic,rank_drop_robustness
+arf,51,4368,0.792564,0.449366,0.620965,0.761118,0.696206,-0.064912,0.085285,8,4,4
+bayesnet,51,4368,0.868098,0.99639,0.932244,0.944943,0.643043,-0.3019,0.31949,1,5,11
+cdtd,50,4361,0.06352,0.000772,0.032146,0.034738,6.7e-05,-0.034671,0.998061,13,12,12
+codi,3,40,0.0,0.998619,0.499309,0.499234,0.0,-0.499234,1.0,10,13,13
+ctgan,47,4238,0.887492,0.748627,0.818059,0.792953,0.706661,-0.086292,0.108824,4,3,6
+forestdiffusion,17,297,0.00045,0.955984,0.478217,0.486555,0.919692,0.433137,-0.890213,12,1,1
+goggle,31,679,0.0,0.0,0.0,0.0,0.0,0.0,,14,13,
+realtabformer,43,3205,0.923481,0.822888,0.873185,0.869775,0.640798,-0.228978,0.263261,3,6,10
+tabbyflow,31,1329,0.339057,0.985966,0.662511,0.665148,0.493496,-0.171652,0.258066,6,10,9
+tabddpm,38,1809,0.002867,0.994807,0.498837,0.495551,0.499356,0.003805,-0.007679,11,8,2
+tabdiff,14,249,0.103403,0.997077,0.55024,0.552449,0.49748,-0.054969,0.0995,9,9,5
+tabpfgen,38,3249,0.868378,0.987081,0.92773,0.928531,0.890108,-0.038423,0.04138,2,2,3
+tabsyn,34,1417,0.312136,0.984332,0.648234,0.652481,0.491571,-0.16091,0.246612,7,11,8
+tvae,48,4206,0.623992,0.790233,0.707112,0.673523,0.582264,-0.091259,0.135495,5,7,7
diff --git a/evaluation/query_family/cardinality/inventory.md b/evaluation/query_family/cardinality/inventory.md
new file mode 100644
index 0000000000000000000000000000000000000000..8d4f5cf6149a3ccf79b05d5d1802ca77e61caf9d
--- /dev/null
+++ b/evaluation/query_family/cardinality/inventory.md
@@ -0,0 +1,67 @@
+# Cardinality / Range Dynamic Inventory
+
+## 1. Related files found
+
+| Path | Type | Granularity | Main fields | Used? | Why |
+| --- | --- | --- | --- | --- | --- |
+| `README.md` | markdown | project-level | benchmark scope, evaluation layers, model roster, repo layout | yes | Defines project framing and final scientific takeaway. |
+| `Paper\69b27219c555c38a69bb2156\sections\introduction.tex` | tex | paper-section | evaluation narrative, scoring interpretation, main-text phrasing | yes | Aligns the analysis language with the paper draft. |
+| `Paper\69b27219c555c38a69bb2156\sections\evaluation_methodology.tex` | tex | paper-section | evaluation narrative, scoring interpretation, main-text phrasing | yes | Aligns the analysis language with the paper draft. |
+| `Paper\69b27219c555c38a69bb2156\sections\evaluation.tex` | tex | paper-section | evaluation narrative, scoring interpretation, main-text phrasing | yes | Aligns the analysis language with the paper draft. |
+| `Paper\69b27219c555c38a69bb2156\sections\appendix_scoring_standard.tex` | tex | paper-section | evaluation narrative, scoring interpretation, main-text phrasing | yes | Aligns the analysis language with the paper draft. |
+| `doc/synthetic_data_scoring_protocol_v0_4.md` | markdown | metric-level | step-by-step validation protocol, applicability rules | yes | Cross-checks the implementation against the documented scoring standard. |
+| `src/evaluation/synthetic_validation_v4.py` | python | metric-level | exact score logic, per-column detail fields, channel composition | yes | Primary source for the exact discrete and continuous formulas. |
+| `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl` | jsonl | dataset-model asset with column-level detail | dataset_id, model_id, cardinality_range discrete/continuous details, per-column real/synthetic support and ranges | primary | Main analysis source because it preserves the per-column structures needed for dynamic buckets. |
+| `Evaluation\validation\runs\20260426_145322\summaries\validation_summary__all_datasets.csv` | csv | dataset-model asset | dataset_id, model_id, cardinality_range_score and other validation scores | secondary | Used for schema cross-checking and run-level coverage confirmation. |
+| `Evaluation\validation\runs\20260426_145322\manifest.json` | json | run-level | dataset_count, asset_count | secondary | Used to select the highest-coverage validation run. |
