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Health

Wearable Data Weekly Summary

Turn raw steps, sleep and heart rate exports into a readable weekly story.

Beginner10h1 person17/20 fit
TL;DR

Build Wearable Data Weekly Summary for fitness tracker users in ~10h with 1 person. Stack: Python + LLM + Charts.

Why it wins: Simple and personal.

Build flow

01 · Problem
Wearables collect lots of data that people never interpret.
02 · Solution
Import exports, compute trends against personal baselines and write a short summary with one suggestion.
03 · Build
  1. 1Parse exports
  2. 2Compute baselines
  3. 3Chart trends
  4. 4Write summary
04 · Demo
Import a week of data and show the summary.

MVP checklist

  • Data import
  • Baseline trends
  • Weekly story
  • One suggestion

Tech stack

TechRole
PythonBackend / scripting
LLMLanguage model
ChartsData visualisation

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