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For work bound by Python’s native object types, the speedups won’t be large. But for numerical operations, or any operations not involving Python’s own internals, the gains can be massive.
so they aren’t constrained by Python’s limitations. NumPy provides a specialized array type that is optimized to work with machine-native numerical types such as integers or floats.
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