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Testing the effect of learning conditions and individual motor/cognitive differences on knapping skill acquisition (code, data, figure, and manuscript)

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PaST-pilot

Pargeter, J., Liu, C., Beney Kilgore, M., Majoe, A., & Stout, D. (2022). Testing the effect of learning conditions and individual motor/cognitive differences on knapping skill acquisition. Journal of Archaeological Method and Theory.

Getting Started

Dependencies

The code has been successfully executed on JP's MAC and replicated on CL's PC with the following R settings.

  • JP's R setting
R version 4.0.3 (2020-10-10)
Platform: x86_64-apple-darwin17.0 (64-bit)
Running under: macOS Big Sur 10.16
Matrix products: default
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 utils     datasets  methods   base
other attached packages:
 [1] ggggeffects_0.0.1 permuco_1.1.0     caret_6.0-88      rcompanion_2.4.1  sjPlot_2.8.8      ggeffects_1.1.1   report_0.3.5      glmulti_1.0.8
 [9] leaps_3.1         rJava_1.0-4       Hmisc_4.5-0       Formula_1.2-4     survival_3.2-7    lattice_0.20-41   psych_2.0.12      factoextra_1.0.7
[17] stringr_1.4.0     DescTools_0.99.41 dplyr_1.0.6       plyr_1.8.6        tidyr_1.1.3       reshape2_1.4.4    ggplot2_3.3.5     car_3.0-10
[25] carData_3.0-4
loaded via a namespace (and not attached):
  [1] readxl_1.3.1         backports_1.2.1      splines_4.0.3        TH.data_1.0-10       digest_0.6.27        foreach_1.5.1        htmltools_0.5.1.1
  [8] fansi_0.5.0          magrittr_2.0.1       checkmate_2.0.0      cluster_2.1.0        openxlsx_4.2.3       recipes_0.1.16       gower_0.2.2
 [15] modelr_0.1.8         matrixStats_0.57.0   sandwich_3.0-1       jpeg_0.1-8.1         colorspace_2.0-2     ggrepel_0.9.1        haven_2.3.1
 [22] xfun_0.23            crayon_1.4.1         libcoin_1.0-8        Exact_2.1            lme4_1.1-27          zoo_1.8-9            iterators_1.0.13
 [29] glue_1.4.2           gtable_0.3.0         ipred_0.9-11         emmeans_1.6.1        sjstats_0.18.1       sjmisc_2.8.7         abind_1.4-5
 [36] scales_1.1.1         mvtnorm_1.1-2        DBI_1.1.1            Rcpp_1.0.6           xtable_1.8-4         performance_0.7.2    htmlTable_2.2.1
 [43] tmvnsim_1.0-2        foreign_0.8-80       proxy_0.4-25         lava_1.6.9           prodlim_2019.11.13   stats4_4.0.3         htmlwidgets_1.5.3
 [50] RColorBrewer_1.1-2   ellipsis_0.3.2       modeltools_0.2-23    farver_2.1.0         pkgconfig_2.0.3      nnet_7.3-14          multcompView_0.1-8
 [57] utf8_1.2.2           labeling_0.4.2       tidyselect_1.1.1     rlang_0.4.11         effectsize_0.4.5     munsell_0.5.0        cellranger_1.1.0
 [64] tools_4.0.3          fortunes_1.5-4       generics_0.1.0       sjlabelled_1.1.8     broom_0.7.6          ModelMetrics_1.2.2.2 knitr_1.33
 [71] zip_2.1.1            purrr_0.3.4          coin_1.4-1           rootSolve_1.8.2.1    nlme_3.1-149         compiler_4.0.3       rstudioapi_0.13
 [78] curl_4.3.1           png_0.1-7            e1071_1.7-6          tibble_3.1.3         stringi_1.6.2        parameters_0.14.0.1  forcats_0.5.1
 [85] Matrix_1.2-18        nloptr_1.2.2.2       permute_0.9-5        vctrs_0.3.8          pillar_1.6.2         lifecycle_1.0.0      lmtest_0.9-38
 [92] estimability_1.3     data.table_1.14.0    insight_0.14.2       lmom_2.8             R6_2.5.0             latticeExtra_0.6-29  gridExtra_2.3
 [99] rio_0.5.16           gld_2.6.2            codetools_0.2-16     boot_1.3-25          MASS_7.3-53          assertthat_0.2.1     withr_2.4.2
[106] nortest_1.0-4        mnormt_2.0.2         multcomp_1.4-17      bayestestR_0.10.5    expm_0.999-6         parallel_4.0.3       hms_1.0.0
[113] timeDate_3043.102    grid_4.0.3           rpart_4.1-15         coda_0.19-4          class_7.3-17         minqa_1.2.4          pROC_1.17.0.1
[120] lubridate_1.7.10     base64enc_0.1-3 
  • CL's R setting
R version 4.1.1 (2021-08-10)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 19043)

Matrix products: default

locale:
[1] LC_COLLATE=English_United States.1252 
[2] LC_CTYPE=English_United States.1252   
[3] LC_MONETARY=English_United States.1252
[4] LC_NUMERIC=C                          
[5] LC_TIME=English_United States.1252    

