Last updated: 2021-03-05

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.

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: 2be54f9

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 2be54f9. 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:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Deleted:    a.png
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
html 8c1e978 Donghe-Zhu 2021-03-05 Build site.
html 865f68c Donghe-Zhu 2021-03-05 Build site.
html ee69bc1 Donghe-Zhu 2021-03-05 Build site.
html a79291f Donghe-Zhu 2021-03-05 Build site.
html e8c6f30 Donghe-Zhu 2021-03-04 Build site.
html 59288fe Donghe-Zhu 2021-03-04 Build site.
html 731abc8 Donghe-Zhu 2021-03-04 Build site.
html e2a5a33 Donghe-Zhu 2021-03-04 Build site.
html c7892c1 Donghe-Zhu 2021-03-04 Build site.
html 924430b Donghe-Zhu 2021-03-03 Build site.
html 0d0bca1 Donghe-Zhu 2021-03-03 Build site.
html cb63c16 Donghe-Zhu 2021-03-03 Build site.
html ffda45a Donghe-Zhu 2021-03-03 Build site.
html 691ba81 Donghe-Zhu 2021-03-03 Build site.
html c5e45a2 Donghe-Zhu 2021-03-03 Build site.
html 89c3e58 Donghe-Zhu 2021-03-03 Build site.
html c407a50 Donghe-Zhu 2021-03-03 Build site.
html c911669 Donghe-Zhu 2021-03-03 Build site.
html b71c719 Donghe-Zhu 2021-03-01 Build site.
html 13666ca Donghe-Zhu 2021-03-01 Build site.
html c6e60fe Donghe-Zhu 2021-03-01 Build site.
html 7a388f7 Donghe-Zhu 2021-03-01 Build site.
html 799e913 Donghe-Zhu 2021-03-01 Build site.
html 66ff99f Donghe-Zhu 2021-03-01 Build site.
html ac9bb7a Donghe-Zhu 2021-02-28 Build site.
html efdc047 Donghe-Zhu 2021-02-28 Build site.
html e9a7418 Donghe-Zhu 2021-02-28 Build site.
html e152917 Donghe-Zhu 2021-02-28 Build site.
html feb991c Donghe-Zhu 2021-02-27 Build site.
html 287123c Donghe-Zhu 2021-02-27 Build site.
html 54d5b5b Donghe-Zhu 2021-02-27 Build site.
html 330f064 Donghe-Zhu 2021-02-27 Build site.
html adbc9bc Donghe-Zhu 2021-02-27 Build site.
html 5937141 Donghe-Zhu 2021-02-27 Build site.
html 4414bbf Donghe-Zhu 2021-02-27 Build site.
html a265efb Donghe-Zhu 2021-02-27 Build site.
html 19edd1e Donghe-Zhu 2021-02-27 Build site.
html f20483f Donghe-Zhu 2021-02-26 Build site.
html 6a2c7b3 Donghe-Zhu 2021-02-25 Build site.
html 02b976d Donghe-Zhu 2021-02-24 Build site.
html 354c224 Donghe-Zhu 2021-02-24 Build site.
html 1a0a88a Donghe-Zhu 2021-02-24 Build site.
html 57f701e Donghe-Zhu 2021-02-24 Build site.
html 06f3149 Donghe-Zhu 2021-02-16 Build site.
html 401eab3 Donghe-Zhu 2021-02-15 Build site.
html e3bba84 Donghe-Zhu 2021-02-15 Build site.
html 5dce4b1 Donghe-Zhu 2021-02-15 Build site.
html 4469a0c Donghe-Zhu 2021-02-13 Build site.
html 5ae6a69 Donghe-Zhu 2021-02-10 Build site.
html 05385dc Donghe-Zhu 2021-02-10 Build site.
html f791ae4 Donghe-Zhu 2021-02-09 Build site.
html f71ae34 Donghe-Zhu 2021-02-09 Build site.
html c011832 Donghe-Zhu 2021-02-09 Build site.
html a145fa7 Donghe-Zhu 2021-02-09 Build site.
html c344e42 Donghe-Zhu 2021-02-08 Build site.
html 2f095d7 Donghe-Zhu 2021-02-07 Build site.
html 2305044 Donghe-Zhu 2021-02-07 Build site.
html 1fad5f1 Donghe-Zhu 2021-02-07 Build site.
html ca03c39 Donghe-Zhu 2021-02-07 Build site.
html e2ffc14 Donghe-Zhu 2021-02-05 Build site.
Rmd 55cdfe6 Donghe-Zhu 2021-02-05 local rebuild
html cd7c52c Donghe-Zhu 2021-02-04 Build site.
html bcf84f4 Donghe-Zhu 2021-02-02 Build site.
html a518739 Donghe-Zhu 2021-02-01 Build site.
html 61666de Donghe-Zhu 2021-01-31 Build site.
html 865b582 Donghe-Zhu 2021-01-31 Build site.
html 3e68089 Donghe-Zhu 2021-01-31 Build site.
html ecf335c Donghe-Zhu 2021-01-31 Build site.
html a618965 Donghe-Zhu 2021-01-31 Build site.
html 59e006e Donghe-Zhu 2021-01-31 Build site.
html a1c8f87 Donghe-Zhu 2021-01-31 Build site.
html ae5c18f Donghe-Zhu 2021-01-31 Build site.
html b50fe52 Donghe-Zhu 2021-01-31 Build site.
html ac99ae5 jens-daniel-mueller 2021-01-29 code review
html b5bdcaf Donghe-Zhu 2021-01-29 Build site.
html 442010d Donghe-Zhu 2021-01-29 Build site.
html 372adf5 Donghe-Zhu 2021-01-29 Build site.
html af8788e Donghe-Zhu 2021-01-29 Build site.
html 21c91c9 Donghe-Zhu 2021-01-29 Build site.
html eded038 Donghe-Zhu 2021-01-29 Build site.
html 541d4dd Donghe-Zhu 2021-01-29 Build site.
html 6a75576 Donghe-Zhu 2021-01-28 Build site.
html 16fba40 Donghe-Zhu 2021-01-28 Build site.
html 12bc567 Donghe-Zhu 2021-01-27 Build site.
html ceed31b Donghe-Zhu 2021-01-27 Build site.
html 342402d Donghe-Zhu 2021-01-27 Build site.
html 5bad5c2 Donghe-Zhu 2021-01-27 Build site.
html 61efb56 Donghe-Zhu 2021-01-25 Build site.
html 48f638e Donghe-Zhu 2021-01-25 Build site.
html c1cec47 Donghe-Zhu 2021-01-25 Build site.
html 05ffb0c Donghe-Zhu 2021-01-25 Build site.
html 8b97165 Donghe-Zhu 2021-01-25 Build site.
html c569946 Donghe-Zhu 2021-01-24 Build site.
html a2f0d56 Donghe-Zhu 2021-01-23 Build site.
html 28509fc Donghe-Zhu 2021-01-23 Build site.
html 4c28e4a Donghe-Zhu 2021-01-22 Build site.
html 24cc264 jens-daniel-mueller 2021-01-22 cleaned /docs before creating copies
html 88eb28f Donghe-Zhu 2021-01-21 Build site.
html 2679490 Donghe-Zhu 2021-01-21 Build site.
html 7891955 Donghe-Zhu 2021-01-21 Build site.
html d4cf1cb Donghe-Zhu 2021-01-21 Build site.
html 1f3e5b6 jens-daniel-mueller 2021-01-20 Build site.
html 0e7bdf1 jens-daniel-mueller 2021-01-15 cleaning template repository
html 73cbef3 jens-daniel-mueller 2021-01-15 Build site.
html 4571843 jens-daniel-mueller 2021-01-14 revision and html deleted for template copying
html 23151cd jens-daniel-mueller 2021-01-14 Build site.
html b3564aa jens-daniel-mueller 2021-01-14 Build site.
html 8d032c3 jens-daniel-mueller 2021-01-14 Build site.
html 022871c Donghe-Zhu 2021-01-13 Build site.
Rmd d44f36f Donghe-Zhu 2021-01-13 reorder analysis final
html 17dee1d jens-daniel-mueller 2021-01-13 Build site.
html a076226 Donghe-Zhu 2021-01-11 Build site.
Rmd 52eff18 Donghe-Zhu 2021-01-09 Implemet model_run and subsetting
html 7cdea0c jens-daniel-mueller 2021-01-06 Build site.
html fa85b93 jens-daniel-mueller 2021-01-06 Build site.
html e5cb81a Donghe-Zhu 2021-01-05 Build site.
html a499f10 Donghe-Zhu 2021-01-05 Build site.
Rmd 715bdb4 Donghe-Zhu 2021-01-02 model modification
html fb8a752 Donghe-Zhu 2020-12-23 Build site.
Rmd 82e3c9c Donghe-Zhu 2020-12-23 first build after creating model template
html 8fae0b2 Donghe-Zhu 2020-12-21 Build site.
html c8b76b3 jens-daniel-mueller 2020-12-19 Build site.
