Designing multivariate colormaps

Multivariate colormaps are seeing use in a number of domains that rely upon python ecosystem. I work with dark-field X-ray microscopy, which is one such domain, but there are numerous others, such as astronomy, polarization microscopy etc. While each domain may have dedicated tooling, darfix, astropy, xrayutilities etc, this tooling is built upon the scientific python stack, including numpy, scipy, pandas, matplotlib, plotly, etc. Since these domains share common challenges regarding multivariate colormaps, it would be ideal to handle these challenges upstream (i.e. in matplotlib, plotly, etc.) rather than in the domain-specific packages. In addition to the technical implementation, the design criteria for multivariate colormaps must be explored.

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