BestTransform: Transforms the dataset using the best possible transformation...

In akunuriYoshitha/BestTransform: Treats the Dataset for Best Possible Transformation

Description

Considers the best transformed dataset based on three metrics

• Shapiro P Value

• Pearson P Value

• Min skewness

Best possible transformation is applied to all the continous columns in the dataset for each of the above mentioned metrics and three datasets are collected respectively. Best dataset is chosen based on the performance metrics of the dataset on a base model. Original dataset is also considered for the performance measure to actually check if transforming the data is necessary.

Usage

BestTransform(data, dv)

Arguments

data	Any data frame that has atlest one column with continuous data and that has to transformed into normal form
dv	Dependent variable in the dataset.

Details

Takes in a data frame and performs the best possible transformation to each of the columns in the data frame

Value

Returns a list of 2 objects:

trans_data

Tranformed Dataset for all Continuous variables

trans_fit_model

Model fit file to fit the test data

akunuriYoshitha/BestTransform documentation built on Feb. 19, 2021, 3:23 a.m.