The term “anomaly probability” is not one I recognize with NuPIC. Are you talking about “anomaly score” or “anomaly likelihood”?
Here is an example of encoding categories. Here are the encoder params:
Here is the code dealing with getting encodings from the category encoder:
The false positives may not be identified properly. See my question about anomaly score vs likelihood above.