Appendix C — Book configuration

The book was rendered on github using the following package configuration:

renv::diagnostics()
Diagnostics Report [renv 0.17.3]
================================

# Session Info =======================
R version 4.5.1 (2025-06-13)
Platform: aarch64-apple-darwin20
Running under: macOS Sequoia 15.6

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.0.dylib 
LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.1

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

time zone: Europe/Zurich
tzcode source: internal

attached base packages:
[1] stats     graphics  grDevices datasets  utils     methods   base     

loaded via a namespace (and not attached):
 [1] htmlwidgets_1.6.4 compiler_4.5.1    fastmap_1.2.0     cli_3.6.5        
 [5] htmltools_0.5.8.1 tools_4.5.1       rstudioapi_0.17.1 rmarkdown_2.30   
 [9] knitr_1.50        jsonlite_2.0.0    xfun_0.54         digest_0.6.37    
[13] rlang_1.1.6       renv_0.17.3       evaluate_1.0.5   

# Project ============================
Project path: "~/GitHub/geco-bern/handfull_of_pixels"

# Status =============================
The following package(s) are out of sync:

   Package   Lockfile Version   Library Version
       hms              1.1.3             1.1.4
      lava              1.8.1             1.8.2
   listenv              0.9.1            0.10.0
 progressr             0.16.0            0.17.0
  timeDate           4041.110          4051.111
      tune              2.0.0             2.0.1
      xfun               0.53              0.54
      xml2              1.4.0             1.4.1

Use `renv::snapshot()` to save the state of your library to the lockfile.
Use `renv::restore()` to restore your library from the lockfile.


