eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-05-19

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: 4a1fd72

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 4a1fd72. 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	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 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 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 coeffcients.

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).

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]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
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]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
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()
      
    }
  }
}

}

2.2 Correlation assesment

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")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
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]	0.8943240	0.8943240	0.8943240
aou + nitrate	Atlantic	(26,26.5]	0.8572083	0.8572083	0.8572083
aou + nitrate	Atlantic	(26.5,26.75]	0.9215889	0.9215889	0.9215889
aou + nitrate	Atlantic	(26.75,27]	0.9144808	0.9144808	0.9144808
aou + nitrate	Atlantic	(27,27.25]	0.8719318	0.8719318	0.8719318
aou + nitrate	Atlantic	(27.25,27.5]	0.7568806	0.7568806	0.7568806
aou + nitrate	Atlantic	(27.5,27.75]	0.8640912	0.8640912	0.8640912
aou + nitrate	Atlantic	(27.75,27.85]	0.9457056	0.9457056	0.9457056
aou + nitrate	Atlantic	(27.85,27.95]	0.9496853	0.9496853	0.9496853
aou + nitrate	Atlantic	(27.95,28.05]	0.9540173	0.9540173	0.9540173
aou + nitrate	Atlantic	(28.05,28.1]	0.9532753	0.9532753	0.9532753
aou + nitrate	Atlantic	(28.1,28.15]	0.9704336	0.9704336	0.9704336
aou + nitrate	Atlantic	(28.15,28.2]	0.9750272	0.9750272	0.9750272
aou + nitrate	Atlantic	(28.2, Inf]	0.8743359	0.8743359	0.8743359
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9039224	0.9039224	0.9039224
aou + nitrate	Indo-Pacific	(26,26.5]	0.9002640	0.9002640	0.9002640
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9130676	0.9130676	0.9130676
aou + nitrate	Indo-Pacific	(26.75,27]	0.9436208	0.9436208	0.9436208
aou + nitrate	Indo-Pacific	(27,27.25]	0.9675078	0.9675078	0.9675078
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9740607	0.9740607	0.9740607
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9761911	0.9761911	0.9761911
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9839043	0.9839043	0.9839043
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9815597	0.9815597	0.9815597
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9676840	0.9676840	0.9676840
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9616317	0.9616317	0.9616317
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9330268	0.9330268	0.9330268
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.4071957	0.4071957	0.4071957
aou + nitrate	Indo-Pacific	(28.3,28.4]	0.3834777	0.3834777	0.3834777
aou + phosphate	Atlantic	(-Inf,26]	0.3439828	0.3439828	0.3439828
aou + phosphate	Atlantic	(26,26.5]	0.6555689	0.6555689	0.6555689
aou + phosphate	Atlantic	(26.5,26.75]	0.8197604	0.8197604	0.8197604
aou + phosphate	Atlantic	(26.75,27]	0.8393167	0.8393167	0.8393167
aou + phosphate	Atlantic	(27,27.25]	0.8172912	0.8172912	0.8172912
aou + phosphate	Atlantic	(27.25,27.5]	0.7046904	0.7046904	0.7046904
aou + phosphate	Atlantic	(27.5,27.75]	0.8421437	0.8421437	0.8421437
aou + phosphate	Atlantic	(27.75,27.85]	0.9321931	0.9321931	0.9321931
aou + phosphate	Atlantic	(27.85,27.95]	0.9431268	0.9431268	0.9431268
aou + phosphate	Atlantic	(27.95,28.05]	0.9491969	0.9491969	0.9491969
aou + phosphate	Atlantic	(28.05,28.1]	0.9458968	0.9458968	0.9458968
aou + phosphate	Atlantic	(28.1,28.15]	0.9661621	0.9661621	0.9661621
aou + phosphate	Atlantic	(28.15,28.2]	0.9747711	0.9747711	0.9747711
aou + phosphate	Atlantic	(28.2, Inf]	0.8707222	0.8707222	0.8707222
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9250573	0.9250573	0.9250573
aou + phosphate	Indo-Pacific	(26,26.5]	0.9511692	0.9511692	0.9511692
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9456358	0.9456358	0.9456358
aou + phosphate	Indo-Pacific	(26.75,27]	0.9493116	0.9493116	0.9493116
aou + phosphate	Indo-Pacific	(27,27.25]	0.9731052	0.9731052	0.9731052
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9804016	0.9804016	0.9804016
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9821887	0.9821887	0.9821887
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9858891	0.9858891	0.9858891
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9823623	0.9823623	0.9823623
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9702077	0.9702077	0.9702077
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9611163	0.9611163	0.9611163
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9222625	0.9222625	0.9222625
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.3025406	0.3025406	0.3025406
aou + phosphate	Indo-Pacific	(28.3,28.4]	0.4342612	0.4342612	0.4342612
aou + phosphate_star	Atlantic	(-Inf,26]	-0.4631646	-0.4631646	-0.4631646
aou + phosphate_star	Atlantic	(26,26.5]	0.1992115	0.1992115	0.1992115
aou + phosphate_star	Atlantic	(26.5,26.75]	0.3830375	0.3830375	0.3830375
aou + phosphate_star	Atlantic	(26.75,27]	0.2130504	0.2130504	0.2130504
aou + phosphate_star	Atlantic	(27,27.25]	0.2597312	0.2597312	0.2597312
aou + phosphate_star	Atlantic	(27.25,27.5]	0.2084892	0.2084892	0.2084892
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5392335	0.5392335	0.5392335
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6913992	0.6913992	0.6913992
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6758331	0.6758331	0.6758331
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7895826	0.7895826	0.7895826
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8074244	0.8074244	0.8074244
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8743799	0.8743799	0.8743799
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9061812	0.9061812	0.9061812
aou + phosphate_star	Atlantic	(28.2, Inf]	0.6470349	0.6470349	0.6470349
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6261935	0.6261935	0.6261935
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6096275	0.6096275	0.6096275
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5143336	0.5143336	0.5143336
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.4607643	0.4607643	0.4607643
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.1468247	0.1468247	0.1468247
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4475156	-0.4475156	-0.4475156
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6383570	-0.6383570	-0.6383570
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5176460	-0.5176460	-0.5176460
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1572256	-0.1572256	-0.1572256
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.1887191	0.1887191	0.1887191
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3880166	0.3880166	0.3880166
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1054850	-0.1054850	-0.1054850
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8082886	-0.8082886	-0.8082886
aou + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.8458884	-0.8458884	-0.8458884
