NEWS.md

In SmartEDA: Summarize and Explore the Data

SmartEDA 0.3.9

Bug Fixes

• Typo correction - "Inforamtion Value" to "Information Value"
• There was a issues in ExpReport() while running the attitude dataset, which is fixed
• Issue with ExpData() when dealing with text data and tibbles - which is fixed

Enhancements

• Added weight argument in Expctable, and ExpNumStat to compute weighted summary and counts

SmartEDA 0.3.8

Bug Fixes

• matrix warning has fixed

SmartEDA 0.3.7

New Features

• Added function ExpTwoPlots to graph from same variable when Target=NULL vs. when Target = categorical variable (binary or multi-class variable)

Enhancements

• Added "fun" option to add custom statistics on data dictionary output in ExpData

SmartEDA 0.3.6

Bug fixes

• Problem with date format. Fixed a bug in ExpData(), function is now supporting for all types of columns. Previously this function were not supporting to data types POSIXlt or date format
• Fixed ExpNumViz() code in the README file. Previously it contains arguments that are not (anymore) present in the function

Enhancements

• Added new outcome for ExpOutliers() called outlier index value. Outlier index for both upper and lower outliers
• Column name changed from returned output of ExpData() type 1 - "Obs" to new name "Value"
• Column name changed from returned output of ExpData() type 2 - "S.no" to new name "Index", "% of Missing" as "Per_of_Missing"
• Corrected few spell mistakes from ExpData() help file
• Corrected output readings from ExpData() - Unique variable replaced as identifier variables

SmartEDA 0.3.5

Bug fixes

• Fixed a bug in ExpCatStat, Corrected odds ratio calculation for multi class
• Fixed a bug in ExpData, for Type = 2 changed output variable structure - previously all columns are factors and now changed to character and integer values.

Enhancements

• Removed asterisk mark from factor and date variables in ExpData type = 2
• Added unique variable count in ExpData type = 1
• Missing value percentage will be calculated based on NA value and no. of blanks
• Added Target column in ExpCatStat output where stat = "IV"

SmartEDA 0.3.4

Enhancements

• Added multiple standard deviation options to treat outlier value in ExpOutliers

Bug fixes

• Fixed error Centos 7 MRO, removed grDevices hcl.colours dependencies

SmartEDA 0.3.3

New Features

• Added function ExpOutliers to run univariate outlier analysis

SmartEDA 0.3.2

Enhancements

• Added 'scatter' option to plot the correlation plot between all the numeric variables in a dataframe ExpNumViz
• Added 'theme' option to customize the graph theme in ExpReport
• Changed input parameter name from 'gp' to 'target' in ExpNumViz

SmartEDA 0.3.1

Enhancements

• Added 'bins', 'plot', 'round' and 'top' options to plot bar graph in ExpCatStat
• Added 'theme' option to customize the graph theme in both ExpCatViz and ExpNumViz
• Added 'gtitle' option to add additional chart title on both ExpCatViz and ExpNumViz
• Removed 'Label' option from ExpCatStat
• Changed input parameter name from 'gp' to 'target' in ExpCatViz

Bug fixes

• Fixed a formula issues on odds calculation in ExpCatStat

SmartEDA 0.3.0

New Features

• Added function ExpOutQQ to plot Quantile-Quantile Plots for outlier checking
• Added function ExpParcoord for Parallel Co-ordinate plots

Enhancements

• Added "rdata","value" option to plot bars graph in ExpCatViz
• Added "dcast" option to reshape the data in ExpCustomStat
• Added "dcast","val" option to customise the summary statistics in ExpNumStat
• Added "Template" option to read rma in ExpNumStat

Bug fixes

• Fixed a bug in ExpData

SmartEDA 0.2.0

New Features

• Added function ExpCustomStat to customise the summary statistics.
• Added both counts and percentages in ExpData under option Type=1 and removed DV option from the parameter list.

Bug fixes

• Fixed a bug in ExpCatViz function for not running the grid
• Fixed a bug in ExpData function, not running for some variable types.

SmartEDA 0.1.0

• Added a NEWS.md file to track changes to the package.

SmartEDA documentation built on Dec. 4, 2022, 1:15 a.m.