Objective 2
Model-ready datasets Configure a slice of the approved data for ML training. The resulting CSV uses the ML-ready column set documented in thedata dictionary and includes a deterministic train/validation/test split column.
1. Target functionality Hardness Cohesiveness Springiness Gumminess Chewiness Adhesiveness Resilience Fracturability Water holding capacity Water absorption capacity Water binding capacity Swelling capacity Hydration capacity Oil holding capacity Oil absorption capacity Oil binding capacity Fat absorption capacity Least gelation concentration, LGC Gelation temperature Gelation time Least gelation concentration Minimum gelation concentration Critical gel concentration Gel point Gel-forming ability Gelling capacity Gel strength Gel firmness Gel hardness Breaking force Rupture force Protein solubility Nitrogen solubility index Protein dispersibility index Soluble protein content Emulsifying activity Emulsifying activity index, EAI Emulsifying capacity Emulsion stability Emulsion stability index, ESI Emulsifying activity index Emulsion stability index Creaming index Foaming capacity Foaming stability Foaming ability Foam expansion Foam overrun Apparent viscosity Consistency coefficient, K Flow behavior index, n Shear stress Shear rate Dynamic viscosity Shear viscosity Consistency coefficient Flow behavior index Yield stress Storage modulus, G′ Loss modulus, G″ Loss tangent, tan δ Complex modulus, G* Linear viscoelastic region Critical strain Frequency sweep Temperature sweep Storage modulus Loss modulus Loss tangent Complex modulus Complex viscosity Denaturation temperature, Td Enthalpy, ΔH Onset temperature Peak temperature Endset temperature Denaturation temperature Enthalpy Thermal stability Glass transition temperature Surface hydrophobicity Zeta potential Particle size Molecular weight Secondary structure Beta-sheet content Alpha-helix content FTIR spectra Alpha-helix Beta-sheet Random coil Beta-turn SDS-PAGE band profile SE-HPLC profile Free sulfhydryl group Disulfide bond Intrinsic fluorescence Microstructure SEM image Confocal microscopy image LF-NMR water distribution
2. Protein scope 4. Train / validation / test split Sum should equal 100. Current: 100%.
Preview Download ML-ready CSV
