Last updated: 2021-06-07

Checks: 7 0

Knit directory: emlr_obs_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: 7c32ee8

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 7c32ee8. 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:
    Modified:   code/Workflowr_project_managment.R

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 594ed9a jens-daniel-mueller 2021-06-04 Build site.
html db7df0e jens-daniel-mueller 2021-06-04 rebuild without overlapping eras
html 2edc791 jens-daniel-mueller 2021-06-04 Build site.
html 207339d jens-daniel-mueller 2021-06-03 Build site.
html 315710b jens-daniel-mueller 2021-06-03 include anomalous changes
html be90356 jens-daniel-mueller 2021-06-02 Build site.
html d37a85d jens-daniel-mueller 2021-05-31 Build site.
html 4b7a5ee jens-daniel-mueller 2021-05-28 Build site.
html 12b455a jens-daniel-mueller 2021-05-27 Build site.
Rmd ee13efb jens-daniel-mueller 2021-05-27 optional source of local params fully implemented
html 8c736a6 jens-daniel-mueller 2021-05-27 Build site.
Rmd dc8e4e1 jens-daniel-mueller 2021-05-27 optional source of local params implemented
html 25bd183 jens-daniel-mueller 2021-05-26 Build site.
html b79cb2d jens-daniel-mueller 2021-05-20 Build site.
html 62bd574 jens-daniel-mueller 2021-05-20 Build site.
html 7c56c39 jens-daniel-mueller 2021-05-19 Build site.
html 0de759e jens-daniel-mueller 2021-05-13 Build site.
html 52e7583 jens-daniel-mueller 2021-05-12 Build site.
html 969e631 jens-daniel-mueller 2021-05-12 Build site.
html d2a83bc jens-daniel-mueller 2021-04-16 Build site.
html c0a47df jens-daniel-mueller 2021-04-16 Build site.
html 50290e8 jens-daniel-mueller 2021-04-16 overlapping eras
html a00ec94 jens-daniel-mueller 2021-04-16 Build site.
html b6fe355 jens-daniel-mueller 2021-04-16 Build site.
html 81b7c6d jens-daniel-mueller 2021-04-16 Build site.
html ddec5b7 jens-daniel-mueller 2021-04-15 Build site.
html 29edae5 jens-daniel-mueller 2021-04-14 Build site.
html 099d566 jens-daniel-mueller 2021-04-14 Build site.
html bb44686 jens-daniel-mueller 2021-04-14 Build site.
html bf40480 jens-daniel-mueller 2021-04-13 Build site.
html 9f31fe3 jens-daniel-mueller 2021-04-13 Build site.
Rmd 80e1ee3 jens-daniel-mueller 2021-04-13 rerun post-2000 with model data
html c98be84 jens-daniel-mueller 2021-04-13 Build site.
html ea17c90 jens-daniel-mueller 2021-04-09 Build site.
Rmd 4d61e3d jens-daniel-mueller 2021-04-09 included model data
html 338dd3c jens-daniel-mueller 2021-04-09 Build site.
html a79ca2c jens-daniel-mueller 2021-04-09 included model data
html 7831fd3 jens-daniel-mueller 2021-04-09 Build site.
html 20b26d4 jens-daniel-mueller 2021-04-08 Build site.
html c0895f8 jens-daniel-mueller 2021-04-07 Build site.
html 156d5b7 jens-daniel-mueller 2021-04-07 Build site.
html eb827c9 jens-daniel-mueller 2021-04-07 Build site.
Rmd 49be8ed jens-daniel-mueller 2021-03-26 included model data
html ab5c8cf jens-daniel-mueller 2021-03-24 Build site.
Rmd da3c481 jens-daniel-mueller 2021-03-24 included model data
html 19faa17 jens-daniel-mueller 2021-03-24 Build site.
Rmd ae3b4d7 jens-daniel-mueller 2021-03-24 included model data
html 03b6009 jens-daniel-mueller 2021-03-23 removed before copying template
html 98d4a6d jens-daniel-mueller 2021-03-23 Build site.
html f155edd jens-daniel-mueller 2021-03-23 Build site.
html 380d215 jens-daniel-mueller 2021-03-21 Build site.
html 33b385b jens-daniel-mueller 2021-03-20 Build site.
html 330dcd0 jens-daniel-mueller 2021-03-20 Build site.
html 83a13de jens-daniel-mueller 2021-03-20 Build site.
html cf98c6d jens-daniel-mueller 2021-03-16 Build site.
html a1d52ff jens-daniel-mueller 2021-03-15 Build site.
html 0bade3b jens-daniel-mueller 2021-03-15 Build site.
html 27c1f4b jens-daniel-mueller 2021-03-14 Build site.
html af75ebf jens-daniel-mueller 2021-03-14 Build site.
html 5017709 jens-daniel-mueller 2021-03-11 Build site.
html 585b07f jens-daniel-mueller 2021-03-11 Build site.
html 6482ed7 jens-daniel-mueller 2021-03-11 Build site.
html 85a5ed2 jens-daniel-mueller 2021-03-10 Build site.
html 00688a1 jens-daniel-mueller 2021-03-05 Build site.
html 6c0bec6 jens-daniel-mueller 2021-03-05 Build site.
html 3c2ec33 jens-daniel-mueller 2021-03-05 Build site.
html af70b94 jens-daniel-mueller 2021-03-04 Build site.
html 86406d5 jens-daniel-mueller 2021-02-24 Build site.
html 3d3b4cc jens-daniel-mueller 2021-02-23 Build site.
html 7b672f7 jens-daniel-mueller 2021-01-11 Build site.
html 33ba23c jens-daniel-mueller 2021-01-07 Build site.
html 318609d jens-daniel-mueller 2020-12-23 adapted more variable predictor selection
html 9d0b2d0 jens-daniel-mueller 2020-12-23 Build site.
html 0aa2b50 jens-daniel-mueller 2020-12-23 remove html before duplication
html 39113c3 jens-daniel-mueller 2020-12-23 Build site.
html 2886da0 jens-daniel-mueller 2020-12-19 Build site.
html 02f0ee9 jens-daniel-mueller 2020-12-18 cleaned up for copying template
html 965dba3 jens-daniel-mueller 2020-12-18 Build site.
html 5d452fe jens-daniel-mueller 2020-12-18 Build site.
Rmd ca65bf5 jens-daniel-mueller 2020-12-18 rebuild after final cleaning
html 7bcb4eb jens-daniel-mueller 2020-12-18 Build site.
html d397028 jens-daniel-mueller 2020-12-18 Build site.
html 7131186 jens-daniel-mueller 2020-12-17 Build site.
html 22b07fb jens-daniel-mueller 2020-12-17 Build site.
html f3a708f jens-daniel-mueller 2020-12-17 Build site.
html e4ca289 jens-daniel-mueller 2020-12-16 Build site.
html 158fe26 jens-daniel-mueller 2020-12-15 Build site.
html 7a9a4cb jens-daniel-mueller 2020-12-15 Build site.
html 61b263c jens-daniel-mueller 2020-12-15 Build site.
html 4d612dd jens-daniel-mueller 2020-12-15 Build site.
Rmd e7e5ff1 jens-daniel-mueller 2020-12-15 rebuild with eMLR target variable selection
html 953caf3 jens-daniel-mueller 2020-12-15 Build site.
html 42daf5c jens-daniel-mueller 2020-12-14 Build site.
Rmd 923aa7f jens-daniel-mueller 2020-12-14 rebuild with new path and auto folder creation
html 984697e jens-daniel-mueller 2020-12-12 Build site.
html 3ebff89 jens-daniel-mueller 2020-12-12 Build site.
html 5d96d3c jens-daniel-mueller 2020-12-11 Build site.
Rmd 3d33a37 jens-daniel-mueller 2020-12-11 selectable basinmask, try 5
html b01a367 jens-daniel-mueller 2020-12-09 Build site.
html 24a632f jens-daniel-mueller 2020-12-07 Build site.
html 92dca91 jens-daniel-mueller 2020-12-07 Build site.
html 6a8004b jens-daniel-mueller 2020-12-07 Build site.
html 70bf1a5 jens-daniel-mueller 2020-12-07 Build site.
html 7555355 jens-daniel-mueller 2020-12-07 Build site.
html 143d6fa jens-daniel-mueller 2020-12-07 Build site.
Rmd 33b1973 jens-daniel-mueller 2020-12-07 run with WOCE flag 2 only
html abc6818 jens-daniel-mueller 2020-12-03 Build site.
Rmd 992ba15 jens-daniel-mueller 2020-12-03 rebuild with variable inventory depth
html c8c2e7b jens-daniel-mueller 2020-12-03 Build site.
Rmd 83203db jens-daniel-mueller 2020-12-03 calculate cant with variable inventory depth
html 090e4d5 jens-daniel-mueller 2020-12-02 Build site.
html 7c25f7a jens-daniel-mueller 2020-12-02 Build site.
html ec8dc38 jens-daniel-mueller 2020-12-02 Build site.
html c987de1 jens-daniel-mueller 2020-12-02 Build site.
html f8358f8 jens-daniel-mueller 2020-12-02 Build site.
html b03ddb8 jens-daniel-mueller 2020-12-02 Build site.
Rmd 9183e8f jens-daniel-mueller 2020-12-02 revised assignment of era to eras
html 22d0127 jens-daniel-mueller 2020-12-01 Build site.
html 0ff728b jens-daniel-mueller 2020-12-01 Build site.
html 91435ae jens-daniel-mueller 2020-12-01 Build site.
Rmd 17d09be jens-daniel-mueller 2020-12-01 auto eras naming
html cf19652 jens-daniel-mueller 2020-11-30 Build site.
Rmd 2842970 jens-daniel-mueller 2020-11-30 cleaned for eMLR part only
html 196be51 jens-daniel-mueller 2020-11-30 Build site.
Rmd 7a4b015 jens-daniel-mueller 2020-11-30 first rebuild on ETH server
Rmd bc61ce3 Jens Müller 2020-11-30 Initial commit
html bc61ce3 Jens Müller 2020-11-30 Initial commit

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

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

3 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 coeffcients.

