(Full disclosure, I am the lead developer of DifferentialEquations.jl. I hope that by giving you the details for how each suite was put together (and the "why", as gathered from software publications) you can come to your own conclusion as to which suites are right for you. This is a good way to reflect upon what's available and find out where there is room for improvement. What I would like to do is take the time to compare and contrast between the most popular offerings. For the field of scientific computing, the methods for solving differential equations are one of the important areas. Many times a scientist is choosing a programming language or a software for a specific purpose.
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