+| `logs/runs/ (legacy/v1 benchmark and grounded-SQL artifacts)` | directory | grounded-SQL run artifacts | query_results.jsonl, run manifests, traces | context only | Confirms repository positioning as workload-grounded, but not used for cardinality/range metric values. |
+
+## 2. Primary analysis source
+
+- Selected run: `20260426_145322`
+- Details file: `Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl`
+- Coverage before deduplication: `513` assets across `51` datasets
+- Coverage after deduplication and alias normalization: `496` dataset-model assets across `51` datasets and `14` normalized models
+- Column-level analysis units built: `33815`
+- Duplicate normalized dataset-model pairs resolved: `17` dropped assets
+
+## 3. Field availability
+
+| Source | dataset id/name | model/generator | discrete/continuous channel | score | real distinct | synthetic distinct | real min/max | synthetic min/max | column name | overall validation score |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| validation_details__all_datasets.jsonl | yes | yes | yes | yes | yes (discrete per-column) | yes (discrete per-column) | yes (continuous per-column) | yes (continuous per-column) | yes | yes |
+| validation_summary__all_datasets.csv | yes | yes | no | channel-level only | no | no | no | no | no | yes |
+
+## 4. Field mappings used by the loader
+
+- `asset.model_id` -> normalized `model` via alias map `{rtf: realtabformer}`.
+- `report.validation_channels.cardinality_range.details.discrete_profile.per_column[].real_distinct` -> `real_distinct_count`.
+- `report.validation_channels.cardinality_range.details.discrete_profile.per_column[].syn_distinct` -> `synthetic_distinct_count`.
+- `report.validation_channels.cardinality_range.details.continuous_profile.per_column[].real_min/real_max` -> `real_min` / `real_max`.
+- `report.validation_channels.cardinality_range.details.continuous_profile.per_column[].syn_min/syn_max` -> `synthetic_min` / `synthetic_max`.
+- `report.validation_channels.cardinality_range.discrete_profile_score` / `continuous_profile_score` remain attached as official channel-level references.
+
+## 5. Files used only for cross-checking or context
+
+- Older validation runs under `Evaluation/validation/runs/20260426_100004`, `20260426_100103`, `20260426_100210`, and `20260426_105754` were excluded because they only cover 1--2 datasets.
+- The run-level summary CSV is not rich enough for dynamic-bucket analysis because it lacks per-column support and range envelopes.
+- Synthetic CSVs under `SynOutput/` and `SynOutput-5090/` were not read directly because the unified validation details already materialize the necessary real-vs-synthetic comparisons.
+
+## 6. Schema inconsistencies and missing fields
+
+- Model alias inconsistency: `rtf` appears alongside `realtabformer`; the analysis normalizes both to `realtabformer`.
+- The full validation run contains duplicate `dataset × normalized_model` assets for 17 pairs, mostly across `SynOutput` vs `SynOutput-5090`; the analysis keeps the newest generation timestamp and records dropped duplicates.
+- Coverage is incomplete for several generators even in the highest-coverage run, so the effective panel is not a complete `51 × 14` matrix.
+- Windows-style paths are embedded in the unified evaluation outputs, but they are treated as metadata strings rather than local file dependencies.
+
+## 7. Coverage gaps that matter for interpretation
+
+- The normalized roster still reaches all 14 target generator names, but some generators have much smaller dataset coverage than the benchmark maximum.
+- `codi`, `forestdiffusion`, and `tabdiff` are especially sparse, so their high-dynamic conclusions should be read as conditional on smaller sample sizes.
+
+## 8. Final decision for the main analysis
+
+- Use `validation_details__all_datasets.jsonl` as the main source.
