Should I be using Sympy to first develop an equation or go straight through Numpy?

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I noticed that instead of using Numpy to change my data step by step I could develop an end equation with Sympy, simplify it, and then lambdify it, such that I have the end point of a Numpy program.

I'd like to know if such an approach is not a waste of time.

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