aou + silicate	Atlantic	(-Inf,26]	0.1746303	0.1746303	0.1746303
aou + silicate	Atlantic	(26,26.5]	0.5939670	0.5939670	0.5939670
aou + silicate	Atlantic	(26.5,26.75]	0.7607147	0.7607147	0.7607147
aou + silicate	Atlantic	(26.75,27]	0.8283626	0.8283626	0.8283626
aou + silicate	Atlantic	(27,27.25]	0.7858678	0.7858678	0.7858678
aou + silicate	Atlantic	(27.25,27.5]	0.5172479	0.5172479	0.5172479
aou + silicate	Atlantic	(27.5,27.75]	0.6756749	0.6756749	0.6756749
aou + silicate	Atlantic	(27.75,27.85]	0.8633681	0.8633681	0.8633681
aou + silicate	Atlantic	(27.85,27.95]	0.8903164	0.8903164	0.8903164
aou + silicate	Atlantic	(27.95,28.05]	0.9379562	0.9379562	0.9379562
aou + silicate	Atlantic	(28.05,28.1]	0.9567476	0.9567476	0.9567476
aou + silicate	Atlantic	(28.1,28.15]	0.9740220	0.9740220	0.9740220
aou + silicate	Atlantic	(28.15,28.2]	0.9843451	0.9843451	0.9843451
aou + silicate	Atlantic	(28.2, Inf]	0.8858760	0.8858760	0.8858760
aou + silicate	Indo-Pacific	(-Inf,26]	0.7040907	0.7040907	0.7040907
aou + silicate	Indo-Pacific	(26,26.5]	0.6447627	0.6447627	0.6447627
aou + silicate	Indo-Pacific	(26.5,26.75]	0.6486526	0.6486526	0.6486526
aou + silicate	Indo-Pacific	(26.75,27]	0.7677518	0.7677518	0.7677518
aou + silicate	Indo-Pacific	(27,27.25]	0.9026403	0.9026403	0.9026403
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9298230	0.9298230	0.9298230
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9468196	0.9468196	0.9468196
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9738701	0.9738701	0.9738701
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9680390	0.9680390	0.9680390
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9520026	0.9520026	0.9520026
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9516096	0.9516096	0.9516096
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8939142	0.8939142	0.8939142
aou + silicate	Indo-Pacific	(28.2,28.3]	0.6032548	0.6032548	0.6032548
aou + silicate	Indo-Pacific	(28.3,28.4]	0.5481398	0.5481398	0.5481398
nitrate + phosphate	Atlantic	(-Inf,26]	0.5965729	0.5965729	0.5965729
nitrate + phosphate	Atlantic	(26,26.5]	0.9095902	0.9095902	0.9095902
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9681237	0.9681237	0.9681237
nitrate + phosphate	Atlantic	(26.75,27]	0.9818673	0.9818673	0.9818673
nitrate + phosphate	Atlantic	(27,27.25]	0.9889258	0.9889258	0.9889258
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9923538	0.9923538	0.9923538
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9940639	0.9940639	0.9940639
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9941144	0.9941144	0.9941144
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9902956	0.9902956	0.9902956
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9914229	0.9914229	0.9914229
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9916640	0.9916640	0.9916640
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9961608	0.9961608	0.9961608
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974861	0.9974861	0.9974861
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9958960	0.9958960	0.9958960
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9629943	0.9629943	0.9629943
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9575636	0.9575636	0.9575636
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9664607	0.9664607	0.9664607
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9872212	0.9872212	0.9872212
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9904169	0.9904169	0.9904169
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9922522	0.9922522	0.9922522
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9917235	0.9917235	0.9917235
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9915834	0.9915834	0.9915834
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9914811	0.9914811	0.9914811
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9859094	0.9859094	0.9859094
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9832922	0.9832922	0.9832922
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9717785	0.9717785	0.9717785
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.5563211	0.5563211	0.5563211
nitrate + phosphate	Indo-Pacific	(28.3,28.4]	0.6670369	0.6670369	0.6670369
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.1393912	-0.1393912	-0.1393912
nitrate + phosphate_star	Atlantic	(26,26.5]	0.6232376	0.6232376	0.6232376
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6943231	0.6943231	0.6943231
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5803589	0.5803589	0.5803589
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6902075	0.6902075	0.6902075
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7899317	0.7899317	0.7899317
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8776192	0.8776192	0.8776192
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8765589	0.8765589	0.8765589
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8532252	0.8532252	0.8532252
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9208011	0.9208011	0.9208011
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9342266	0.9342266	0.9342266
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9585033	0.9585033	0.9585033
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9723586	0.9723586	0.9723586
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9284576	0.9284576	0.9284576
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8590562	0.8590562	0.8590562
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.8253903	0.8253903	0.8253903
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7537664	0.7537664	0.7537664
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6956782	0.6956782	0.6956782
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.3550100	0.3550100	0.3550100
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2664038	-0.2664038	-0.2664038
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4829419	-0.4829419	-0.4829419
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3903311	-0.3903311	-0.3903311
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.0043835	-0.0043835	-0.0043835
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3803187	0.3803187	0.3803187
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5806603	0.5806603	0.5806603
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2012854	0.2012854	0.2012854
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0306880	-0.0306880	-0.0306880
nitrate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.0225301	-0.0225301	-0.0225301
nitrate + silicate	Atlantic	(-Inf,26]	0.4397524	0.4397524	0.4397524
nitrate + silicate	Atlantic	(26,26.5]	0.8449458	0.8449458	0.8449458
nitrate + silicate	Atlantic	(26.5,26.75]	0.8878073	0.8878073	0.8878073
nitrate + silicate	Atlantic	(26.75,27]	0.9180216	0.9180216	0.9180216
nitrate + silicate	Atlantic	(27,27.25]	0.9370923	0.9370923	0.9370923
nitrate + silicate	Atlantic	(27.25,27.5]	0.8894411	0.8894411	0.8894411
nitrate + silicate	Atlantic	(27.5,27.75]	0.9047621	0.9047621	0.9047621
nitrate + silicate	Atlantic	(27.75,27.85]	0.9599641	0.9599641	0.9599641
nitrate + silicate	Atlantic	(27.85,27.95]	0.9716177	0.9716177	0.9716177