+- Use column-level units whenever possible.
+- Keep discrete and continuous channels separate until the final cross-channel summaries.
+- Treat the discrete unit score as a derived support-retention view built directly from official per-column support-loss counts; note this explicitly in the report.
diff --git a/evaluation/query_family/cardinality/manifest.json b/evaluation/query_family/cardinality/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..c68c12ed4c8e37057485f05156d22280792ad3b2
--- /dev/null
+++ b/evaluation/query_family/cardinality/manifest.json
@@ -0,0 +1,12 @@
+{
+  "task": "cardinality_breakdown",
+  "status": "completed",
+  "published_output_version": "v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "source_validation_run_id": "20260426_145322",
+  "source_validation_dataset_count": 51,
+  "source_validation_asset_count": 513,
+  "analysis_unit_count": 33815,
+  "chosen_validation_row_count": 496
+}
diff --git a/evaluation/query_family/cardinality/tables/latex_tables.tex b/evaluation/query_family/cardinality/tables/latex_tables.tex
new file mode 100644
index 0000000000000000000000000000000000000000..e026f026c719b8f5c491e57bb1c5aef75389345f
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/latex_tables.tex
@@ -0,0 +1,10 @@
+\PassOptionsToPackage{table}{xcolor}
+\documentclass[11pt]{article}
+\usepackage[margin=0.7in]{geometry}
+\usepackage{booktabs}
+\usepackage{xcolor}
+\begin{document}
+\input{table1_model_summary.tex}
+\input{table2_high_dynamic_robustness.tex}
+\input{table3_failure_cases.tex}
+\end{document}
diff --git a/evaluation/query_family/cardinality/tables/table1_model_summary.tex b/evaluation/query_family/cardinality/tables/table1_model_summary.tex
new file mode 100644
index 0000000000000000000000000000000000000000..45f2f159fe812379bdc78118bf935e2ea67e72b3
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table1_model_summary.tex
@@ -0,0 +1,25 @@
+\begin{table}[t]
+\centering
+\small
+\begin{tabular}{lrrrrrr}
+\toprule
+Model & Overall & Discrete & Continuous & High-dyn. & Rank (overall) & Rank (high) \\
+\midrule
+arf & 0.621 & 0.793 & 0.449 & 0.696 & 8 & 4 \\
+bayesnet & \textbf{0.932} & 0.868 & 0.996 & 0.643 & 1 & 5 \\
+cdtd & 0.032 & 0.064 & 0.001 & 0.000 & 13 & 12 \\
+codi & 0.499 & 0.000 & 0.999 & 0.000 & 10 & 13 \\
+ctgan & 0.818 & 0.887 & 0.749 & 0.707 & 4 & 3 \\
+forestdiffusion & 0.478 & 0.000 & 0.956 & \textbf{0.920} & 12 & 1 \\
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & 14 & 13 \\
+realtabformer & 0.873 & 0.923 & 0.823 & 0.641 & 3 & 6 \\
+tabbyflow & 0.663 & 0.339 & 0.986 & 0.493 & 6 & 10 \\
+tabddpm & 0.499 & 0.003 & 0.995 & 0.499 & 11 & 8 \\
+tabdiff & 0.550 & 0.103 & 0.997 & 0.497 & 9 & 9 \\
+tabpfgen & 0.928 & 0.868 & 0.987 & 0.890 & 2 & 2 \\
+tabsyn & 0.648 & 0.312 & 0.984 & 0.492 & 7 & 11 \\
+tvae & 0.707 & 0.624 & 0.790 & 0.582 & 5 & 7 \\
+\bottomrule
+\end{tabular}
+\caption{Model-level summary for cardinality/range dynamic analysis.}
+\end{table}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/tables/table2_high_dynamic_robustness.tex b/evaluation/query_family/cardinality/tables/table2_high_dynamic_robustness.tex
