Data for 'Learning constitutive models and rheology from partial flow measurements"

This deposit contains the data underlying the figures and tables of: Sunol et al., Learning constitutive models and rheology from partial flow measurements, arXiv:2510.24673. It includes the flow fields, training histories, trained network checkpoints, model-selection fits, and run records behind every figure and table, organized by paper figure (see INDEX.md and each folder's PROVENANCE.txt inside the archive). SHA256SUMS at the archive root covers every file. Bulk intermediate time-series are not deposited; NOT_DEPOSITED.md lists them with sizes and how each is regenerated from the deposited checkpoints. The companion code repository, with commands regenerating each figure and table from this deposit, is at https://github.com/asunol/jax_rheology (see its REPRODUCE.md). To use: clone the repository, install the environments it names, unpack this archive, and set DATA_ROOT to the unpacked data_bundle/ directory.