Python: Detect if data of a time series stays constant, increases or decreases
First i want to calculate the mean offset and the standard deviation
  of the measurement data overall, during halt, increasing and
  decreasing state.


I would recommend checking windows of your dataset (let's say 10 samples in a row). A very convenient method to do that is pandas.DataFrame.rolling(), please take a look at it :)