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Probability of Heart Failure - Website

This is a Web Application where users can enter their own information and it outputs their likelihood of having some form of heart disease. Keep in mind that heart disease is a broad term that covers incidents like strokes, heart attacks, and heart failure.

About the Dataset

This Data was downloaded from Kaggle: https://www.kaggle.com/datasets/fedesoriano/heart-failure-prediction/data

Ideally I think we would want a lot more data than this in order to confidently draw conclusions about a person's health. However, for this project we will pretend that there is enough.

The Website

website-screenshot

Running the Website

$ cd streamlit
$ streamlit run main.py

Exploratory Data Analysis

A basic Exploratory Data Alaysis (EDA) can be seen in this file: Heart Disease EDA Notebook. <-- Check it out!

Machine Learning: Preprocessing, Training, and Evaluating

A simple round of training a Logistic Regression model can be seen in this file: Training and Evaluation Notebook. <-- Check it out!

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Website for determining your probability of having heart disease.

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