3.1 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).

plot_fun <- function(df){
  ggpairs(
    data = df,
    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:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  map(plot_fun)
[[1]]

Version Author Date
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[2]]

Version Author Date
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[3]]

Version Author Date
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
4d612dd jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 

[[4]]

Version Author Date
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
ea17c90 jens-daniel-mueller 2021-04-09
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
ab5c8cf jens-daniel-mueller 2021-03-24
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11 
GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

/nfs/kryo/work/jenmueller/emlr_cant/observations/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)[5]

      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()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 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)

3.2.2 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
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# 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 + nitrate Atlantic (-Inf,26] 0.8780974 0.8707876 0.8854073
aou + nitrate Atlantic (26,26.5] 0.8399300 0.8000703 0.8797897
aou + nitrate Atlantic (26.5,26.75] 0.9270970 0.9180352 0.9361588
aou + nitrate Atlantic (26.75,27] 0.9125182 0.9100567 0.9149796
aou + nitrate Atlantic (27,27.25] 0.8480902 0.8246378 0.8715425
aou + nitrate Atlantic (27.25,27.5] 0.7696271 0.7567222 0.7825321
aou + nitrate Atlantic (27.5,27.75] 0.8595970 0.8593388 0.8598552
aou + nitrate Atlantic (27.75,27.85] 0.9231579 0.8959147 0.9504011
aou + nitrate Atlantic (27.85,27.95] 0.9344459 0.9189277 0.9499641
aou + nitrate Atlantic (27.95,28.05] 0.9521725 0.9485849 0.9557601
aou + nitrate Atlantic (28.05,28.1] 0.9551039 0.9503270 0.9598808
aou + nitrate Atlantic (28.1,28.15] 0.9740785 0.9715129 0.9766440
aou + nitrate Atlantic (28.15,28.2] 0.9805117 0.9688489 0.9921744
aou + nitrate Atlantic (28.2, Inf] 0.8329571 0.8125777 0.8533365
aou + nitrate Indo-Pacific (-Inf,26] 0.9074862 0.8888153 0.9261571
aou + nitrate Indo-Pacific (26,26.5] 0.9004832 0.8975165 0.9034500
aou + nitrate Indo-Pacific (26.5,26.75] 0.9003243 0.8852525 0.9153962
aou + nitrate Indo-Pacific (26.75,27] 0.9337717 0.9261465 0.9413969
aou + nitrate Indo-Pacific (27,27.25] 0.9618462 0.9604849 0.9632075
aou + nitrate Indo-Pacific (27.25,27.5] 0.9657259 0.9590750 0.9723769
aou + nitrate Indo-Pacific (27.5,27.75] 0.9676726 0.9626934 0.9726517
aou + nitrate Indo-Pacific (27.75,27.85] 0.9794216 0.9791540 0.9796893
aou + nitrate Indo-Pacific (27.85,27.95] 0.9783228 0.9727691 0.9838765
aou + nitrate Indo-Pacific (27.95,28.05] 0.9678453 0.9590218 0.9766688
aou + nitrate Indo-Pacific (28.05,28.1] 0.9740000 0.9647119 0.9832881
aou + nitrate Indo-Pacific (28.1,28.2] 0.9698620 0.9607989 0.9789251
aou + nitrate Indo-Pacific (28.2,28.3] 0.2578245 0.1914519 0.3241971
aou + nitrate Indo-Pacific (28.3,28.4] 0.3996155 0.2932106 0.5060205
aou + nitrate Indo-Pacific (28.4, Inf] 0.0674241 -0.7799844 0.9148327
aou + phosphate Atlantic (-Inf,26] 0.3268044 0.1161918 0.5374170
aou + phosphate Atlantic (26,26.5] 0.6074974 0.5295337 0.6854611
aou + phosphate Atlantic (26.5,26.75] 0.8268896 0.8054538 0.8483254
aou + phosphate Atlantic (26.75,27] 0.8376498 0.8364258 0.8388739
aou + phosphate Atlantic (27,27.25] 0.7882454 0.7716481 0.8048427
aou + phosphate Atlantic (27.25,27.5] 0.7145452 0.6876614 0.7414290
aou + phosphate Atlantic (27.5,27.75] 0.8337489 0.8319623 0.8355355
aou + phosphate Atlantic (27.75,27.85] 0.9032177 0.8687022 0.9377333
aou + phosphate Atlantic (27.85,27.95] 0.9266638 0.9117408 0.9415868
aou + phosphate Atlantic (27.95,28.05] 0.9479011 0.9440306 0.9517716
aou + phosphate Atlantic (28.05,28.1] 0.9493167 0.9446299 0.9540034
aou + phosphate Atlantic (28.1,28.15] 0.9694211 0.9694102 0.9694320
aou + phosphate Atlantic (28.15,28.2] 0.9795170 0.9672205 0.9918135
aou + phosphate Atlantic (28.2, Inf] 0.8256328 0.8053427 0.8459229
aou + phosphate Indo-Pacific (-Inf,26] 0.9313398 0.9097193 0.9529604
aou + phosphate Indo-Pacific (26,26.5] 0.9501100 0.9466412 0.9535788
aou + phosphate Indo-Pacific (26.5,26.75] 0.9351662 0.9259491 0.9443834
aou + phosphate Indo-Pacific (26.75,27] 0.9439365 0.9405595 0.9473135
aou + phosphate Indo-Pacific (27,27.25] 0.9710108 0.9675812 0.9744403
aou + phosphate Indo-Pacific (27.25,27.5] 0.9777731 0.9764946 0.9790517
aou + phosphate Indo-Pacific (27.5,27.75] 0.9792282 0.9771367 0.9813198
aou + phosphate Indo-Pacific (27.75,27.85] 0.9844774 0.9842735 0.9846814
aou + phosphate Indo-Pacific (27.85,27.95] 0.9808223 0.9763551 0.9852894
aou + phosphate Indo-Pacific (27.95,28.05] 0.9709799 0.9652365 0.9767233
aou + phosphate Indo-Pacific (28.05,28.1] 0.9753522 0.9690699 0.9816344
aou + phosphate Indo-Pacific (28.1,28.2] 0.9646642 0.9563244 0.9730040
aou + phosphate Indo-Pacific (28.2,28.3] 0.1628512 -0.0131199 0.3388222
aou + phosphate Indo-Pacific (28.3,28.4] 0.2768212 0.0437994 0.5098430
aou + phosphate Indo-Pacific (28.4, Inf] -0.0009445 -0.8362895 0.8344006
aou + phosphate_star Atlantic (-Inf,26] -0.4804522 -0.6209379 -0.3399664
aou + phosphate_star Atlantic (26,26.5] 0.1319798 0.0360289 0.2279307
aou + phosphate_star Atlantic (26.5,26.75] 0.3619855 0.3174654 0.4065055
aou + phosphate_star Atlantic (26.75,27] 0.2133193 0.1848317 0.2418070
aou + phosphate_star Atlantic (27,27.25] 0.1959128 0.1496351 0.2421905
aou + phosphate_star Atlantic (27.25,27.5] 0.2088533 0.1141399 0.3035668
aou + phosphate_star Atlantic (27.5,27.75] 0.4932257 0.4845311 0.5019203
aou + phosphate_star Atlantic (27.75,27.85] 0.5834070 0.4688966 0.6979173
aou + phosphate_star Atlantic (27.85,27.95] 0.6102477 0.5508575 0.6696380
aou + phosphate_star Atlantic (27.95,28.05] 0.7824086 0.7661677 0.7986495
aou + phosphate_star Atlantic (28.05,28.1] 0.8179178 0.8003725 0.8354630
aou + phosphate_star Atlantic (28.1,28.15] 0.8831043 0.8821784 0.8840302
aou + phosphate_star Atlantic (28.15,28.2] 0.9253912 0.8794625 0.9713200
aou + phosphate_star Atlantic (28.2, Inf] 0.5115352 0.4453060 0.5777645
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6190438 0.5338892 0.7041983
aou + phosphate_star Indo-Pacific (26,26.5] 0.6069279 0.5710231 0.6428326
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4355185 0.3131343 0.5579026
aou + phosphate_star Indo-Pacific (26.75,27] 0.4077351 0.3127535 0.5027167
aou + phosphate_star Indo-Pacific (27,27.25] 0.1289150 0.1127944 0.1450356
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.3699598 -0.3925911 -0.3473286
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.5669382 -0.5684933 -0.5653831
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.4947249 -0.5882266 -0.4012232
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.2229047 -0.2915892 -0.1542202
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1846125 0.1802164 0.1890086
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.5821166 0.5327705 0.6314627
aou + phosphate_star Indo-Pacific (28.1,28.2] 0.1545672 0.1113118 0.1978226
aou + phosphate_star Indo-Pacific (28.2,28.3] -0.7304780 -0.7929070 -0.6680490
aou + phosphate_star Indo-Pacific (28.3,28.4] -0.8659053 -0.8928349 -0.8389757
aou + phosphate_star Indo-Pacific (28.4, Inf] -0.9622800 -0.9916952 -0.9328648
aou + silicate Atlantic (-Inf,26] 0.0484463 0.0005371 0.0963554
aou + silicate Atlantic (26,26.5] 0.5412817 0.4296965 0.6528669
aou + silicate Atlantic (26.5,26.75] 0.7603580 0.6416118 0.8791042
aou + silicate Atlantic (26.75,27] 0.8067345 0.7525519 0.8609171
aou + silicate Atlantic (27,27.25] 0.7460575 0.7299072 0.7622079
aou + silicate Atlantic (27.25,27.5] 0.5053217 0.4438917 0.5667517
aou + silicate Atlantic (27.5,27.75] 0.6337637 0.5996827 0.6678447
aou + silicate Atlantic (27.75,27.85] 0.8182979 0.7974794 0.8391164
aou + silicate Atlantic (27.85,27.95] 0.8585107 0.8414685 0.8755529
aou + silicate Atlantic (27.95,28.05] 0.9324735 0.9317078 0.9332392
aou + silicate Atlantic (28.05,28.1] 0.9560107 0.9540312 0.9579903
aou + silicate Atlantic (28.1,28.15] 0.9684605 0.9682882 0.9686328
aou + silicate Atlantic (28.15,28.2] 0.9853209 0.9801279 0.9905140
aou + silicate Atlantic (28.2, Inf] 0.8332320 0.7876928 0.8787712
aou + silicate Indo-Pacific (-Inf,26] 0.7230875 0.6693177 0.7768573
aou + silicate Indo-Pacific (26,26.5] 0.6736188 0.6498798 0.6973578
aou + silicate Indo-Pacific (26.5,26.75] 0.6129100 0.5294312 0.6963888
aou + silicate Indo-Pacific (26.75,27] 0.7514587 0.7023238 0.8005937
aou + silicate Indo-Pacific (27,27.25] 0.8947610 0.8808285 0.9086935
aou + silicate Indo-Pacific (27.25,27.5] 0.9193527 0.9060404 0.9326649
aou + silicate Indo-Pacific (27.5,27.75] 0.9349113 0.9188769 0.9509457
aou + silicate Indo-Pacific (27.75,27.85] 0.9691683 0.9649648 0.9733718
aou + silicate Indo-Pacific (27.85,27.95] 0.9643847 0.9623400 0.9664294
aou + silicate Indo-Pacific (27.95,28.05] 0.9553880 0.9528355 0.9579405