Rmd b5fedce jens-daniel-mueller 2020-12-19 first build after creating model template
Rmd 8e8abf5 Jens Müller 2020-12-18 Initial commit

1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic cmorized model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

  • pairs of seven potential predictor variables and
  • C* and seven potential predictor variables

were investigated based on:

  • property-property plots and
  • calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Version Author Date
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

Version Author Date
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version Author Date
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
pair basin gamma_slab mean_r min_r max_r
aou + phosphate Atlantic (-Inf,26] 0.9258443 0.9145388 0.9377956
aou + phosphate Atlantic (26,26.5] 0.8976175 0.8923019 0.9013403
aou + phosphate Atlantic (26.5,26.75] 0.9518435 0.9483806 0.9543411
aou + phosphate Atlantic (26.75,27] 0.9641771 0.9605810 0.9663368
aou + phosphate Atlantic (27,27.25] 0.9232785 0.9211369 0.9246839
aou + phosphate Atlantic (27.25,27.5] 0.7843905 0.7728788 0.7941271
aou + phosphate Atlantic (27.5,27.75] 0.5297423 0.5125694 0.5497214
aou + phosphate Atlantic (27.75,27.85] 0.3322424 0.3040592 0.3646367
aou + phosphate Atlantic (27.85,27.95] 0.5340406 0.4327796 0.6418639
aou + phosphate Atlantic (27.95,28.05] 0.3623724 0.2973788 0.4041694
aou + phosphate Atlantic (28.05,28.1] 0.6040366 0.5657198 0.6552057
aou + phosphate Atlantic (28.1,28.15] 0.8841024 0.8598042 0.9093648
aou + phosphate Atlantic (28.15,28.2] 0.9430936 0.9397447 0.9495258
aou + phosphate Atlantic (28.2, Inf] 0.9277082 0.9263062 0.9285853
aou + phosphate Indo-Pacific (-Inf,26] 0.9676542 0.9670305 0.9685302
aou + phosphate Indo-Pacific (26,26.5] 0.9602284 0.9590835 0.9615415
aou + phosphate Indo-Pacific (26.5,26.75] 0.9733799 0.9727976 0.9738210
aou + phosphate Indo-Pacific (26.75,27] 0.9752983 0.9744456 0.9762754
aou + phosphate Indo-Pacific (27,27.25] 0.9853908 0.9850195 0.9855852
aou + phosphate Indo-Pacific (27.25,27.5] 0.9862143 0.9855648 0.9866095
aou + phosphate Indo-Pacific (27.5,27.75] 0.9889516 0.9888988 0.9889876
aou + phosphate Indo-Pacific (27.75,27.85] 0.9945413 0.9943528 0.9946399
aou + phosphate Indo-Pacific (27.85,27.95] 0.9950546 0.9947906 0.9955307
aou + phosphate Indo-Pacific (27.95,28.05] 0.9909280 0.9906928 0.9913333
aou + phosphate Indo-Pacific (28.05,28.1] 0.9925272 0.9918445 0.9930599
aou + phosphate Indo-Pacific (28.1, Inf] 0.9915940 0.9907817 0.9923535
aou + phosphate_star Atlantic (-Inf,26] 0.2371350 0.1773169 0.2822293
aou + phosphate_star Atlantic (26,26.5] 0.4085143 0.3739364 0.4409341
aou + phosphate_star Atlantic (26.5,26.75] 0.1664508 0.1297563 0.1990617
aou + phosphate_star Atlantic (26.75,27] -0.1189632 -0.1324455 -0.1012611
aou + phosphate_star Atlantic (27,27.25] -0.0424460 -0.0696779 -0.0166542
aou + phosphate_star Atlantic (27.25,27.5] -0.1443710 -0.1652679 -0.1279037
aou + phosphate_star Atlantic (27.5,27.75] -0.3215425 -0.3447855 -0.3014228
aou + phosphate_star Atlantic (27.75,27.85] -0.3393933 -0.3762285 -0.2792479
aou + phosphate_star Atlantic (27.85,27.95] 0.1694351 0.0246244 0.3284824
aou + phosphate_star Atlantic (27.95,28.05] -0.0260735 -0.0994208 0.0195755
aou + phosphate_star Atlantic (28.05,28.1] 0.3161462 0.2539865 0.3881855
aou + phosphate_star Atlantic (28.1,28.15] 0.7478364 0.7025034 0.7936524
aou + phosphate_star Atlantic (28.15,28.2] 0.8496650 0.8430001 0.8613788
aou + phosphate_star Atlantic (28.2, Inf] 0.8208822 0.8172523 0.8257788
aou + phosphate_star Indo-Pacific (-Inf,26] 0.5951193 0.5875310 0.6035955
aou + phosphate_star Indo-Pacific (26,26.5] 0.4244352 0.4209592 0.4296565
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4823027 0.4643600 0.4937869
aou + phosphate_star Indo-Pacific (26.75,27] 0.6158918 0.6031291 0.6338326
aou + phosphate_star Indo-Pacific (27,27.25] 0.6951626 0.6806725 0.7120876
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.3451646 0.2833872 0.3989142
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.2920460 -0.3470591 -0.2434783
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5746378 -0.5836868 -0.5573694
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.3724079 -0.3938370 -0.3522534
aou + phosphate_star Indo-Pacific (27.95,28.05] -0.3795971 -0.4090024 -0.3512158
aou + phosphate_star Indo-Pacific (28.05,28.1] -0.2709860 -0.3522246 -0.2098694
aou + phosphate_star Indo-Pacific (28.1, Inf] 0.1501097 0.1358150 0.1602845
aou + silicate Atlantic (-Inf,26] 0.1068293 0.0364329 0.1856052
aou + silicate Atlantic (26,26.5] 0.2766743 0.2402128 0.3024468
aou + silicate Atlantic (26.5,26.75] 0.6181012 0.5931660 0.6422019
aou + silicate Atlantic (26.75,27] 0.7996681 0.7940141 0.8103001
aou + silicate Atlantic (27,27.25] 0.7389053 0.7358695 0.7442758
aou + silicate Atlantic (27.25,27.5] 0.5325255 0.5256000 0.5460647
aou + silicate Atlantic (27.5,27.75] 0.2176428 0.2062112 0.2247835
aou + silicate Atlantic (27.75,27.85] -0.0501331 -0.0799877 -0.0257134
aou + silicate Atlantic (27.85,27.95] 0.2759439 0.1549713 0.4057111
aou + silicate Atlantic (27.95,28.05] 0.3094688 0.2465865 0.3502460
aou + silicate Atlantic (28.05,28.1] 0.6325761 0.6057525 0.6734265
aou + silicate Atlantic (28.1,28.15] 0.9137647 0.8972208 0.9313956
aou + silicate Atlantic (28.15,28.2] 0.9446387 0.9411159 0.9476109
aou + silicate Atlantic (28.2, Inf] 0.7337543 0.7167609 0.7521245
aou + silicate Indo-Pacific (-Inf,26] 0.8374201 0.8339467 0.8400774
aou + silicate Indo-Pacific (26,26.5] 0.7713602 0.7707356 0.7723737
aou + silicate Indo-Pacific (26.5,26.75] 0.7842646 0.7805646 0.7892034
aou + silicate Indo-Pacific (26.75,27] 0.8744312 0.8709404 0.8777089
aou + silicate Indo-Pacific (27,27.25] 0.9403334 0.9392422 0.9410064
aou + silicate Indo-Pacific (27.25,27.5] 0.9545676 0.9541536 0.9552728
aou + silicate Indo-Pacific (27.5,27.75] 0.9651423 0.9643931 0.9656973
aou + silicate Indo-Pacific (27.75,27.85] 0.9829640 0.9824985 0.9832373
aou + silicate Indo-Pacific (27.85,27.95] 0.9821700 0.9816893 0.9826522
aou + silicate Indo-Pacific (27.95,28.05] 0.9875303 0.9868837 0.9879667
aou + silicate Indo-Pacific (28.05,28.1] 0.9907655 0.9899160 0.9914571
aou + silicate Indo-Pacific (28.1, Inf] 0.8242684 0.8238638 0.8246705
oxygen + aou Atlantic (-Inf,26] -0.9472969 -0.9551407 -0.9397655
oxygen + aou Atlantic (26,26.5] -0.9537454 -0.9589931 -0.9495085
oxygen + aou Atlantic (26.5,26.75] -0.9930275 -0.9931900 -0.9928457
oxygen + aou Atlantic (26.75,27] -0.9959377 -0.9961147 -0.9957555
oxygen + aou Atlantic (27,27.25] -0.9935445 -0.9941738 -0.9925377
oxygen + aou Atlantic (27.25,27.5] -0.9858336 -0.9864315 -0.9853909
oxygen + aou Atlantic (27.5,27.75] -0.9840368 -0.9845611 -0.9836019
oxygen + aou Atlantic (27.75,27.85] -0.9756534 -0.9792181 -0.9709683
oxygen + aou Atlantic (27.85,27.95] -0.8928487 -0.9060761 -0.8748568
oxygen + aou Atlantic (27.95,28.05] -0.9030492 -0.9078181 -0.8990912
oxygen + aou Atlantic (28.05,28.1] -0.8582894 -0.8751158 -0.8478258
oxygen + aou Atlantic (28.1,28.15] -0.8963283 -0.9060452 -0.8896510
oxygen + aou Atlantic (28.15,28.2] -0.9259684 -0.9289666 -0.9226767
oxygen + aou Atlantic (28.2, Inf] -0.9077768 -0.9088945 -0.9055512
oxygen + aou Indo-Pacific (-Inf,26] -0.9680102 -0.9684897 -0.9674450
oxygen + aou Indo-Pacific (26,26.5] -0.9817870 -0.9827854 -0.9809863
oxygen + aou Indo-Pacific (26.5,26.75] -0.9843714 -0.9849312 -0.9838386