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

other attached packages:
[1] permuco_1.1.0     caret_6.0-88      rcompanion_2.4.1  sjPlot_2.8.9     
[5] ggeffects_1.1.1   report_0.3.5      glmulti_1.0.8     leaps_3.1        
[9] rJava_1.0-4       Hmisc_4.5-0       Formula_1.2-4     survival_3.2-11  
[13] lattice_0.20-44   psych_2.1.6       factoextra_1.0.7  stringr_1.4.0    
[17] DescTools_0.99.42 dplyr_1.0.7       plyr_1.8.6        tidyr_1.1.3      
[21] reshape2_1.4.4    ggplot2_3.3.5     car_3.0-11        carData_3.0-4    

loaded via a namespace (and not attached):
 [1] readxl_1.3.1         backports_1.2.1      systemfonts_1.0.2   
 [4] splines_4.1.1        TH.data_1.0-10       digest_0.6.27       
 [7] foreach_1.5.1        htmltools_0.5.1.1    fansi_0.5.0         
[10] magrittr_2.0.1       checkmate_2.0.0      cluster_2.1.2       
[13] openxlsx_4.2.4       recipes_0.1.16       modelr_0.1.8        
[16] gower_0.2.2          matrixStats_0.60.0   svglite_2.0.0       
[19] sandwich_3.0-1       jpeg_0.1-9           colorspace_2.0-2    
[22] rvest_1.0.1          ggrepel_0.9.1        haven_2.4.3         
[25] xfun_0.25            crayon_1.4.1         libcoin_1.0-8       
[28] Exact_2.1            lme4_1.1-27.1        zoo_1.8-9           
[31] iterators_1.0.13     glue_1.4.2           kableExtra_1.3.4    
[34] gtable_0.3.0         ipred_0.9-11         emmeans_1.6.2-1     
[37] webshot_0.5.2        sjstats_0.18.1       sjmisc_2.8.7        
[40] abind_1.4-5          scales_1.1.1         mvtnorm_1.1-2       
[43] DBI_1.1.1            rstatix_0.7.0        Rcpp_1.0.7          
[46] viridisLite_0.4.0    xtable_1.8-4         performance_0.7.3   
[49] htmlTable_2.2.1      tmvnsim_1.0-2        foreign_0.8-81      
[52] proxy_0.4-26         lava_1.6.9           prodlim_2019.11.13  
[55] stats4_4.1.1         httr_1.4.2           datawizard_0.1.0    
[58] htmlwidgets_1.5.3    RColorBrewer_1.1-2   ellipsis_0.3.2      
[61] modeltools_0.2-23    farver_2.1.0         pkgconfig_2.0.3     
[64] nnet_7.3-16          multcompView_0.1-8   here_1.0.1          
[67] utf8_1.2.2           labeling_0.4.2       tidyselect_1.1.1    
[70] rlang_0.4.11         effectsize_0.4.5     munsell_0.5.0       
[73] cellranger_1.1.0     tools_4.1.1          cli_3.0.1           
[76] generics_0.1.0       sjlabelled_1.1.8     broom_0.7.9         
[79] evaluate_0.14        goftest_1.2-2        yaml_2.2.1          
[82] ModelMetrics_1.2.2.2 knitr_1.33           zip_2.2.0           
[85] purrr_0.3.4          coin_1.4-1           rootSolve_1.8.2.2   
[88] nlme_3.1-152         xml2_1.3.2           compiler_4.1.1      
[91] rstudioapi_0.13      curl_4.3.2           png_0.1-7           
[94] ggsignif_0.6.2       e1071_1.7-8          tibble_3.1.3        
[97] stringi_1.7.3        parameters_0.14.0    forcats_0.5.1       
[100] olsrr_0.5.3          Matrix_1.3-4         nloptr_1.2.2.2      
[103] permute_0.9-5        vctrs_0.3.8          pillar_1.6.2        
[106] lifecycle_1.0.0      lmtest_0.9-38        estimability_1.3    
[109] data.table_1.14.0    insight_0.14.2       lmom_2.8            
[112] R6_2.5.0             latticeExtra_0.6-29  gridExtra_2.3       
[115] rio_0.5.27           gld_2.6.2            codetools_0.2-18    
[118] boot_1.3-28          MASS_7.3-54          assertthat_0.2.1    
[121] rprojroot_2.0.2      withr_2.4.2          nortest_1.0-4       
[124] mnormt_2.0.2         multcomp_1.4-17      mgcv_1.8-36         
[127] bayestestR_0.10.5    expm_0.999-6         parallel_4.1.1      
[130] hms_1.1.0            grid_4.1.1           rpart_4.1-15        
[133] timeDate_3043.102    class_7.3-19         minqa_1.2.4         
[136] rmarkdown_2.10       ggpubr_0.4.0         pROC_1.17.0.1       
[139] lubridate_1.7.10     base64enc_0.1-3     

Help

Please contact [email protected] or [email protected] if you have any questions realted to the code.

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Testing the effect of learning conditions and individual motor/cognitive differences on knapping skill acquisition (code, data, figure, and manuscript)

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