nitrate + silicate	Atlantic	(27.95,28.05]	0.9824661	0.9824661	0.9824661
nitrate + silicate	Atlantic	(28.05,28.1]	0.9891792	0.9891792	0.9891792
nitrate + silicate	Atlantic	(28.1,28.15]	0.9915891	0.9915891	0.9915891
nitrate + silicate	Atlantic	(28.15,28.2]	0.9915456	0.9915456	0.9915456
nitrate + silicate	Atlantic	(28.2, Inf]	0.9791161	0.9791161	0.9791161
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8751005	0.8751005	0.8751005
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8187917	0.8187917	0.8187917
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8179598	0.8179598	0.8179598
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8538333	0.8538333	0.8538333
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9138094	0.9138094	0.9138094
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9097401	0.9097401	0.9097401
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9168651	0.9168651	0.9168651
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9583320	0.9583320	0.9583320
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9659613	0.9659613	0.9659613
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9522613	0.9522613	0.9522613
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9550923	0.9550923	0.9550923
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9161817	0.9161817	0.9161817
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.5725595	0.5725595	0.5725595
nitrate + silicate	Indo-Pacific	(28.3,28.4]	0.7157414	0.7157414	0.7157414
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6611807	0.6611807	0.6611807
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8682677	0.8682677	0.8682677
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8416523	0.8416523	0.8416523
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7093894	0.7093894	0.7093894
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7681091	0.7681091	0.7681091
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8398820	0.8398820	0.8398820
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.9052174	0.9052174	0.9052174
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9037759	0.9037759	0.9037759
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8804238	0.8804238	0.8804238
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9406036	0.9406036	0.9406036
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9540956	0.9540956	0.9540956
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9693685	0.9693685	0.9693685
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9773200	0.9773200	0.9773200
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9371815	0.9371815	0.9371815
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8600279	0.8600279	0.8600279
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8221837	0.8221837	0.8221837
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7633705	0.7633705	0.7633705
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7144394	0.7144394	0.7144394
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.3666786	0.3666786	0.3666786
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2727795	-0.2727795	-0.2727795
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4962336	-0.4962336	-0.4962336
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3776898	-0.3776898	-0.3776898
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0216785	0.0216785	0.0216785
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4161794	0.4161794	0.4161794
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6247582	0.6247582	0.6247582
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.2832407	0.2832407	0.2832407
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3026152	0.3026152	0.3026152
phosphate + phosphate_star	Indo-Pacific	(28.3,28.4]	0.1108121	0.1108121	0.1108121
sal + aou	Atlantic	(-Inf,26]	0.3951154	0.3951154	0.3951154
sal + aou	Atlantic	(26,26.5]	-0.0945343	-0.0945343	-0.0945343
sal + aou	Atlantic	(26.5,26.75]	-0.2973277	-0.2973277	-0.2973277
sal + aou	Atlantic	(26.75,27]	-0.1686779	-0.1686779	-0.1686779
sal + aou	Atlantic	(27,27.25]	-0.2738967	-0.2738967	-0.2738967
sal + aou	Atlantic	(27.25,27.5]	-0.2075478	-0.2075478	-0.2075478
sal + aou	Atlantic	(27.5,27.75]	-0.3843612	-0.3843612	-0.3843612
sal + aou	Atlantic	(27.75,27.85]	-0.3974358	-0.3974358	-0.3974358
sal + aou	Atlantic	(27.85,27.95]	-0.3285290	-0.3285290	-0.3285290
sal + aou	Atlantic	(27.95,28.05]	-0.6037494	-0.6037494	-0.6037494
sal + aou	Atlantic	(28.05,28.1]	-0.6607385	-0.6607385	-0.6607385
sal + aou	Atlantic	(28.1,28.15]	-0.7776339	-0.7776339	-0.7776339
sal + aou	Atlantic	(28.15,28.2]	-0.8466512	-0.8466512	-0.8466512
sal + aou	Atlantic	(28.2, Inf]	-0.6771309	-0.6771309	-0.6771309
sal + aou	Indo-Pacific	(-Inf,26]	-0.0743083	-0.0743083	-0.0743083
sal + aou	Indo-Pacific	(26,26.5]	-0.1893851	-0.1893851	-0.1893851
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2749401	-0.2749401	-0.2749401
sal + aou	Indo-Pacific	(26.75,27]	-0.3253155	-0.3253155	-0.3253155
sal + aou	Indo-Pacific	(27,27.25]	-0.1860390	-0.1860390	-0.1860390
sal + aou	Indo-Pacific	(27.25,27.5]	0.0514904	0.0514904	0.0514904
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0423494	-0.0423494	-0.0423494
sal + aou	Indo-Pacific	(27.75,27.85]	-0.2555834	-0.2555834	-0.2555834
sal + aou	Indo-Pacific	(27.85,27.95]	-0.3740845	-0.3740845	-0.3740845
sal + aou	Indo-Pacific	(27.95,28.05]	-0.4128328	-0.4128328	-0.4128328
sal + aou	Indo-Pacific	(28.05,28.1]	-0.4620635	-0.4620635	-0.4620635
sal + aou	Indo-Pacific	(28.1,28.2]	-0.1346022	-0.1346022	-0.1346022
sal + aou	Indo-Pacific	(28.2,28.3]	0.8831823	0.8831823	0.8831823
sal + aou	Indo-Pacific	(28.3,28.4]	0.8194887	0.8194887	0.8194887
sal + nitrate	Atlantic	(-Inf,26]	0.1063727	0.1063727	0.1063727
sal + nitrate	Atlantic	(26,26.5]	-0.4886494	-0.4886494	-0.4886494
sal + nitrate	Atlantic	(26.5,26.75]	-0.6043426	-0.6043426	-0.6043426
sal + nitrate	Atlantic	(26.75,27]	-0.5297438	-0.5297438	-0.5297438
sal + nitrate	Atlantic	(27,27.25]	-0.6887753	-0.6887753	-0.6887753
sal + nitrate	Atlantic	(27.25,27.5]	-0.7715864	-0.7715864	-0.7715864
sal + nitrate	Atlantic	(27.5,27.75]	-0.7245635	-0.7245635	-0.7245635
sal + nitrate	Atlantic	(27.75,27.85]	-0.6066994	-0.6066994	-0.6066994
sal + nitrate	Atlantic	(27.85,27.95]	-0.5523346	-0.5523346	-0.5523346
sal + nitrate	Atlantic	(27.95,28.05]	-0.7649409	-0.7649409	-0.7649409
sal + nitrate	Atlantic	(28.05,28.1]	-0.8174576	-0.8174576	-0.8174576
sal + nitrate	Atlantic	(28.1,28.15]	-0.8807754	-0.8807754	-0.8807754
sal + nitrate	Atlantic	(28.15,28.2]	-0.9248060	-0.9248060	-0.9248060
sal + nitrate	Atlantic	(28.2, Inf]	-0.9332514	-0.9332514	-0.9332514
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3543569	-0.3543569	-0.3543569
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5160986	-0.5160986	-0.5160986
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5768851	-0.5768851	-0.5768851
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5605906	-0.5605906	-0.5605906
sal + nitrate	Indo-Pacific	(27,27.25]	-0.3397032	-0.3397032	-0.3397032
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.0372207	-0.0372207	-0.0372207
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1273925	-0.1273925	-0.1273925