oxygen + aou Indo-Pacific (26.75,27] -0.9797126 -0.9805042 -0.9784783
oxygen + aou Indo-Pacific (27,27.25] -0.9924004 -0.9925738 -0.9922940
oxygen + aou Indo-Pacific (27.25,27.5] -0.9965107 -0.9965537 -0.9964772
oxygen + aou Indo-Pacific (27.5,27.75] -0.9972334 -0.9972485 -0.9972250
oxygen + aou Indo-Pacific (27.75,27.85] -0.9983813 -0.9984812 -0.9982475
oxygen + aou Indo-Pacific (27.85,27.95] -0.9982889 -0.9983325 -0.9982216
oxygen + aou Indo-Pacific (27.95,28.05] -0.9984359 -0.9985209 -0.9983744
oxygen + aou Indo-Pacific (28.05,28.1] -0.9988243 -0.9988950 -0.9987406
oxygen + aou Indo-Pacific (28.1, Inf] -0.9987273 -0.9987645 -0.9986830
oxygen + phosphate Atlantic (-Inf,26] -0.8555360 -0.8700876 -0.8438115
oxygen + phosphate Atlantic (26,26.5] -0.7639530 -0.7814016 -0.7442693
oxygen + phosphate Atlantic (26.5,26.75] -0.9177334 -0.9205865 -0.9136338
oxygen + phosphate Atlantic (26.75,27] -0.9436394 -0.9466314 -0.9380190
oxygen + phosphate Atlantic (27,27.25] -0.8854841 -0.8901607 -0.8797212
oxygen + phosphate Atlantic (27.25,27.5] -0.6907857 -0.7078464 -0.6712008
oxygen + phosphate Atlantic (27.5,27.75] -0.4580887 -0.4705967 -0.4506516
oxygen + phosphate Atlantic (27.75,27.85] -0.1368210 -0.1492557 -0.1129798
oxygen + phosphate Atlantic (27.85,27.95] -0.1187444 -0.2071238 -0.0288551
oxygen + phosphate Atlantic (27.95,28.05] 0.0521074 0.0179895 0.1110283
oxygen + phosphate Atlantic (28.05,28.1] -0.1258019 -0.1696485 -0.0969238
oxygen + phosphate Atlantic (28.1,28.15] -0.5965012 -0.6570575 -0.5435265
oxygen + phosphate Atlantic (28.15,28.2] -0.7570069 -0.7735797 -0.7417696
oxygen + phosphate Atlantic (28.2, Inf] -0.7236781 -0.7322787 -0.7179856
oxygen + phosphate Indo-Pacific (-Inf,26] -0.9003125 -0.9021418 -0.8978125
oxygen + phosphate Indo-Pacific (26,26.5] -0.8987966 -0.9031036 -0.8958157
oxygen + phosphate Indo-Pacific (26.5,26.75] -0.9272810 -0.9282428 -0.9254731
oxygen + phosphate Indo-Pacific (26.75,27] -0.9302652 -0.9337235 -0.9252506
oxygen + phosphate Indo-Pacific (27,27.25] -0.9638570 -0.9649458 -0.9630620
oxygen + phosphate Indo-Pacific (27.25,27.5] -0.9718981 -0.9723437 -0.9714609
oxygen + phosphate Indo-Pacific (27.5,27.75] -0.9768313 -0.9770418 -0.9765912
oxygen + phosphate Indo-Pacific (27.75,27.85] -0.9882976 -0.9888994 -0.9874745
oxygen + phosphate Indo-Pacific (27.85,27.95] -0.9890539 -0.9897752 -0.9884717
oxygen + phosphate Indo-Pacific (27.95,28.05] -0.9840948 -0.9845849 -0.9836420
oxygen + phosphate Indo-Pacific (28.05,28.1] -0.9874341 -0.9879753 -0.9869486
oxygen + phosphate Indo-Pacific (28.1, Inf] -0.9873020 -0.9884556 -0.9860665
oxygen + phosphate_star Atlantic (-Inf,26] -0.0159982 -0.0597215 0.0143036
oxygen + phosphate_star Atlantic (26,26.5] -0.1575775 -0.1915047 -0.1384071
oxygen + phosphate_star Atlantic (26.5,26.75] -0.0651512 -0.0982390 -0.0284527
oxygen + phosphate_star Atlantic (26.75,27] 0.1919867 0.1744752 0.2077068
oxygen + phosphate_star Atlantic (27,27.25] 0.1359944 0.1177384 0.1566642
oxygen + phosphate_star Atlantic (27.25,27.5] 0.2853393 0.2691256 0.3126889
oxygen + phosphate_star Atlantic (27.5,27.75] 0.4092030 0.3982331 0.4212633
oxygen + phosphate_star Atlantic (27.75,27.85] 0.5232104 0.4874192 0.5428203
oxygen + phosphate_star Atlantic (27.85,27.95] 0.2740606 0.1561542 0.3868421
oxygen + phosphate_star Atlantic (27.95,28.05] 0.4371790 0.4056282 0.4933905
oxygen + phosphate_star Atlantic (28.05,28.1] 0.2020717 0.1474778 0.2337731
oxygen + phosphate_star Atlantic (28.1,28.15] -0.3866061 -0.4701502 -0.3107351
oxygen + phosphate_star Atlantic (28.15,28.2] -0.5963637 -0.6192831 -0.5764884
oxygen + phosphate_star Atlantic (28.2, Inf] -0.5407233 -0.5557540 -0.5307432
oxygen + phosphate_star Indo-Pacific (-Inf,26] -0.4062833 -0.4163142 -0.3950222
oxygen + phosphate_star Indo-Pacific (26,26.5] -0.2576676 -0.2683041 -0.2520254
oxygen + phosphate_star Indo-Pacific (26.5,26.75] -0.3350633 -0.3464432 -0.3143788
oxygen + phosphate_star Indo-Pacific (26.75,27] -0.4719812 -0.4954583 -0.4587106
oxygen + phosphate_star Indo-Pacific (27,27.25] -0.6143848 -0.6342725 -0.5985162
oxygen + phosphate_star Indo-Pacific (27.25,27.5] -0.2738781 -0.3279192 -0.2119241
oxygen + phosphate_star Indo-Pacific (27.5,27.75] 0.3576331 0.3096677 0.4118150
oxygen + phosphate_star Indo-Pacific (27.75,27.85] 0.6160882 0.5986425 0.6264832
oxygen + phosphate_star Indo-Pacific (27.85,27.95] 0.4204223 0.4004975 0.4424627
oxygen + phosphate_star Indo-Pacific (27.95,28.05] 0.4229595 0.3959535 0.4506079
oxygen + phosphate_star Indo-Pacific (28.05,28.1] 0.3089657 0.2501784 0.3869316
oxygen + phosphate_star Indo-Pacific (28.1, Inf] -0.1155759 -0.1259079 -0.1023311
oxygen + silicate Atlantic (-Inf,26] 0.0432036 -0.0434008 0.1442769
oxygen + silicate Atlantic (26,26.5] -0.3405443 -0.3672731 -0.3005812
oxygen + silicate Atlantic (26.5,26.75] -0.6271248 -0.6482110 -0.6072872
oxygen + silicate Atlantic (26.75,27] -0.7732402 -0.7863642 -0.7654246
oxygen + silicate Atlantic (27,27.25] -0.6858102 -0.6916196 -0.6782933
oxygen + silicate Atlantic (27.25,27.5] -0.4295745 -0.4514808 -0.4143065
oxygen + silicate Atlantic (27.5,27.75] -0.1412624 -0.1458815 -0.1382191
oxygen + silicate Atlantic (27.75,27.85] 0.2390748 0.2178937 0.2634104
oxygen + silicate Atlantic (27.85,27.95] 0.1554284 0.0605281 0.2528172
oxygen + silicate Atlantic (27.95,28.05] 0.1147128 0.0820923 0.1699590
oxygen + silicate Atlantic (28.05,28.1] -0.1603402 -0.1927470 -0.1295304
oxygen + silicate Atlantic (28.1,28.15] -0.6561081 -0.7049887 -0.6140513
oxygen + silicate Atlantic (28.15,28.2] -0.8522877 -0.8655058 -0.8405604
oxygen + silicate Atlantic (28.2, Inf] -0.6905069 -0.7102134 -0.6788029
oxygen + silicate Indo-Pacific (-Inf,26] -0.7310270 -0.7345746 -0.7242266
oxygen + silicate Indo-Pacific (26,26.5] -0.6693185 -0.6731416 -0.6672071
oxygen + silicate Indo-Pacific (26.5,26.75] -0.6894675 -0.6942420 -0.6837027
oxygen + silicate Indo-Pacific (26.75,27] -0.7885146 -0.7950721 -0.7800993
oxygen + silicate Indo-Pacific (27,27.25] -0.9012067 -0.9020735 -0.9005951
oxygen + silicate Indo-Pacific (27.25,27.5] -0.9309232 -0.9315320 -0.9304128
oxygen + silicate Indo-Pacific (27.5,27.75] -0.9477045 -0.9483215 -0.9469203
oxygen + silicate Indo-Pacific (27.75,27.85] -0.9752282 -0.9761217 -0.9741561
oxygen + silicate Indo-Pacific (27.85,27.95] -0.9750464 -0.9759039 -0.9740303
oxygen + silicate Indo-Pacific (27.95,28.05] -0.9822016 -0.9828225 -0.9811183
oxygen + silicate Indo-Pacific (28.05,28.1] -0.9875915 -0.9883035 -0.9867930
oxygen + silicate Indo-Pacific (28.1, Inf] -0.8194650 -0.8203397 -0.8179539
phosphate + phosphate_star Atlantic (-Inf,26] 0.5303529 0.4804012 0.5860756
phosphate + phosphate_star Atlantic (26,26.5] 0.7569850 0.7261739 0.7774512
phosphate + phosphate_star Atlantic (26.5,26.75] 0.4559870 0.4323689 0.4826767
phosphate + phosphate_star Atlantic (26.75,27] 0.1434305 0.1338887 0.1522105
phosphate + phosphate_star Atlantic (27,27.25] 0.3397297 0.3105640 0.3686057
phosphate + phosphate_star Atlantic (27.25,27.5] 0.4956302 0.4851988 0.5074641
phosphate + phosphate_star Atlantic (27.5,27.75] 0.6235786 0.6197809 0.6289976
phosphate + phosphate_star Atlantic (27.75,27.85] 0.7721570 0.7501105 0.7906373
phosphate + phosphate_star Atlantic (27.85,27.95] 0.9214218 0.9105996 0.9339702
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9207570 0.9192104 0.9218733
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9460251 0.9403910 0.9497091
