Session Info

All examples presented in this book are reproducible. Parts of the source codes are available in the book and fully reproducible code is available at https://pbiecek.github.io/ema/.

Possible differences may be caused by other versions of the installed packages. Results in this version of the book are obtained with the following versions of the packages.

sessionInfo()
## R version 4.0.2 (2020-06-22)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Catalina 10.15.3
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.0/Resources/lib/libRblas.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.0/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] grid      stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] ranger_0.12.1       GGally_2.0.0        tidyr_1.1.0        
##  [4] scales_1.1.1        tree_1.0-40         gridExtra_2.3      
##  [7] dplyr_1.0.0         ingredients_1.3.1   gower_0.2.2        
## [10] glmnet_4.0-2        Matrix_1.2-18       iml_0.10.0         
## [13] localModel_0.5      lime_0.5.1          iBreakDown_1.3.1   
## [16] e1071_1.7-3         gbm_2.1.5           randomForest_4.6-14
## [19] rms_6.0-0           SparseM_1.78        Hmisc_4.4-0        
## [22] Formula_1.2-3       survival_3.2-3      lattice_0.20-41    
## [25] forcats_0.5.0       patchwork_1.0.1     ggmosaic_0.3.0     
## [28] ggplot2_3.3.2       kableExtra_1.1.0    knitr_1.29         
## [31] DALEX_1.3.1        
## 
## loaded via a namespace (and not attached):
##   [1] TH.data_1.0-10      colorspace_1.4-1    ellipsis_0.3.1     
##   [4] class_7.3-17        htmlTable_2.0.1     base64enc_0.1-3    
##   [7] rstudioapi_0.11     farver_2.0.3        MatrixModels_0.4-1 
##  [10] bit64_0.9-7         mvtnorm_1.1-1       lubridate_1.7.9    
##  [13] xml2_1.3.2          codetools_0.2-16    splines_4.0.2      
##  [16] libcoin_1.0-5       shinythemes_1.1.2   jsonlite_1.7.0     
##  [19] Metrics_0.1.4       cluster_2.1.0       png_0.1-7          
##  [22] shiny_1.5.0         readr_1.3.1         compiler_4.0.2     
##  [25] httr_1.4.1          productplots_0.1.1  backports_1.1.8    
##  [28] fastmap_1.0.1       assertthat_0.2.1    lazyeval_0.2.2     
##  [31] later_1.1.0.1       acepack_1.4.1       htmltools_0.5.0    
##  [34] quantreg_5.55       tools_4.0.2         partykit_1.2-9     
##  [37] gtable_0.3.0        glue_1.4.1          Rcpp_1.0.5         
##  [40] vctrs_0.3.2         nlme_3.1-148        iterators_1.0.12   
##  [43] inum_1.0-1          xfun_0.15           stringr_1.4.0      
##  [46] rvest_0.3.5         mime_0.9            lifecycle_0.2.0    
##  [49] polspline_1.1.19    MASS_7.3-51.6       zoo_1.8-8          
##  [52] promises_1.1.1      hms_0.5.3           flock_0.7          
##  [55] sandwich_2.5-1      RColorBrewer_1.1-2  yaml_2.2.1         
##  [58] memoise_1.1.0       reticulate_1.16     rpart_4.1-15       
##  [61] reshape_0.8.8       latticeExtra_0.6-29 stringi_1.4.6      
##  [64] RSQLite_2.2.0       highr_0.8           archivist_2.3.4    
##  [67] foreach_1.5.0       checkmate_2.0.0     shape_1.4.4        
##  [70] rlang_0.4.7         pkgconfig_2.0.3     bitops_1.0-6       
##  [73] evaluate_0.14       prediction_0.3.14   purrr_0.3.4        
##  [76] htmlwidgets_1.5.1   labeling_0.3        bit_1.1-15.2       
##  [79] tidyselect_1.1.0    plyr_1.8.6          magrittr_1.5       
##  [82] bookdown_0.20       R6_2.4.1            generics_0.0.2     
##  [85] multcomp_1.4-13     DBI_1.1.0           pillar_1.4.6       
##  [88] foreign_0.8-80      withr_2.2.0         mgcv_1.8-31        
##  [91] RCurl_1.98-1.2      nnet_7.3-14         tibble_3.0.3       
##  [94] crayon_1.3.4        plotly_4.9.2.1      rmarkdown_2.3      
##  [97] jpeg_0.1-8.1        data.table_1.12.8   blob_1.2.1         
## [100] digest_0.6.25       webshot_0.5.2       xtable_1.8-4       
## [103] httpuv_1.5.4        munsell_0.5.0       viridisLite_0.3.0