Disappointed in device discovery

[markhovis73]

@ryanlewis

In this case we can see that the algorithm is doing both, that is failing to fit the space of device signatures (noted by the large collection of Other and “Always On” devices), and also overfitting because it sometimes fails to characterize the ways in which I turn devices on and off.

I have been running for a little over three months now. I started weeks in with an Always On in the 180s. I am now holding in the 50s which I consider very accurate to my list of devices. I see this number holding constant when my “Other” is quiet even completely off at times. I am still having problems with devices mentioned above including LEDs and my EVSEs, but I’m pretty impressed with my Always On bucket.