Truncated Distributions in Mixture Models?

The mu does change - you can print the trace to see. It just that they are in a different scale so when you plot the trace it looks like a flat line.

There is a strong peak around 0, 100, and 200 - I have a feeling it would strongly bias the fit. You can try to compare the result with a frequentistic fit using scikit-learn.