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Age : Age of the patient
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Sex : Sex of the patient
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exang: exercise induced angina (1 = yes; 0 = no)
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ca: number of major vessels (0-3)
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cp : Chest Pain type chest pain type
- Value 1: typical angina
- Value 2: atypical angina
- Value 3: non-anginal pain
- Value 4: asymptomatic
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trestbps : resting blood pressure (in mm Hg)
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chol : cholestoral in mg/dl fetched via BMI sensor
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fbs : (fasting blood sugar > 120 mg/dl) (1 = true; 0 = false)
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rest_ecg : resting electrocardiographic results
- Value 0: normal
- Value 1: having ST-T wave abnormality (T wave inversions and/or ST elevation or depression of > 0.05 mV)
- Value 2: showing probable or definite left ventricular hypertrophy by Estes' criteria
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thalach : maximum heart rate achieved
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target : 0= less chance of heart attack 1= more chance of heart attack
- Data preparation was done thoroughly.
- Did Hyper parameter tunning using GridSearchCV
- Among GaussianNB, AdaBoostClassifier, DecisionTreeClassifier, KNeighborsClassifier, XGBoost, SVM, LogisticRegression, RandomForest, LogisticRegression, RandomForest performed best with score of 86%