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Glucose Log Pattern Finder

Find patterns between meals, activity and glucose readings.

Intermediate14h1–2 people17/20 fit
TL;DR

Build Glucose Log Pattern Finder for people managing diabetes in ~14h with 1–2 people. Stack: Python + ECharts + Next.js.

Why it wins: Data visualisation with health value.

Build flow

01 · Problem
Logbooks contain patterns that are hard to spot by eye.
02 · Solution
Import readings and events, chart daily overlays and highlight recurring highs and lows with likely context to discuss with a clinician.
03 · Build
  1. 1Import data
  2. 2Align events
  3. 3Detect patterns
  4. 4Chart and export
04 · Demo
Show recurring post-dinner spikes in sample data.

MVP checklist

  • Reading import
  • Daily overlay
  • Pattern highlights
  • Clinician report

Tech stack

TechRole
PythonBackend / scripting
EChartsInteractive charts
Next.jsFrontend + API routes

Reference repos

Open-source projects you can build on. Links checked 2026-10-31.

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