new file mode 100644
index 0000000000000000000000000000000000000000..ab436881361e28fed04eb10355d572e854ac4811
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table2_high_dynamic_robustness.tex
@@ -0,0 +1,39 @@
+\begin{table}[t]
+\centering
+\small
+\begin{tabular}{llrrrrr}
+\toprule
+Model & Channel & Low dyn. & High dyn. & Abs. drop & Rel. drop & Robustness rank \\
+\midrule
+tvae & continuous & 0.706 & 0.851 & -0.145 & -0.205 & 1 \\
+ctgan & continuous & 0.691 & 0.789 & -0.097 & -0.141 & 2 \\
+realtabformer & continuous & 0.805 & 0.873 & -0.068 & -0.084 & 3 \\
+tabpfgen & continuous & 0.974 & 0.992 & -0.018 & -0.019 & 4 \\
+tabddpm & continuous & 0.988 & 0.999 & -0.011 & -0.011 & 5 \\
+tabbyflow & continuous & 0.983 & 0.987 & -0.004 & -0.004 & 6 \\
+tabsyn & continuous & 0.982 & 0.983 & -0.001 & -0.001 & 7 \\
+goggle & continuous & 0.000 & 0.000 & 0.000 & -- & 8 \\
+cdtd & continuous & 0.002 & 0.000 & 0.002 & \textcolor{red}{1.000} & 9 \\
+bayesnet & continuous & 0.995 & 0.991 & 0.004 & 0.004 & 10 \\
+tabdiff & continuous & 0.999 & 0.995 & 0.004 & 0.004 & 11 \\
+forestdiffusion & continuous & 0.973 & 0.920 & 0.053 & 0.054 & 12 \\
+arf & continuous & 0.715 & 0.624 & 0.091 & 0.127 & 13 \\
+codi & continuous & 0.998 & -- & -- & -- & 14 \\
+codi & discrete & 0.000 & 0.000 & 0.000 & -- & 1 \\
+goggle & discrete & 0.000 & 0.000 & 0.000 & -- & 2 \\
+tabddpm & discrete & 0.003 & 0.000 & 0.003 & \textcolor{red}{1.000} & 3 \\
+arf & discrete & 0.807 & 0.768 & 0.039 & 0.049 & 4 \\
+cdtd & discrete & 0.067 & 0.000 & 0.067 & 0.998 & 5 \\
+tabpfgen & discrete & 0.883 & 0.788 & 0.095 & 0.108 & 6 \\
+tabdiff & discrete & 0.106 & 0.000 & 0.106 & \textcolor{red}{1.000} & 7 \\
+ctgan & discrete & 0.894 & 0.625 & 0.270 & 0.302 & 8 \\
+tabsyn & discrete & 0.323 & 0.000 & 0.323 & \textcolor{red}{1.000} & 9 \\
+tvae & discrete & 0.641 & 0.313 & 0.327 & 0.511 & 10 \\
+tabbyflow & discrete & 0.347 & 0.000 & 0.347 & \textcolor{red}{1.000} & 11 \\
+realtabformer & discrete & 0.934 & 0.409 & 0.525 & 0.562 & 12 \\
+bayesnet & discrete & 0.895 & 0.295 & 0.600 & 0.671 & 13 \\
+forestdiffusion & discrete & 0.000 & -- & -- & -- & 14 \\
+\bottomrule
+\end{tabular}
+\caption{High-dynamic robustness from low to high difficulty.}
+\end{table}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/tables/table3_failure_cases.tex b/evaluation/query_family/cardinality/tables/table3_failure_cases.tex
new file mode 100644
index 0000000000000000000000000000000000000000..560c5048653c77decd5d6d390e28a85c5250cba5
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table3_failure_cases.tex
@@ -0,0 +1,23 @@
+\begin{table}[t]
+\centering
+\scriptsize
+\begin{tabular}{lllllll}
+\toprule
+Dataset & Model & Channel & Column & Bucket & Score & Reason \\
+\midrule
+c12 & cdtd & continuous & height & Q5 & 0.00 & invalid synthetic range envelope \\
+c12 & cdtd & continuous & width & Q5 & 0.00 & invalid synthetic range envelope \\
+c13 & arf & continuous & caseid & Q5 & 0.00 & range over-expansion on both sides \\