aou + silicate Indo-Pacific (28.05,28.1] 0.9671717 0.9670122 0.9673313
aou + silicate Indo-Pacific (28.1,28.2] 0.9315576 0.9288093 0.9343060
aou + silicate Indo-Pacific (28.2,28.3] 0.3898559 0.2883828 0.4913291
aou + silicate Indo-Pacific (28.3,28.4] 0.4749716 0.2969728 0.6529705
aou + silicate Indo-Pacific (28.4, Inf] 0.3522235 -0.2922564 0.9967033
nitrate + phosphate Atlantic (-Inf,26] 0.6170006 0.4343841 0.7996171
nitrate + phosphate Atlantic (26,26.5] 0.8842301 0.8512531 0.9172071
nitrate + phosphate Atlantic (26.5,26.75] 0.9662887 0.9597815 0.9727959
nitrate + phosphate Atlantic (26.75,27] 0.9807238 0.9803852 0.9810623
nitrate + phosphate Atlantic (27,27.25] 0.9876845 0.9875989 0.9877701
nitrate + phosphate Atlantic (27.25,27.5] 0.9912243 0.9909665 0.9914821
nitrate + phosphate Atlantic (27.5,27.75] 0.9916980 0.9884283 0.9949677
nitrate + phosphate Atlantic (27.75,27.85] 0.9930971 0.9903267 0.9958675
nitrate + phosphate Atlantic (27.85,27.95] 0.9889433 0.9842159 0.9936707
nitrate + phosphate Atlantic (27.95,28.05] 0.9905488 0.9863597 0.9947379
nitrate + phosphate Atlantic (28.05,28.1] 0.9912346 0.9885557 0.9939135
nitrate + phosphate Atlantic (28.1,28.15] 0.9934122 0.9916388 0.9951857
nitrate + phosphate Atlantic (28.15,28.2] 0.9977483 0.9969718 0.9985248
nitrate + phosphate Atlantic (28.2, Inf] 0.9952117 0.9942995 0.9961239
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9643356 0.9554812 0.9731899
nitrate + phosphate Indo-Pacific (26,26.5] 0.9578251 0.9571274 0.9585228
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9608570 0.9510646 0.9706494
nitrate + phosphate Indo-Pacific (26.75,27] 0.9839781 0.9789140 0.9890422
nitrate + phosphate Indo-Pacific (27,27.25] 0.9893513 0.9874127 0.9912899
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9899275 0.9873237 0.9925313
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9888902 0.9866896 0.9910908
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9896216 0.9890017 0.9902415
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9902472 0.9894680 0.9910265
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9870136 0.9828769 0.9911502
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9840364 0.9802009 0.9878719
nitrate + phosphate Indo-Pacific (28.1,28.2] 0.9816675 0.9792641 0.9840709
nitrate + phosphate Indo-Pacific (28.2,28.3] 0.5660656 0.4916556 0.6404757
nitrate + phosphate Indo-Pacific (28.3,28.4] 0.6626759 0.6122271 0.7131247
nitrate + phosphate Indo-Pacific (28.4, Inf] 0.8511028 0.8254382 0.8767674
nitrate + phosphate_star Atlantic (-Inf,26] -0.1206854 -0.2920599 0.0506891
nitrate + phosphate_star Atlantic (26,26.5] 0.5786107 0.5332719 0.6239495
nitrate + phosphate_star Atlantic (26.5,26.75] 0.6643974 0.6402413 0.6885536
nitrate + phosphate_star Atlantic (26.75,27] 0.5788092 0.5484392 0.6091792
nitrate + phosphate_star Atlantic (27,27.25] 0.6701764 0.6050736 0.7352792
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7729603 0.7280539 0.8178667
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8532495 0.8429334 0.8635657
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8377640 0.7977583 0.8777698
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8306988 0.8069578 0.8544398
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9178533 0.9062293 0.9294774
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9370348 0.9285436 0.9455260
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9542480 0.9529287 0.9555673
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9765366 0.9630277 0.9900454
nitrate + phosphate_star Atlantic (28.2, Inf] 0.8929510 0.8774346 0.9084674
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8491944 0.8142076 0.8841812
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.8224364 0.8054055 0.8394673
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.7072046 0.6256152 0.7887939
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6680896 0.5984367 0.7377425
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3595895 0.3450514 0.3741276
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.1486622 -0.1978451 -0.0994793
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.3685473 -0.3860536 -0.3510410
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3436031 -0.4437094 -0.2434968
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0562196 -0.1511268 0.0386876
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3797988 0.3636652 0.3959324
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.7009325 0.6791881 0.7226769
nitrate + phosphate_star Indo-Pacific (28.1,28.2] 0.3304585 0.2575451 0.4033718
nitrate + phosphate_star Indo-Pacific (28.2,28.3] 0.2274856 0.2181786 0.2367925
nitrate + phosphate_star Indo-Pacific (28.3,28.4] -0.0548341 -0.1303596 0.0206914
nitrate + phosphate_star Indo-Pacific (28.4, Inf] 0.0128156 -0.7836413 0.8092725
nitrate + silicate Atlantic (-Inf,26] 0.3852213 0.3737099 0.3967327
nitrate + silicate Atlantic (26,26.5] 0.8190080 0.7621788 0.8758372
nitrate + silicate Atlantic (26.5,26.75] 0.8878217 0.8018000 0.9738433
nitrate + silicate Atlantic (26.75,27] 0.9066283 0.8669764 0.9462803
nitrate + silicate Atlantic (27,27.25] 0.9288692 0.9255504 0.9321881
nitrate + silicate Atlantic (27.25,27.5] 0.8773646 0.8545276 0.9002017
nitrate + silicate Atlantic (27.5,27.75] 0.8821195 0.8698852 0.8943538
nitrate + silicate Atlantic (27.75,27.85] 0.9447467 0.9429239 0.9465695
nitrate + silicate Atlantic (27.85,27.95] 0.9637128 0.9625409 0.9648847
nitrate + silicate Atlantic (27.95,28.05] 0.9802484 0.9797392 0.9807576
nitrate + silicate Atlantic (28.05,28.1] 0.9879211 0.9864922 0.9893499
nitrate + silicate Atlantic (28.1,28.15] 0.9889219 0.9875579 0.9902860
nitrate + silicate Atlantic (28.15,28.2] 0.9928481 0.9907244 0.9949718
nitrate + silicate Atlantic (28.2, Inf] 0.9711822 0.9697343 0.9726301
nitrate + silicate Indo-Pacific (-Inf,26] 0.8794479 0.8661039 0.8927918
nitrate + silicate Indo-Pacific (26,26.5] 0.8261872 0.8059414 0.8464330
nitrate + silicate Indo-Pacific (26.5,26.75] 0.8005937 0.7475808 0.8536066
nitrate + silicate Indo-Pacific (26.75,27] 0.8489254 0.8168772 0.8809736
nitrate + silicate Indo-Pacific (27,27.25] 0.9146567 0.9009335 0.9283798
nitrate + silicate Indo-Pacific (27.25,27.5] 0.9075474 0.8967977 0.9182970
nitrate + silicate Indo-Pacific (27.5,27.75] 0.9067633 0.8910105 0.9225160
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9536526 0.9487122 0.9585930
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9648557 0.9643315 0.9653800
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9575356 0.9476853 0.9673860
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9614902 0.9506577 0.9723226
nitrate + silicate Indo-Pacific (28.1,28.2] 0.9521740 0.9487852 0.9555627
nitrate + silicate Indo-Pacific (28.2,28.3] 0.5250263 0.5037711 0.5462815
nitrate + silicate Indo-Pacific (28.3,28.4] 0.7082584 0.6915639 0.7249528
nitrate + silicate Indo-Pacific (28.4, Inf] 0.8556500 0.7964885 0.9148115
phosphate + phosphate_star Atlantic (-Inf,26] 0.6451260 0.5943524 0.6958997
phosphate + phosphate_star Atlantic (26,26.5] 0.8637049 0.8632033 0.8642064
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8216814 0.8152771 0.8280858
phosphate + phosphate_star Atlantic (26.75,27] 0.7100738 0.6868885 0.7332592
phosphate + phosphate_star Atlantic (27,27.25] 0.7540454 0.7054791 0.8026117
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8300193 0.7979000 0.8621386
phosphate + phosphate_star Atlantic (27.5,27.75] 0.8885944 0.8821465 0.8950424
phosphate + phosphate_star Atlantic (27.75,27.85] 0.8720753 0.8422192 0.9019314
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8603753 0.8416712 0.8790795
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9378677 0.9324904 0.9432450
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9561499 0.9514770 0.9608227
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9704809 0.9698408 0.9711209
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9817697 0.9702426 0.9932969
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9051221 0.8878587 0.9223855
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8473467 0.8176823 0.8770112
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8220077 0.8024335 0.8415820
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7220619 0.6459210 0.7982028
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6827691 0.6139759 0.7515623
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.3574089 0.3568229 0.3579948
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.1786078 -0.2057565 -0.1514592
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4056460 -0.4087439 -0.4025480
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3489586 -0.4549125 -0.2430047
phosphate + phosphate_star Indo-Pacific (27.85,27.95] -0.0407941 -0.1364437 0.0548555
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4077962 0.3892489 0.4263434
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.7439326 0.7228835 0.7649817
phosphate + phosphate_star Indo-Pacific (28.1,28.2] 0.4033275 0.3341288 0.4725261
phosphate + phosphate_star Indo-Pacific (28.2,28.3] 0.5313392 0.4630755 0.5996030
