Metadata-Version: 2.1
Name: advanced-analysis-package
Version: 0.0.2
Summary: A package for advanced level variabe ananlysis and reduction for pandas dataframe
Home-page: https://github.com/Mrinal-Mahajan/advanced_analysis_package/archive/v_02.tar.gz
Author: Mrinal Mahajan
Author-email: mahajanmrinal2013@gmail.com
License: UNKNOWN
Description: #advanced_analysis_package
        
        This is a python package to perform analysis , outlier treatment and variable reduction on pandas dataframe. List of functions include:-
        
        analyze - a. edd - replica of sas edd maco with new features of coelation and p values when dependent variable is given.return a pandas dataframe. b. graphical_analysis - gives bivariate ananlysis of variable with respect to dependent variable. Display and saves plots and tables at equied path. c. numerical_categorical_division - return list of numeric and categoical variables in pandas dataframe
        variable_treatment a. exponential_smoothning - outlier treatment for variable b.capping_and_flooring - outlier teatment for variable c.make_dummies - create dummies for categorical variable(one hot encoding) d.make_dummies_binary - create binary dummies for variable
        variable_reduction a. inter_correlation_clusters - return clusters of variables based on cutoff correlation b. varclus - return list of columns 1 from each cluster c. vif_reduction - return list of columns to be dropped by vif_eduction method d. backward_selection - returns list of columns to be dropped by backwad selection
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Description-Content-Type: text/markdown
