# vignette_1_the_data-colnum-numresamples

    library(LogisticEnsembles)
    #> Loading required package: adabag
    #> Loading required package: rpart
    #> Loading required package: caret
    #> Loading required package: ggplot2
    #> Loading required package: lattice
    #> Loading required package: foreach
    #> Loading required package: doParallel
    #> Loading required package: iterators
    #> Loading required package: parallel
    #> Warning in rgl.init(initValue, onlyNULL): X11 error: GLXBadContext
    #> Warning: 'rgl.init' failed, will use the null device.
    #> See '?rgl.useNULL' for ways to avoid this warning.
    #> Loading required package: arm
    #> Loading required package: MASS
    #> Loading required package: Matrix
    #> Loading required package: lme4
    #>
    #> arm (Version 1.14-4, built: 2024-4-1)
    #> Working directory is /private/var/folders/2c/hvxqjjcn3sq5lcshxhv8wnsw0000gp/T/RtmpQW3q3X/Rbuild13a9f2af2d003/LogisticEnsembles/vignettes
    #> Loading required package: brnn
    #> Loading required package: Formula
    #> Loading required package: truncnorm
    #> Loading required package: C50
    #> Loading required package: car
    #> Loading required package: carData
    #>
    #> Attaching package: 'car'
    #> The following object is masked from 'package:arm':
    #>
    #>     logit
    #> Loading required package: corrplot
    #> corrplot 0.95 loaded
    #>
    #> Attaching package: 'corrplot'
    #> The following object is masked from 'package:arm':
    #>
    #>     corrplot
    #> Loading required package: Cubist
    #> Loading required package: dplyr
    #>
    #> Attaching package: 'dplyr'
    #> The following object is masked from 'package:car':
    #>
    #>     recode
    #> The following object is masked from 'package:MASS':
    #>
    #>     select
    #> The following objects are masked from 'package:stats':
    #>
    #>     filter, lag
    #> The following objects are masked from 'package:base':
    #>
    #>     intersect, setdiff, setequal, union
    #> Loading required package: e1071
    #>
    #> Attaching package: 'e1071'
    #> The following object is masked from 'package:ggplot2':
    #>
    #>     element
    #> Loading required package: gam
    #> Loading required package: splines
    #> Loaded gam 1.22-7
    #> Loading required package: gbm
    #> Loaded gbm 2.2.3
    #> This version of gbm is no longer under development. Consider transitioning to gbm3, https://github.com/gbm-developers/gbm3
    #> Loading required package: ggplotify
    #> Loading required package: glmnet
    #> Loaded glmnet 4.1-10
    #> Loading required package: gridExtra
    #>
    #> Attaching package: 'gridExtra'
    #> The following object is masked from 'package:dplyr':
    #>
    #>     combine
    #> Loading required package: gt
    #> Loading required package: ipred
    #>
    #> Attaching package: 'ipred'
    #> The following object is masked from 'package:adabag':
    #>
    #>     bagging
    #> Loading required package: klaR
    #> Loading required package: MachineShop
    #>
    #> Attaching package: 'MachineShop'
    #> The following objects are masked from 'package:caret':
    #>
    #>     calibration, lift, precision, recall, rfe, sensitivity, specificity
    #> The following object is masked from 'package:stats':
    #>
    #>     ppr
    #> Loading required package: magrittr
    #> Loading required package: mda
    #> Loading required package: class
    #> Loaded mda 0.5-5
    #>
    #> Attaching package: 'mda'
    #> The following object is masked from 'package:MachineShop':
    #>
    #>     confusion
    #> Loading required package: pls
    #>
    #> Attaching package: 'pls'
    #> The following object is masked from 'package:corrplot':
    #>
    #>     corrplot
    #> The following objects are masked from 'package:arm':
    #>
    #>     coefplot, corrplot
    #> The following object is masked from 'package:caret':
    #>
    #>     R2
    #> The following object is masked from 'package:stats':
    #>
    #>     loadings
    #> Loading required package: pROC
    #> Type 'citation("pROC")' for a citation.
    #>
    #> Attaching package: 'pROC'
    #> The following object is masked from 'package:MachineShop':
    #>
    #>     auc
    #> The following objects are masked from 'package:stats':
    #>
    #>     cov, smooth, var
    #> Loading required package: purrr
    #>
    #> Attaching package: 'purrr'
    #> The following object is masked from 'package:magrittr':
    #>
    #>     set_names
    #> The following object is masked from 'package:MachineShop':
    #>
    #>     lift
    #> The following object is masked from 'package:car':
    #>
    #>     some
    #> The following objects are masked from 'package:foreach':
    #>
    #>     accumulate, when
    #> The following object is masked from 'package:caret':
    #>
    #>     lift
    #> Loading required package: randomForest
    #> randomForest 4.7-1.2
    #> Type rfNews() to see new features/changes/bug fixes.
    #>
    #> Attaching package: 'randomForest'
    #> The following object is masked from 'package:gridExtra':
    #>
    #>     combine
    #> The following object is masked from 'package:dplyr':
    #>
    #>     combine
    #> The following object is masked from 'package:ggplot2':
    #>
    #>     margin
    #> Loading required package: ranger
    #>
    #> Attaching package: 'ranger'
    #> The following object is masked from 'package:randomForest':
    #>
    #>     importance
    #> Loading required package: reactable
    #> Loading required package: reactablefmtr
    #>
    #> Attaching package: 'reactablefmtr'
    #> The following object is masked from 'package:randomForest':
    #>
    #>     margin
    #> The following objects are masked from 'package:gt':
    #>
    #>     google_font, html
    #> The following object is masked from 'package:ggplot2':
    #>
    #>     margin
    #> Loading required package: readr
    #> Loading required package: scales
    #>
    #> Attaching package: 'scales'
    #> The following object is masked from 'package:readr':
    #>
    #>     col_factor
    #> The following object is masked from 'package:purrr':
    #>
    #>     discard
    #> The following object is masked from 'package:arm':
    #>
    #>     rescale
    #> Loading required package: tidyr
    #>
    #> Attaching package: 'tidyr'
    #> The following object is masked from 'package:magrittr':
    #>
    #>     extract
    #> The following objects are masked from 'package:Matrix':
    #>
    #>     expand, pack, unpack
    #> Loading required package: tree
    #> Loading required package: xgboost