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.3320830	-0.3320830	-0.3320830
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.4713963	-0.4713963	-0.4713963
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5649562	-0.5649562	-0.5649562
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.6396400	-0.6396400	-0.6396400
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.4039254	-0.4039254	-0.4039254
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.2990526	0.2990526	0.2990526
sal + nitrate	Indo-Pacific	(28.3,28.4]	0.2065371	0.2065371	0.2065371
sal + phosphate	Atlantic	(-Inf,26]	-0.5268898	-0.5268898	-0.5268898
sal + phosphate	Atlantic	(26,26.5]	-0.7797358	-0.7797358	-0.7797358
sal + phosphate	Atlantic	(26.5,26.75]	-0.7704666	-0.7704666	-0.7704666
sal + phosphate	Atlantic	(26.75,27]	-0.6650543	-0.6650543	-0.6650543
sal + phosphate	Atlantic	(27,27.25]	-0.7636895	-0.7636895	-0.7636895
sal + phosphate	Atlantic	(27.25,27.5]	-0.8172423	-0.8172423	-0.8172423
sal + phosphate	Atlantic	(27.5,27.75]	-0.7592949	-0.7592949	-0.7592949
sal + phosphate	Atlantic	(27.75,27.85]	-0.6415697	-0.6415697	-0.6415697
sal + phosphate	Atlantic	(27.85,27.95]	-0.5692811	-0.5692811	-0.5692811
sal + phosphate	Atlantic	(27.95,28.05]	-0.7770076	-0.7770076	-0.7770076
sal + phosphate	Atlantic	(28.05,28.1]	-0.8341084	-0.8341084	-0.8341084
sal + phosphate	Atlantic	(28.1,28.15]	-0.8923015	-0.8923015	-0.8923015
sal + phosphate	Atlantic	(28.15,28.2]	-0.9295694	-0.9295694	-0.9295694
sal + phosphate	Atlantic	(28.2, Inf]	-0.9371771	-0.9371771	-0.9371771
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.1915849	-0.1915849	-0.1915849
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4293737	-0.4293737	-0.4293737
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.5366756	-0.5366756	-0.5366756
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5701501	-0.5701501	-0.5701501
sal + phosphate	Indo-Pacific	(27,27.25]	-0.3459414	-0.3459414	-0.3459414
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.0200704	-0.0200704	-0.0200704
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.0814742	-0.0814742	-0.0814742
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.2826951	-0.2826951	-0.2826951
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.4430137	-0.4430137	-0.4430137
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.5566018	-0.5566018	-0.5566018
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.6318439	-0.6318439	-0.6318439
sal + phosphate	Indo-Pacific	(28.1,28.2]	-0.4058050	-0.4058050	-0.4058050
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.1948564	0.1948564	0.1948564
sal + phosphate	Indo-Pacific	(28.3,28.4]	0.2582174	0.2582174	0.2582174
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8809653	-0.8809653	-0.8809653
sal + phosphate_star	Atlantic	(26,26.5]	-0.9631908	-0.9631908	-0.9631908
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9756042	-0.9756042	-0.9756042
sal + phosphate_star	Atlantic	(26.75,27]	-0.9816683	-0.9816683	-0.9816683
sal + phosphate_star	Atlantic	(27,27.25]	-0.9812761	-0.9812761	-0.9812761
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9743406	-0.9743406	-0.9743406
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9190209	-0.9190209	-0.9190209
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8571682	-0.8571682	-0.8571682
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8309039	-0.8309039	-0.8309039
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8982998	-0.8982998	-0.8982998
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9312187	-0.9312187	-0.9312187
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9567001	-0.9567001	-0.9567001
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9721627	-0.9721627	-0.9721627
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9788496	-0.9788496	-0.9788496
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4650294	-0.4650294	-0.4650294
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7979611	-0.7979611	-0.7979611
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9061810	-0.9061810	-0.9061810
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9242736	-0.9242736	-0.9242736
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8338305	-0.8338305	-0.8338305
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5584941	-0.5584941	-0.5584941
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3249340	-0.3249340	-0.3249340
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2624138	-0.2624138	-0.2624138
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.5009207	-0.5009207	-0.5009207
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7754065	-0.7754065	-0.7754065
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8549298	-0.8549298	-0.8549298
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7614420	-0.7614420	-0.7614420
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7616838	-0.7616838	-0.7616838
sal + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7520325	-0.7520325	-0.7520325
sal + silicate	Atlantic	(-Inf,26]	-0.6403954	-0.6403954	-0.6403954
sal + silicate	Atlantic	(26,26.5]	-0.7148744	-0.7148744	-0.7148744
sal + silicate	Atlantic	(26.5,26.75]	-0.6682001	-0.6682001	-0.6682001
sal + silicate	Atlantic	(26.75,27]	-0.5317480	-0.5317480	-0.5317480
sal + silicate	Atlantic	(27,27.25]	-0.7149991	-0.7149991	-0.7149991
sal + silicate	Atlantic	(27.25,27.5]	-0.8246224	-0.8246224	-0.8246224
sal + silicate	Atlantic	(27.5,27.75]	-0.7399434	-0.7399434	-0.7399434
sal + silicate	Atlantic	(27.75,27.85]	-0.6657466	-0.6657466	-0.6657466
sal + silicate	Atlantic	(27.85,27.95]	-0.6457574	-0.6457574	-0.6457574
sal + silicate	Atlantic	(27.95,28.05]	-0.8020577	-0.8020577	-0.8020577
sal + silicate	Atlantic	(28.05,28.1]	-0.8253536	-0.8253536	-0.8253536
sal + silicate	Atlantic	(28.1,28.15]	-0.8756147	-0.8756147	-0.8756147
sal + silicate	Atlantic	(28.15,28.2]	-0.8927077	-0.8927077	-0.8927077
sal + silicate	Atlantic	(28.2, Inf]	-0.8891729	-0.8891729	-0.8891729
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5539741	-0.5539741	-0.5539741
sal + silicate	Indo-Pacific	(26,26.5]	-0.6679190	-0.6679190	-0.6679190
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.7919982	-0.7919982	-0.7919982
sal + silicate	Indo-Pacific	(26.75,27]	-0.7620257	-0.7620257	-0.7620257
sal + silicate	Indo-Pacific	(27,27.25]	-0.5083980	-0.5083980	-0.5083980
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.1801161	-0.1801161	-0.1801161
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.0972027	-0.0972027	-0.0972027
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.2844399	-0.2844399	-0.2844399
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.4011050	-0.4011050	-0.4011050
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.4626031	-0.4626031	-0.4626031
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.5359602	-0.5359602	-0.5359602
sal + silicate	Indo-Pacific	(28.1,28.2]	-0.2265459	-0.2265459	-0.2265459
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6006400	0.6006400	0.6006400
sal + silicate	Indo-Pacific	(28.3,28.4]	0.3345530	0.3345530	0.3345530
sal + temp	Atlantic	(-Inf,26]	0.9623840	0.9623840	0.9623840
