Here, we have documented the motivating examples in our manuscript. They include generative models for simulating, together with brms code, and plots. Use the menu to access the different parts.

Reproducibility

This repository uses the renv package to make it easier to rerun analyses using the same setup and package versions that were used to create them.

Here’s a classical session info.
library(tidyverse)
library(brms)
library(bayesplot)
library(cowplot)
library(renv)
sessionInfo()
## R version 4.0.3 (2020-10-10)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Mojave 10.14.6
## 
## 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] stats     graphics  grDevices datasets  utils     methods   base     
## 
## other attached packages:
##  [1] renv_0.12.0     cowplot_1.1.0   bayesplot_1.7.2 brms_2.13.9    
##  [5] Rcpp_1.0.5      forcats_0.5.0   stringr_1.4.0   dplyr_1.0.2    
##  [9] purrr_0.3.4     readr_1.3.1     tidyr_1.1.2     tibble_3.0.3   
## [13] ggplot2_3.3.2   tidyverse_1.3.0
## 
## loaded via a namespace (and not attached):
##   [1] colorspace_1.4-1     ellipsis_0.3.1       ggridges_0.5.2      
##   [4] rsconnect_0.8.16     markdown_1.1         base64enc_0.1-3     
##   [7] fs_1.5.0             rstudioapi_0.11      rstan_2.21.1        
##  [10] DT_0.15              fansi_0.4.1          mvtnorm_1.1-1       
##  [13] lubridate_1.7.9      xml2_1.3.2           codetools_0.2-16    
##  [16] bridgesampling_1.0-0 knitr_1.30           shinythemes_1.1.2   
##  [19] jsonlite_1.7.1       broom_0.7.0          dbplyr_1.4.4        
##  [22] shiny_1.5.0          compiler_4.0.3       httr_1.4.2          
##  [25] backports_1.1.10     assertthat_0.2.1     Matrix_1.2-18       
##  [28] fastmap_1.0.1        cli_2.0.2            later_1.1.0.1       
##  [31] htmltools_0.5.0      prettyunits_1.1.1    tools_4.0.3         
##  [34] igraph_1.2.5         coda_0.19-3          gtable_0.3.0        
##  [37] glue_1.4.2           reshape2_1.4.4       V8_3.2.0            
##  [40] cellranger_1.1.0     vctrs_0.3.4          nlme_3.1-149        
##  [43] crosstalk_1.1.0.1    xfun_0.17            ps_1.3.4            
##  [46] rvest_0.3.6          mime_0.9             miniUI_0.1.1.1      
##  [49] lifecycle_0.2.0      gtools_3.8.2         zoo_1.8-8           
##  [52] scales_1.1.1         colourpicker_1.1.0   hms_0.5.3           
##  [55] promises_1.1.1       Brobdingnag_1.2-6    parallel_4.0.3      
##  [58] inline_0.3.16        shinystan_2.5.0      yaml_2.2.1          
##  [61] curl_4.3             gridExtra_2.3        StanHeaders_2.21.0-6
##  [64] loo_2.3.1            stringi_1.5.3        dygraphs_1.1.1.6    
##  [67] pkgbuild_1.1.0       rlang_0.4.7          pkgconfig_2.0.3     
##  [70] matrixStats_0.56.0   evaluate_0.14        lattice_0.20-41     
##  [73] rstantools_2.1.1     htmlwidgets_1.5.1    tidyselect_1.1.0    
##  [76] processx_3.4.4       plyr_1.8.6           magrittr_1.5        
##  [79] R6_2.4.1             generics_0.0.2       DBI_1.1.0           
##  [82] pillar_1.4.6         haven_2.3.1          withr_2.3.0         
##  [85] xts_0.12.1           abind_1.4-5          modelr_0.1.8        
##  [88] crayon_1.3.4         rmarkdown_2.5        grid_4.0.3          
##  [91] readxl_1.3.1         blob_1.2.1           callr_3.4.4         
##  [94] threejs_0.3.3        reprex_0.3.0         digest_0.6.25       
##  [97] xtable_1.8-4         httpuv_1.5.4         RcppParallel_5.0.2  
## [100] stats4_4.0.3         munsell_0.5.0        shinyjs_2.0.0
Here’s our renv lockfile.
cat(readLines("renv.lock"), sep = "\n")
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