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np.norm scale parameter should be standard deviation, not variance
Unlike np.random.multivariate_normal where covariance matrix is used as parameter, np.random.normal takes in location and scale, where scale parameter should be set to its standard deviation.
Here is the link https://github.com/wiseodd/wiseodd.github.io/blob/master/_posts/2015-10-09-gibbs-sampling.md