Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Project vision: Chapter layouts for the Notebooks readme file #4

Open
10 of 20 tasks
gully opened this issue Sep 25, 2018 · 0 comments
Open
10 of 20 tasks

Project vision: Chapter layouts for the Notebooks readme file #4

gully opened this issue Sep 25, 2018 · 0 comments

Comments

@gully
Copy link
Owner

gully commented Sep 25, 2018

Project vision

Chapter 1: Data retrieval from fitbit API

  • Preliminaries and API with curl
  • Request All Intraday Data
  • Merge Daily JSON into pandas DataFrames
  • Get Exercise Logs
  • Add Exercise Flags to Intraday TimeSeries
  • Get Weight Logs (with fitbit Aria)
  • Make Weight Timeseries

Chapter 2: Exploratory analysis and plotting

  • Explore exercise as a mask layer
  • How similar are your patterns of daily movement?
  • What's the best similarity measure for time series data?

Chapter 3: Advanced data science and analytics

  • What is the characteristic timescale of weight gain/loss?
  • Can you see a correlation between exercise and weigh gain/loss?
  • Can you see intraday weight gain/loss?
  • Reverse engineering the fitbit resting heart rate
  • What's the best way to measure resting heart rate, and how precise can it be?
  • Can you build a predictive model for resting heart rate?
  • How does resting heart rate scale with weight?
  • What's the probability of waking up as a function of time in the night?

Chapter 4: Cross-matching with external data sources

  • Fetching Strava data
  • Fetching google maps location data

(pending) Chapter 5: Comparison with other people

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

1 participant