antonroman / smart_meter_data_analysis

This repository contains all the code developed to analyze the smart meter data with HTM and LSTM
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Check that S05 timseries is monotonic for each meter #6

Open antonroman opened 3 years ago

antonroman commented 3 years ago

S05 should give the value of the meter at the end of everyday and it should always be equal or higher than the day before. If there is a negative delta it can be a meaningful input variable to detect anomalies.

Thanks!

gbarreiro commented 3 years ago

I've created a script for this purpose called check_monotonic_s05.py. The output of this script is here, and I can tell you it's not empty, or said with other words, there are some negative deltas.

gbarreiro commented 3 years ago

I will check why there are negative deltas

gbarreiro commented 3 years ago

I have manually checked what happens when the deltas are negative, so I share with you some screenshots of the reactive values of some affected meters the days before and after this issue:

Screen Shot 2021-06-09 at 13 07 51 Screen Shot 2021-06-09 at 13 07 57 Screen Shot 2021-06-09 at 13 08 03

I can make some appreciations here: