WHO IS AT RISK OF HEART DISEASE?
================================

A sample capstone project for CBSE Class XII, Artificial Intelligence
(Subject Code 843), Part C. From LambdaLab - https://www.lambdalab.in

WHAT IS IN HERE
  heart_risk.py               the program, one section per step of the Data Science Methodology
  heart_risk.ipynb            the same program as a Jupyter notebook
  patients.csv                the data it reads
  follow_up.csv               the data it reads
  chart1_age.png              a chart the program draws
  chart2_max_heart_rate.png   a chart the program draws
  chart3_chest_pain.png       a chart the program draws
  chart4_heatmap.png          a chart the program draws
  chart5_coefficients.png     a chart the program draws
  chart6_confusion.png        a chart the program draws
  chart7_kfold_recall.png     a chart the program draws
  chart8_threshold.png        a chart the program draws

HOW TO RUN IT
  1. Install the libraries once:  pip install pandas numpy matplotlib scikit-learn opencv-python
  2. Keep this folder together - the program looks for its data beside it.
  3. Either run:  python heart_risk.py
     or open heart_risk.ipynb in Jupyter Notebook and run the cells in order.
  The charts are saved into this folder as PNG files.

THE DATA
  The dataset is a LambdaLab SAMPLE, made by a program to behave like the real
  thing so that the project can be run before you have collected anything.
  It is not real data and must not be presented as though it were. Replace
  it with data you collected, and say in your report where it came from.

THE NO-CODE VERSION
  The curriculum also builds AI projects without code, in Orange Data Mining.
  The report shows how to build this same project there.

The full report, with every section CBSE marks, is on the project's page:
  https://www.lambdalab.in/learn/ai-12-projects/heart-risk