sal + temp	Atlantic	(26,26.5]	0.9662535	0.9662535	0.9662535
sal + temp	Atlantic	(26.5,26.75]	0.9908194	0.9908194	0.9908194
sal + temp	Atlantic	(26.75,27]	0.9824855	0.9824855	0.9824855
sal + temp	Atlantic	(27,27.25]	0.9814582	0.9814582	0.9814582
sal + temp	Atlantic	(27.25,27.5]	0.9761782	0.9761782	0.9761782
sal + temp	Atlantic	(27.5,27.75]	0.9710796	0.9710796	0.9710796
sal + temp	Atlantic	(27.75,27.85]	0.9813816	0.9813816	0.9813816
sal + temp	Atlantic	(27.85,27.95]	0.9443604	0.9443604	0.9443604
sal + temp	Atlantic	(27.95,28.05]	0.9214841	0.9214841	0.9214841
sal + temp	Atlantic	(28.05,28.1]	0.9658758	0.9658758	0.9658758
sal + temp	Atlantic	(28.1,28.15]	0.9595586	0.9595586	0.9595586
sal + temp	Atlantic	(28.15,28.2]	0.8876748	0.8876748	0.8876748
sal + temp	Atlantic	(28.2, Inf]	0.2079871	0.2079871	0.2079871
sal + temp	Indo-Pacific	(-Inf,26]	0.7137615	0.7137615	0.7137615
sal + temp	Indo-Pacific	(26,26.5]	0.9361573	0.9361573	0.9361573
sal + temp	Indo-Pacific	(26.5,26.75]	0.9810023	0.9810023	0.9810023
sal + temp	Indo-Pacific	(26.75,27]	0.9776025	0.9776025	0.9776025
sal + temp	Indo-Pacific	(27,27.25]	0.9404160	0.9404160	0.9404160
sal + temp	Indo-Pacific	(27.25,27.5]	0.8425379	0.8425379	0.8425379
sal + temp	Indo-Pacific	(27.5,27.75]	0.6424678	0.6424678	0.6424678
sal + temp	Indo-Pacific	(27.75,27.85]	0.8070523	0.8070523	0.8070523
sal + temp	Indo-Pacific	(27.85,27.95]	0.7324507	0.7324507	0.7324507
sal + temp	Indo-Pacific	(27.95,28.05]	0.7039568	0.7039568	0.7039568
sal + temp	Indo-Pacific	(28.05,28.1]	0.6853363	0.6853363	0.6853363
sal + temp	Indo-Pacific	(28.1,28.2]	0.3713127	0.3713127	0.3713127
sal + temp	Indo-Pacific	(28.2,28.3]	0.8261186	0.8261186	0.8261186
sal + temp	Indo-Pacific	(28.3,28.4]	0.7899364	0.7899364	0.7899364
silicate + phosphate	Atlantic	(-Inf,26]	0.6724579	0.6724579	0.6724579
silicate + phosphate	Atlantic	(26,26.5]	0.9086217	0.9086217	0.9086217
silicate + phosphate	Atlantic	(26.5,26.75]	0.8944815	0.8944815	0.8944815
silicate + phosphate	Atlantic	(26.75,27]	0.9195365	0.9195365	0.9195365
silicate + phosphate	Atlantic	(27,27.25]	0.9496260	0.9496260	0.9496260
silicate + phosphate	Atlantic	(27.25,27.5]	0.9135775	0.9135775	0.9135775
silicate + phosphate	Atlantic	(27.5,27.75]	0.9170621	0.9170621	0.9170621
silicate + phosphate	Atlantic	(27.75,27.85]	0.9641149	0.9641149	0.9641149
silicate + phosphate	Atlantic	(27.85,27.95]	0.9728491	0.9728491	0.9728491
silicate + phosphate	Atlantic	(27.95,28.05]	0.9823853	0.9823853	0.9823853
silicate + phosphate	Atlantic	(28.05,28.1]	0.9880457	0.9880457	0.9880457
silicate + phosphate	Atlantic	(28.1,28.15]	0.9921816	0.9921816	0.9921816
silicate + phosphate	Atlantic	(28.15,28.2]	0.9900487	0.9900487	0.9900487
silicate + phosphate	Atlantic	(28.2, Inf]	0.9782825	0.9782825	0.9782825
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.7756880	0.7756880	0.7756880
silicate + phosphate	Indo-Pacific	(26,26.5]	0.7550139	0.7550139	0.7550139
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.7885027	0.7885027	0.7885027
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8600074	0.8600074	0.8600074
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9212865	0.9212865	0.9212865
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9145460	0.9145460	0.9145460
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9171857	0.9171857	0.9171857
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9608116	0.9608116	0.9608116
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9706550	0.9706550	0.9706550
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9629105	0.9629105	0.9629105
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9583805	0.9583805	0.9583805
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9065053	0.9065053	0.9065053
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.4473956	0.4473956	0.4473956
silicate + phosphate	Indo-Pacific	(28.3,28.4]	0.6399165	0.6399165	0.6399165
silicate + phosphate_star	Atlantic	(-Inf,26]	0.5432316	0.5432316	0.5432316
silicate + phosphate_star	Atlantic	(26,26.5]	0.7937957	0.7937957	0.7937957
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7368590	0.7368590	0.7368590
silicate + phosphate_star	Atlantic	(26.75,27]	0.5818868	0.5818868	0.5818868
silicate + phosphate_star	Atlantic	(27,27.25]	0.7218551	0.7218551	0.7218551
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8702926	0.8702926	0.8702926
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9081056	0.9081056	0.9081056
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9156505	0.9156505	0.9156505
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9048390	0.9048390	0.9048390
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9294884	0.9294884	0.9294884
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9275369	0.9275369	0.9275369
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9487516	0.9487516	0.9487516
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9490322	0.9490322	0.9490322
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8943052	0.8943052	0.8943052
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7757511	0.7757511	0.7757511
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7935182	0.7935182	0.7935182
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8313958	0.8313958	0.8313958
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7638662	0.7638662	0.7638662
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.3773936	0.3773936	0.3773936
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3062329	-0.3062329	-0.3062329
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5715456	-0.5715456	-0.5715456
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4651705	-0.4651705	-0.4651705
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.0215433	-0.0215433	-0.0215433
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3611137	0.3611137	0.3611137
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5299972	0.5299972	0.5299972
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1439699	0.1439699	0.1439699
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2718847	-0.2718847	-0.2718847
silicate + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.2089260	-0.2089260	-0.2089260
temp + aou	Atlantic	(-Inf,26]	0.3704150	0.3704150	0.3704150
temp + aou	Atlantic	(26,26.5]	-0.1378684	-0.1378684	-0.1378684
temp + aou	Atlantic	(26.5,26.75]	-0.3148076	-0.3148076	-0.3148076
temp + aou	Atlantic	(26.75,27]	-0.1557963	-0.1557963	-0.1557963
temp + aou	Atlantic	(27,27.25]	-0.2154268	-0.2154268	-0.2154268
temp + aou	Atlantic	(27.25,27.5]	-0.1648480	-0.1648480	-0.1648480
temp + aou	Atlantic	(27.5,27.75]	-0.3565452	-0.3565452	-0.3565452
temp + aou	Atlantic	(27.75,27.85]	-0.4015507	-0.4015507	-0.4015507
temp + aou	Atlantic	(27.85,27.95]	-0.3122921	-0.3122921	-0.3122921
temp + aou	Atlantic	(27.95,28.05]	-0.5197867	-0.5197867	-0.5197867
temp + aou	Atlantic	(28.05,28.1]	-0.5171497	-0.5171497	-0.5171497
temp + aou	Atlantic	(28.1,28.15]	-0.6125933	-0.6125933	-0.6125933
temp + aou	Atlantic	(28.15,28.2]	-0.5718514	-0.5718514	-0.5718514
temp + aou	Atlantic	(28.2, Inf]	0.4011425	0.4011425	0.4011425
temp + aou	Indo-Pacific	(-Inf,26]	-0.2928721	-0.2928721	-0.2928721
temp + aou	Indo-Pacific	(26,26.5]	-0.2608183	-0.2608183	-0.2608183
