Optimized and complete data analysis environment in R and Python. Specially optimized (OPMI 4.1.5.1) compiled into version of R version 4.3 with >29k installed packages substantially outperforms "free R". This includes free RStudio Desktop & free RServer 2023.03.1+446 and Shiny 1.5.20.1002 Complete Intel performance python 2 & 3.