Keras BatchNormalizing does not produce expected output. Please Help(Tensorflow, Python)

Question

I am trying to recreate the BatchNormalizing Layer from Keras in Numpy: (Python)

model = Sequential()
model.add(BatchNormalization(axis=1, center=False, scale=Fal