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2482547	-0.2482547	-0.2482547
temp + aou	Indo-Pacific	(26.75,27]	-0.3192920	-0.3192920	-0.3192920
temp + aou	Indo-Pacific	(27,27.25]	-0.2379243	-0.2379243	-0.2379243
temp + aou	Indo-Pacific	(27.25,27.5]	0.0079139	0.0079139	0.0079139
temp + aou	Indo-Pacific	(27.5,27.75]	0.0282319	0.0282319	0.0282319
temp + aou	Indo-Pacific	(27.75,27.85]	-0.0586799	-0.0586799	-0.0586799
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0371343	-0.0371343	-0.0371343
temp + aou	Indo-Pacific	(27.95,28.05]	0.0824738	0.0824738	0.0824738
temp + aou	Indo-Pacific	(28.05,28.1]	0.1995870	0.1995870	0.1995870
temp + aou	Indo-Pacific	(28.1,28.2]	0.7584775	0.7584775	0.7584775
temp + aou	Indo-Pacific	(28.2,28.3]	0.8272195	0.8272195	0.8272195
temp + aou	Indo-Pacific	(28.3,28.4]	0.9651205	0.9651205	0.9651205
temp + nitrate	Atlantic	(-Inf,26]	0.1038434	0.1038434	0.1038434
temp + nitrate	Atlantic	(26,26.5]	-0.5614992	-0.5614992	-0.5614992
temp + nitrate	Atlantic	(26.5,26.75]	-0.6252088	-0.6252088	-0.6252088
temp + nitrate	Atlantic	(26.75,27]	-0.5253686	-0.5253686	-0.5253686
temp + nitrate	Atlantic	(27,27.25]	-0.6484985	-0.6484985	-0.6484985
temp + nitrate	Atlantic	(27.25,27.5]	-0.7441210	-0.7441210	-0.7441210
temp + nitrate	Atlantic	(27.5,27.75]	-0.7045866	-0.7045866	-0.7045866
temp + nitrate	Atlantic	(27.75,27.85]	-0.6202526	-0.6202526	-0.6202526
temp + nitrate	Atlantic	(27.85,27.95]	-0.5378645	-0.5378645	-0.5378645
temp + nitrate	Atlantic	(27.95,28.05]	-0.6857485	-0.6857485	-0.6857485
temp + nitrate	Atlantic	(28.05,28.1]	-0.7085485	-0.7085485	-0.7085485
temp + nitrate	Atlantic	(28.1,28.15]	-0.7444967	-0.7444967	-0.7444967
temp + nitrate	Atlantic	(28.15,28.2]	-0.6874692	-0.6874692	-0.6874692
temp + nitrate	Atlantic	(28.2, Inf]	0.0611215	0.0611215	0.0611215
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5977687	-0.5977687	-0.5977687
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5927502	-0.5927502	-0.5927502
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5637315	-0.5637315	-0.5637315
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5734948	-0.5734948	-0.5734948
temp + nitrate	Indo-Pacific	(27,27.25]	-0.4214299	-0.4214299	-0.4214299
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.1240012	-0.1240012	-0.1240012
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.0686239	-0.0686239	-0.0686239
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.1331807	-0.1331807	-0.1331807
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1341768	-0.1341768	-0.1341768
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.0832820	-0.0832820	-0.0832820
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0016629	-0.0016629	-0.0016629
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.5529832	0.5529832	0.5529832
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.1664218	0.1664218	0.1664218
temp + nitrate	Indo-Pacific	(28.3,28.4]	0.4243004	0.4243004	0.4243004
temp + phosphate	Atlantic	(-Inf,26]	-0.4861311	-0.4861311	-0.4861311
temp + phosphate	Atlantic	(26,26.5]	-0.7958757	-0.7958757	-0.7958757
temp + phosphate	Atlantic	(26.5,26.75]	-0.7800992	-0.7800992	-0.7800992
temp + phosphate	Atlantic	(26.75,27]	-0.6544499	-0.6544499	-0.6544499
temp + phosphate	Atlantic	(27,27.25]	-0.7232757	-0.7232757	-0.7232757
temp + phosphate	Atlantic	(27.25,27.5]	-0.7941619	-0.7941619	-0.7941619
temp + phosphate	Atlantic	(27.5,27.75]	-0.7406624	-0.7406624	-0.7406624
temp + phosphate	Atlantic	(27.75,27.85]	-0.6541722	-0.6541722	-0.6541722
temp + phosphate	Atlantic	(27.85,27.95]	-0.5536962	-0.5536962	-0.5536962
temp + phosphate	Atlantic	(27.95,28.05]	-0.6998586	-0.6998586	-0.6998586
temp + phosphate	Atlantic	(28.05,28.1]	-0.7276233	-0.7276233	-0.7276233
temp + phosphate	Atlantic	(28.1,28.15]	-0.7608136	-0.7608136	-0.7608136
temp + phosphate	Atlantic	(28.15,28.2]	-0.6969750	-0.6969750	-0.6969750
temp + phosphate	Atlantic	(28.2, Inf]	0.0471432	0.0471432	0.0471432
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4959955	-0.4959955	-0.4959955
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5145048	-0.5145048	-0.5145048
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.5234539	-0.5234539	-0.5234539
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5778717	-0.5778717	-0.5778717
temp + phosphate	Indo-Pacific	(27,27.25]	-0.4175376	-0.4175376	-0.4175376
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.0993011	-0.0993011	-0.0993011
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.0164401	-0.0164401	-0.0164401
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.0861244	-0.0861244	-0.0861244
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.1094680	-0.1094680	-0.1094680
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.0747846	-0.0747846	-0.0747846
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0086727	0.0086727	0.0086727
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.5490090	0.5490090	0.5490090
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.1545309	0.1545309	0.1545309
temp + phosphate	Indo-Pacific	(28.3,28.4]	0.4711721	0.4711721	0.4711721
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8400459	-0.8400459	-0.8400459
temp + phosphate_star	Atlantic	(26,26.5]	-0.9652682	-0.9652682	-0.9652682
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9776737	-0.9776737	-0.9776737
temp + phosphate_star	Atlantic	(26.75,27]	-0.9832042	-0.9832042	-0.9832042
temp + phosphate_star	Atlantic	(27,27.25]	-0.9821655	-0.9821655	-0.9821655
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9800253	-0.9800253	-0.9800253
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9191116	-0.9191116	-0.9191116
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8775866	-0.8775866	-0.8775866
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8314853	-0.8314853	-0.8314853
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8565711	-0.8565711	-0.8565711
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8751193	-0.8751193	-0.8751193
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8715541	-0.8715541	-0.8715541
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8008849	-0.8008849	-0.8008849
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.2453155	-0.2453155	-0.2453155
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8061139	-0.8061139	-0.8061139
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8837321	-0.8837321	-0.8837321
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9223370	-0.9223370	-0.9223370
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9553993	-0.9553993	-0.9553993
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9195251	-0.9195251	-0.9195251
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7130161	-0.7130161	-0.7130161
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5007156	-0.5007156	-0.5007156
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4202451	-0.4202451	-0.4202451
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6336818	-0.6336818	-0.6336818
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7468767	-0.7468767	-0.7468767
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6060899	-0.6060899	-0.6060899