# Packages ===========================
                     Library Source   Lockfile Source Path Dependency
DBI                    1.2.3   CRAN      1.2.3   CRAN  [1]   indirect
DiceDesign              1.10   CRAN       1.10   CRAN  [1]   indirect
GPfit                  1.0-9   CRAN      1.0-9   CRAN  [1]   indirect
GenSA               1.1.14.1   CRAN   1.1.14.1   CRAN  [1]     direct
KernSmooth           2.23-26   CRAN    2.23-26   CRAN  [2]   indirect
MASS                  7.3-65   CRAN     7.3-65   CRAN  [2]   indirect
MODISTools             1.1.5   CRAN      1.1.5   CRAN  [1]     direct
Matrix                 1.7-3   CRAN      1.7-3   CRAN  [2]   indirect
ModelMetrics         1.2.2.2   CRAN    1.2.2.2   CRAN  [1]   indirect
R6                     2.6.1   CRAN      2.6.1   CRAN  [1]   indirect
RColorBrewer           1.1-3   CRAN      1.1-3   CRAN  [1]   indirect
Rcpp                   1.1.0   CRAN      1.1.0   CRAN  [1]   indirect
S7                     0.2.0   CRAN      0.2.0   CRAN  [1]   indirect
SQUAREM               2021.1   CRAN     2021.1   CRAN  [1]   indirect
V8                     8.0.1   CRAN      8.0.1   CRAN  [1]   indirect
appeears                 1.1   CRAN        1.1   CRAN  [1]     direct
askpass                1.2.1   CRAN      1.2.1   CRAN  [1]   indirect
backports              1.5.0   CRAN      1.5.0   CRAN  [1]   indirect
base64enc              0.1-3   CRAN      0.1-3   CRAN  [1]   indirect
bit                    4.6.0   CRAN      4.6.0   CRAN  [1]   indirect
bit64                4.6.0-1   CRAN    4.6.0-1   CRAN  [1]   indirect
blob                   1.2.4   CRAN      1.2.4   CRAN  [1]   indirect
boot                  1.3-31   CRAN       <NA>   <NA>  [2]       <NA>
broom                 1.0.10   CRAN     1.0.10   CRAN  [1]   indirect
bslib                  0.9.0   CRAN      0.9.0   CRAN  [1]   indirect
bundle                 0.1.2   CRAN      0.1.2   CRAN  [1]     direct
cachem                 1.1.0   CRAN      1.1.0   CRAN  [1]   indirect
callr                  3.7.6   CRAN      3.7.6   CRAN  [1]   indirect
caret                  7.0-1   CRAN      7.0-1   CRAN  [1]     direct
cellranger             1.1.0   CRAN      1.1.0   CRAN  [1]   indirect
class                 7.3-23   CRAN     7.3-23   CRAN  [2]   indirect
classInt              0.4-11   CRAN     0.4-11   CRAN  [1]   indirect
cli                    3.6.5   CRAN      3.6.5   CRAN  [1]   indirect
clipr                  0.8.0   CRAN      0.8.0   CRAN  [1]   indirect
clock                  0.7.3   CRAN      0.7.3   CRAN  [1]   indirect
cluster              2.1.8.1   CRAN       <NA>   <NA>  [2]       <NA>
codetools             0.2-20   CRAN     0.2-20   CRAN  [2]   indirect
compiler                <NA>   <NA>       <NA>   <NA>  [2]   indirect
conflicted             1.2.0   CRAN      1.2.0   CRAN  [1]   indirect
cpp11                  0.5.2   CRAN      0.5.2   CRAN  [1]   indirect
crayon                 1.5.3   CRAN      1.5.3   CRAN  [1]   indirect
crosstalk              1.2.2   CRAN      1.2.2   CRAN  [1]   indirect
crul                   1.6.0   CRAN      1.6.0   CRAN  [1]   indirect
curl                   7.0.0   CRAN      7.0.0   CRAN  [1]   indirect
data.table            1.17.8   CRAN     1.17.8   CRAN  [1]   indirect
daymetr                1.7.1   CRAN      1.7.1   CRAN  [1]     direct
dbplyr                 2.5.1   CRAN      2.5.1   CRAN  [1]   indirect
diagram                1.6.5   CRAN      1.6.5   CRAN  [1]   indirect
dials                  1.4.2   CRAN      1.4.2   CRAN  [1]     direct
digest                0.6.37   CRAN     0.6.37   CRAN  [1]   indirect
dplyr                  1.1.4   CRAN      1.1.4   CRAN  [1]     direct
dtplyr                 1.3.2   CRAN      1.3.2   CRAN  [1]   indirect
e1071                 1.7-16   CRAN     1.7-16   CRAN  [1]   indirect
evaluate               1.0.5   CRAN      1.0.5   CRAN  [1]   indirect
