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SmartEDA 0.3.10

Bug Fixes

• Removed the InformationValue package from Rd cross-references, which is used in ExpWoeTable, as it is no longer available on CRAN
• #9: Corrected spelling mistake “pacakge” to “package”
• #11: Fixed issues in ExpCatViz while plotting Factor levels. Now we can set factor levels for any categorical columns and plot the graph
• #12: Theme option problem is fixed

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.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.