Solfty2/Outlier_Detection_Process

In this section, we will be Outlier_Detection_Process

Outlier Detection Process

• Create Importtant Functions for Outliers

  1. Create Function to detect outliers
  2. Are there outliers in the desired columns?
  3. Create function to seperate categroical and numerical variables
  4. Are there outliers in the dataframe
  5. Create outlier detection function

• Univariate Outlier Analysis

  1. Remove outliers
  2. Fill with average outliers
  3. Fill with median outliers
  4. Replace with Threshold

• Multivariate Outlier Analysis

  1. Remove outliers
  2. Replace with threshold