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9706860 0.9667319 0.9742451
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9759369 0.9755686 0.9766249
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9718490 0.9709979 0.9731182
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.7634750 0.7592186 0.7678483
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.6551199 0.6530221 0.6563537
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6633962 0.6505557 0.6707528
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.7624326 0.7521981 0.7735868
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.8023582 0.7921312 0.8149407
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.4922983 0.4376881 0.5411191
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.1497306 -0.2061579 -0.0999830
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.4888020 -0.5000106 -0.4707374
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.2820300 -0.3015833 -0.2657056
phosphate + phosphate_star Indo-Pacific (27.95,28.05] -0.2553269 -0.2846537 -0.2240643
phosphate + phosphate_star Indo-Pacific (28.05,28.1] -0.1551305 -0.2333891 -0.0936779
phosphate + phosphate_star Indo-Pacific (28.1, Inf] 0.2717623 0.2518650 0.2820173
sal + aou Atlantic (-Inf,26] -0.3954769 -0.4422819 -0.3653613
sal + aou Atlantic (26,26.5] -0.3807203 -0.4301488 -0.3492244
sal + aou Atlantic (26.5,26.75] 0.2653558 0.2446454 0.2907258
sal + aou Atlantic (26.75,27] 0.4582672 0.4461428 0.4724062
sal + aou Atlantic (27,27.25] 0.3706608 0.3382596 0.4092778
sal + aou Atlantic (27.25,27.5] 0.3873373 0.3825692 0.3961306
sal + aou Atlantic (27.5,27.75] 0.6730500 0.6618790 0.6895658
sal + aou Atlantic (27.75,27.85] 0.6571147 0.5960155 0.6912220
sal + aou Atlantic (27.85,27.95] 0.2095582 0.0755069 0.3425664
sal + aou Atlantic (27.95,28.05] 0.0390131 -0.0135670 0.0994952
sal + aou Atlantic (28.05,28.1] -0.3146866 -0.3799902 -0.2588251
sal + aou Atlantic (28.1,28.15] -0.7388478 -0.7823808 -0.6949033
sal + aou Atlantic (28.15,28.2] -0.8025215 -0.8053872 -0.7968380
sal + aou Atlantic (28.2, Inf] -0.6729560 -0.6821564 -0.6591232
sal + aou Indo-Pacific (-Inf,26] -0.2353120 -0.2433284 -0.2312231
sal + aou Indo-Pacific (26,26.5] -0.1595948 -0.1643986 -0.1558981
sal + aou Indo-Pacific (26.5,26.75] -0.1945342 -0.2005169 -0.1853888
sal + aou Indo-Pacific (26.75,27] -0.4120482 -0.4197599 -0.3967160
sal + aou Indo-Pacific (27,27.25] -0.5975921 -0.6145578 -0.5840517
sal + aou Indo-Pacific (27.25,27.5] -0.2706828 -0.3254158 -0.2134858
sal + aou Indo-Pacific (27.5,27.75] 0.4928113 0.4514882 0.5442114
sal + aou Indo-Pacific (27.75,27.85] 0.7629426 0.7575338 0.7696906
sal + aou Indo-Pacific (27.85,27.95] 0.7603339 0.7549339 0.7653473
sal + aou Indo-Pacific (27.95,28.05] 0.8410362 0.8298925 0.8515109
sal + aou Indo-Pacific (28.05,28.1] 0.8463618 0.8326430 0.8552142
sal + aou Indo-Pacific (28.1, Inf] 0.3271754 0.3122432 0.3374250
sal + oxygen Atlantic (-Inf,26] 0.1808321 0.1064001 0.2450412
sal + oxygen Atlantic (26,26.5] 0.0962526 0.0621440 0.1464560
sal + oxygen Atlantic (26.5,26.75] -0.3746372 -0.4001481 -0.3545446
sal + oxygen Atlantic (26.75,27] -0.5340423 -0.5476051 -0.5237759
sal + oxygen Atlantic (27,27.25] -0.4694204 -0.5014983 -0.4456914
sal + oxygen Atlantic (27.25,27.5] -0.5313702 -0.5362636 -0.5283161
sal + oxygen Atlantic (27.5,27.75] -0.7867618 -0.7985020 -0.7791758
sal + oxygen Atlantic (27.75,27.85] -0.8020683 -0.8203507 -0.7666170
sal + oxygen Atlantic (27.85,27.95] -0.6152490 -0.7002881 -0.5402934
sal + oxygen Atlantic (27.95,28.05] -0.4568908 -0.5008810 -0.4187147
sal + oxygen Atlantic (28.05,28.1] -0.2112278 -0.2362471 -0.1635587
sal + oxygen Atlantic (28.1,28.15] 0.3698318 0.2956656 0.4506301
sal + oxygen Atlantic (28.15,28.2] 0.5269929 0.5195970 0.5381364
sal + oxygen Atlantic (28.2, Inf] 0.3344276 0.3084009 0.3504342
sal + oxygen Indo-Pacific (-Inf,26] 0.0219036 0.0163987 0.0294991
sal + oxygen Indo-Pacific (26,26.5] -0.0227960 -0.0279877 -0.0191493
sal + oxygen Indo-Pacific (26.5,26.75] 0.0229392 0.0131908 0.0322946
sal + oxygen Indo-Pacific (26.75,27] 0.2267433 0.2143304 0.2369734
sal + oxygen Indo-Pacific (27,27.25] 0.4979754 0.4846551 0.5155446
sal + oxygen Indo-Pacific (27.25,27.5] 0.1955909 0.1370288 0.2513699
sal + oxygen Indo-Pacific (27.5,27.75] -0.5462776 -0.5950922 -0.5072656
sal + oxygen Indo-Pacific (27.75,27.85] -0.7958169 -0.8017827 -0.7922211
sal + oxygen Indo-Pacific (27.85,27.95] -0.7920738 -0.7961920 -0.7879737
sal + oxygen Indo-Pacific (27.95,28.05] -0.8653074 -0.8742245 -0.8555559
sal + oxygen Indo-Pacific (28.05,28.1] -0.8690841 -0.8766482 -0.8571835
sal + oxygen Indo-Pacific (28.1, Inf] -0.3442836 -0.3546458 -0.3291732
sal + phosphate Atlantic (-Inf,26] -0.2711011 -0.3667554 -0.2214405
sal + phosphate Atlantic (26,26.5] -0.6331028 -0.6622759 -0.5969985
sal + phosphate Atlantic (26.5,26.75] 0.0194401 0.0019464 0.0410819
sal + phosphate Atlantic (26.75,27] 0.2806174 0.2753541 0.2886877
sal + phosphate Atlantic (27,27.25] 0.0705837 0.0301074 0.1216067
sal + phosphate Atlantic (27.25,27.5] -0.1668388 -0.2069645 -0.1296978
sal + phosphate Atlantic (27.5,27.75] 0.1005875 0.0766965 0.1431040
sal + phosphate Atlantic (27.75,27.85] -0.4147975 -0.4615248 -0.3754110
sal + phosphate Atlantic (27.85,27.95] -0.6494354 -0.6712580 -0.6276612
sal + phosphate Atlantic (27.95,28.05] -0.8487555 -0.8601016 -0.8314941
sal + phosphate Atlantic (28.05,28.1] -0.9225985 -0.9268673 -0.9178064
sal + phosphate Atlantic (28.1,28.15] -0.9558097 -0.9609303 -0.9505062
sal + phosphate Atlantic (28.15,28.2] -0.9321184 -0.9420472 -0.9236970
sal + phosphate Atlantic (28.2, Inf] -0.7786672 -0.7867329 -0.7744749
sal + phosphate Indo-Pacific (-Inf,26] -0.3512327 -0.3557979 -0.3462497
sal + phosphate Indo-Pacific (26,26.5] -0.3737399 -0.3826067 -0.3655666
sal + phosphate Indo-Pacific (26.5,26.75] -0.3653081 -0.3711260 -0.3613873
sal + phosphate Indo-Pacific (26.75,27] -0.5172817 -0.5332657 -0.5015476
sal + phosphate Indo-Pacific (27,27.25] -0.6797192 -0.6888600 -0.6720251
sal + phosphate Indo-Pacific (27.25,27.5] -0.3744249 -0.4288745 -0.3158867
sal + phosphate Indo-Pacific (27.5,27.75] 0.3935476 0.3524997 0.4452387
sal + phosphate Indo-Pacific (27.75,27.85] 0.7084105 0.6980176 0.7208984
sal + phosphate Indo-Pacific (27.85,27.95] 0.7163423 0.7083756 0.7231330
sal + phosphate Indo-Pacific (27.95,28.05] 0.7948180 0.7820365 0.8055978
sal + phosphate Indo-Pacific (28.05,28.1] 0.8039198 0.7889220 0.8133386
sal + phosphate Indo-Pacific (28.1, Inf] 0.3458131 0.3315183 0.3554573
sal + phosphate_star Atlantic (-Inf,26] -0.2235572 -0.3027183 -0.1166975
sal + phosphate_star Atlantic (26,26.5] -0.8720535 -0.8888172 -0.8591647
sal + phosphate_star Atlantic (26.5,26.75] -0.7909685 -0.8038187 -0.7825750
sal + phosphate_star Atlantic (26.75,27] -0.7648005 -0.7863426 -0.7506594
sal + phosphate_star Atlantic (27,27.25] -0.7999230 -0.8087039 -0.7826138
sal + phosphate_star Atlantic (27.25,27.5] -0.8591047 -0.8862084 -0.8404105
sal + phosphate_star Atlantic (27.5,27.75] -0.5889508 -0.6117562 -0.5565787
sal + phosphate_star Atlantic (27.75,27.85] -0.8717474 -0.8822592 -0.8663494
sal + phosphate_star Atlantic (27.85,27.95] -0.8700497 -0.8886215 -0.8464537
sal + phosphate_star Atlantic (27.95,28.05] -0.9427720 -0.9492494 -0.9325850
sal + phosphate_star Atlantic (28.05,28.1] -0.9798190 -0.9821852 -0.9785200