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5164237	-0.5164237	-0.5164237
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7834975	-0.7834975	-0.7834975
temp + phosphate_star	Indo-Pacific	(28.3,28.4]	-0.7891962	-0.7891962	-0.7891962
temp + silicate	Atlantic	(-Inf,26]	-0.5969860	-0.5969860	-0.5969860
temp + silicate	Atlantic	(26,26.5]	-0.7306106	-0.7306106	-0.7306106
temp + silicate	Atlantic	(26.5,26.75]	-0.6948407	-0.6948407	-0.6948407
temp + silicate	Atlantic	(26.75,27]	-0.5412035	-0.5412035	-0.5412035
temp + silicate	Atlantic	(27,27.25]	-0.6929503	-0.6929503	-0.6929503
temp + silicate	Atlantic	(27.25,27.5]	-0.8521147	-0.8521147	-0.8521147
temp + silicate	Atlantic	(27.5,27.75]	-0.7744520	-0.7744520	-0.7744520
temp + silicate	Atlantic	(27.75,27.85]	-0.6990192	-0.6990192	-0.6990192
temp + silicate	Atlantic	(27.85,27.95]	-0.6497290	-0.6497290	-0.6497290
temp + silicate	Atlantic	(27.95,28.05]	-0.7512542	-0.7512542	-0.7512542
temp + silicate	Atlantic	(28.05,28.1]	-0.7169271	-0.7169271	-0.7169271
temp + silicate	Atlantic	(28.1,28.15]	-0.7388786	-0.7388786	-0.7388786
temp + silicate	Atlantic	(28.15,28.2]	-0.6354337	-0.6354337	-0.6354337
temp + silicate	Atlantic	(28.2, Inf]	0.1032038	0.1032038	0.1032038
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6610184	-0.6610184	-0.6610184
temp + silicate	Indo-Pacific	(26,26.5]	-0.7146935	-0.7146935	-0.7146935
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.7857052	-0.7857052	-0.7857052
temp + silicate	Indo-Pacific	(26.75,27]	-0.7531017	-0.7531017	-0.7531017
temp + silicate	Indo-Pacific	(27,27.25]	-0.5502875	-0.5502875	-0.5502875
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2733203	-0.2733203	-0.2733203
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.1953184	-0.1953184	-0.1953184
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.1635834	-0.1635834	-0.1635834
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.1676576	-0.1676576	-0.1676576
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.1039446	-0.1039446	-0.1039446
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0790616	0.0790616	0.0790616
temp + silicate	Indo-Pacific	(28.1,28.2]	0.5669004	0.5669004	0.5669004
temp + silicate	Indo-Pacific	(28.2,28.3]	0.4003362	0.4003362	0.4003362
temp + silicate	Indo-Pacific	(28.3,28.4]	0.6049319	0.6049319	0.6049319

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")

Past versions of correlation_predictors-1.png

Version	Author	Date
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]	0.5801446	0.5393169	0.6209723
aou	Atlantic	(26,26.5]	0.1029367	0.0835740	0.1222994
aou	Atlantic	(26.5,26.75]	-0.2591465	-0.2788206	-0.2394724
aou	Atlantic	(26.75,27]	-0.2994323	-0.3197475	-0.2791171
aou	Atlantic	(27,27.25]	-0.4667495	-0.4841060	-0.4493931
aou	Atlantic	(27.25,27.5]	-0.4697423	-0.4854261	-0.4540585
aou	Atlantic	(27.5,27.75]	-0.7742918	-0.7823677	-0.7662159
aou	Atlantic	(27.75,27.85]	-0.8999277	-0.9052794	-0.8945761
aou	Atlantic	(27.85,27.95]	-0.9108140	-0.9158534	-0.9057745
aou	Atlantic	(27.95,28.05]	-0.8613636	-0.8644692	-0.8582580
aou	Atlantic	(28.05,28.1]	-0.8358498	-0.8363867	-0.8353129
aou	Atlantic	(28.1,28.15]	-0.8654387	-0.8656914	-0.8651860
aou	Atlantic	(28.15,28.2]	-0.9408075	-0.9414507	-0.9401643
aou	Atlantic	(28.2, Inf]	-0.7752499	-0.7755972	-0.7749025
aou	Indo-Pacific	(-Inf,26]	-0.0701513	-0.0991403	-0.0411623
aou	Indo-Pacific	(26,26.5]	-0.7266625	-0.7322539	-0.7210710
aou	Indo-Pacific	(26.5,26.75]	-0.7407965	-0.7494254	-0.7321676
aou	Indo-Pacific	(26.75,27]	-0.7277317	-0.7490883	-0.7063750
aou	Indo-Pacific	(27,27.25]	0.0839945	0.0176543	0.1503347
aou	Indo-Pacific	(27.25,27.5]	0.6276395	0.5953710	0.6599080
aou	Indo-Pacific	(27.5,27.75]	0.7717618	0.7622230	0.7813007
aou	Indo-Pacific	(27.75,27.85]	0.8154778	0.8088018	0.8221538
aou	Indo-Pacific	(27.85,27.95]	0.7632893	0.7541285	0.7724501
aou	Indo-Pacific	(27.95,28.05]	0.5304862	0.5139973	0.5469750
aou	Indo-Pacific	(28.05,28.1]	0.2464232	0.2272986	0.2655479
aou	Indo-Pacific	(28.1,28.2]	0.2493910	0.2270518	0.2717302
aou	Indo-Pacific	(28.2,28.3]	0.0640866	0.0240855	0.1040876
aou	Indo-Pacific	(28.3,28.4]	0.0429975	0.0300457	0.0559492
aou	Indo-Pacific	(28.4, Inf]	NA	NA	NA
nitrate	Atlantic	(-Inf,26]	0.3162938	0.2717851	0.3608024
nitrate	Atlantic	(26,26.5]	-0.3276924	-0.3452005	-0.3101844
nitrate	Atlantic	(26.5,26.75]	-0.5429018	-0.5583425	-0.5274612
nitrate	Atlantic	(26.75,27]	-0.6202321	-0.6354096	-0.6050546
nitrate	Atlantic	(27,27.25]	-0.8120270	-0.8225810	-0.8014729
nitrate	Atlantic	(27.25,27.5]	-0.9169667	-0.9233009	-0.9106324
nitrate	Atlantic	(27.5,27.75]	-0.9705484	-0.9722267	-0.9688702
nitrate	Atlantic	(27.75,27.85]	-0.9590641	-0.9598141	-0.9583141
nitrate	Atlantic	(27.85,27.95]	-0.9265822	-0.9266102	-0.9265542
nitrate	Atlantic	(27.95,28.05]	-0.8982640	-0.8990752	-0.8974529
nitrate	Atlantic	(28.05,28.1]	-0.8807636	-0.8836520	-0.8778751
nitrate	Atlantic	(28.1,28.15]	-0.9020033	-0.9042556	-0.8997511
nitrate	Atlantic	(28.15,28.2]	-0.9793370	-0.9793480	-0.9793261
nitrate	Atlantic	(28.2, Inf]	-0.9678602	-0.9680909	-0.9676295
nitrate	Indo-Pacific	(-Inf,26]	-0.0916267	-0.1256252	-0.0576283
nitrate	Indo-Pacific	(26,26.5]	-0.8403001	-0.8483570	-0.8322432
nitrate	Indo-Pacific	(26.5,26.75]	-0.8701457	-0.8772438	-0.8630475
nitrate	Indo-Pacific	(26.75,27]	-0.8479305	-0.8622618	-0.8335992
nitrate	Indo-Pacific	(27,27.25]	0.0013223	-0.0548687	0.0575133
nitrate	Indo-Pacific	(27.25,27.5]	0.5648662	0.5352609	0.5944716
nitrate	Indo-Pacific	(27.5,27.75]	0.7130846	0.7045853	0.7215838
nitrate	Indo-Pacific	(27.75,27.85]	0.7745186	0.7684679	0.7805693
nitrate	Indo-Pacific	(27.85,27.95]	0.7133365	0.7048199	0.7218530
nitrate	Indo-Pacific	(27.95,28.05]	0.4539261	0.4397446	0.4681076
nitrate	Indo-Pacific	(28.05,28.1]	0.1767000	0.1619500	0.1914500
nitrate	Indo-Pacific	(28.1,28.2]	0.1325362	0.1180477	0.1470246
nitrate	Indo-Pacific	(28.2,28.3]	-0.2737826	-0.2947127	-0.2528524
nitrate	Indo-Pacific	(28.3,28.4]	-0.5254512	-0.5368144	-0.5140880
nitrate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
phosphate	Atlantic	(-Inf,26]	-0.1936767	-0.1980243	-0.1893290
phosphate	Atlantic	(26,26.5]	-0.5512819	-0.5574407	-0.5451231
phosphate	Atlantic	(26.5,26.75]	-0.6777729	-0.6883939	-0.6671520
phosphate	Atlantic	(26.75,27]	-0.7366386	-0.7488883	-0.7243888
phosphate	Atlantic	(27,27.25]	-0.8752814	-0.8840043	-0.8665585
phosphate	Atlantic	(27.25,27.5]	-0.9489608	-0.9540352	-0.9438863
phosphate	Atlantic	(27.5,27.75]	-0.9828313	-0.9839375	-0.9817252
phosphate	Atlantic	(27.75,27.85]	-0.9712740	-0.9713119	-0.9712362
phosphate	Atlantic	(27.85,27.95]	-0.9420461	-0.9430491	-0.9410430
phosphate	Atlantic	(27.95,28.05]	-0.9124895	-0.9139913	-0.9109876
phosphate	Atlantic	(28.05,28.1]	-0.8925022	-0.8960260	-0.8889784
phosphate	Atlantic	(28.1,28.15]	-0.9068763	-0.9094106	-0.9043421
phosphate	Atlantic	(28.15,28.2]	-0.9825286	-0.9825887	-0.9824686
phosphate	Atlantic	(28.2, Inf]	-0.9748612	-0.9750591	-0.9746633
phosphate	Indo-Pacific	(-Inf,26]	-0.0799713	-0.1106403	-0.0493024
phosphate	Indo-Pacific	(26,26.5]	-0.8541864	-0.8585018	-0.8498711
phosphate	Indo-Pacific	(26.5,26.75]	-0.8890982	-0.8940491	-0.8841474
phosphate	Indo-Pacific	(26.75,27]	-0.8596483	-0.8723165	-0.8469801