phosphate + phosphate_star Indo-Pacific (28.3,28.4] 0.2225751 0.0377189 0.4074313
phosphate + phosphate_star Indo-Pacific (28.4, Inf] 0.1593565 -0.5803584 0.8990714
sal + aou Atlantic (-Inf,26] 0.4366689 0.3171619 0.5561760
sal + aou Atlantic (26,26.5] -0.0542724 -0.0896746 -0.0188702
sal + aou Atlantic (26.5,26.75] -0.2527151 -0.2975249 -0.2079053
sal + aou Atlantic (26.75,27] -0.1561416 -0.1562543 -0.1560290
sal + aou Atlantic (27,27.25] -0.1971118 -0.2305229 -0.1637007
sal + aou Atlantic (27.25,27.5] -0.1641550 -0.2431947 -0.0851154
sal + aou Atlantic (27.5,27.75] -0.3444528 -0.3850636 -0.3038419
sal + aou Atlantic (27.75,27.85] -0.2962873 -0.4440605 -0.1485140
sal + aou Atlantic (27.85,27.95] -0.2487919 -0.3637616 -0.1338221
sal + aou Atlantic (27.95,28.05] -0.5898904 -0.6487273 -0.5310534
sal + aou Atlantic (28.05,28.1] -0.6605982 -0.7102626 -0.6109338
sal + aou Atlantic (28.1,28.15] -0.7507053 -0.7706568 -0.7307538
sal + aou Atlantic (28.15,28.2] -0.8747361 -0.9419656 -0.8075066
sal + aou Atlantic (28.2, Inf] -0.5433114 -0.5575408 -0.5290820
sal + aou Indo-Pacific (-Inf,26] -0.0388671 -0.0626539 -0.0150804
sal + aou Indo-Pacific (26,26.5] -0.1607240 -0.2775633 -0.0438848
sal + aou Indo-Pacific (26.5,26.75] -0.1699143 -0.3896434 0.0498147
sal + aou Indo-Pacific (26.75,27] -0.2500683 -0.3983886 -0.1017479
sal + aou Indo-Pacific (27,27.25] -0.1195234 -0.1541120 -0.0849349
sal + aou Indo-Pacific (27.25,27.5] 0.0702485 0.0424332 0.0980638
sal + aou Indo-Pacific (27.5,27.75] 0.0003233 -0.0098205 0.0104671
sal + aou Indo-Pacific (27.75,27.85] -0.1339601 -0.2176578 -0.0502624
sal + aou Indo-Pacific (27.85,27.95] -0.2198067 -0.2363942 -0.2032192
sal + aou Indo-Pacific (27.95,28.05] -0.3861965 -0.4115502 -0.3608428
sal + aou Indo-Pacific (28.05,28.1] -0.6609777 -0.7013088 -0.6206465
sal + aou Indo-Pacific (28.1,28.2] -0.5907220 -0.6309469 -0.5504971
sal + aou Indo-Pacific (28.2,28.3] 0.8255892 0.7956097 0.8555687
sal + aou Indo-Pacific (28.3,28.4] 0.9189161 0.9167395 0.9210927
sal + aou Indo-Pacific (28.4, Inf] 0.8158317 0.6657295 0.9659339
sal + nitrate Atlantic (-Inf,26] 0.1201746 0.0259690 0.2143802
sal + nitrate Atlantic (26,26.5] -0.4521420 -0.4781748 -0.4261091
sal + nitrate Atlantic (26.5,26.75] -0.5512765 -0.5856076 -0.5169455
sal + nitrate Atlantic (26.75,27] -0.5112513 -0.5216542 -0.5008485
sal + nitrate Atlantic (27,27.25] -0.6500614 -0.7070260 -0.5930968
sal + nitrate Atlantic (27.25,27.5] -0.7144565 -0.7483901 -0.6805229
sal + nitrate Atlantic (27.5,27.75] -0.7077330 -0.7474594 -0.6680066
sal + nitrate Atlantic (27.75,27.85] -0.5841063 -0.6620268 -0.5061858
sal + nitrate Atlantic (27.85,27.95] -0.5110912 -0.5873699 -0.4348125
sal + nitrate Atlantic (27.95,28.05] -0.7545537 -0.8000701 -0.7090373
sal + nitrate Atlantic (28.05,28.1] -0.8111554 -0.8433373 -0.7789734
sal + nitrate Atlantic (28.1,28.15] -0.8423034 -0.8610708 -0.8235360
sal + nitrate Atlantic (28.15,28.2] -0.9332471 -0.9569373 -0.9095569
sal + nitrate Atlantic (28.2, Inf] -0.8987857 -0.9040210 -0.8935504
sal + nitrate Indo-Pacific (-Inf,26] -0.3200968 -0.3944502 -0.2457434
sal + nitrate Indo-Pacific (26,26.5] -0.4880721 -0.5839545 -0.3921896
sal + nitrate Indo-Pacific (26.5,26.75] -0.5019210 -0.6683884 -0.3354537
sal + nitrate Indo-Pacific (26.75,27] -0.5168442 -0.6344289 -0.3992595
sal + nitrate Indo-Pacific (27,27.25] -0.3082777 -0.3386747 -0.2778807
sal + nitrate Indo-Pacific (27.25,27.5] -0.0746163 -0.1301931 -0.0190395
sal + nitrate Indo-Pacific (27.5,27.75] -0.1411340 -0.1699336 -0.1123343
sal + nitrate Indo-Pacific (27.75,27.85] -0.2533996 -0.3295328 -0.1772663
sal + nitrate Indo-Pacific (27.85,27.95] -0.3511016 -0.3884118 -0.3137914
sal + nitrate Indo-Pacific (27.95,28.05] -0.5451035 -0.5464239 -0.5437832
sal + nitrate Indo-Pacific (28.05,28.1] -0.7657639 -0.7750244 -0.7565033
sal + nitrate Indo-Pacific (28.1,28.2] -0.7082774 -0.7186101 -0.6979446
sal + nitrate Indo-Pacific (28.2,28.3] 0.0349583 -0.0276529 0.0975695
sal + nitrate Indo-Pacific (28.3,28.4] 0.2608592 0.0781477 0.4435707
sal + nitrate Indo-Pacific (28.4, Inf] -0.1119816 -0.8525268 0.6285635
sal + phosphate Atlantic (-Inf,26] -0.5399088 -0.5888938 -0.4909238
sal + phosphate Atlantic (26,26.5] -0.7822193 -0.8052863 -0.7591523
sal + phosphate Atlantic (26.5,26.75] -0.7313138 -0.7463217 -0.7163059
sal + phosphate Atlantic (26.75,27] -0.6513198 -0.6556312 -0.6470085
sal + phosphate Atlantic (27,27.25] -0.7345300 -0.7745893 -0.6944707
sal + phosphate Atlantic (27.25,27.5] -0.7728639 -0.7935022 -0.7522257
sal + phosphate Atlantic (27.5,27.75] -0.7500373 -0.7852171 -0.7148575
sal + phosphate Atlantic (27.75,27.85] -0.6250495 -0.6944246 -0.5556744
sal + phosphate Atlantic (27.85,27.95] -0.5312944 -0.6145707 -0.4480181
sal + phosphate Atlantic (27.95,28.05] -0.7635846 -0.8126198 -0.7145493
sal + phosphate Atlantic (28.05,28.1] -0.8241620 -0.8590087 -0.7893153
sal + phosphate Atlantic (28.1,28.15] -0.8580421 -0.8799202 -0.8361640
sal + phosphate Atlantic (28.15,28.2] -0.9380577 -0.9612797 -0.9148356
sal + phosphate Atlantic (28.2, Inf] -0.9058186 -0.9092612 -0.9023759
sal + phosphate Indo-Pacific (-Inf,26] -0.1751372 -0.2216036 -0.1286708
sal + phosphate Indo-Pacific (26,26.5] -0.4068765 -0.5117850 -0.3019680
sal + phosphate Indo-Pacific (26.5,26.75] -0.4590175 -0.6367169 -0.2813181
sal + phosphate Indo-Pacific (26.75,27] -0.5139844 -0.6406999 -0.3872689
sal + phosphate Indo-Pacific (27,27.25] -0.2929830 -0.3428110 -0.2431550
sal + phosphate Indo-Pacific (27.25,27.5] -0.0254319 -0.0516188 0.0007550
sal + phosphate Indo-Pacific (27.5,27.75] -0.0626770 -0.0674434 -0.0579106
sal + phosphate Indo-Pacific (27.75,27.85] -0.1765742 -0.2681886 -0.0849598
sal + phosphate Indo-Pacific (27.85,27.95] -0.3019918 -0.3522395 -0.2517441
sal + phosphate Indo-Pacific (27.95,28.05] -0.5244708 -0.5304153 -0.5185262
sal + phosphate Indo-Pacific (28.05,28.1] -0.7497710 -0.7532009 -0.7463410
sal + phosphate Indo-Pacific (28.1,28.2] -0.7041694 -0.7123838 -0.6959549
sal + phosphate Indo-Pacific (28.2,28.3] -0.0704300 -0.2851634 0.1443035
sal + phosphate Indo-Pacific (28.3,28.4] 0.1608601 -0.1366382 0.4583585
sal + phosphate Indo-Pacific (28.4, Inf] -0.1334796 -0.7753150 0.5083557
sal + phosphate_star Atlantic (-Inf,26] -0.9087432 -0.9202583 -0.8972282
sal + phosphate_star Atlantic (26,26.5] -0.9585610 -0.9643697 -0.9527522
sal + phosphate_star Atlantic (26.5,26.75] -0.9716183 -0.9786189 -0.9646177
sal + phosphate_star Atlantic (26.75,27] -0.9769202 -0.9783971 -0.9754434
sal + phosphate_star Atlantic (27,27.25] -0.9764060 -0.9774549 -0.9753572
sal + phosphate_star Atlantic (27.25,27.5] -0.9671165 -0.9711519 -0.9630810
sal + phosphate_star Atlantic (27.5,27.75] -0.9274062 -0.9406265 -0.9141859
sal + phosphate_star Atlantic (27.75,27.85] -0.8867614 -0.9053323 -0.8681905
sal + phosphate_star Atlantic (27.85,27.95] -0.8286203 -0.8681416 -0.7890990
sal + phosphate_star Atlantic (27.95,28.05] -0.8898708 -0.9209310 -0.8588107
sal + phosphate_star Atlantic (28.05,28.1] -0.9204806 -0.9411460 -0.8998152
sal + phosphate_star Atlantic (28.1,28.15] -0.9293980 -0.9474524 -0.9113437
sal + phosphate_star Atlantic (28.15,28.2] -0.9712249 -0.9737053 -0.9687446
sal + phosphate_star Atlantic (28.2, Inf] -0.9755477 -0.9814914 -0.9696040
sal + phosphate_star Indo-Pacific (-Inf,26] -0.4735319 -0.5466027 -0.4004610
sal + phosphate_star Indo-Pacific (26,26.5] -0.7891868 -0.8423631 -0.7360104
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8892646 -0.9261287 -0.8524006
sal + phosphate_star Indo-Pacific (26.75,27] -0.9176862 -0.9394779 -0.8958946
sal + phosphate_star Indo-Pacific (27,27.25] -0.8490965 -0.8580964 -0.8400966
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6591478 -0.6669930 -0.6513025
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4829662 -0.4861851 -0.4797473
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.4260373 -0.4404546 -0.4116200
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.5676517 -0.6569050 -0.4783983
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7629519 -0.8169813 -0.7089226
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8224055 -0.8740679 -0.7707430
sal + phosphate_star Indo-Pacific (28.1,28.2] -0.6433802 -0.7290315 -0.5577289
sal + phosphate_star Indo-Pacific (28.2,28.3] -0.7552642 -0.8040070 -0.7065214
sal + phosphate_star Indo-Pacific (28.3,28.4] -0.8418856 -0.8994951 -0.7842761
sal + phosphate_star Indo-Pacific (28.4, Inf] -0.8001689 -0.9464129 -0.6539248
sal + silicate Atlantic (-Inf,26] -0.7086250 -0.7437272 -0.6735229
sal + silicate Atlantic (26,26.5] -0.7270401 -0.7345071 -0.7195731
sal + silicate Atlantic (26.5,26.75] -0.6494405 -0.6510042 -0.6478767
sal + silicate Atlantic (26.75,27] -0.5467323 -0.5625069 -0.5309576
sal + silicate Atlantic (27,27.25] -0.6986266 -0.7350125 -0.6622407
sal + silicate Atlantic (27.25,27.5] -0.8061080 -0.8183048 -0.7939112
sal + silicate Atlantic (27.5,27.75] -0.7478436 -0.7881162 -0.7075710
sal + silicate Atlantic (27.75,27.85] -0.6268494 -0.7266933 -0.5270055
sal + silicate Atlantic (27.85,27.95] -0.6083031 -0.6929903 -0.5236159
sal + silicate Atlantic (27.95,28.05] -0.7983690 -0.8487746 -0.7479634
