Information-package |
Data exploration with information theory (weight-of-evidence and information value) |
Aggregate |
(helper function )Aggregate data for WOE/NWOE calculations |
CheckInputs |
(helper function) Check user inputs and convert factors to characters. Provide readable reasons if errors are found. |
create_infotables |
Create WOE/NWOE tables and rank variables by IV/NIV |
Information |
Data exploration with information theory (weight-of-evidence and information value) |
is.binary |
(helper function) Calculate cross validation penalty |
MultiPlot |
(helper function) Plot mutiple WOE vectors on one page |
NWOE |
Create WOE table (helper function) |
penalty |
(helper function) Calculate cross validation penalty |
plot_infotables |
Create bar charts for WOE or NWOE vectors |
SinglePlot |
(helper function) Plot a WOE or NWOE vector |
train |
Training dataset |
valid |
Validation dataset |
WOE |
Create WOE tables from aggregated data (helper function) |