sal + phosphate_star Atlantic (28.1,28.15] -0.9879465 -0.9902502 -0.9862187
sal + phosphate_star Atlantic (28.15,28.2] -0.9693376 -0.9765239 -0.9609766
sal + phosphate_star Atlantic (28.2, Inf] -0.8349605 -0.8404703 -0.8273290
sal + phosphate_star Indo-Pacific (-Inf,26] -0.7048855 -0.7093415 -0.6993047
sal + phosphate_star Indo-Pacific (26,26.5] -0.8631407 -0.8723219 -0.8574359
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8735285 -0.8842543 -0.8641781
sal + phosphate_star Indo-Pacific (26.75,27] -0.8432259 -0.8579631 -0.8350468
sal + phosphate_star Indo-Pacific (27,27.25] -0.8975604 -0.9011455 -0.8907745
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.8078580 -0.8230334 -0.7820636
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.8077191 -0.8208941 -0.7958373
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.8932647 -0.9126632 -0.8785222
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.7452637 -0.7663089 -0.7335730
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.6554982 -0.6684480 -0.6421964
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.5951981 -0.6362054 -0.5656040
sal + phosphate_star Indo-Pacific (28.1, Inf] 0.0764608 0.0684994 0.0805049
sal + silicate Atlantic (-Inf,26] -0.7674657 -0.7801676 -0.7519958
sal + silicate Atlantic (26,26.5] 0.1509198 0.1190386 0.1762024
sal + silicate Atlantic (26.5,26.75] 0.3051096 0.2764172 0.3515178
sal + silicate Atlantic (26.75,27] 0.1816434 0.1673646 0.2044764
sal + silicate Atlantic (27,27.25] -0.1055682 -0.1451001 -0.0575001
sal + silicate Atlantic (27.25,27.5] -0.3451031 -0.3823259 -0.3055694
sal + silicate Atlantic (27.5,27.75] -0.1387137 -0.1724806 -0.0952923
sal + silicate Atlantic (27.75,27.85] -0.6928926 -0.7305180 -0.6576508
sal + silicate Atlantic (27.85,27.95] -0.8094938 -0.8309036 -0.7723139
sal + silicate Atlantic (27.95,28.05] -0.8964864 -0.9040032 -0.8839898
sal + silicate Atlantic (28.05,28.1] -0.9160871 -0.9230994 -0.9068784
sal + silicate Atlantic (28.1,28.15] -0.9253126 -0.9341953 -0.9169442
sal + silicate Atlantic (28.15,28.2] -0.7594279 -0.7780706 -0.7467099
sal + silicate Atlantic (28.2, Inf] -0.2747197 -0.2873019 -0.2584516
sal + silicate Indo-Pacific (-Inf,26] -0.5422217 -0.5473789 -0.5335664
sal + silicate Indo-Pacific (26,26.5] -0.5835333 -0.5920834 -0.5770982
sal + silicate Indo-Pacific (26.5,26.75] -0.6113464 -0.6159919 -0.6072362
sal + silicate Indo-Pacific (26.75,27] -0.6637158 -0.6753934 -0.6548737
sal + silicate Indo-Pacific (27,27.25] -0.7559627 -0.7644430 -0.7471437
sal + silicate Indo-Pacific (27.25,27.5] -0.4765762 -0.5254074 -0.4204689
sal + silicate Indo-Pacific (27.5,27.75] 0.3266064 0.2828669 0.3816435
sal + silicate Indo-Pacific (27.75,27.85] 0.6826289 0.6702908 0.6985109
sal + silicate Indo-Pacific (27.85,27.95] 0.7072910 0.6952297 0.7168525
sal + silicate Indo-Pacific (27.95,28.05] 0.8062848 0.7915347 0.8186569
sal + silicate Indo-Pacific (28.05,28.1] 0.8219728 0.8081274 0.8299900
sal + silicate Indo-Pacific (28.1, Inf] 0.6692920 0.6529064 0.6816427
sal + temp Atlantic (-Inf,26] 0.6602833 0.6235546 0.7174248
sal + temp Atlantic (26,26.5] 0.9579109 0.9543090 0.9605834
sal + temp Atlantic (26.5,26.75] 0.9678435 0.9655875 0.9715268
sal + temp Atlantic (26.75,27] 0.9706206 0.9689669 0.9717815
sal + temp Atlantic (27,27.25] 0.9634747 0.9631262 0.9638038
sal + temp Atlantic (27.25,27.5] 0.9719858 0.9707505 0.9739551
sal + temp Atlantic (27.5,27.75] 0.9677423 0.9668418 0.9690139
sal + temp Atlantic (27.75,27.85] 0.9867170 0.9864409 0.9870097
sal + temp Atlantic (27.85,27.95] 0.9797903 0.9744081 0.9828635
sal + temp Atlantic (27.95,28.05] 0.9757772 0.9752775 0.9760728
sal + temp Atlantic (28.05,28.1] 0.9863962 0.9851841 0.9873131
sal + temp Atlantic (28.1,28.15] 0.9833529 0.9828307 0.9836934
sal + temp Atlantic (28.15,28.2] 0.9788135 0.9778979 0.9798992
sal + temp Atlantic (28.2, Inf] 0.9370402 0.9344478 0.9420177
sal + temp Indo-Pacific (-Inf,26] 0.8198307 0.8171329 0.8250234
sal + temp Indo-Pacific (26,26.5] 0.9531478 0.9509653 0.9546749
sal + temp Indo-Pacific (26.5,26.75] 0.9803016 0.9798084 0.9807069
sal + temp Indo-Pacific (26.75,27] 0.9790478 0.9780406 0.9799011
sal + temp Indo-Pacific (27,27.25] 0.9747889 0.9739315 0.9758218
sal + temp Indo-Pacific (27.25,27.5] 0.9219382 0.9203319 0.9233164
sal + temp Indo-Pacific (27.5,27.75] 0.8731510 0.8711042 0.8764706
sal + temp Indo-Pacific (27.75,27.85] 0.9707677 0.9683933 0.9730119
sal + temp Indo-Pacific (27.85,27.95] 0.9400985 0.9381197 0.9438168
sal + temp Indo-Pacific (27.95,28.05] 0.9453119 0.9438740 0.9461336
sal + temp Indo-Pacific (28.05,28.1] 0.9754182 0.9740998 0.9771960
sal + temp Indo-Pacific (28.1, Inf] 0.4325837 0.4153504 0.4447132
silicate + phosphate Atlantic (-Inf,26] -0.1331598 -0.2393000 0.0061056
silicate + phosphate Atlantic (26,26.5] 0.0405245 0.0025708 0.0793459
silicate + phosphate Atlantic (26.5,26.75] 0.5668735 0.5188630 0.6075956
silicate + phosphate Atlantic (26.75,27] 0.8451864 0.8401574 0.8491304
silicate + phosphate Atlantic (27,27.25] 0.9022276 0.8968750 0.9051932
silicate + phosphate Atlantic (27.25,27.5] 0.8977677 0.8939693 0.9000716
silicate + phosphate Atlantic (27.5,27.75] 0.8969701 0.8951219 0.8997922
silicate + phosphate Atlantic (27.75,27.85] 0.8777482 0.8761672 0.8789535
silicate + phosphate Atlantic (27.85,27.95] 0.9330287 0.9280969 0.9395083
silicate + phosphate Atlantic (27.95,28.05] 0.9741128 0.9729657 0.9750430
silicate + phosphate Atlantic (28.05,28.1] 0.9861005 0.9850040 0.9871105
silicate + phosphate Atlantic (28.1,28.15] 0.9882264 0.9879689 0.9886304
silicate + phosphate Atlantic (28.15,28.2] 0.9367754 0.9353037 0.9385953
silicate + phosphate Atlantic (28.2, Inf] 0.7960980 0.7870170 0.8023833
silicate + phosphate Indo-Pacific (-Inf,26] 0.8855244 0.8829120 0.8872096
silicate + phosphate Indo-Pacific (26,26.5] 0.8771302 0.8751912 0.8782337
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8650553 0.8630519 0.8665845
silicate + phosphate Indo-Pacific (26.75,27] 0.9204551 0.9199875 0.9212967
silicate + phosphate Indo-Pacific (27,27.25] 0.9574916 0.9563250 0.9582892
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9718759 0.9714920 0.9725200
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9806452 0.9801821 0.9810813
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9882002 0.9873941 0.9886340
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9874997 0.9870639 0.9878588
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9937146 0.9933629 0.9941821
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9942889 0.9941395 0.9945007
silicate + phosphate Indo-Pacific (28.1, Inf] 0.8637259 0.8618486 0.8653344
silicate + phosphate_star Atlantic (-Inf,26] -0.1908434 -0.2861979 -0.0590447
silicate + phosphate_star Atlantic (26,26.5] -0.2840452 -0.3268307 -0.2350458
silicate + phosphate_star Atlantic (26.5,26.75] 0.0200292 -0.0711765 0.0723174
silicate + phosphate_star Atlantic (26.75,27] 0.1935542 0.1740191 0.2111644
silicate + phosphate_star Atlantic (27,27.25] 0.5353889 0.5097779 0.5643976
silicate + phosphate_star Atlantic (27.25,27.5] 0.6739896 0.6664176 0.6890461
silicate + phosphate_star Atlantic (27.5,27.75] 0.7965325 0.7874883 0.8078992
silicate + phosphate_star Atlantic (27.75,27.85] 0.9078413 0.8897729 0.9222550
silicate + phosphate_star Atlantic (27.85,27.95] 0.9642862 0.9607276 0.9706619
silicate + phosphate_star Atlantic (27.95,28.05] 0.9219369 0.9188988 0.9235924
