To do rigorous NILM research, we need lots of high-quality
disaggregated electricity data. This is especially true if we want to
run a good NILM competition.
There are now
20 public datasets listed on the NILM wiki.
But all real data suffers from problems which make it problematic
for use in a NILM competition. These problems include: