This looks neat:

Looks like another data mining wannabe gearing up to monetize your energy consumption data. :smile:

I am working on something similar that uses the Aeon Home Energy Monitor. I have been able to recognize my heater and dryer. Getting it to recognize things that have very similar power usage is a bit more complicated.