Parameter estimation for complex physical problems often suffers from finding ‘solutions’ that are not physically realistic. The PEUQSE software provides tools for finding physically realistic parameter estimates, graphs of the parameter estimate positions within parameter space, and plots of the final simulation results.
Scipy has many distributions
https://docs.scipy.org/doc/scipy/reference/stats.html
such as https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.lognorm.html#scipy.stats.lognorm
https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.skewnorm.html#scipy.stats.skewnorm
We need to add a custom prior example from one of these distributions so that people can see how to use such distributions with CheKiPEUQ