Mapping - target variable

workflowr

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Last updated: 2021-07-20

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 74e72ca

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 74e72ca. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
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    Ignored:    .Rproj.user/

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---

1 Scope

Map 3d fields of the predicted target variable (either tco2, cstar or cstar_tref) based on fitted MLRs and climatological fields of predictor variables. In contrast to the direct Cant calculation based on coefficient differences, we apply here the fitted coefficients directly. Cant could also be estimates as the differences between the target variable fields mapped here.

2 Required data

2.1 Predictor fields

Currently, we use following cmorized climatology predictor fields in 2007:

predictors <-
  read_csv(paste(path_version_data,
                 "predictors_M2007.csv",
                 sep = ""))

2.2 MLR models

lm_best_target <-
  read_csv(paste(path_version_data,
                 "lm_best_target.csv",
                 sep = ""))

3 Join MLR + climatologies

# remove predictor variable from model
lm_best_target <- lm_best_target %>%
  mutate(model = str_remove(model, paste(params_local$MLR_target, "~ ")))

# join predictors and MLR
target <- full_join(predictors, lm_best_target)

rm(predictors, lm_best_target)

4 Map target variable

4.1 Apply MLRs to predictor

target <- b_target_model(target)

target <- target %>%
  select(lon,
         lat,
         depth,
         era,
         eras,
         basin,
         basin_AIP,
         gamma,
         params_local$MLR_target)

4.2 Average model target variable

target_average <- m_target_model_average(target)
target_average <- m_cut_gamma(target_average, "gamma")

rm(target)

4.3 Zonal mean sections

For each basin and era combination, the zonal mean of the target variable is calculated. Likewise, sd is calculated for the averaging of the mean basin fields.

target_average_zonal <- m_target_zonal_mean(target_average)
target_average_zonal <- m_cut_gamma(target_average_zonal, "gamma_mean")

5 Write csv

target_average %>%
  write_csv(paste(path_version_data,
                  "target_3d.csv",
                  sep = ""))

target_average_zonal %>%
  write_csv(paste(path_version_data,
                  "target_zonal.csv",
                  sep = ""))

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

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

other attached packages:
 [1] ggforce_0.3.3   metR_0.9.0      scico_1.2.0     patchwork_1.1.1
 [5] collapse_1.5.0  forcats_0.5.0   stringr_1.4.0   dplyr_1.0.5    
 [9] purrr_0.3.4     readr_1.4.0     tidyr_1.1.2     tibble_3.0.4   
[13] ggplot2_3.3.3   tidyverse_1.3.0 workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] httr_1.4.2               jsonlite_1.7.2           here_1.0.1              
 [4] modelr_0.1.8             assertthat_0.2.1         blob_1.2.1              
 [7] cellranger_1.1.0         yaml_2.2.1               pillar_1.4.7            
[10] backports_1.1.10         lattice_0.20-41          glue_1.4.2              
[13] RcppEigen_0.3.3.9.1      digest_0.6.27            promises_1.1.1          
[16] polyclip_1.10-0          checkmate_2.0.0          rvest_0.3.6             
[19] colorspace_2.0-0         htmltools_0.5.0          httpuv_1.5.4            
[22] Matrix_1.2-18            pkgconfig_2.0.3          broom_0.7.5             
[25] haven_2.3.1              scales_1.1.1             tweenr_1.0.2            
[28] whisker_0.4              later_1.1.0.1            git2r_0.27.1            
[31] generics_0.1.0           farver_2.0.3             ellipsis_0.3.1          
[34] withr_2.3.0              cli_2.2.0                magrittr_2.0.1          
[37] crayon_1.3.4             readxl_1.3.1             evaluate_0.14           
[40] fs_1.5.0                 fansi_0.4.1              MASS_7.3-53             
[43] xml2_1.3.2               RcppArmadillo_0.10.1.2.2 tools_4.0.3             
[46] data.table_1.13.6        hms_0.5.3                lifecycle_1.0.0         
[49] munsell_0.5.0            reprex_0.3.0             compiler_4.0.3          
[52] rlang_0.4.10             grid_4.0.3               rstudioapi_0.13         
[55] rmarkdown_2.5            gtable_0.3.0             DBI_1.1.0               
[58] R6_2.5.0                 lubridate_1.7.9          knitr_1.30              
[61] rprojroot_2.0.2          stringi_1.5.3            parallel_4.0.3          
[64] Rcpp_1.0.5               vctrs_0.3.6              dbplyr_1.4.4            
[67] tidyselect_1.1.0         xfun_0.20