A chief difference between our version of SHAP and the Python "official" version is the upper limit on the number of samples: ours runs into heap space issues at values north of 5,000, while the Python version has no real upper limit that I've discovered. 

Investigate options to increase the upper sample size limitations, like trying a different matrix/linear algebra library