+c13 & cdtd & continuous & caseid & Q5 & 0.00 & invalid synthetic range envelope \\
+c14 & cdtd & continuous & id & Q5 & 0.00 & invalid synthetic range envelope \\
+c14 & cdtd & discrete & nom\_7 & >1000 & 0.00 & full real-support collapse \\
+c14 & cdtd & discrete & nom\_8 & >1000 & 0.00 & full real-support collapse \\
+c14 & cdtd & discrete & nom\_9 & >1000 & 0.00 & full real-support collapse \\
+c14 & tabsyn & discrete & nom\_7 & >1000 & 0.00 & full real-support collapse \\
+c14 & tabsyn & discrete & nom\_8 & >1000 & 0.00 & full real-support collapse \\
+c14 & tabsyn & discrete & nom\_9 & >1000 & 0.00 & full real-support collapse \\
+c15 & arf & continuous & id & Q5 & 0.00 & range over-expansion on both sides \\
+\bottomrule
+\end{tabular}
+\caption{Representative high-dynamic failure cases.}
+\end{table}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/tables/table4_regime_tercile_matrix.tex b/evaluation/query_family/cardinality/tables/table4_regime_tercile_matrix.tex
new file mode 100644
index 0000000000000000000000000000000000000000..f8e3b24fd3a45b56142e2445b51dde097013c077
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table4_regime_tercile_matrix.tex
@@ -0,0 +1,28 @@
+\begin{table}[t]
+\centering
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lrrrrrrrrr}
+\toprule
+& \multicolumn{3}{c}{Categorical} & \multicolumn{3}{c}{Mixed} & \multicolumn{3}{c}{Numerical} \\
+\cmidrule(lr){2-4}\cmidrule(lr){5-7}\cmidrule(lr){8-10}
+Model & Low (6) & Mid (7) & High (7) & Low (3) & Mid (4) & High (4) & Low (6) & Mid (7) & High (7) \\
+\midrule
+arf & 0.687 & 0.626 & 0.774 & 0.609 & 0.705 & 0.575 & 0.613 & 0.702 & 0.580 \\
+bayesnet & 1.000 & 0.702 & 0.723 & 0.791 & 0.956 & 0.961 & 0.899 & 0.932 & 0.954 \\
+cdtd & 0.000 & 0.034 & 0.000 & 0.040 & 0.043 & 0.067 & 0.053 & 0.035 & 0.004 \\
+codi & 0.000 & -- & 0.000 & 0.333 & -- & -- & -- & -- & -- \\
+ctgan & 1.000 & 0.856 & 0.782 & 0.807 & 0.873 & 0.844 & 0.638 & 0.735 & 0.803 \\
+forestdiffusion & 0.000 & 0.000 & 0.835 & 0.392 & 0.343 & 0.418 & 0.774 & -- & -- \\
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 \\
+realtabformer & 1.000 & 0.975 & 0.609 & 0.926 & 0.976 & 0.924 & 0.898 & 0.799 & 0.912 \\
+tabbyflow & 0.042 & 0.152 & 0.498 & 0.509 & 0.472 & 0.648 & 0.890 & 0.903 & 0.952 \\
+tabddpm & 0.000 & 0.005 & 0.424 & 0.279 & 0.320 & 0.436 & 0.686 & 0.860 & 0.934 \\
+tabdiff & 0.063 & 0.187 & 0.498 & 0.518 & 0.505 & 0.445 & -- & -- & -- \\
+tabpfgen & 0.588 & 0.749 & 0.793 & 0.659 & 0.824 & 0.624 & 0.697 & 0.916 & 0.915 \\
+tabsyn & 0.039 & 0.144 & 0.499 & 0.388 & 0.458 & 0.526 & 0.893 & 0.885 & 0.913 \\
+tvae & 0.981 & 0.737 & 0.544 & 0.728 & 0.813 & 0.802 & 0.640 & 0.746 & 0.820 \\
+\bottomrule
+\end{tabular}
+\caption{Regime-split tercile matrix for cardinality/range. Within each regime, datasets are sorted by increasing `dataset_dynamic_intensity` and then partitioned into three contiguous groups, with any remainder assigned to the harder groups. Cell values first average within each dataset and then average equally across datasets in the tercile.}
