---
title: ⌚ Withings Z-Score Normalizer
emoji: "📊"
colorFrom: blue
colorTo: green
sdk: docker
app_port: 8501
suggested_hardware: cpu-basic
suggested_storage: small
short_description: "Streamlit app to normalize Withings data"
tags:
  - withings
  - z-score
  - normalization
  - streamlit
  - health-data
---

# Withings Z-Score Normalizer

This Streamlit application computes normative Z-scores and percentiles for various Withings smartwatch biomarkers by comparing user-provided values against a global normative dataset. It helps you interpret individual health metrics relative to global distributions.

This tool is part of the publication *"Population-Normalised Wearable Metrics Quantify Real-World Disability in Multiple Sclerosis"* currently in review.