sal + silicate Atlantic (28.05,28.1] -0.8258638 -0.8638229 -0.7879046
sal + silicate Atlantic (28.1,28.15] -0.8628786 -0.8829119 -0.8428453
sal + silicate Atlantic (28.15,28.2] -0.9124067 -0.9510020 -0.8738115
sal + silicate Atlantic (28.2, Inf] -0.8452298 -0.8691860 -0.8212737
sal + silicate Indo-Pacific (-Inf,26] -0.5065908 -0.5743851 -0.4387964
sal + silicate Indo-Pacific (26,26.5] -0.6339379 -0.6910040 -0.5768718
sal + silicate Indo-Pacific (26.5,26.75] -0.7514171 -0.8311604 -0.6716737
sal + silicate Indo-Pacific (26.75,27] -0.7231585 -0.7788784 -0.6674386
sal + silicate Indo-Pacific (27,27.25] -0.4630389 -0.4822784 -0.4437994
sal + silicate Indo-Pacific (27.25,27.5] -0.1880371 -0.2363389 -0.1397353
sal + silicate Indo-Pacific (27.5,27.75] -0.1096097 -0.1532389 -0.0659805
sal + silicate Indo-Pacific (27.75,27.85] -0.2041930 -0.2641365 -0.1442495
sal + silicate Indo-Pacific (27.85,27.95] -0.2909848 -0.3276902 -0.2542794
sal + silicate Indo-Pacific (27.95,28.05] -0.4523155 -0.4564506 -0.4481804
sal + silicate Indo-Pacific (28.05,28.1] -0.6957562 -0.7308865 -0.6606259
sal + silicate Indo-Pacific (28.1,28.2] -0.6558851 -0.6962661 -0.6155042
sal + silicate Indo-Pacific (28.2,28.3] 0.4120546 0.3364076 0.4877016
sal + silicate Indo-Pacific (28.3,28.4] 0.3282771 0.0965760 0.5599781
sal + silicate Indo-Pacific (28.4, Inf] 0.0939139 -0.4844462 0.6722739
sal + temp Atlantic (-Inf,26] 0.8893346 0.8435013 0.9351678
sal + temp Atlantic (26,26.5] 0.9627834 0.9612571 0.9643097
sal + temp Atlantic (26.5,26.75] 0.9896135 0.9894863 0.9897406
sal + temp Atlantic (26.75,27] 0.9795309 0.9756646 0.9833973
sal + temp Atlantic (27,27.25] 0.9802461 0.9771362 0.9833559
sal + temp Atlantic (27.25,27.5] 0.9774898 0.9757305 0.9792490
sal + temp Atlantic (27.5,27.75] 0.9690001 0.9687683 0.9692318
sal + temp Atlantic (27.75,27.85] 0.9829688 0.9813714 0.9845662
sal + temp Atlantic (27.85,27.95] 0.9576988 0.9550482 0.9603495
sal + temp Atlantic (27.95,28.05] 0.9308426 0.9193332 0.9423521
sal + temp Atlantic (28.05,28.1] 0.9631766 0.9566812 0.9696720
sal + temp Atlantic (28.1,28.15] 0.9522420 0.9328320 0.9716520
sal + temp Atlantic (28.15,28.2] 0.8048113 0.6884931 0.9211294
sal + temp Atlantic (28.2, Inf] 0.4498916 0.3183446 0.5814387
sal + temp Indo-Pacific (-Inf,26] 0.7110366 0.6588555 0.7632176
sal + temp Indo-Pacific (26,26.5] 0.9393294 0.9282873 0.9503715
sal + temp Indo-Pacific (26.5,26.75] 0.9805030 0.9770304 0.9839755
sal + temp Indo-Pacific (26.75,27] 0.9783839 0.9752073 0.9815605
sal + temp Indo-Pacific (27,27.25] 0.9506335 0.9494769 0.9517901
sal + temp Indo-Pacific (27.25,27.5] 0.8812155 0.8631254 0.8993057
sal + temp Indo-Pacific (27.5,27.75] 0.7504131 0.7125157 0.7883105
sal + temp Indo-Pacific (27.75,27.85] 0.8501586 0.8266387 0.8736785
sal + temp Indo-Pacific (27.85,27.95] 0.7865822 0.7790034 0.7941611
sal + temp Indo-Pacific (27.95,28.05] 0.7095621 0.6625712 0.7565529
sal + temp Indo-Pacific (28.05,28.1] 0.5348480 0.3781879 0.6915081
sal + temp Indo-Pacific (28.1,28.2] -0.1205180 -0.2965851 0.0555490
sal + temp Indo-Pacific (28.2,28.3] 0.7978254 0.7545420 0.8411088
sal + temp Indo-Pacific (28.3,28.4] 0.9130292 0.9062714 0.9197870
sal + temp Indo-Pacific (28.4, Inf] 0.3193551 -0.0287948 0.6675049
silicate + phosphate Atlantic (-Inf,26] 0.7976859 0.7806347 0.8147371
silicate + phosphate Atlantic (26,26.5] 0.9082615 0.8608449 0.9556781
silicate + phosphate Atlantic (26.5,26.75] 0.9006415 0.8287021 0.9725809
silicate + phosphate Atlantic (26.75,27] 0.9172038 0.8852739 0.9491337
silicate + phosphate Atlantic (27,27.25] 0.9458244 0.9406393 0.9510096
silicate + phosphate Atlantic (27.25,27.5] 0.9068592 0.8925926 0.9211258
silicate + phosphate Atlantic (27.5,27.75] 0.9013874 0.8905070 0.9122679
silicate + phosphate Atlantic (27.75,27.85] 0.9505251 0.9499543 0.9510959
silicate + phosphate Atlantic (27.85,27.95] 0.9661590 0.9613316 0.9709864
silicate + phosphate Atlantic (27.95,28.05] 0.9792236 0.9754822 0.9829649
silicate + phosphate Atlantic (28.05,28.1] 0.9867415 0.9840176 0.9894654
silicate + phosphate Atlantic (28.1,28.15] 0.9901049 0.9882027 0.9920072
silicate + phosphate Atlantic (28.15,28.2] 0.9916751 0.9885822 0.9947681
silicate + phosphate Atlantic (28.2, Inf] 0.9687857 0.9678327 0.9697388
silicate + phosphate Indo-Pacific (-Inf,26] 0.7902089 0.7539021 0.8265158
silicate + phosphate Indo-Pacific (26,26.5] 0.7772467 0.7566844 0.7978090
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7696468 0.7041913 0.8351022
silicate + phosphate Indo-Pacific (26.75,27] 0.8538264 0.8178026 0.8898502
silicate + phosphate Indo-Pacific (27,27.25] 0.9191098 0.9030790 0.9351405
silicate + phosphate Indo-Pacific (27.25,27.5] 0.9087034 0.8926077 0.9247992
silicate + phosphate Indo-Pacific (27.5,27.75] 0.9046957 0.8825563 0.9268351
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9551547 0.9458924 0.9644169
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9691362 0.9664110 0.9718614
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9658558 0.9648406 0.9668710
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9671375 0.9639884 0.9702865
silicate + phosphate Indo-Pacific (28.1,28.2] 0.9470295 0.9439646 0.9500944
silicate + phosphate Indo-Pacific (28.2,28.3] 0.3659300 0.2398296 0.4920304
silicate + phosphate Indo-Pacific (28.3,28.4] 0.6004171 0.5516625 0.6491716
silicate + phosphate Indo-Pacific (28.4, Inf] 0.6038322 0.3632331 0.8444314
silicate + phosphate_star Atlantic (-Inf,26] 0.7277014 0.6579273 0.7974754
silicate + phosphate_star Atlantic (26,26.5] 0.7962877 0.7660420 0.8265335
silicate + phosphate_star Atlantic (26.5,26.75] 0.7342664 0.7213777 0.7471551
silicate + phosphate_star Atlantic (26.75,27] 0.6051677 0.5727870 0.6375484
silicate + phosphate_star Atlantic (27,27.25] 0.7169997 0.6791207 0.7548787
silicate + phosphate_star Atlantic (27.25,27.5] 0.8739251 0.8595581 0.8882920
silicate + phosphate_star Atlantic (27.5,27.75] 0.9012330 0.8881790 0.9142869
silicate + phosphate_star Atlantic (27.75,27.85] 0.8765015 0.8290689 0.9239341
silicate + phosphate_star Atlantic (27.85,27.95] 0.8911363 0.8672089 0.9150637
silicate + phosphate_star Atlantic (27.95,28.05] 0.9265369 0.9121987 0.9408750
silicate + phosphate_star Atlantic (28.05,28.1] 0.9317538 0.9205432 0.9429644
silicate + phosphate_star Atlantic (28.1,28.15] 0.9559926 0.9526293 0.9593558
silicate + phosphate_star Atlantic (28.15,28.2] 0.9602422 0.9359830 0.9845013
silicate + phosphate_star Atlantic (28.2, Inf] 0.8538025 0.8532984 0.8543066
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7718374 0.7409942 0.8026805
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7927555 0.7706842 0.8148268
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8087618 0.7546438 0.8628798
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7496028 0.7127158 0.7864899
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3861417 0.3685302 0.4037532
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.1906530 -0.2293352 -0.1519709
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.4653542 -0.4850859 -0.4456226
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4223975 -0.5221901 -0.3226049
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0692101 -0.1642353 0.0258151
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3551912 0.3486299 0.3617525
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.6639204 0.6159770 0.7118639
silicate + phosphate_star Indo-Pacific (28.1,28.2] 0.3576563 0.3358329 0.3794797
silicate + phosphate_star Indo-Pacific (28.2,28.3] -0.0056176 -0.0220140 0.0107788
silicate + phosphate_star Indo-Pacific (28.3,28.4] -0.1617604 -0.3296259 0.0061052
silicate + phosphate_star Indo-Pacific (28.4, Inf] -0.3069552 -0.9219632 0.3080529
temp + aou Atlantic (-Inf,26] 0.3708515 0.2717682 0.4699348
temp + aou Atlantic (26,26.5] -0.0950301 -0.1591171 -0.0309430
temp + aou Atlantic (26.5,26.75] -0.2720605 -0.3108141 -0.2333070
temp + aou Atlantic (26.75,27] -0.1323226 -0.1346961 -0.1299491
temp + aou Atlantic (27,27.25] -0.1335668 -0.1813667 -0.0857668
temp + aou Atlantic (27.25,27.5] -0.1264489 -0.2190871 -0.0338107
temp + aou Atlantic (27.5,27.75] -0.3130408 -0.3246336 -0.3014479
temp + aou Atlantic (27.75,27.85] -0.2690934 -0.3979401 -0.1402466
temp + aou Atlantic (27.85,27.95] -0.2212152 -0.3224097 -0.1200206
temp + aou Atlantic (27.95,28.05] -0.5188894 -0.5476297 -0.4901491
temp + aou Atlantic (28.05,28.1] -0.5395173 -0.6056054 -0.4734292
temp + aou Atlantic (28.1,28.15] -0.5630487 -0.6289117 -0.4971856
temp + aou Atlantic (28.15,28.2] -0.5563103 -0.7861171 -0.3265036
temp + aou Atlantic (28.2, Inf] 0.2772896 0.1863520 0.3682272
temp + aou Indo-Pacific (-Inf,26] -0.2473677 -0.3032786 -0.1914569
temp + aou Indo-Pacific (26,26.5] -0.2257634 -0.3265230 -0.1250038
temp + aou Indo-Pacific (26.5,26.75] -0.1476942 -0.3475131 0.0521246
temp + aou Indo-Pacific (26.75,27] -0.2486998 -0.3852461 -0.1121536
temp + aou Indo-Pacific (27,27.25] -0.1789434 -0.1868805 -0.1710062
temp + aou Indo-Pacific (27.25,27.5] 0.0082008 -0.0135957 0.0299973
temp + aou Indo-Pacific (27.5,27.75] 0.0336064 0.0254990 0.0417139
