kalna 0.0.9

A package automating the ML pipelines

Kalna 0.0.7

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Documentation

Kalna is a powerful Automated Machine Learning python library. It provides the following features:

• Fast reading and distributed data preprocessing/cleaning/formatting

Installation

To install via pip use:

pip install kalna

Data Details

from kalna import data_details

#showMissingValues will show the details of the missing values with perchentage.
data_details.showMissingValues(data)


#showCrdinality will show the cardinality of Non-Numeric Values.
data_details.showCardinality(data)

#Missing Values Imputation of Numerical Features.
#method:['mean','median']
#Return Type: Dataframe
data_details.numImputer(data,missing_feat,method)


#Missing Values Imputation of categorical Features.
#method:['mode','new_cat']
#Return Type: Dataframe
data_details.catImputer(data,missing_feat,method)

Data Visualization

from kalna import visualizations

#x_feat: feature you want to analyze with target feature
visualizations.boxPlot(data,x_feat,target_feat)