silicate + phosphate_star Atlantic (28.05,28.1] 0.9209098 0.9104826 0.9273196
silicate + phosphate_star Atlantic (28.1,28.15] 0.9392648 0.9317428 0.9458218
silicate + phosphate_star Atlantic (28.15,28.2] 0.8664274 0.8652833 0.8684731
silicate + phosphate_star Atlantic (28.2, Inf] 0.7345969 0.7312008 0.7395438
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7743444 0.7715045 0.7778084
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7798311 0.7793423 0.7801902
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7990814 0.7978810 0.8009295
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8212798 0.8136946 0.8280509
silicate + phosphate_star Indo-Pacific (27,27.25] 0.8167567 0.8004342 0.8329089
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.5288112 0.4747768 0.5750061
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.0996115 -0.1594677 -0.0455684
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4749127 -0.4853642 -0.4547556
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.2679117 -0.2825547 -0.2550534
silicate + phosphate_star Indo-Pacific (27.95,28.05] -0.2770962 -0.3063445 -0.2442445
silicate + phosphate_star Indo-Pacific (28.05,28.1] -0.1904978 -0.2639396 -0.1313883
silicate + phosphate_star Indo-Pacific (28.1, Inf] 0.4364958 0.4186530 0.4477623
temp + aou Atlantic (-Inf,26] -0.6696405 -0.6950869 -0.6483187
temp + aou Atlantic (26,26.5] -0.4284598 -0.4623101 -0.4060878
temp + aou Atlantic (26.5,26.75] 0.1483430 0.1211757 0.1732981
temp + aou Atlantic (26.75,27] 0.3933139 0.3770829 0.4133339
temp + aou Atlantic (27,27.25] 0.3428783 0.3117948 0.3813161
temp + aou Atlantic (27.25,27.5] 0.4169262 0.4072313 0.4281407
temp + aou Atlantic (27.5,27.75] 0.6668008 0.6580184 0.6798347
temp + aou Atlantic (27.75,27.85] 0.6709155 0.6161014 0.7039113
temp + aou Atlantic (27.85,27.95] 0.2195201 0.0832725 0.3425500
temp + aou Atlantic (27.95,28.05] 0.1596352 0.1137440 0.2236490
temp + aou Atlantic (28.05,28.1] -0.2235966 -0.2903847 -0.1586470
temp + aou Atlantic (28.1,28.15] -0.6562065 -0.7042175 -0.6079602
temp + aou Atlantic (28.15,28.2] -0.7492876 -0.7566215 -0.7401476
temp + aou Atlantic (28.2, Inf] -0.7384994 -0.7444418 -0.7305130
temp + aou Indo-Pacific (-Inf,26] -0.3833513 -0.3848430 -0.3821153
temp + aou Indo-Pacific (26,26.5] -0.2061334 -0.2117801 -0.2026547
temp + aou Indo-Pacific (26.5,26.75] -0.1749544 -0.1819648 -0.1635772
temp + aou Indo-Pacific (26.75,27] -0.3587919 -0.3690613 -0.3449435
temp + aou Indo-Pacific (27,27.25] -0.5589736 -0.5735068 -0.5496268
temp + aou Indo-Pacific (27.25,27.5] -0.2426248 -0.2890212 -0.1935446
temp + aou Indo-Pacific (27.5,27.75] 0.4114496 0.3757387 0.4556570
temp + aou Indo-Pacific (27.75,27.85] 0.7608159 0.7536426 0.7653391
temp + aou Indo-Pacific (27.85,27.95] 0.7382113 0.7353699 0.7401641
temp + aou Indo-Pacific (27.95,28.05] 0.7949980 0.7841629 0.8049619
temp + aou Indo-Pacific (28.05,28.1] 0.8303116 0.8152479 0.8440020
temp + aou Indo-Pacific (28.1, Inf] 0.7910771 0.7831499 0.7985856
temp + oxygen Atlantic (-Inf,26] 0.3983476 0.3713492 0.4286096
temp + oxygen Atlantic (26,26.5] 0.1377775 0.1111526 0.1714341
temp + oxygen Atlantic (26.5,26.75] -0.2637781 -0.2895755 -0.2371173
temp + oxygen Atlantic (26.75,27] -0.4743140 -0.4935291 -0.4603642
temp + oxygen Atlantic (27,27.25] -0.4468836 -0.4786460 -0.4249008
temp + oxygen Atlantic (27.25,27.5] -0.5631895 -0.5703848 -0.5551377
temp + oxygen Atlantic (27.5,27.75] -0.7884704 -0.7973917 -0.7815534
temp + oxygen Atlantic (27.75,27.85] -0.8169296 -0.8332283 -0.7865021
temp + oxygen Atlantic (27.85,27.95] -0.6333913 -0.7077608 -0.5554138
temp + oxygen Atlantic (27.95,28.05] -0.5677911 -0.6117184 -0.5371303
temp + oxygen Atlantic (28.05,28.1] -0.3072754 -0.3389355 -0.2612061
temp + oxygen Atlantic (28.1,28.15] 0.2544288 0.1783329 0.3376224
temp + oxygen Atlantic (28.15,28.2] 0.4438535 0.4321812 0.4608816
temp + oxygen Atlantic (28.2, Inf] 0.3876629 0.3718625 0.3982494
temp + oxygen Indo-Pacific (-Inf,26] 0.1402449 0.1377748 0.1421515
temp + oxygen Indo-Pacific (26,26.5] 0.0168802 0.0105027 0.0278999
temp + oxygen Indo-Pacific (26.5,26.75] -0.0007864 -0.0125596 0.0095373
temp + oxygen Indo-Pacific (26.75,27] 0.1651175 0.1543872 0.1780757
temp + oxygen Indo-Pacific (27,27.25] 0.4530512 0.4442638 0.4679244
temp + oxygen Indo-Pacific (27.25,27.5] 0.1609547 0.1106686 0.2080747
temp + oxygen Indo-Pacific (27.5,27.75] -0.4779462 -0.5205793 -0.4436264
temp + oxygen Indo-Pacific (27.75,27.85] -0.7964384 -0.8003179 -0.7886809
temp + oxygen Indo-Pacific (27.85,27.95] -0.7763608 -0.7779321 -0.7744278
temp + oxygen Indo-Pacific (27.95,28.05] -0.8276564 -0.8360221 -0.8182470
temp + oxygen Indo-Pacific (28.05,28.1] -0.8563425 -0.8682732 -0.8432724
temp + oxygen Indo-Pacific (28.1, Inf] -0.8208391 -0.8274281 -0.8139396
temp + phosphate Atlantic (-Inf,26] -0.6824279 -0.7402595 -0.6500240
temp + phosphate Atlantic (26,26.5] -0.6535360 -0.6718506 -0.6265006
temp + phosphate Atlantic (26.5,26.75] -0.0877983 -0.1121633 -0.0651050
temp + phosphate Atlantic (26.75,27] 0.2070479 0.2025359 0.2111587
temp + phosphate Atlantic (27,27.25] 0.0502449 0.0112747 0.1018934
temp + phosphate Atlantic (27.25,27.5] -0.1194140 -0.1586050 -0.0773303
temp + phosphate Atlantic (27.5,27.75] 0.0856271 0.0681601 0.1159319
temp + phosphate Atlantic (27.75,27.85] -0.4079129 -0.4461342 -0.3724071
temp + phosphate Atlantic (27.85,27.95] -0.6605542 -0.6749037 -0.6495033
temp + phosphate Atlantic (27.95,28.05] -0.8134380 -0.8179640 -0.8052188
temp + phosphate Atlantic (28.05,28.1] -0.8823714 -0.8879147 -0.8732245
temp + phosphate Atlantic (28.1,28.15] -0.9141076 -0.9199967 -0.9073307
temp + phosphate Atlantic (28.15,28.2] -0.9106423 -0.9206287 -0.9010349
temp + phosphate Atlantic (28.2, Inf] -0.8768735 -0.8825113 -0.8705059
temp + phosphate Indo-Pacific (-Inf,26] -0.5008156 -0.5036289 -0.4991120
temp + phosphate Indo-Pacific (26,26.5] -0.4261310 -0.4270579 -0.4245735
temp + phosphate Indo-Pacific (26.5,26.75] -0.3479265 -0.3559150 -0.3433906
temp + phosphate Indo-Pacific (26.75,27] -0.4722477 -0.4850697 -0.4577601
temp + phosphate Indo-Pacific (27,27.25] -0.6513410 -0.6574557 -0.6478024
temp + phosphate Indo-Pacific (27.25,27.5] -0.3685508 -0.4153112 -0.3186375
temp + phosphate Indo-Pacific (27.5,27.75] 0.2913902 0.2564941 0.3358035
temp + phosphate Indo-Pacific (27.75,27.85] 0.7037065 0.6946205 0.7133676
temp + phosphate Indo-Pacific (27.85,27.95] 0.6850403 0.6797983 0.6880871
temp + phosphate Indo-Pacific (27.95,28.05] 0.7310395 0.7182804 0.7409553
temp + phosphate Indo-Pacific (28.05,28.1] 0.7794325 0.7629991 0.7942390
temp + phosphate Indo-Pacific (28.1, Inf] 0.7459791 0.7328314 0.7584974
temp + phosphate_star Atlantic (-Inf,26] -0.6651991 -0.7185409 -0.6156451
temp + phosphate_star Atlantic (26,26.5] -0.8611010 -0.8746947 -0.8502523
temp + phosphate_star Atlantic (26.5,26.75] -0.8120870 -0.8241558 -0.8023554
temp + phosphate_star Atlantic (26.75,27] -0.8044350 -0.8236008 -0.7929149
temp + phosphate_star Atlantic (27,27.25] -0.7976423 -0.8081191 -0.7776704
temp + phosphate_star Atlantic (27.25,27.5] -0.8344376 -0.8647195 -0.8113538
temp + phosphate_star Atlantic (27.5,27.75] -0.6057426 -0.6222880 -0.5832081
temp + phosphate_star Atlantic (27.75,27.85] -0.8752186 -0.8809815 -0.8712356
temp + phosphate_star Atlantic (27.85,27.95] -0.8878063 -0.8989700 -0.8801710
temp + phosphate_star Atlantic (27.95,28.05] -0.9543652 -0.9575417 -0.9487408