temp + aou Indo-Pacific (27.75,27.85] -0.0003152 -0.0805725 0.0799422
temp + aou Indo-Pacific (27.85,27.95] 0.0822686 0.0669883 0.0975489
temp + aou Indo-Pacific (27.95,28.05] 0.1298636 0.1176272 0.1421000
temp + aou Indo-Pacific (28.05,28.1] 0.1047582 0.0289316 0.1805847
temp + aou Indo-Pacific (28.1,28.2] 0.7612852 0.7064030 0.8161675
temp + aou Indo-Pacific (28.2,28.3] 0.7301132 0.7023839 0.7578424
temp + aou Indo-Pacific (28.3,28.4] 0.9633959 0.9627469 0.9640448
temp + aou Indo-Pacific (28.4, Inf] 0.5983564 0.2026127 0.9941001
temp + nitrate Atlantic (-Inf,26] 0.1284891 0.0234872 0.2334910
temp + nitrate Atlantic (26,26.5] -0.5397046 -0.5636532 -0.5157561
temp + nitrate Atlantic (26.5,26.75] -0.5743326 -0.6053134 -0.5433517
temp + nitrate Atlantic (26.75,27] -0.4890524 -0.5036794 -0.4744253
temp + nitrate Atlantic (27,27.25] -0.5985423 -0.6710305 -0.5260541
temp + nitrate Atlantic (27.25,27.5] -0.6767260 -0.7194993 -0.6339526
temp + nitrate Atlantic (27.5,27.75] -0.6798159 -0.6970869 -0.6625450
temp + nitrate Atlantic (27.75,27.85] -0.5701992 -0.6280437 -0.5123546
temp + nitrate Atlantic (27.85,27.95] -0.4926417 -0.5564087 -0.4288746
temp + nitrate Atlantic (27.95,28.05] -0.6926751 -0.7202085 -0.6651417
temp + nitrate Atlantic (28.05,28.1] -0.7187888 -0.7639194 -0.6736582
temp + nitrate Atlantic (28.1,28.15] -0.6827422 -0.7422204 -0.6232640
temp + nitrate Atlantic (28.15,28.2] -0.6248359 -0.8002968 -0.4493749
temp + nitrate Atlantic (28.2, Inf] -0.1408140 -0.2904660 0.0088381
temp + nitrate Indo-Pacific (-Inf,26] -0.5523992 -0.5705105 -0.5342880
temp + nitrate Indo-Pacific (26,26.5] -0.5588453 -0.6354465 -0.4822441
temp + nitrate Indo-Pacific (26.5,26.75] -0.4943879 -0.6443338 -0.3444420
temp + nitrate Indo-Pacific (26.75,27] -0.5331166 -0.6389387 -0.4272946
temp + nitrate Indo-Pacific (27,27.25] -0.3915072 -0.3989903 -0.3840241
temp + nitrate Indo-Pacific (27.25,27.5] -0.1690919 -0.2159558 -0.1222281
temp + nitrate Indo-Pacific (27.5,27.75] -0.1104776 -0.1214375 -0.0995177
temp + nitrate Indo-Pacific (27.75,27.85] -0.1124629 -0.1885080 -0.0364178
temp + nitrate Indo-Pacific (27.85,27.95] -0.0457558 -0.0841904 -0.0073213
temp + nitrate Indo-Pacific (27.95,28.05] -0.0415915 -0.0800929 -0.0030901
temp + nitrate Indo-Pacific (28.05,28.1] -0.0331736 -0.1526051 0.0862579
temp + nitrate Indo-Pacific (28.1,28.2] 0.6536748 0.5643271 0.7430225
temp + nitrate Indo-Pacific (28.2,28.3] -0.1779661 -0.2824832 -0.0734491
temp + nitrate Indo-Pacific (28.3,28.4] 0.3901415 0.2476437 0.5326392
temp + nitrate Indo-Pacific (28.4, Inf] 0.6085117 0.3017891 0.9152342
temp + phosphate Atlantic (-Inf,26] -0.4691962 -0.5151870 -0.4232054
temp + phosphate Atlantic (26,26.5] -0.8052715 -0.8240378 -0.7865051
temp + phosphate Atlantic (26.5,26.75] -0.7426857 -0.7566670 -0.7287044
temp + phosphate Atlantic (26.75,27] -0.6235539 -0.6330980 -0.6140099
temp + phosphate Atlantic (27,27.25] -0.6822994 -0.7368053 -0.6277935
temp + phosphate Atlantic (27.25,27.5] -0.7393484 -0.7677996 -0.7108972
temp + phosphate Atlantic (27.5,27.75] -0.7238316 -0.7405296 -0.7071337
temp + phosphate Atlantic (27.75,27.85] -0.6119471 -0.6625155 -0.5613788
temp + phosphate Atlantic (27.85,27.95] -0.5129453 -0.5843365 -0.4415541
temp + phosphate Atlantic (27.95,28.05] -0.7023021 -0.7348572 -0.6697471
temp + phosphate Atlantic (28.05,28.1] -0.7334537 -0.7798567 -0.6870508
temp + phosphate Atlantic (28.1,28.15] -0.7043943 -0.7667963 -0.6419923
temp + phosphate Atlantic (28.15,28.2] -0.6355146 -0.8084490 -0.4625803
temp + phosphate Atlantic (28.2, Inf] -0.1562471 -0.3013423 -0.0111519
temp + phosphate Indo-Pacific (-Inf,26] -0.4533154 -0.4888078 -0.4178230
temp + phosphate Indo-Pacific (26,26.5] -0.4832510 -0.5680309 -0.3984712
temp + phosphate Indo-Pacific (26.5,26.75] -0.4527778 -0.6118117 -0.2937439
temp + phosphate Indo-Pacific (26.75,27] -0.5275134 -0.6408378 -0.4141890
temp + phosphate Indo-Pacific (27,27.25] -0.3704160 -0.3956754 -0.3451567
temp + phosphate Indo-Pacific (27.25,27.5] -0.1166604 -0.1354629 -0.0978579
temp + phosphate Indo-Pacific (27.5,27.75] -0.0318527 -0.0432540 -0.0204513
temp + phosphate Indo-Pacific (27.75,27.85] -0.0446418 -0.1340040 0.0447203
temp + phosphate Indo-Pacific (27.85,27.95] -0.0077176 -0.0578876 0.0424525
temp + phosphate Indo-Pacific (27.95,28.05] -0.0233060 -0.0655840 0.0189721
temp + phosphate Indo-Pacific (28.05,28.1] -0.0088961 -0.1338519 0.1160596
temp + phosphate Indo-Pacific (28.1,28.2] 0.6597768 0.5746249 0.7449286
temp + phosphate Indo-Pacific (28.2,28.3] -0.1415092 -0.3011116 0.0180932
temp + phosphate Indo-Pacific (28.3,28.4] 0.2722295 0.0087546 0.5357045
temp + phosphate Indo-Pacific (28.4, Inf] 0.3770895 -0.0540297 0.8082088
temp + phosphate_star Atlantic (-Inf,26] -0.8321749 -0.8431571 -0.8211927
temp + phosphate_star Atlantic (26,26.5] -0.9681919 -0.9728752 -0.9635085
temp + phosphate_star Atlantic (26.5,26.75] -0.9743999 -0.9841149 -0.9646850
temp + phosphate_star Atlantic (26.75,27] -0.9673991 -0.9721502 -0.9626480
temp + phosphate_star Atlantic (27,27.25] -0.9684051 -0.9711885 -0.9656218
temp + phosphate_star Atlantic (27.25,27.5] -0.9588910 -0.9650104 -0.9527715
temp + phosphate_star Atlantic (27.5,27.75] -0.9213525 -0.9286685 -0.9140366
temp + phosphate_star Atlantic (27.75,27.85] -0.8930489 -0.8991285 -0.8869693
temp + phosphate_star Atlantic (27.85,27.95] -0.8346499 -0.8679575 -0.8013422
temp + phosphate_star Atlantic (27.95,28.05] -0.8623154 -0.8885884 -0.8360424
temp + phosphate_star Atlantic (28.05,28.1] -0.8730831 -0.8988118 -0.8473543
temp + phosphate_star Atlantic (28.1,28.15] -0.8241476 -0.8728104 -0.7754848
temp + phosphate_star Atlantic (28.15,28.2] -0.7241639 -0.8385972 -0.6097306
temp + phosphate_star Atlantic (28.2, Inf] -0.4816883 -0.6360938 -0.3272827
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7942045 -0.8022226 -0.7861863
temp + phosphate_star Indo-Pacific (26,26.5] -0.8659108 -0.8985318 -0.8332897
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.9118864 -0.9380700 -0.8857027
temp + phosphate_star Indo-Pacific (26.75,27] -0.9521781 -0.9639549 -0.9404012
temp + phosphate_star Indo-Pacific (27,27.25] -0.9265407 -0.9336006 -0.9194808
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7751673 -0.7752706 -0.7750639
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.5983264 -0.6122641 -0.5843888
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.5454863 -0.5587034 -0.5322692
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.7127124 -0.7730458 -0.6523790
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7326175 -0.7729643 -0.6922708
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.4339482 -0.6194167 -0.2484797
temp + phosphate_star Indo-Pacific (28.1,28.2] -0.2193918 -0.2624363 -0.1763472
temp + phosphate_star Indo-Pacific (28.2,28.3] -0.7823346 -0.8100506 -0.7546187
temp + phosphate_star Indo-Pacific (28.3,28.4] -0.8317232 -0.8791374 -0.7843090
temp + phosphate_star Indo-Pacific (28.4, Inf] -0.5673101 -0.9437660 -0.1908541
temp + silicate Atlantic (-Inf,26] -0.6349744 -0.6827265 -0.5872223
temp + silicate Atlantic (26,26.5] -0.7429574 -0.7530062 -0.7329086
temp + silicate Atlantic (26.5,26.75] -0.6766470 -0.6868465 -0.6664476
temp + silicate Atlantic (26.75,27] -0.5421729 -0.5611360 -0.5232099
temp + silicate Atlantic (27,27.25] -0.6648867 -0.7076213 -0.6221521
temp + silicate Atlantic (27.25,27.5] -0.8201139 -0.8283894 -0.8118385
temp + silicate Atlantic (27.5,27.75] -0.7767379 -0.8111447 -0.7423311
temp + silicate Atlantic (27.75,27.85] -0.6436418 -0.7283459 -0.5589377
temp + silicate Atlantic (27.85,27.95] -0.6147486 -0.6850171 -0.5444800
temp + silicate Atlantic (27.95,28.05] -0.7591113 -0.7884846 -0.7297380
temp + silicate Atlantic (28.05,28.1] -0.7351879 -0.7860903 -0.6842856
temp + silicate Atlantic (28.1,28.15] -0.7089937 -0.7685516 -0.6494358
temp + silicate Atlantic (28.15,28.2] -0.5939333 -0.7919816 -0.3958851
temp + silicate Atlantic (28.2, Inf] -0.0924791 -0.2660072 0.0810491
temp + silicate Indo-Pacific (-Inf,26] -0.6126692 -0.6136822 -0.6116563
temp + silicate Indo-Pacific (26,26.5] -0.6754797 -0.7215261 -0.6294333
temp + silicate Indo-Pacific (26.5,26.75] -0.7492491 -0.8200464 -0.6784517
temp + silicate Indo-Pacific (26.75,27] -0.7228187 -0.7677965 -0.6778409
temp + silicate Indo-Pacific (27,27.25] -0.5175847 -0.5278357 -0.5073336
temp + silicate Indo-Pacific (27.25,27.5] -0.2969962 -0.3420444 -0.2519481
temp + silicate Indo-Pacific (27.5,27.75] -0.2200716 -0.2502557 -0.1898875
temp + silicate Indo-Pacific (27.75,27.85] -0.1374057 -0.1978756 -0.0769358
temp + silicate Indo-Pacific (27.85,27.95] -0.0748785 -0.1137991 -0.0359578
temp + silicate Indo-Pacific (27.95,28.05] -0.0506865 -0.0812610 -0.0201120
temp + silicate Indo-Pacific (28.05,28.1] 0.0202058 -0.0687828 0.1091944
temp + silicate Indo-Pacific (28.1,28.2] 0.6215699 0.5599058 0.6832341
temp + silicate Indo-Pacific (28.2,28.3] 0.0877266 -0.0451274 0.2205806
temp + silicate Indo-Pacific (28.3,28.4] 0.4977022 0.2884741 0.7069302
temp + silicate Indo-Pacific (28.4, Inf] 0.8587525 0.7248520 0.9926531 
rm(cor_predictors, cor_predictors_stats)

