Example notebooks

This page contains links to Jupyter Notebooks demonstrating the functionality of some of the Smart Health modules.

Important

The Smart Health pipeline is under continuous development and these examples are liable to change.

In particular, these example do not yet implement the following features currently under development:

• Filtering of aggregated Heart Rate data to remove datapoints incompatible with life

• Extraction of user IDs from the file metadata whilst loading raw .json files

Included are demonstrations of:

• Processing the raw data inputs, namely:

  • Raw GPS data

  • Raw Fitbit intraday steps and heart rate data

  • Raw Fitbit daily summary data

• Enriching the derived LSOA data with AHAH environmental measures

• A demonstration of merging new data into an existing dummy Smart Health database

• Example outputs for each of the clean data tables generated within the MVP project phase:

  • Intraday Fitbit activities

  • Fitbit Daily Summary

  • Intraday LSOA

  • Intraday Mobility

  • Intraday Environmental

Contents:

• Process raw GPS data
• Process raw Fitbit Daily Summary data
• Process raw Fitbit Intraday activity data
• Intermediate LSOA data enrichment with Access to Healthy Assets and Hazards data