+\end{table}
diff --git a/evaluation/query_family/cardinality/tables/table_categorical_discrete_tercile__share101plus.tex b/evaluation/query_family/cardinality/tables/table_categorical_discrete_tercile__share101plus.tex
new file mode 100644
index 0000000000000000000000000000000000000000..55b32db451360b1cff7e60726050dd16bf88636d
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table_categorical_discrete_tercile__share101plus.tex
@@ -0,0 +1,25 @@
+\begin{table}[t]
+\centering
+\small
+\begin{tabular}{lrrrrr}
+\toprule
+Model & Low (6) & Mid (7) & High (7) & $\Delta$(high-low) & Pattern \\
+\midrule
+arf & 0.663 & 0.525 & 0.872 & 0.209 & non-monotonic \
+bayesnet & 0.999 & 0.735 & 0.612 & -0.387 & decreasing \
+cdtd & 0.000 & 0.032 & 0.003 & 0.003 & non-monotonic \
+codi & 0.000 & -- & 0.000 & 0.000 & non-monotonic \
+ctgan & 1.000 & 0.894 & 0.798 & -0.202 & decreasing \
+forestdiffusion & 0.000 & 0.000 & -- & -- & non-monotonic \
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & decreasing \
+realtabformer & 1.000 & 0.997 & 0.550 & -0.450 & decreasing \
+tabbyflow & 0.208 & 0.062 & 0.000 & -0.208 & decreasing \
+tabddpm & 0.000 & 0.000 & 0.000 & 0.000 & decreasing \
+tabdiff & 0.208 & 0.167 & 0.000 & -0.208 & decreasing \
+tabpfgen & 0.633 & 0.534 & 0.727 & 0.094 & non-monotonic \
+tabsyn & 0.206 & 0.067 & 0.000 & -0.206 & decreasing \
+tvae & 0.975 & 0.864 & 0.438 & -0.537 & decreasing \
+\bottomrule
+\end{tabular}
+\caption{Categorical-discrete tercile table. Datasets are ordered by the share of discrete columns whose real distinct count is at least 101, then split into 6/7/7 groups from easier to harder. Each cell is the model mean after averaging equally across datasets in the tercile.}
+\end{table}
diff --git a/evaluation/query_family/cardinality/tables/table_column_discrete_bucket4_matrix__all__10_30_300.tex b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket4_matrix__all__10_30_300.tex
new file mode 100644
index 0000000000000000000000000000000000000000..9d0129c8a4f9ab0b8ccd2c3eac638556889ad40c
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket4_matrix__all__10_30_300.tex
@@ -0,0 +1,20 @@
+\begin{tabular}{lccccccc}
+\toprule
+Model & $\leq 10$ & 11--30 & 31--300 & $>300$ & Abs. drop & Rel. drop & Trend \\
+\midrule
+arf & 0.822 & 0.411 & 0.297 & 0.768 & 0.054 & 0.066 & non_monotonic \
+bayesnet & 0.908 & 0.530 & 0.611 & 0.295 & 0.614 & 0.676 & non_monotonic \
+cdtd & 0.070 & 0.007 & 0.007 & 0.000 & 0.069 & 0.998 & decreasing \
+codi & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+ctgan & 0.904 & 0.600 & 0.769 & 0.625 & 0.279 & 0.309 & non_monotonic \
+forestdiffusion & 0.000 & 0.000 & -- & nan & nan & -- & non_monotonic \
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+realtabformer & 0.937 & 0.842 & 0.688 & 0.409 & 0.528 & 0.564 & decreasing \
+tabbyflow & 0.375 & 0.036 & 0.068 & 0.000 & 0.375 & 1.000 & non_monotonic \
+tabddpm & 0.003 & 0.000 & 0.000 & 0.000 & 0.003 & 1.000 & decreasing \
+tabdiff & 0.116 & 0.000 & 0.000 & 0.000 & 0.116 & 1.000 & decreasing \
