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Create Importtant Functions for Outliers
- Create Function to detect outliers
- Are there outliers in the desired columns?
- Create function to seperate categroical and numerical variables
- Are there outliers in the dataframe
- Create outlier detection function
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Univariate Outlier Analysis
- Remove outliers
- Fill with average outliers
- Fill with median outliers
- Replace with Threshold
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Multivariate Outlier Analysis
- Remove outliers
- Replace with threshold