farver                 2.1.2   CRAN      2.1.2   CRAN  [1]   indirect
fastmap                1.2.0   CRAN      1.2.0   CRAN  [1]   indirect
filelock               1.0.3   CRAN      1.0.3   CRAN  [1]   indirect
fontawesome            0.5.3   CRAN      0.5.3   CRAN  [1]   indirect
forcats                1.0.1   CRAN      1.0.1   CRAN  [1]   indirect
foreach                1.5.2   CRAN      1.5.2   CRAN  [1]   indirect
foreign               0.8-90   CRAN       <NA>   <NA>  [2]       <NA>
fs                     1.6.6   CRAN      1.6.6   CRAN  [1]   indirect
furrr                  0.3.1   CRAN      0.3.1   CRAN  [1]   indirect
future                1.67.0   CRAN     1.67.0   CRAN  [1]   indirect
future.apply          1.20.0   CRAN     1.20.0   CRAN  [1]   indirect
gargle                 1.6.0   CRAN      1.6.0   CRAN  [1]   indirect
generics               0.1.4   CRAN      0.1.4   CRAN  [1]   indirect
geodata                0.6-6   CRAN      0.6-6   CRAN  [1]     direct
geojson                0.3.5   CRAN      0.3.5   CRAN  [1]   indirect
geojsonio             0.11.3   CRAN     0.11.3   CRAN  [1]   indirect
geojsonsf              2.0.3   CRAN      2.0.3   CRAN  [1]   indirect
geometries             0.2.4   CRAN      0.2.4   CRAN  [1]   indirect
getPass                0.2-4   CRAN      0.2-4   CRAN  [1]   indirect
ggplot2                4.0.0   CRAN      4.0.0   CRAN  [1]     direct
globals               0.18.0   CRAN     0.18.0   CRAN  [1]   indirect
glue                   1.8.0   CRAN      1.8.0   CRAN  [1]   indirect
googledrive            2.1.2   CRAN      2.1.2   CRAN  [1]   indirect
googlesheets4          1.1.2   CRAN      1.1.2   CRAN  [1]   indirect
gower                  1.0.2   CRAN      1.0.2   CRAN  [1]   indirect
grDevices               <NA>   <NA>       <NA>   <NA>  [2]   indirect
graphics                <NA>   <NA>       <NA>   <NA>  [2]   indirect
grid                    <NA>   <NA>       <NA>   <NA>  [2]   indirect
gtable                 0.3.6   CRAN      0.3.6   CRAN  [1]   indirect
hardhat                1.4.2   CRAN      1.4.2   CRAN  [1]   indirect
haven                  2.5.5   CRAN      2.5.5   CRAN  [1]   indirect
here                   1.0.2   CRAN      1.0.2   CRAN  [1]     direct
hexbin                1.28.5   CRAN     1.28.5   CRAN  [1]     direct
highr                   0.11   CRAN       0.11   CRAN  [1]   indirect
hms                    1.1.4   RSPM      1.1.3   CRAN  [1]   indirect
htmltools            0.5.8.1   CRAN    0.5.8.1   CRAN  [1]   indirect
htmlwidgets            1.6.4   CRAN      1.6.4   CRAN  [1]   indirect
httpcode               0.3.0   CRAN      0.3.0   CRAN  [1]   indirect
httr                   1.4.7   CRAN      1.4.7   CRAN  [1]     direct
ids                    1.0.1   CRAN      1.0.1   CRAN  [1]   indirect
infer                  1.0.9   CRAN      1.0.9   CRAN  [1]   indirect
ipred                 0.9-15   CRAN     0.9-15   CRAN  [1]   indirect
isoband                0.2.7   CRAN      0.2.7   CRAN  [1]   indirect
iterators             1.0.14   CRAN     1.0.14   CRAN  [1]   indirect
jqr                    1.4.0   CRAN      1.4.0   CRAN  [1]   indirect
jquerylib              0.1.4   CRAN      0.1.4   CRAN  [1]   indirect
jsonify                1.2.2   CRAN      1.2.2   CRAN  [1]   indirect
jsonlite               2.0.0   CRAN      2.0.0   CRAN  [1]   indirect
keyring                1.4.1   CRAN      1.4.1   CRAN  [1]   indirect
knitr                   1.50   CRAN       1.50   CRAN  [1]     direct
labeling               0.4.3   CRAN      0.4.3   CRAN  [1]   indirect
lattice               0.22-7   CRAN     0.22-7   CRAN  [2]   indirect
lava                   1.8.2   CRAN      1.8.1   CRAN  [1]   indirect
lazyeval               0.2.2   CRAN      0.2.2   CRAN  [1]   indirect
leaflet                2.2.3   CRAN      2.2.3   CRAN  [1]     direct
