Published December 18, 2023 | Version v1
Dataset Open

Minute-Level Human Activity and Particulate Matter Exposure Dataset from Ljubljana, Slovenia

  • 1. Jožef Stefan Institute
  • 2. ROR icon Jožef Stefan International Postgraduate School
  • 3. ROR icon Slovenian Institute for Adult Education
  • 4. ROR icon Aristotle University of Thessaloniki
  • 5. HERACLES Research Centre
  • 6. ROR icon Istituto Universitario di Studi Superiori di Pavia

Description

This dataset encompasses detailed measurements of human activities and particulate matter exposure at a minute-level resolution, collected in Ljubljana, Slovenia from September 24 to October 31, 2020. Data was gathered from 18 participants using a combination of devices: a personal particulate matter monitor (PPM), a Garmin Vivosmart 3 smart activity tracker (SAT), and the Clockify app. The PPM provided real-time measurements of particulate matter concentrations (PM1, PM2.5, and PM10), as well as environmental parameters like temperature, humidity, and altitude. The SAT tracker offered insights into personal health data, including average heart rate and metabolic equivalent of task (MET). Clockify app was utilized for detailed logging of various activities categorized with minute accuracy.

Key variables included in the dataset are:

  1. Participant ID
  2. Date of data collection
  3. Time of data recording (minute accuracy)
  4. Specific task or activity performed
  5. Particulate matter - PM1 - concentrations
  6. Particulate matter - PM2.5 - concentrations
  7. Particulate matter - PM10 - concentrations
  8. Environmental temperature
  9. Relative humidity
  10. Altitude
  11. Speed
  12. Average heart rate
  13. Metabolic equivalent of task

This dataset offers a resource for exploring the interplay between individual behaviors and air pollution exposure, with applications in environmental health research and the development of machine learning models for activity recognition.

Files

all.minute.data.csv

Files (6.1 MB)

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Additional details

Related works

Is referenced by
Journal article: 10.3390/s23249890 (DOI)

Funding

European Commission
Integrated Climate forcing and Air pollution Reduction in Urban Systems (ICARUS) 690105
The Slovenian Research and Innovation Agency
Cycling of substances in the environment, mass balances, modelling of environmental processes and risk assessment P1-0143
The Slovenian Research and Innovation Agency
Knowledge technologies P2-0103
The Slovenian Research and Innovation Agency
Young Researchers Program /