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Numerical data analysis and process tools

Project Description:

  • Numerical data correlation analysis and processing, using image visualization to help understanding.

Numerical analysis tools part

  • Spearman_correlation is to determine whether there is a Monotonic component between two features, which can be apply only for non_linear relationship and ordinal data.

Numercial process tools part

  • Detecting outlier by using the Interquartile range(IQR).
  • When highly correlated features will be used to remove.

How to use the tools

Input an only numerical data (data type:DataFrame).