leaflet.providers      2.0.0   CRAN      2.0.0   CRAN  [1]   indirect
lhs                    1.2.0   CRAN      1.2.0   CRAN  [1]   indirect
lifecycle              1.0.4   CRAN      1.0.4   CRAN  [1]   indirect
listenv               0.10.0   CRAN      0.9.1   CRAN  [1]   indirect
lubridate              1.9.4   CRAN      1.9.4   CRAN  [1]   indirect
magrittr               2.0.4   CRAN      2.0.4   CRAN  [1]   indirect
memoise                2.0.1   CRAN      2.0.1   CRAN  [1]   indirect
methods                 <NA>   <NA>       <NA>   <NA>  [2]   indirect
mgcv                   1.9-3   CRAN       <NA>   <NA>  [2]       <NA>
mime                    0.13   CRAN       0.13   CRAN  [1]   indirect
modeldata              1.5.1   CRAN      1.5.1   CRAN  [1]   indirect
modelenv               0.2.0   CRAN      0.2.0   CRAN  [1]   indirect
modelr                0.1.11   CRAN     0.1.11   CRAN  [1]   indirect
ncdf4                   1.24   CRAN       1.24   CRAN  [1]   indirect
nlme                 3.1-168   CRAN    3.1-168   CRAN  [2]   indirect
nnet                  7.3-20   CRAN     7.3-20   CRAN  [2]   indirect
numDeriv          2016.8-1.1   CRAN 2016.8-1.1   CRAN  [1]   indirect
openssl                2.3.4   CRAN      2.3.4   CRAN  [1]   indirect
pROC                1.19.0.1   CRAN   1.19.0.1   CRAN  [1]   indirect
parallel                <NA>   <NA>       <NA>   <NA>  [2]   indirect
parallelly            1.45.1   CRAN     1.45.1   CRAN  [1]   indirect
parsnip                1.3.3   CRAN      1.3.3   CRAN  [1]     direct
patchwork              1.3.2   CRAN      1.3.2   CRAN  [1]     direct
pillar                1.11.1   CRAN     1.11.1   CRAN  [1]   indirect
pkgconfig              2.0.3   CRAN      2.0.3   CRAN  [1]   indirect
plyr                   1.8.9   CRAN      1.8.9   CRAN  [1]   indirect
png                    0.1-8   CRAN      0.1-8   CRAN  [1]   indirect
prettyunits            1.2.0   CRAN      1.2.0   CRAN  [1]   indirect
processx               3.8.6   CRAN      3.8.6   CRAN  [1]   indirect
prodlim           2025.04.28   CRAN 2025.04.28   CRAN  [1]   indirect
progress               1.2.3   CRAN      1.2.3   CRAN  [1]   indirect
progressr             0.17.0   CRAN     0.16.0   CRAN  [1]   indirect
protolite              2.3.1   CRAN      2.3.1   CRAN  [1]   indirect
proxy                 0.4-27   CRAN     0.4-27   CRAN  [1]   indirect
ps                     1.9.1   CRAN      1.9.1   CRAN  [1]   indirect
purrr                  1.1.0   CRAN      1.1.0   CRAN  [1]     direct
ragg                   1.5.0   CRAN      1.5.0   CRAN  [1]   indirect
rapidjsonr             1.2.0   CRAN      1.2.0   CRAN  [1]   indirect
rappdirs               0.3.3   CRAN      0.3.3   CRAN  [1]   indirect
raster                3.6-32   CRAN     3.6-32   CRAN  [1]   indirect
readr                  2.1.5   CRAN      2.1.5   CRAN  [1]     direct
readxl                 1.4.5   CRAN      1.4.5   CRAN  [1]   indirect
recipes                1.3.1   CRAN      1.3.1   CRAN  [1]   indirect
rematch                2.0.0   CRAN      2.0.0   CRAN  [1]   indirect
rematch2               2.1.2   CRAN      2.1.2   CRAN  [1]   indirect
renv                  0.17.3   CRAN     0.17.3   CRAN  [1]     direct
reprex                 2.1.1   CRAN      2.1.1   CRAN  [1]   indirect
reshape2               1.4.4   CRAN      1.4.4   CRAN  [1]   indirect
rlang                  1.1.6   CRAN      1.1.6   CRAN  [1]   indirect
rmarkdown               2.30   CRAN       2.30   CRAN  [1]     direct
rpart                 4.1.24   CRAN     4.1.24   CRAN  [2]   indirect
rprojroot              2.1.1   CRAN      2.1.1   CRAN  [1]   indirect
rsample                1.3.1   CRAN      1.3.1   CRAN  [1]     direct
rstudioapi            0.17.1   CRAN     0.17.1   CRAN  [1]   indirect
rvest                  1.0.5   CRAN      1.0.5   CRAN  [1]   indirect
