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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.