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Flower measurements for a compact, interpretable multiclass baseline and leakage audit.

Pixelated metamaterial unit-cell designs and band-gap locations and widths for investigating simulation surrogate reliability.

Oil-production process signals for studying event detection across operating scenarios.

Marine morphometrics for studying relationships between body measurements and growth indicators.

A documented artificial maintenance dataset for testing rare-failure evaluation and shortcut learning.

Air-quality sensor readings and reference measurements for investigating calibration over time.

Aeroacoustic measurements for examining nonlinear physical response prediction.

Date-fruit measurements for comparing interpretable agricultural variety classifiers.

Quartz-crystal sensor responses for studying chemical discrimination with small repeated-measurement data.

Regional weather and fire observations for examining geographic generalization in event prediction.

Habitat descriptors and amphibian occurrence labels for inspecting ecological prediction.

Metallurgical process attributes for examining material-category prediction with incomplete fields.