s2                     1.1.9   CRAN      1.1.9   CRAN  [1]   indirect
sass                  0.4.10   CRAN     0.4.10   CRAN  [1]   indirect
scales                 1.4.0   CRAN      1.4.0   CRAN  [1]     direct
selectr                0.4-2   CRAN      0.4-2   CRAN  [1]   indirect
sf                    1.0-21   CRAN     1.0-21   CRAN  [1]     direct
sfd                    0.1.0   CRAN      0.1.0   CRAN  [1]   indirect
sfheaders              0.4.4   CRAN      0.4.4   CRAN  [1]   indirect
shape                1.4.6.1   CRAN    1.4.6.1   CRAN  [1]   indirect
signal                 1.8-1   CRAN      1.8-1   CRAN  [1]     direct
slider                 0.3.2   CRAN      0.3.2   CRAN  [1]   indirect
sp                     2.2-0   CRAN      2.2-0   CRAN  [1]   indirect
sparsevctrs            0.3.4   CRAN      0.3.4   CRAN  [1]   indirect
spatial               7.3-18   CRAN       <NA>   <NA>  [2]       <NA>
splines                 <NA>   <NA>       <NA>   <NA>  [2]   indirect
stats                   <NA>   <NA>       <NA>   <NA>  [2]   indirect
stats4                  <NA>   <NA>       <NA>   <NA>  [2]   indirect
stringi                1.8.7   CRAN      1.8.7   CRAN  [1]   indirect
stringr                1.5.2   CRAN      1.5.2   CRAN  [1]     direct
survival               3.8-3   CRAN      3.8-3   CRAN  [2]   indirect
sys                    3.4.3   CRAN      3.4.3   CRAN  [1]   indirect
systemfonts            1.3.1   CRAN      1.3.1   CRAN  [1]   indirect
tailor                 0.1.0   CRAN      0.1.0   CRAN  [1]   indirect
terra                 1.8-70   CRAN     1.8-70   CRAN  [1]     direct
textshaping            1.0.4   CRAN      1.0.4   CRAN  [1]   indirect
tibble                 3.3.0   CRAN      3.3.0   CRAN  [1]   indirect
tidymodels             1.4.1   CRAN      1.4.1   CRAN  [1]     direct
tidyr                  1.3.1   CRAN      1.3.1   CRAN  [1]     direct
tidyselect             1.2.1   CRAN      1.2.1   CRAN  [1]   indirect
tidyterra              0.7.2   CRAN      0.7.2   CRAN  [1]     direct
tidyverse              2.0.0   CRAN      2.0.0   CRAN  [1]     direct
timeDate            4051.111   CRAN   4041.110   CRAN  [1]   indirect
timechange             0.3.0   CRAN      0.3.0   CRAN  [1]   indirect
tinytex                 0.57   CRAN       0.57   CRAN  [1]   indirect
tools                   <NA>   <NA>       <NA>   <NA>  [2]   indirect
triebeard              0.4.1   CRAN      0.4.1   CRAN  [1]   indirect
tune                   2.0.1   CRAN      2.0.0   CRAN  [1]     direct
tzdb                   0.5.0   CRAN      0.5.0   CRAN  [1]   indirect
units                  1.0-0   CRAN      1.0-0   CRAN  [1]   indirect
urltools             1.7.3.1   CRAN    1.7.3.1   CRAN  [1]   indirect
utf8                   1.2.6   CRAN      1.2.6   CRAN  [1]   indirect
utils                   <NA>   <NA>       <NA>   <NA>  [2]   indirect
uuid                   1.2-1   CRAN      1.2-1   CRAN  [1]   indirect
vctrs                  0.6.5   CRAN      0.6.5   CRAN  [1]   indirect
viridisLite            0.4.2   CRAN      0.4.2   CRAN  [1]   indirect
vroom                  1.6.6   CRAN      1.6.6   CRAN  [1]     direct
warp                   0.2.1   CRAN      0.2.1   CRAN  [1]   indirect
withr                  3.0.2   CRAN      3.0.2   CRAN  [1]   indirect
wk                     0.9.4   CRAN      0.9.4   CRAN  [1]   indirect
workflows              1.3.0   CRAN      1.3.0   CRAN  [1]     direct
workflowsets           1.1.1   CRAN      1.1.1   CRAN  [1]   indirect
xfun                    0.54   RSPM       0.53   CRAN  [1]   indirect
xgboost             1.7.11.1   CRAN   1.7.11.1   CRAN  [1]     direct
xml2                   1.4.1   CRAN      1.4.0   CRAN  [1]   indirect
yaml                  2.3.10   CRAN     2.3.10   CRAN  [1]   indirect
yardstick              1.3.2   CRAN      1.3.2   CRAN  [1]   indirect

