Learn the NumPy trick for generating synthetic data that actually behaves like real data.
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How to generate random numbers in Python with NumPy

Create an rng object with np.random.default_rng(), you can seed it for reproducible results. You can draw samples from probability distributions, including from the binomial and normal distributions.