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Labelled SkySpark Data

This folder contains the datasets from the unlabelled-skyspark-data folder but has data manually labelled as anomalous. The folder contains:

  • dataset_summaries.xlsx includes a table noting various permutations on sensor labelling
  • updated csv files with the Anomaly column updated. Manual labelling done using the Shiny app in /code/labeller-app/
  • labelled_anomalies_summary listing the labelled anomaly events with any questions/comments
  • an image folder corresponding to each sensor with snapshots from the app (the summary spreadsheet provides information on the images)
  • a folder machine-labelled containing csv files that have their data labelled by our anomaly detection method - these files were used to generate the figures in the report

Notes:

  • the datetime column in the csv files are in UTC
  • sensors 1-5 were used in Phase 1 testing and sensors 6-10 were used in Phase 2 testing as discussed in the final report
Sensor Name Filename Description Image Folder
HW Main Meter Power CEC_compiled_data_1a_updated.csv No anomalies labelled 1-images
HW Main Meter Power CEC_compiled_data_1b_updated.csv Anomalies visually labelled 1-images
HW Main Meter Entering Water Temperature CEC_compiled_data_2a_updated.csv No anomalies labelled 2-images
HW Main Meter Entering Water Temperature CEC_compiled_data_2b_updated.csv Anomalies visually labelled, periods in summer with distinct patterns labelled as anomalous data 2-images
HW Main Meter Entering Water Temperature CEC_compiled_data_2c_updated.csv Anomalies visually labelled, periods in summer with distinct patterns not labelled as anomalous data 2-images
HW Main Meter Flow CEC_compiled_data_3a_updated.csv No anomalies labelled 3-images
HW Main Meter Flow CEC_compiled_data_3b_updated.csv Anomalies visually labelled 3-images
Boiler B-1 Gas Pressure CEC_compiled_data_4a_updated.csv No anomalies labelled 4-images
Boiler B-1 Gas Pressure CEC_compiled_data_4b_updated.csv Anomalies visually labelled, patterns in winter labelled as anomalous data 4-images
Boiler B-1 Gas Pressure CEC_compiled_data_4c_updated.csv Anomalies visually labelled, patterns in winter labelled not labelled as anomalous data 4-images
Boiler B-1 Exhaust O2 CEC_compiled_data_5a_updated.csv No anomalies labelled 5-images
Boiler B-1 Exhaust O2 CEC_compiled_data_5b_updated.csv Anomalies visually labelled 5-images
Campus Energy Centre Boiler B-2 Exhaust O2 CEC_compiled_data_6_updated.csv No anomalies labelled No Images
Campus Energy Centre Feeder 60L56 Real Power CEC_compiled_data_7_updated.csv No anomalies labelled No Images
Campus Energy Centre Boiler B-2 Gas Pressure CEC_compiled_data_8_updated.csv No anomalies labelled No Images
Campus Energy Centre Boiler B-1 Power CEC_compiled_data_9_updated.csv No anomalies labelled No Images
Campus Energy Centre Process System Pump Speed CEC_compiled_data_10_updated.csv No anomalies labelled No Images