@scott Take a look at:
Do you think decreasing the size of the mini-columns and number of mini-columns would cause predictions like this? Seems odd that they are always consistently higher (and lower in the troughs) than actual values.
My gut feeling is that something else is wrong.
@watchdog Can you tell us what version of nupic you are running?