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Meters data features

Pony Biam! edited this page May 15, 2020 · 12 revisions

There is a data set for each kind of meter: electricity, hotwater, chilledwater, steam, water, irrigation, solar and gas. Each data set contains the timestamp in the format YYYY-MM-DD hh:mm:ss (local timezone) and one column per building with the meter reading in KWh. There is a reading per hour. In meters folder there are three subfolders:

Raw

As the name says, these are the raw data sets, the original data for each meter. All energy meters are in kWh and all volume meters in litres.

Cleaned

This folder contains all cleaned meters data sets. The following data was replaced with NaN:

  • Outliers, detected with Seasonal Hybrid ESD (S-H-ESD)
  • Zero readings longer than 24 continuous hours: is assumed here that continous zero-readings that long are consequence of a problem in the meter OR that the system is down because of the season.
  • Zero readings in electricity: electricity meter reading shouldn't be absolute zero.

In this notebook can be found the process to create them.

Kaggke

This is the data set used as public leaderboard for the Kaggle's ASHRAE great energy predicto III. This is 2017 meter reading data of buildings-meters selected for the competition.

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