Heart Attack Prediction

This feature has been built with the intention of providing an early warning for Heart disease based on indicators collected by the wearable's sensor array. This feature seeks to provide users and their support network an alert to worrying decreases in cardiovascular health.

Data Analytics

To analyse this data, as well as to train machine learning classification models, a number of python libraries have been incorporated into the project:

• Data Analytics / Transformation:
  • Pandas
  • Numpy
• Visualization:
  • MatPlotLib
  • Seaborn
• Machine Learning:
  • Scikit-Learn
  • Tensorflow / Keras
  • LightGBM
  • XGBoost
  • imblearn

Dataset 1

The dataset used in heart_attack_prediction.ipynb is the Heart Attack Risk Prediction Dataset synthesized by Sourav Banerjee with the assistance of ChatGPT¹

Name	Description	Type
Patient ID		Nominal
Age		Discrete: [years]
Sex		Nominal: [Male, Female]
Cholestrol	Total Cholestrol measured	Discrete: [mg/dL]
Blood Pressure	2 Values showing the pressure over the heart beating and the heart relaxing	Discrete: [Systotic/Diastolic (mm Hg)]
Heart Rate		Discrete: [beats per minute]
Diabetes	Presence of diabetes in the patient	Nominal: [1: Yes, 0: No]
Family History		Nominal: [1: Yes, 0: No]
Smoking		Nominal: [1: Yes, 0: No]
Obesity		Nominal: [1: Yes, 0: No]
Alcohol Consumption		Nominal: [1: Yes, 0: No]
Hours of Exercise per Week		Continuous
Diet		Ordinal: [ Healthy, Average, Unhealth]
Previous Heart Problems		Nominal: [1: Yes, 0: No]
Medication Use		Nominal: [1: Yes, 0: No]
Stress Level	Self-reported level of stress	Ordinal: [1 ➡ 10]
Sedentry Hours	Per Day	Continuous
Income	Annual income	Continuous
BMI	Body-Mass Index: calculated by body-mass / height^2	Continuous
Triglycerides		Continuous: [mg/dL]
Physical Activity Days Per Week		Continous
Sleep Hours Per Day		Continous
Heart Attack Risk		Continuous: [0➡1]

Dataset 2

Please cite the sources of this dataset. I tried my damndest but couldnt find it

The dataset used in the Heart_Disease_Prediction.ipynb notebook:

Footnotes

1. https://www.kaggle.com/datasets/iamsouravbanerjee/heart-attack-prediction-dataset/data ↩