temp + phosphate_star Atlantic (28.05,28.1] -0.9715288 -0.9721715 -0.9702767
temp + phosphate_star Atlantic (28.1,28.15] -0.9746227 -0.9761289 -0.9730837
temp + phosphate_star Atlantic (28.15,28.2] -0.9707051 -0.9781627 -0.9624463
temp + phosphate_star Atlantic (28.2, Inf] -0.9364741 -0.9408549 -0.9280003
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8433051 -0.8470014 -0.8409046
temp + phosphate_star Indo-Pacific (26,26.5] -0.9102663 -0.9153055 -0.9065025
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8772242 -0.8857089 -0.8667229
temp + phosphate_star Indo-Pacific (26.75,27] -0.8436876 -0.8578982 -0.8346800
temp + phosphate_star Indo-Pacific (27,27.25] -0.9141077 -0.9202496 -0.9034212
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.9114158 -0.9232546 -0.8933182
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.9373382 -0.9455432 -0.9271037
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.9214548 -0.9319618 -0.9096249
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.8357333 -0.8502734 -0.8274725
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7758395 -0.7870069 -0.7653546
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6631213 -0.6950008 -0.6366274
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.3079635 -0.3199995 -0.2987091
temp + silicate Atlantic (-Inf,26] -0.3570339 -0.3747502 -0.3253640
temp + silicate Atlantic (26,26.5] 0.1078556 0.0927225 0.1289065
temp + silicate Atlantic (26.5,26.75] 0.2034874 0.1716013 0.2540483
temp + silicate Atlantic (26.75,27] 0.0701661 0.0552884 0.0890014
temp + silicate Atlantic (27,27.25] -0.1545117 -0.1900194 -0.1077317
temp + silicate Atlantic (27.25,27.5] -0.2987438 -0.3372043 -0.2526349
temp + silicate Atlantic (27.5,27.75] -0.1655367 -0.1879477 -0.1342996
temp + silicate Atlantic (27.75,27.85] -0.6793325 -0.7120459 -0.6449163
temp + silicate Atlantic (27.85,27.95] -0.8144258 -0.8230221 -0.7978853
temp + silicate Atlantic (27.95,28.05] -0.8581001 -0.8617042 -0.8519493
temp + silicate Atlantic (28.05,28.1] -0.8702221 -0.8787251 -0.8542733
temp + silicate Atlantic (28.1,28.15] -0.8779136 -0.8895125 -0.8660760
temp + silicate Atlantic (28.15,28.2] -0.7496152 -0.7665094 -0.7365649
temp + silicate Atlantic (28.2, Inf] -0.5094236 -0.5223504 -0.4971150
temp + silicate Indo-Pacific (-Inf,26] -0.6042772 -0.6106776 -0.5975781
temp + silicate Indo-Pacific (26,26.5] -0.6100401 -0.6154928 -0.6044062
temp + silicate Indo-Pacific (26.5,26.75] -0.6020640 -0.6045155 -0.5973631
temp + silicate Indo-Pacific (26.75,27] -0.6359508 -0.6453981 -0.6277156
temp + silicate Indo-Pacific (27,27.25] -0.7407890 -0.7469319 -0.7353890
temp + silicate Indo-Pacific (27.25,27.5] -0.4669915 -0.5086695 -0.4188059
temp + silicate Indo-Pacific (27.5,27.75] 0.2135708 0.1753338 0.2603923
temp + silicate Indo-Pacific (27.75,27.85] 0.6760814 0.6647691 0.6871470
temp + silicate Indo-Pacific (27.85,27.95] 0.6600683 0.6523715 0.6644594
temp + silicate Indo-Pacific (27.95,28.05] 0.7441701 0.7286671 0.7558533
temp + silicate Indo-Pacific (28.05,28.1] 0.7997938 0.7850456 0.8126133
temp + silicate Indo-Pacific (28.1, Inf] 0.5852267 0.5655074 0.6016085 
rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Version Author Date
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
predictor basin gamma_slab mean_r min_r max_r
aou Atlantic (-Inf,26] 0.3679991 0.3351745 0.4330489
aou Atlantic (26,26.5] 0.0051107 -0.1412442 0.1374984
aou Atlantic (26.5,26.75] 0.0234156 -0.1331670 0.2296781
aou Atlantic (26.75,27] -0.0665701 -0.2754315 0.1912858
aou Atlantic (27,27.25] -0.3802524 -0.5247852 -0.2135966
aou Atlantic (27.25,27.5] -0.2887570 -0.4143189 -0.1343829
aou Atlantic (27.5,27.75] -0.1495676 -0.2028965 -0.0944664
aou Atlantic (27.75,27.85] -0.0524291 -0.1101520 -0.0164465
aou Atlantic (27.85,27.95] -0.4870706 -0.5670778 -0.4229441
aou Atlantic (27.95,28.05] -0.3269079 -0.4003382 -0.2700676
aou Atlantic (28.05,28.1] -0.5835828 -0.5947999 -0.5675095
aou Atlantic (28.1,28.15] -0.8726146 -0.8840608 -0.8635737
aou Atlantic (28.15,28.2] -0.9229275 -0.9258385 -0.9196098
aou Atlantic (28.2, Inf] -0.8681033 -0.8750164 -0.8599806
aou Indo-Pacific (-Inf,26] -0.0978166 -0.2667576 0.0570850
aou Indo-Pacific (26,26.5] -0.4652609 -0.6059392 -0.2909152
aou Indo-Pacific (26.5,26.75] -0.7546285 -0.8170573 -0.6618035
aou Indo-Pacific (26.75,27] -0.8247346 -0.8758096 -0.7557996
aou Indo-Pacific (27,27.25] -0.8123479 -0.8765579 -0.7289012
aou Indo-Pacific (27.25,27.5] -0.6906440 -0.8402427 -0.4664881
aou Indo-Pacific (27.5,27.75] -0.2924338 -0.7523233 0.3778430
aou Indo-Pacific (27.75,27.85] 0.0175208 -0.5312244 0.7250736
aou Indo-Pacific (27.85,27.95] 0.2181681 -0.2180154 0.6972147
aou Indo-Pacific (27.95,28.05] 0.0868650 -0.2820676 0.5199428
aou Indo-Pacific (28.05,28.1] 0.1975905 -0.1504809 0.5720567
aou Indo-Pacific (28.1, Inf] 0.5205722 0.4298098 0.6089173
oxygen Atlantic (-Inf,26] -0.4641095 -0.5011866 -0.4075859
oxygen Atlantic (26,26.5] 0.0716959 -0.0666288 0.2183271
oxygen Atlantic (26.5,26.75] -0.0188168 -0.2290290 0.1432939
oxygen Atlantic (26.75,27] 0.0613062 -0.2039424 0.2700685
oxygen Atlantic (27,27.25] 0.3519710 0.1832293 0.5019173
oxygen Atlantic (27.25,27.5] 0.2068412 0.0349868 0.3467812
oxygen Atlantic (27.5,27.75] 0.1217976 0.0556424 0.1882350
oxygen Atlantic (27.75,27.85] -0.1242397 -0.1848787 -0.0480552
oxygen Atlantic (27.85,27.95] 0.1058025 0.0684674 0.1529433
oxygen Atlantic (27.95,28.05] -0.0387351 -0.0897919 0.0464582
oxygen Atlantic (28.05,28.1] 0.1202807 0.0899794 0.1621035
oxygen Atlantic (28.1,28.15] 0.5953136 0.5737615 0.6259796
oxygen Atlantic (28.15,28.2] 0.7321647 0.7205404 0.7518069
oxygen Atlantic (28.2, Inf] 0.6432988 0.6321085 0.6557727
oxygen Indo-Pacific (-Inf,26] 0.1983624 0.0569514 0.3538567
oxygen Indo-Pacific (26,26.5] 0.4221631 0.2530183 0.5570358
oxygen Indo-Pacific (26.5,26.75] 0.7233379 0.6372528 0.7832947
oxygen Indo-Pacific (26.75,27] 0.8424350 0.7808498 0.8857617
oxygen Indo-Pacific (27,27.25] 0.8151815 0.7300534 0.8805390
oxygen Indo-Pacific (27.25,27.5] 0.6769293 0.4478674 0.8298297
oxygen Indo-Pacific (27.5,27.75] 0.2787794 -0.3972338 0.7436583
oxygen Indo-Pacific (27.75,27.85] 0.0099969 -0.7030742 0.5604319
oxygen Indo-Pacific (27.85,27.95] -0.1883235 -0.6740723 0.2521020
oxygen Indo-Pacific (27.95,28.05] -0.0469526 -0.4853052 0.3236917
oxygen Indo-Pacific (28.05,28.1] -0.1636481 -0.5440554 0.1879311
oxygen Indo-Pacific (28.1, Inf] -0.5028734 -0.5959724 -0.4074135
phosphate Atlantic (-Inf,26] 0.4501599 0.3824275 0.5359697
phosphate Atlantic (26,26.5] 0.0318605 -0.0752283 0.1109366
phosphate Atlantic (26.5,26.75] -0.1181319 -0.2548414 0.0706933
phosphate Atlantic (26.75,27] -0.2204672 -0.4052229 -0.0001716
phosphate Atlantic (27,27.25] -0.6261832 -0.7296479 -0.5024120
phosphate Atlantic (27.25,27.5] -0.7590914 -0.8182240 -0.6833296
phosphate Atlantic (27.5,27.75] -0.8744151 -0.8970446 -0.8484280
phosphate Atlantic (27.75,27.85] -0.9335949 -0.9421696 -0.9212591
phosphate Atlantic (27.85,27.95] -0.9664849 -0.9742537 -0.9547925
phosphate Atlantic (27.95,28.05] -0.9474377 -0.9504567 -0.9445007
phosphate Atlantic (28.05,28.1] -0.9903483 -0.9923709 -0.9878393
phosphate Atlantic (28.1,28.15] -0.9932999 -0.9952981 -0.9907995
phosphate Atlantic (28.15,28.2] -0.9926067 -0.9961005 -0.9890140
phosphate Atlantic (28.2, Inf] -0.9834167 -0.9856956 -0.9821301
phosphate Indo-Pacific (-Inf,26] -0.1450500 -0.3147629 0.0139320
phosphate Indo-Pacific (26,26.5] -0.5934390 -0.7208681 -0.4326088