+tabpfgen & 0.896 & 0.250 & 0.111 & 0.788 & 0.108 & 0.121 & non_monotonic \
+tabsyn & 0.350 & 0.050 & 0.108 & 0.000 & 0.350 & 1.000 & non_monotonic \
+tvae & 0.646 & 0.475 & 0.174 & 0.313 & 0.332 & 0.515 & non_monotonic \
+\bottomrule
+\end{tabular}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed10300.tex b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed10300.tex
new file mode 100644
index 0000000000000000000000000000000000000000..7242cd686ad1ced8dc0d6a4a6d29da031233a764
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed10300.tex
@@ -0,0 +1,20 @@
+\begin{tabular}{lcccccc}
+\toprule
+Model & $\leq 10$ & 11--300 & $>300$ & Abs. drop & Rel. drop & Trend \\
+\midrule
+arf & 0.822 & 0.361 & 0.768 & 0.054 & 0.066 & non_monotonic \
+bayesnet & 0.908 & 0.565 & 0.295 & 0.614 & 0.676 & decreasing \
+cdtd & 0.070 & 0.007 & 0.000 & 0.069 & 0.998 & decreasing \
+codi & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+ctgan & 0.904 & 0.673 & 0.625 & 0.279 & 0.309 & decreasing \
+forestdiffusion & 0.000 & 0.000 & nan & nan & -- & non_monotonic \
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+realtabformer & 0.937 & 0.813 & 0.409 & 0.528 & 0.564 & decreasing \
+tabbyflow & 0.375 & 0.039 & 0.000 & 0.375 & 1.000 & decreasing \
+tabddpm & 0.003 & 0.000 & 0.000 & 0.003 & 1.000 & decreasing \
+tabdiff & 0.116 & 0.000 & 0.000 & 0.116 & 1.000 & decreasing \
+tabpfgen & 0.896 & 0.185 & 0.788 & 0.108 & 0.121 & non_monotonic \
+tabsyn & 0.350 & 0.058 & 0.000 & 0.350 & 1.000 & decreasing \
+tvae & 0.646 & 0.332 & 0.313 & 0.332 & 0.515 & decreasing \
+\bottomrule
+\end{tabular}
\ No newline at end of file
diff --git a/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed30300.tex b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed30300.tex
new file mode 100644
index 0000000000000000000000000000000000000000..af55fce3479dfd27aacfa0622fb0df2a4c955c20
--- /dev/null
+++ b/evaluation/query_family/cardinality/tables/table_column_discrete_bucket_matrix__all__collapsed30300.tex
@@ -0,0 +1,20 @@
+\begin{tabular}{lcccccc}
+\toprule
+Model & $\leq 30$ & 31--300 & $>300$ & Abs. drop & Rel. drop & Trend \\
+\midrule
+arf & 0.807 & 0.297 & 0.768 & 0.039 & 0.049 & non_monotonic \
+bayesnet & 0.895 & 0.611 & 0.295 & 0.600 & 0.671 & decreasing \
+cdtd & 0.067 & 0.007 & 0.000 & 0.067 & 0.998 & decreasing \
+codi & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+ctgan & 0.894 & 0.769 & 0.625 & 0.270 & 0.302 & decreasing \
+forestdiffusion & 0.000 & nan & nan & nan & -- & non_monotonic \
+goggle & 0.000 & 0.000 & 0.000 & 0.000 & -- & decreasing \
+realtabformer & 0.934 & 0.688 & 0.409 & 0.525 & 0.562 & decreasing \
+tabbyflow & 0.347 & 0.068 & 0.000 & 0.347 & 1.000 & decreasing \
+tabddpm & 0.003 & 0.000 & 0.000 & 0.003 & 1.000 & decreasing \
+tabdiff & 0.106 & 0.000 & 0.000 & 0.106 & 1.000 & decreasing \
+tabpfgen & 0.883 & 0.111 & 0.788 & 0.095 & 0.108 & non_monotonic \
+tabsyn & 0.323 & 0.108 & 0.000 & 0.323 & 1.000 & decreasing \
+tvae & 0.641 & 0.174 & 0.313 & 0.327 & 0.511 & non_monotonic \
+\bottomrule
+\end{tabular}
\ No newline at end of file