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what's difference between numpy arrays and normal arrays from array module in python?
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The arrays in the array module are highly obsolete, I'd say. First of all, they are less flexible than lists - you can only store one-type variables there. Second of all, you can't really do matrix operations on them efficiently, the array module has no such implementation ready.
For numerical computations you are *far* better off using numpy arrays.