phosphate Indo-Pacific (26.5,26.75] -0.8247833 -0.8763991 -0.7441858
phosphate Indo-Pacific (26.75,27] -0.8593153 -0.8982052 -0.8044362
phosphate Indo-Pacific (27,27.25] -0.8496747 -0.9005961 -0.7836822
phosphate Indo-Pacific (27.25,27.5] -0.7441241 -0.8713186 -0.5519642
phosphate Indo-Pacific (27.5,27.75] -0.3225270 -0.7573669 0.3159473
phosphate Indo-Pacific (27.75,27.85] 0.0569710 -0.4797758 0.7388529
phosphate Indo-Pacific (27.85,27.95] 0.2581131 -0.1632050 0.7157492
phosphate Indo-Pacific (27.95,28.05] 0.1526833 -0.1982314 0.5633747
phosphate Indo-Pacific (28.05,28.1] 0.2502186 -0.0741106 0.5991699
phosphate Indo-Pacific (28.1, Inf] 0.5017463 0.4214208 0.5801292
phosphate_star Atlantic (-Inf,26] 0.1123023 0.0678117 0.1954765
phosphate_star Atlantic (26,26.5] 0.1213571 0.0987828 0.1648609
phosphate_star Atlantic (26.5,26.75] -0.3385576 -0.3646340 -0.3087793
phosphate_star Atlantic (26.75,27] -0.4684552 -0.5827713 -0.4017052
phosphate_star Atlantic (27,27.25] -0.6189384 -0.6910563 -0.5344917
phosphate_star Atlantic (27.25,27.5] -0.7568310 -0.8345740 -0.6846816
phosphate_star Atlantic (27.5,27.75] -0.7904746 -0.8326402 -0.7458745
phosphate_star Atlantic (27.75,27.85] -0.8811451 -0.9280074 -0.8322532
phosphate_star Atlantic (27.85,27.95] -0.8936500 -0.9277667 -0.8525161
phosphate_star Atlantic (27.95,28.05] -0.8682267 -0.8972547 -0.8427043
phosphate_star Atlantic (28.05,28.1] -0.9378574 -0.9613994 -0.9109491
phosphate_star Atlantic (28.1,28.15] -0.9633080 -0.9780363 -0.9471000
phosphate_star Atlantic (28.15,28.2] -0.9751770 -0.9843547 -0.9633625
phosphate_star Atlantic (28.2, Inf] -0.9790387 -0.9855388 -0.9706085
phosphate_star Indo-Pacific (-Inf,26] -0.0105462 -0.1379037 0.1141210
phosphate_star Indo-Pacific (26,26.5] -0.5802494 -0.6251420 -0.5257640
phosphate_star Indo-Pacific (26.5,26.75] -0.6295255 -0.6570687 -0.6056487
phosphate_star Indo-Pacific (26.75,27] -0.5797270 -0.6002986 -0.5483395
phosphate_star Indo-Pacific (27,27.25] -0.6910612 -0.7085100 -0.6767214
phosphate_star Indo-Pacific (27.25,27.5] -0.5454959 -0.5764644 -0.5278288
phosphate_star Indo-Pacific (27.5,27.75] -0.1372601 -0.4685563 0.0929067
phosphate_star Indo-Pacific (27.75,27.85] 0.3502875 -0.2202116 0.7289699
phosphate_star Indo-Pacific (27.85,27.95] 0.3649343 0.0420454 0.6208757
phosphate_star Indo-Pacific (27.95,28.05] 0.5307159 0.2462848 0.7497061
phosphate_star Indo-Pacific (28.05,28.1] 0.4953699 0.2427917 0.7104201
phosphate_star Indo-Pacific (28.1, Inf] 0.0946721 0.0256137 0.1645365
sal Atlantic (-Inf,26] 0.6377340 0.5967221 0.6910233
sal Atlantic (26,26.5] -0.1074449 -0.1414565 -0.0607646
sal Atlantic (26.5,26.75] -0.0169938 -0.1140026 0.0867339
sal Atlantic (26.75,27] -0.0259904 -0.1469100 0.1795001
sal Atlantic (27,27.25] 0.0648645 -0.0662481 0.1746954
sal Atlantic (27.25,27.5] 0.3464126 0.2192492 0.5048701
sal Atlantic (27.5,27.75] -0.0137228 -0.1223398 0.0826720
sal Atlantic (27.75,27.85] 0.5497593 0.4568336 0.6522596
sal Atlantic (27.85,27.95] 0.5870729 0.5383895 0.6482527
sal Atlantic (27.95,28.05] 0.7335958 0.6777015 0.7818662
sal Atlantic (28.05,28.1] 0.8939942 0.8645180 0.9235227
sal Atlantic (28.1,28.15] 0.9355488 0.9137569 0.9566391
sal Atlantic (28.15,28.2] 0.9338130 0.8989943 0.9515356
sal Atlantic (28.2, Inf] 0.7707403 0.7409207 0.7909388
sal Indo-Pacific (-Inf,26] -0.0595188 -0.1248989 0.0026345
sal Indo-Pacific (26,26.5] 0.3181647 0.2960003 0.3515956
sal Indo-Pacific (26.5,26.75] 0.3016572 0.2692456 0.3297863
sal Indo-Pacific (26.75,27] 0.2227537 0.1651768 0.2726404
sal Indo-Pacific (27,27.25] 0.4541858 0.4156733 0.4935796
sal Indo-Pacific (27.25,27.5] 0.2214734 0.1656598 0.2742818
sal Indo-Pacific (27.5,27.75] -0.1586538 -0.4145325 0.2474715
sal Indo-Pacific (27.75,27.85] -0.2932358 -0.7598921 0.3282293
sal Indo-Pacific (27.85,27.95] -0.1212303 -0.5096531 0.3205268
sal Indo-Pacific (27.95,28.05] -0.2868430 -0.6105867 0.1194491
sal Indo-Pacific (28.05,28.1] -0.2064573 -0.5323207 0.1538975
sal Indo-Pacific (28.1, Inf] 0.0139920 -0.1322080 0.1602717
silicate Atlantic (-Inf,26] -0.6301392 -0.7160039 -0.5811847
silicate Atlantic (26,26.5] -0.4968431 -0.5595418 -0.4256814
silicate Atlantic (26.5,26.75] -0.3552679 -0.4745459 -0.1975607
silicate Atlantic (26.75,27] -0.4524963 -0.6296497 -0.2474469
silicate Atlantic (27,27.25] -0.7868486 -0.8583370 -0.6956457
silicate Atlantic (27.25,27.5] -0.8708379 -0.9014685 -0.8258481
silicate Atlantic (27.5,27.75] -0.9083407 -0.9103216 -0.9063229
silicate Atlantic (27.75,27.85] -0.9245618 -0.9378517 -0.9105864
silicate Atlantic (27.85,27.95] -0.8996953 -0.9230357 -0.8697389
silicate Atlantic (27.95,28.05] -0.9012482 -0.9124562 -0.8928654
silicate Atlantic (28.05,28.1] -0.9690752 -0.9701071 -0.9676185
silicate Atlantic (28.1,28.15] -0.9790697 -0.9808463 -0.9760272
silicate Atlantic (28.15,28.2] -0.9157053 -0.9242432 -0.9015338
silicate Atlantic (28.2, Inf] -0.7764889 -0.7987651 -0.7430729
silicate Indo-Pacific (-Inf,26] -0.1282738 -0.2842494 0.0088653
silicate Indo-Pacific (26,26.5] -0.6685018 -0.7645086 -0.5482540
silicate Indo-Pacific (26.5,26.75] -0.7621669 -0.8056145 -0.6881811
silicate Indo-Pacific (26.75,27] -0.7120400 -0.7549181 -0.6508651
silicate Indo-Pacific (27,27.25] -0.7175686 -0.7816079 -0.6347523
silicate Indo-Pacific (27.25,27.5] -0.6422361 -0.7821522 -0.4374457
silicate Indo-Pacific (27.5,27.75] -0.2667025 -0.7043539 0.3705983
silicate Indo-Pacific (27.75,27.85] 0.0831269 -0.4554289 0.7614079
silicate Indo-Pacific (27.85,27.95] 0.2682015 -0.1565505 0.7271294
silicate Indo-Pacific (27.95,28.05] 0.1454949 -0.2149704 0.5686265
silicate Indo-Pacific (28.05,28.1] 0.2438625 -0.0871070 0.6007492
silicate Indo-Pacific (28.1, Inf] 0.4816364 0.3746531 0.5890654
temp Atlantic (-Inf,26] -0.0433432 -0.1229914 0.0914707
temp Atlantic (26,26.5] -0.2471413 -0.2855452 -0.1952690
temp Atlantic (26.5,26.75] -0.0354672 -0.1136069 0.0407507
temp Atlantic (26.75,27] 0.0481947 -0.0427506 0.2264649
temp Atlantic (27,27.25] 0.0943267 -0.0206454 0.1823371
temp Atlantic (27.25,27.5] 0.3021010 0.1705006 0.4593385
temp Atlantic (27.5,27.75] 0.0106859 -0.0806492 0.0927190
temp Atlantic (27.75,27.85] 0.5528226 0.4660372 0.6466036
temp Atlantic (27.85,27.95] 0.6049577 0.5530865 0.6575334
temp Atlantic (27.95,28.05] 0.7130230 0.6635956 0.7606153
temp Atlantic (28.05,28.1] 0.8521321 0.8127263 0.8857391
temp Atlantic (28.1,28.15] 0.8900334 0.8628774 0.9156733
temp Atlantic (28.15,28.2] 0.9057868 0.8676436 0.9253878
temp Atlantic (28.2, Inf] 0.8757007 0.8617846 0.8845375
temp Indo-Pacific (-Inf,26] -0.3734542 -0.4668542 -0.2783963
temp Indo-Pacific (26,26.5] 0.2779846 0.2394479 0.3215519
temp Indo-Pacific (26.5,26.75] 0.2621748 0.2202511 0.2977101
temp Indo-Pacific (26.75,27] 0.1564751 0.0965151 0.2051075
temp Indo-Pacific (27,27.25] 0.4231857 0.3912536 0.4554289
temp Indo-Pacific (27.25,27.5] 0.3250003 0.3139964 0.3442270
temp Indo-Pacific (27.5,27.75] 0.0576830 -0.1957034 0.4220091
temp Indo-Pacific (27.75,27.85] -0.2971997 -0.7538397 0.3287545
temp Indo-Pacific (27.85,27.95] -0.1766252 -0.5484012 0.2584974
temp Indo-Pacific (27.95,28.05] -0.3635322 -0.6835926 0.0401772
temp Indo-Pacific (28.05,28.1] -0.2256698 -0.5548727 0.1516189
temp Indo-Pacific (28.1, Inf] 0.2043545 0.0828346 0.3241880 
rm(cor_target_predictor, cor_target_predictor_stats)

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] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1