Wow! The below article is must read if you solve differential equations on a regular basis. Read it.

A Comparison Between Differential Equation Solver Suites In MATLAB, R, Julia, Python, C, Mathematica, Maple, and Fortran

The quick summary table below is outstanding and directly copied from the article linked above. PDF link for full screen view.