[1]: /Users/faber/GitHub/geco-bern/handfull_of_pixels/renv/library/R-4.5/aarch64-apple-darwin20      
[2]: /Users/faber/Library/Caches/org.R-project.R/R/renv/sandbox/R-4.5/aarch64-apple-darwin20/4cd76b74

# ABI ================================
* No ABI conflicts were detected in the set of installed packages.

# User Profile =======================
[no user profile detected]

# Settings ===========================
List of 11
 $ bioconductor.version     : chr(0) 
 $ external.libraries       : chr(0) 
 $ ignored.packages         : chr(0) 
 $ package.dependency.fields: chr [1:3] "Imports" "Depends" "LinkingTo"
 $ r.version                : chr(0) 
 $ snapshot.type            : chr "implicit"
 $ use.cache                : logi TRUE
 $ vcs.ignore.cellar        : logi TRUE
 $ vcs.ignore.library       : logi TRUE
 $ vcs.ignore.local         : logi TRUE
 $ vcs.manage.ignores       : logi TRUE

# Options ============================
List of 9
 $ defaultPackages                     : chr [1:6] "datasets" "utils" "grDevices" "graphics" ...
 $ download.file.method                : NULL
 $ download.file.extra                 : NULL
 $ install.packages.compile.from.source: chr "interactive"
 $ pkgType                             : chr "both"
 $ repos                               : Named chr "https://cloud.r-project.org"
  ..- attr(*, "names")= chr "CRAN"
 $ renv.consent                        : logi TRUE
 $ renv.project.path                   : chr "/Users/faber/GitHub/geco-bern/handfull_of_pixels"
 $ renv.verbose                        : logi TRUE

# Environment Variables ==============
HOME                        = /Users/faber
LANG                        = en_US.UTF-8
MAKE                        = make
R_LIBS                      = <NA>
R_LIBS_SITE                 = /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/site-library
R_LIBS_USER                 = /Users/faber/GitHub/geco-bern/handfull_of_pixels/renv/library/R-4.5/aarch64-apple-darwin20:/Users/faber/Library/Caches/org.R-project.R/R/renv/sandbox/R-4.5/aarch64-apple-darwin20/4cd76b74
RENV_DEFAULT_R_ENVIRON      = <NA>
RENV_DEFAULT_R_ENVIRON_USER = <NA>
RENV_DEFAULT_R_LIBS         = <NA>
RENV_DEFAULT_R_LIBS_SITE    = /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/site-library
RENV_DEFAULT_R_LIBS_USER    = /Users/faber/Library/R/arm64/4.5/library
RENV_DEFAULT_R_PROFILE      = <NA>
RENV_DEFAULT_R_PROFILE_USER = <NA>
RENV_PROJECT                = /Users/faber/GitHub/geco-bern/handfull_of_pixels

# PATH ===============================
- /usr/local/bin
- /usr/local/bin
- /usr/local/opt/openssl/bin
- /usr/local/bin
- /System/Cryptexes/App/usr/bin
- /usr/bin
- /bin
- /usr/sbin
- /sbin
- /var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/local/bin
- /var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/bin
- /var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/appleinternal/bin
- /opt/homebrew/bin
- /usr/local/opt/openssl/bin
- /usr/local/anaconda3/condabin
- /Users/faber/.juliaup/bin
- /opt/homebrew/sbin
- /Applications/quarto/bin
- /Library/TeX/texbin
- /usr/texbin
- /Applications/RStudio.app/Contents/Resources/app/quarto/bin
- /Applications/RStudio.app/Contents/Resources/app/bin/postback

# Cache ==============================
There are a total of 214 packages installed in the renv cache.
Cache path: "~/Library/Caches/org.R-project.R/R/renv/cache/v5/R-4.5/aarch64-apple-darwin20"