3.2.3 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
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
eb827c9 jens-daniel-mueller 2021-04-07
19faa17 jens-daniel-mueller 2021-03-24
03b6009 jens-daniel-mueller 2021-03-23
98d4a6d jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
5d96d3c jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
0ff728b jens-daniel-mueller 2020-12-01
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30
bc61ce3 Jens Müller 2020-11-30 
# 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] 0.5361997 0.4221265 0.6502729
aou Atlantic (26,26.5] 0.1585948 -0.0670476 0.3842372
aou Atlantic (26.5,26.75] -0.2769793 -0.4164082 -0.1375504
aou Atlantic (26.75,27] -0.2989406 -0.3148281 -0.2830532
aou Atlantic (27,27.25] -0.4204049 -0.4551432 -0.3856667
aou Atlantic (27.25,27.5] -0.4908951 -0.5456399 -0.4361503
aou Atlantic (27.5,27.75] -0.7588902 -0.7834613 -0.7343190
aou Atlantic (27.75,27.85] -0.8609283 -0.9231323 -0.7987243
aou Atlantic (27.85,27.95] -0.8929858 -0.9255411 -0.8604306
aou Atlantic (27.95,28.05] -0.8489491 -0.8694909 -0.8284073
aou Atlantic (28.05,28.1] -0.8382623 -0.8448323 -0.8316924
aou Atlantic (28.1,28.15] -0.8154635 -0.8372547 -0.7936724
aou Atlantic (28.15,28.2] -0.9163579 -0.9359920 -0.8967239
aou Atlantic (28.2, Inf] -0.6841845 -0.7376422 -0.6307268
aou Indo-Pacific (-Inf,26] -0.2046812 -0.2439379 -0.1654244
aou Indo-Pacific (26,26.5] -0.7416116 -0.7487815 -0.7344417
aou Indo-Pacific (26.5,26.75] -0.7084719 -0.7328826 -0.6840612
aou Indo-Pacific (26.75,27] -0.7032459 -0.7046688 -0.7018230
aou Indo-Pacific (27,27.25] 0.0732683 0.0395424 0.1069941
aou Indo-Pacific (27.25,27.5] 0.6105725 0.5981494 0.6229956
aou Indo-Pacific (27.5,27.75] 0.7449851 0.7230017 0.7669686
aou Indo-Pacific (27.75,27.85] 0.7912198 0.7732106 0.8092291
aou Indo-Pacific (27.85,27.95] 0.7428844 0.7324421 0.7533267
aou Indo-Pacific (27.95,28.05] 0.4868640 0.4435793 0.5301487
aou Indo-Pacific (28.05,28.1] 0.2285369 0.1428920 0.3141819
aou Indo-Pacific (28.1,28.2] 0.2522694 0.1246035 0.3799352
aou Indo-Pacific (28.2,28.3] 0.1418365 0.0820817 0.2015913
aou Indo-Pacific (28.3,28.4] 0.1847542 0.0020618 0.3674466
aou Indo-Pacific (28.4, Inf] 0.1176157 -0.7190771 0.9543085
nitrate Atlantic (-Inf,26] 0.2755774 0.1283711 0.4227837
nitrate Atlantic (26,26.5] -0.2554461 -0.4442948 -0.0665974
nitrate Atlantic (26.5,26.75] -0.5474104 -0.6712952 -0.4235256
nitrate Atlantic (26.75,27] -0.6219210 -0.6269237 -0.6169183
nitrate Atlantic (27,27.25] -0.8034736 -0.8466334 -0.7603139
nitrate Atlantic (27.25,27.5] -0.9152587 -0.9310725 -0.8994449
nitrate Atlantic (27.5,27.75] -0.9627898 -0.9744669 -0.9511127
nitrate Atlantic (27.75,27.85] -0.9545764 -0.9660431 -0.9431096
nitrate Atlantic (27.85,27.95] -0.9235004 -0.9404104 -0.9065903
nitrate Atlantic (27.95,28.05] -0.8831268 -0.9046676 -0.8615861
nitrate Atlantic (28.05,28.1] -0.8784794 -0.8845674 -0.8723914
nitrate Atlantic (28.1,28.15] -0.8424028 -0.8672930 -0.8175126
nitrate Atlantic (28.15,28.2] -0.9468574 -0.9516096 -0.9421052
nitrate Atlantic (28.2, Inf] -0.9517395 -0.9649110 -0.9385680
nitrate Indo-Pacific (-Inf,26] -0.2049231 -0.2169174 -0.1929288
nitrate Indo-Pacific (26,26.5] -0.8510537 -0.8654255 -0.8366819
nitrate Indo-Pacific (26.5,26.75] -0.8473824 -0.8723672 -0.8223976
nitrate Indo-Pacific (26.75,27] -0.8243809 -0.8432091 -0.8055528
nitrate Indo-Pacific (27,27.25] -0.0075757 -0.0079159 -0.0072355
nitrate Indo-Pacific (27.25,27.5] 0.5523391 0.5468998 0.5577785
nitrate Indo-Pacific (27.5,27.75] 0.6867963 0.6669369 0.7066558
nitrate Indo-Pacific (27.75,27.85] 0.7565171 0.7487105 0.7643238
nitrate Indo-Pacific (27.85,27.95] 0.7023564 0.6710612 0.7336517
nitrate Indo-Pacific (27.95,28.05] 0.4157311 0.3433574 0.4881047
nitrate Indo-Pacific (28.05,28.1] 0.1696858 0.0516068 0.2877648
nitrate Indo-Pacific (28.1,28.2] 0.1727159 0.0072054 0.3382264
nitrate Indo-Pacific (28.2,28.3] -0.2069462 -0.3097350 -0.1041574
nitrate Indo-Pacific (28.3,28.4] -0.4381615 -0.4954541 -0.3808690
nitrate Indo-Pacific (28.4, Inf] -0.7998304 -0.8038631 -0.7957978
phosphate Atlantic (-Inf,26] -0.1145405 -0.1797401 -0.0493409
phosphate Atlantic (26,26.5] -0.5088422 -0.6698226 -0.3478617
phosphate Atlantic (26.5,26.75] -0.6769531 -0.7785661 -0.5753401
phosphate Atlantic (26.75,27] -0.7333805 -0.7372009 -0.7295601
phosphate Atlantic (27,27.25] -0.8689954 -0.8994315 -0.8385592
phosphate Atlantic (27.25,27.5] -0.9478598 -0.9572041 -0.9385154
phosphate Atlantic (27.5,27.75] -0.9765097 -0.9825351 -0.9704844
phosphate Atlantic (27.75,27.85] -0.9674606 -0.9696531 -0.9652680
phosphate Atlantic (27.85,27.95] -0.9400258 -0.9443028 -0.9357489
phosphate Atlantic (27.95,28.05] -0.8980828 -0.9078919 -0.8882737
phosphate Atlantic (28.05,28.1] -0.8906223 -0.8921636 -0.8890811
phosphate Atlantic (28.1,28.15] -0.8472700 -0.8688999 -0.8256401
phosphate Atlantic (28.15,28.2] -0.9489505 -0.9504691 -0.9474319
phosphate Atlantic (28.2, Inf] -0.9618229 -0.9747644 -0.9488813
phosphate Indo-Pacific (-Inf,26] -0.2052472 -0.2165255 -0.1939688
phosphate Indo-Pacific (26,26.5] -0.8697829 -0.8818275 -0.8577382
phosphate Indo-Pacific (26.5,26.75] -0.8767570 -0.8898801 -0.8636339
phosphate Indo-Pacific (26.75,27] -0.8404914 -0.8537229 -0.8272599
phosphate Indo-Pacific (27,27.25] -0.0277490 -0.0313221 -0.0241759
phosphate Indo-Pacific (27.25,27.5] 0.5367792 0.5228086 0.5507499
phosphate Indo-Pacific (27.5,27.75] 0.6603187 0.6317478 0.6888896
phosphate Indo-Pacific (27.75,27.85] 0.7205052 0.7049076 0.7361028
phosphate Indo-Pacific (27.85,27.95] 0.6646794 0.6377767 0.6915821
phosphate Indo-Pacific (27.95,28.05] 0.3628196 0.2876204 0.4380189
phosphate Indo-Pacific (28.05,28.1] 0.0957202 -0.0271225 0.2185629
phosphate Indo-Pacific (28.1,28.2] 0.0837308 -0.0883158 0.2557775
phosphate Indo-Pacific (28.2,28.3] -0.6822781 -0.6915980 -0.6729582
phosphate Indo-Pacific (28.3,28.4] -0.7126202 -0.7422625 -0.6829778
phosphate Indo-Pacific (28.4, Inf] -0.8344036 -0.9293783 -0.7394289
phosphate_star Atlantic (-Inf,26] -0.4725898 -0.5679420 -0.3772375
phosphate_star Atlantic (26,26.5] -0.7229487 -0.8382591 -0.6076383
phosphate_star Atlantic (26.5,26.75] -0.8252434 -0.9000766 -0.7504103
phosphate_star Atlantic (26.75,27] -0.9115734 -0.9174424 -0.9057043
phosphate_star Atlantic (27,27.25] -0.9344257 -0.9403535 -0.9284979
phosphate_star Atlantic (27.25,27.5] -0.9297391 -0.9422984 -0.9171798
phosphate_star Atlantic (27.5,27.75] -0.9065754 -0.9113683 -0.9017824
phosphate_star Atlantic (27.75,27.85] -0.8532136 -0.8546477 -0.8517796
phosphate_star Atlantic (27.85,27.95] -0.7720370 -0.7744887 -0.7695852
phosphate_star Atlantic (27.95,28.05] -0.8306614 -0.8380006 -0.8233221
phosphate_star Atlantic (28.05,28.1] -0.8449763 -0.8459830 -0.8439696
phosphate_star Atlantic (28.1,28.15] -0.8141635 -0.8363697 -0.7919573
phosphate_star Atlantic (28.15,28.2] -0.9338410 -0.9410275 -0.9266544
