This dataset belongs to ISLab lab, PNU. This energy dataset includes 25 files in csv format. In particular, we collected 5 appliances including Air-purifier, Fan, Hairdryer, LG monitor, and Samsung monitor in low-frequency sampling rate. Besides, we collected twenty test cases data to achieve variant transient energy signals corresponding to each appliance.