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LOAD and FIRST LOOK to DATA
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VARIABLE DESCRIPTION
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MISSING VALUES
- Find Missing Value
- Fill Missing Value
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UNIVARIATE VARIABLE ANALYSIS
- Categorical Variable
- Numerical Variable
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BASIC DATA ANALYSIS
- Converting to Ordinal Variable
- HeartDisease-BMI
- HeartDisease-SleepTime
- Sex-MentalHealth
- AgeCategory-MentalHealth
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OUTLIER DETECTION
- Calculation of Interquartile Range
- Finding Outlier Values
- Solutions for Outlier Values
- Trimming
- Imputation
- Winsorization
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VISUALIZATION
- Correlation Between BMI-PhysicalHealth-MentalHealth-SleepTime
- AGE
- BMI
- SMOKING
- ALCOHOL
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MODELLING
- PREPROCESSING
- NORMALIZATION
- TRAIN-TEST SPLIT
- MODELS
- ROC - AUC CURVE