phosphate_star Atlantic (28.2, Inf] -0.9508551 -0.9610114 -0.9406989
phosphate_star Indo-Pacific (-Inf,26] -0.0405676 -0.0487663 -0.0323689
phosphate_star Indo-Pacific (26,26.5] -0.8543673 -0.8553406 -0.8533939
phosphate_star Indo-Pacific (26.5,26.75] -0.8358921 -0.8967662 -0.7750180
phosphate_star Indo-Pacific (26.75,27] -0.7400383 -0.8326448 -0.6474319
phosphate_star Indo-Pacific (27,27.25] -0.2545283 -0.3800754 -0.1289812
phosphate_star Indo-Pacific (27.25,27.5] -0.2758303 -0.3263402 -0.2253204
phosphate_star Indo-Pacific (27.5,27.75] -0.4974533 -0.5339545 -0.4609521
phosphate_star Indo-Pacific (27.75,27.85] -0.5160206 -0.5291871 -0.5028540
phosphate_star Indo-Pacific (27.85,27.95] -0.3287403 -0.3308126 -0.3266679
phosphate_star Indo-Pacific (27.95,28.05] -0.2500207 -0.3471027 -0.1529386
phosphate_star Indo-Pacific (28.05,28.1] -0.2748934 -0.4408173 -0.1089695
phosphate_star Indo-Pacific (28.1,28.2] -0.5041374 -0.6189345 -0.3893403
phosphate_star Indo-Pacific (28.2,28.3] -0.5546921 -0.5731179 -0.5362662
phosphate_star Indo-Pacific (28.3,28.4] -0.5591753 -0.6790435 -0.4393070
phosphate_star Indo-Pacific (28.4, Inf] -0.2330893 -0.9275683 0.4613896
sal Atlantic (-Inf,26] 0.4094909 0.2583092 0.5606727
sal Atlantic (26,26.5] 0.6510995 0.4838734 0.8183256
sal Atlantic (26.5,26.75] 0.7569292 0.6456190 0.8682394
sal Atlantic (26.75,27] 0.8603877 0.8572940 0.8634815
sal Atlantic (27,27.25] 0.8961895 0.8869704 0.9054087
sal Atlantic (27.25,27.5] 0.8703278 0.8667066 0.8739489
sal Atlantic (27.5,27.75] 0.7726697 0.7499351 0.7954043
sal Atlantic (27.75,27.85] 0.6185240 0.5878133 0.6492346
sal Atlantic (27.85,27.95] 0.4041800 0.3516766 0.4566834
sal Atlantic (27.95,28.05] 0.5664243 0.5195813 0.6132673
sal Atlantic (28.05,28.1] 0.6325834 0.6086126 0.6565542
sal Atlantic (28.1,28.15] 0.6243569 0.5803391 0.6683748
sal Atlantic (28.15,28.2] 0.8558608 0.8490168 0.8627048
sal Atlantic (28.2, Inf] 0.9254093 0.9151355 0.9356832
sal Indo-Pacific (-Inf,26] 0.0377236 0.0035861 0.0718610
sal Indo-Pacific (26,26.5] 0.5718002 0.4964490 0.6471514
sal Indo-Pacific (26.5,26.75] 0.6115171 0.4635287 0.7595055
sal Indo-Pacific (26.75,27] 0.5327011 0.3796303 0.6857719
sal Indo-Pacific (27,27.25] -0.1529978 -0.2778663 -0.0281293
sal Indo-Pacific (27.25,27.5] -0.3352967 -0.3781358 -0.2924575
sal Indo-Pacific (27.5,27.75] -0.2464223 -0.2949965 -0.1978481
sal Indo-Pacific (27.75,27.85] -0.3306585 -0.3382323 -0.3230846
sal Indo-Pacific (27.85,27.95] -0.2953798 -0.3672181 -0.2235414
sal Indo-Pacific (27.95,28.05] -0.1187782 -0.2418593 0.0043028
sal Indo-Pacific (28.05,28.1] -0.0610820 -0.2626412 0.1404772
sal Indo-Pacific (28.1,28.2] -0.0253989 -0.2311652 0.1803673
sal Indo-Pacific (28.2,28.3] 0.2089364 0.1359008 0.2819719
sal Indo-Pacific (28.3,28.4] 0.2743836 0.0731806 0.4755865
sal Indo-Pacific (28.4, Inf] 0.3292472 -0.3349388 0.9934333
silicate Atlantic (-Inf,26] -0.1445282 -0.1461929 -0.1428636
silicate Atlantic (26,26.5] -0.4649516 -0.6411811 -0.2887222
silicate Atlantic (26.5,26.75] -0.5776160 -0.7227389 -0.4324931
silicate Atlantic (26.75,27] -0.6403359 -0.6540856 -0.6265861
silicate Atlantic (27,27.25] -0.8305037 -0.8502796 -0.8107278
silicate Atlantic (27.25,27.5] -0.9075313 -0.9144315 -0.9006312
silicate Atlantic (27.5,27.75] -0.8751066 -0.8866627 -0.8635505
silicate Atlantic (27.75,27.85] -0.8807073 -0.8843199 -0.8770947
silicate Atlantic (27.85,27.95] -0.8593790 -0.8662416 -0.8525164
silicate Atlantic (27.95,28.05] -0.8360700 -0.8481517 -0.8239883
silicate Atlantic (28.05,28.1] -0.8465965 -0.8476151 -0.8455779
silicate Atlantic (28.1,28.15] -0.8208553 -0.8440570 -0.7976536
silicate Atlantic (28.15,28.2] -0.9351888 -0.9409696 -0.9294080
silicate Atlantic (28.2, Inf] -0.9214273 -0.9307737 -0.9120809
silicate Indo-Pacific (-Inf,26] -0.2229082 -0.2387547 -0.2070618
silicate Indo-Pacific (26,26.5] -0.7661362 -0.7684571 -0.7638153
silicate Indo-Pacific (26.5,26.75] -0.7406385 -0.8013185 -0.6799586
silicate Indo-Pacific (26.75,27] -0.6432885 -0.7065170 -0.5800599
silicate Indo-Pacific (27,27.25] 0.2490804 0.2120615 0.2860992
silicate Indo-Pacific (27.25,27.5] 0.7907719 0.7785552 0.8029887
silicate Indo-Pacific (27.5,27.75] 0.8681387 0.8624748 0.8738027
silicate Indo-Pacific (27.75,27.85] 0.8302664 0.8258771 0.8346558
silicate Indo-Pacific (27.85,27.95] 0.7392541 0.7131681 0.7653401
silicate Indo-Pacific (27.95,28.05] 0.4522058 0.3990736 0.5053379
silicate Indo-Pacific (28.05,28.1] 0.1910676 0.1000334 0.2821018
silicate Indo-Pacific (28.1,28.2] 0.1776309 0.0474499 0.3078120
silicate Indo-Pacific (28.2,28.3] -0.1023427 -0.1469034 -0.0577821
silicate Indo-Pacific (28.3,28.4] -0.4305408 -0.4337609 -0.4273208
silicate Indo-Pacific (28.4, Inf] -0.5819551 -0.7255380 -0.4383721
temp Atlantic (-Inf,26] 0.1723352 0.0870380 0.2576325
temp Atlantic (26,26.5] 0.6396214 0.5114917 0.7677511
temp Atlantic (26.5,26.75] 0.7416751 0.6182339 0.8651164
temp Atlantic (26.75,27] 0.8155677 0.8066273 0.8245081
temp Atlantic (27,27.25] 0.8553037 0.8416689 0.8689386
temp Atlantic (27.25,27.5] 0.8334889 0.8291303 0.8378475
temp Atlantic (27.5,27.75] 0.7312559 0.7219045 0.7406072
temp Atlantic (27.75,27.85] 0.5954814 0.5858157 0.6051471
temp Atlantic (27.85,27.95] 0.4023827 0.3570210 0.4477445
temp Atlantic (27.95,28.05] 0.5419299 0.5095194 0.5743403
temp Atlantic (28.05,28.1] 0.5541874 0.5225750 0.5857998
temp Atlantic (28.1,28.15] 0.4581288 0.3792344 0.5370231
temp Atlantic (28.15,28.2] 0.4948955 0.3505085 0.6392825
temp Atlantic (28.2, Inf] 0.2651550 0.1200254 0.4102845
temp Indo-Pacific (-Inf,26] -0.3126011 -0.3279797 -0.2972225
temp Indo-Pacific (26,26.5] 0.5726568 0.5170395 0.6282742
temp Indo-Pacific (26.5,26.75] 0.6048739 0.4688908 0.7408571
temp Indo-Pacific (26.75,27] 0.5604600 0.4198786 0.7010414
temp Indo-Pacific (27,27.25] -0.0417711 -0.1827927 0.0992505
temp Indo-Pacific (27.25,27.5] -0.3342415 -0.3850087 -0.2834742
temp Indo-Pacific (27.5,27.75] -0.3267492 -0.3542704 -0.2992280
temp Indo-Pacific (27.75,27.85] -0.2923143 -0.3073504 -0.2772782
temp Indo-Pacific (27.85,27.95] -0.1721283 -0.2290461 -0.1152105
temp Indo-Pacific (27.95,28.05] 0.0047457 -0.0655153 0.0750066
temp Indo-Pacific (28.05,28.1] 0.0653572 -0.0543465 0.1850610
temp Indo-Pacific (28.1,28.2] 0.2473507 0.1679082 0.3267932
temp Indo-Pacific (28.2,28.3] 0.1789759 0.1493956 0.2085563
temp Indo-Pacific (28.3,28.4] 0.1796542 -0.0421443 0.4014527
temp Indo-Pacific (28.4, Inf] -0.3800196 -0.7142736 -0.0457655 
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_1.0.5      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_1.4-1         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_2.1.0               
[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_0.11          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          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_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1