diabetes-ml

• Analysis of sensor data from my freestyle libre sensor, and insulin pump settings
• I don't really know what will become of this project, but maybe I can extract some meaningful trends?
• Data from: https://www.libreview.com/glucosereports and https://carelink.minimed.eu/app/reports
• Can only seem to get around 5 months of data from carelink, more available?

Data cleaning and variable explorations

Libre ideas

• is_rising, is_falling, is_stable var: gradient of last n(=what?) results

Pump ideas

• Cleanup BG results with overlay of libre?
• bolus readings, convert into equivalent carbs?
  • Insulin sensitivity changes over time
• Forward fill basal rates, so we always have the current basal rate as a data point

To-do and ideas

• Are the libre and pump BG distributions statistically similar?
  • I would expect not, but the question is how different are they
• Compare BG distributions around:
  • different days (weekend/weekday)
  • different times of day (breakfast, lunch, dinner)
  • overnight
  • after a large bolus
• Can we use these factors to predict a low/high?
  • Define thresholds for these
• Low/high prediction, based on BG readings for last 30 mins?