I have thousands sets of numeric values as an output from our control device. Because there is no time to process it manually I would like to try to automate its process.

I need to determine the intervals when these numeric values within one set increase, stagnate and when decrease.

Thank you for any advice what mathematical/statistic method use, I will find out the rest about it.