Heart_Disease

• Table Of Content:

• DataSet Link
• Details
• Score on Diff. Model

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DataSet

• age: The person's age in years

• sex: The person's sex (1 = male, 0 = female)

• cp: The chest pain experienced (Value 1: typical angina, Value 2: atypical angina, Value 3: non-anginal pain, Value 4: asymptomatic)

• trestbps: The person's resting blood pressure (mm Hg on admission to the hospital)

• chol: The person's cholesterol measurement in mg/dl

• fbs: The person's fasting blood sugar (> 120 mg/dl, 1 = true; 0 = false)

• restecg: Resting electrocardiographic measurement (0 = normal, 1 = having ST-T wave abnormality, 2 = showing probable or definite left ventricular hypertrophy by Estes' criteria)

• thalach: The person's maximum heart rate achieved

• exang: Exercise induced angina (1 = yes; 0 = no)

• oldpeak: ST depression induced by exercise relative to rest ('ST' relates to positions on the ECG plot. See more here)

• slope: the slope of the peak exercise ST segment (Value 1: upsloping, Value 2: flat, Value 3: downsloping)

• ca: The number of major vessels (0-3)

• thal: A blood disorder called thalassemia (3 = normal; 6 = fixed defect; 7 = reversable defect)

• target: Heart disease (0 = no, 1 = yes)

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• Applying simple model without hypertuning

• KNN - 0.8448387096774195
• RandomForestClassifier = 0.8248387096774193
• DecisionTreeClassifier = 0.7353763440860214