muleykeyy / EDA-ML

EDA-ML

Data Set : https://www.kaggle.com/datasets/kamilpytlak/personal-key-indicators-of-heart-disease?datasetId=1936563

Content:

1. LOAD and FIRST LOOK to DATA

2. VARIABLE DESCRIPTION

3. MISSING VALUES

   • Find Missing Value
   • Fill Missing Value

4. UNIVARIATE VARIABLE ANALYSIS

   • Categorical Variable
   • Numerical Variable

5. BASIC DATA ANALYSIS

   • Converting to Ordinal Variable
   • HeartDisease-BMI
   • HeartDisease-SleepTime
   • Sex-MentalHealth
   • AgeCategory-MentalHealth

6. OUTLIER DETECTION

   • Calculation of Interquartile Range
   • Finding Outlier Values
   • Solutions for Outlier Values
     • Trimming
     • Imputation
     • Winsorization

7. VISUALIZATION

   • Correlation Between BMI-PhysicalHealth-MentalHealth-SleepTime
   • AGE
   • BMI
   • SMOKING
   • ALCOHOL

8. MODELLING

   • PREPROCESSING
   • NORMALIZATION
   • TRAIN-TEST SPLIT
   • MODELS
   • ROC - AUC CURVE