Git Product home page Git Product logo

sensitivity-analysis-and-fit-for-purpose-testing-for-digital-health-solutions's Introduction

Project Overview

Objective: Perform sensitivity analysis and FFP testing on a dataset of digital health metrics to evaluate the viability of a new health monitoring solution.

Dataset: Hypothetical dataset of health metrics collected from wearable devices.

Tools: Python, pandas, numpy, matplotlib, seaborn, scikit-learn

Dataset Description

The dataset consists of health metrics collected from wearable devices, including heart rate, step count, sleep duration, and sensor accuracy. Each row represents a unique observation for a particular individual.

ID HeartRate StepCount SleepDuration SensorAccuracy Outcome
1 72 10000 7.5 0.95 Healthy
2 85 8500 6.0 0.90 Unhealthy
3 90 5000 5.5 0.85 Unhealthy
4 60 12000 8.0 0.97 Healthy
5 78 11000 7.0 0.93 Healthy

Project Steps

  1. Data Preparation
  2. Exploratory Data Analysis (EDA)
  3. Sensitivity Analysis
  4. Fit-For-Purpose (FFP) Testing
  5. Results Interpretation and Reporting

sensitivity-analysis-and-fit-for-purpose-testing-for-digital-health-solutions's People

Contributors

shruthishri avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.