phosphate	Indo-Pacific	(27,27.25]	-0.0120156	-0.0678542	0.0438231
phosphate	Indo-Pacific	(27.25,27.5]	0.5562316	0.5261912	0.5862719
phosphate	Indo-Pacific	(27.5,27.75]	0.6917153	0.6825282	0.7009025
phosphate	Indo-Pacific	(27.75,27.85]	0.7438394	0.7370515	0.7506274
phosphate	Indo-Pacific	(27.85,27.95]	0.6802240	0.6709380	0.6895100
phosphate	Indo-Pacific	(27.95,28.05]	0.4016874	0.3868593	0.4165156
phosphate	Indo-Pacific	(28.05,28.1]	0.0965890	0.0812813	0.1118967
phosphate	Indo-Pacific	(28.1,28.2]	0.0158650	0.0009188	0.0308113
phosphate	Indo-Pacific	(28.2,28.3]	-0.6956399	-0.7106380	-0.6806418
phosphate	Indo-Pacific	(28.3,28.4]	-0.6866904	-0.6877352	-0.6856457
phosphate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
phosphate_star	Atlantic	(-Inf,26]	-0.5974396	-0.6284277	-0.5664514
phosphate_star	Atlantic	(26,26.5]	-0.7595239	-0.7639686	-0.7550792
phosphate_star	Atlantic	(26.5,26.75]	-0.8283678	-0.8292264	-0.8275093
phosphate_star	Atlantic	(26.75,27]	-0.9290631	-0.9332158	-0.9249104
phosphate_star	Atlantic	(27,27.25]	-0.9446818	-0.9492332	-0.9401303
phosphate_star	Atlantic	(27.25,27.5]	-0.9463956	-0.9513575	-0.9414336
phosphate_star	Atlantic	(27.5,27.75]	-0.9266925	-0.9309459	-0.9224391
phosphate_star	Atlantic	(27.75,27.85]	-0.8803592	-0.8861878	-0.8745306
phosphate_star	Atlantic	(27.85,27.95]	-0.7909514	-0.7996701	-0.7822327
phosphate_star	Atlantic	(27.95,28.05]	-0.8518179	-0.8576040	-0.8460318
phosphate_star	Atlantic	(28.05,28.1]	-0.8480888	-0.8553358	-0.8408419
phosphate_star	Atlantic	(28.1,28.15]	-0.8786408	-0.8835177	-0.8737638
phosphate_star	Atlantic	(28.15,28.2]	-0.9723082	-0.9731293	-0.9714871
phosphate_star	Atlantic	(28.2, Inf]	-0.9655533	-0.9655955	-0.9655111
phosphate_star	Indo-Pacific	(-Inf,26]	0.0424679	0.0133552	0.0715806
phosphate_star	Indo-Pacific	(26,26.5]	-0.8459815	-0.8491324	-0.8428306
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8662303	-0.8688206	-0.8636400
phosphate_star	Indo-Pacific	(26.75,27]	-0.7827938	-0.7930859	-0.7725017
phosphate_star	Indo-Pacific	(27,27.25]	-0.2510133	-0.2808380	-0.2211887
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3464077	-0.3758871	-0.3169283
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5937021	-0.6040060	-0.5833983
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6040119	-0.6094937	-0.5985300
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3640272	-0.3679013	-0.3601532
phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2603094	-0.2653622	-0.2552565
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3138779	-0.3184503	-0.3093056
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5183721	-0.5368230	-0.4999212
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4649950	-0.4936151	-0.4363749
phosphate_star	Indo-Pacific	(28.3,28.4]	-0.4624532	-0.4754435	-0.4494629
phosphate_star	Indo-Pacific	(28.4, Inf]	NA	NA	NA
sal	Atlantic	(-Inf,26]	0.4287195	0.3982213	0.4592176
sal	Atlantic	(26,26.5]	0.6849250	0.6754251	0.6944249
sal	Atlantic	(26.5,26.75]	0.7600678	0.7568607	0.7632750
sal	Atlantic	(26.75,27]	0.8968636	0.8911338	0.9025935
sal	Atlantic	(27,27.25]	0.9239631	0.9197000	0.9282262
sal	Atlantic	(27.25,27.5]	0.9207937	0.9155260	0.9260615
sal	Atlantic	(27.5,27.75]	0.7916886	0.7868676	0.7965096
sal	Atlantic	(27.75,27.85]	0.6229202	0.6163156	0.6295247
sal	Atlantic	(27.85,27.95]	0.4227358	0.4121923	0.4332792
sal	Atlantic	(27.95,28.05]	0.6068854	0.5980595	0.6157112
sal	Atlantic	(28.05,28.1]	0.6576996	0.6463919	0.6690073
sal	Atlantic	(28.1,28.15]	0.7465032	0.7390154	0.7539910
sal	Atlantic	(28.15,28.2]	0.9112598	0.9097228	0.9127969
sal	Atlantic	(28.2, Inf]	0.9453902	0.9453856	0.9453948
sal	Indo-Pacific	(-Inf,26]	0.0286533	0.0119303	0.0453762
sal	Indo-Pacific	(26,26.5]	0.5932211	0.5857215	0.6007207
sal	Indo-Pacific	(26.5,26.75]	0.6859959	0.6853558	0.6866361
sal	Indo-Pacific	(26.75,27]	0.5935444	0.5839661	0.6031227
sal	Indo-Pacific	(27,27.25]	-0.1999307	-0.2285910	-0.1712704
sal	Indo-Pacific	(27.25,27.5]	-0.3877700	-0.4214609	-0.3540790
sal	Indo-Pacific	(27.5,27.75]	-0.2684369	-0.2858115	-0.2510624
sal	Indo-Pacific	(27.75,27.85]	-0.3880985	-0.3942181	-0.3819790
sal	Indo-Pacific	(27.85,27.95]	-0.3402821	-0.3467038	-0.3338604
sal	Indo-Pacific	(27.95,28.05]	-0.1046788	-0.1136693	-0.0956884
sal	Indo-Pacific	(28.05,28.1]	0.0166449	0.0068060	0.0264838
sal	Indo-Pacific	(28.1,28.2]	0.0978889	0.0720256	0.1237523
sal	Indo-Pacific	(28.2,28.3]	0.1040878	0.0670177	0.1411580
sal	Indo-Pacific	(28.3,28.4]	0.1648512	0.1576646	0.1720377
sal	Indo-Pacific	(28.4, Inf]	NA	NA	NA
silicate	Atlantic	(-Inf,26]	-0.1180099	-0.1210471	-0.1149727
silicate	Atlantic	(26,26.5]	-0.5021945	-0.5120665	-0.4923226
silicate	Atlantic	(26.5,26.75]	-0.5660860	-0.5857742	-0.5463979
silicate	Atlantic	(26.75,27]	-0.6297510	-0.6464649	-0.6130370
silicate	Atlantic	(27,27.25]	-0.8324856	-0.8422780	-0.8226932
silicate	Atlantic	(27.25,27.5]	-0.9104408	-0.9127252	-0.9081563
silicate	Atlantic	(27.5,27.75]	-0.8949434	-0.8962672	-0.8936195
silicate	Atlantic	(27.75,27.85]	-0.9054590	-0.9075500	-0.9033680
silicate	Atlantic	(27.85,27.95]	-0.8741278	-0.8771288	-0.8711269
silicate	Atlantic	(27.95,28.05]	-0.8627235	-0.8639557	-0.8614912
silicate	Atlantic	(28.05,28.1]	-0.8579239	-0.8610026	-0.8548453
silicate	Atlantic	(28.1,28.15]	-0.8868022	-0.8888297	-0.8847748
silicate	Atlantic	(28.15,28.2]	-0.9667151	-0.9670076	-0.9664226
silicate	Atlantic	(28.2, Inf]	-0.9436158	-0.9439754	-0.9432561
silicate	Indo-Pacific	(-Inf,26]	-0.1122700	-0.1452585	-0.0792815
silicate	Indo-Pacific	(26,26.5]	-0.7417278	-0.7549389	-0.7285168
silicate	Indo-Pacific	(26.5,26.75]	-0.7635363	-0.7712442	-0.7558284
silicate	Indo-Pacific	(26.75,27]	-0.6712254	-0.6820073	-0.6604436
silicate	Indo-Pacific	(27,27.25]	0.2690566	0.2220297	0.3160835
silicate	Indo-Pacific	(27.25,27.5]	0.7981155	0.7769788	0.8192522
silicate	Indo-Pacific	(27.5,27.75]	0.8739057	0.8661540	0.8816573
silicate	Indo-Pacific	(27.75,27.85]	0.8400331	0.8335170	0.8465492
silicate	Indo-Pacific	(27.85,27.95]	0.7509706	0.7413459	0.7605953
silicate	Indo-Pacific	(27.95,28.05]	0.4956416	0.4800805	0.5112026
silicate	Indo-Pacific	(28.05,28.1]	0.1955523	0.1774934	0.2136112
silicate	Indo-Pacific	(28.1,28.2]	0.1450287	0.1213227	0.1687347
silicate	Indo-Pacific	(28.2,28.3]	-0.1334760	-0.1694901	-0.0974618
silicate	Indo-Pacific	(28.3,28.4]	-0.4836814	-0.5004263	-0.4669365
silicate	Indo-Pacific	(28.4, Inf]	NA	NA	NA
temp	Atlantic	(-Inf,26]	0.3172123	0.2807781	0.3536464
temp	Atlantic	(26,26.5]	0.6714950	0.6667701	0.6762199
temp	Atlantic	(26.5,26.75]	0.7416180	0.7401610	0.7430750
temp	Atlantic	(26.75,27]	0.8750812	0.8703987	0.8797636
temp	Atlantic	(27,27.25]	0.8969666	0.8921786	0.9017547
temp	Atlantic	(27.25,27.5]	0.8992753	0.8939506	0.9046000
temp	Atlantic	(27.5,27.75]	0.7606000	0.7560564	0.7651435
temp	Atlantic	(27.75,27.85]	0.6268207	0.6198464	0.6337950
temp	Atlantic	(27.85,27.95]	0.4319728	0.4226670	0.4412786
temp	Atlantic	(27.95,28.05]	0.5651355	0.5592700	0.5710009
temp	Atlantic	(28.05,28.1]	0.5636530	0.5509891	0.5763169
temp	Atlantic	(28.1,28.15]	0.5944312	0.5844722	0.6043902
temp	Atlantic	(28.15,28.2]	0.6675775	0.6644065	0.6707486
temp	Atlantic	(28.2, Inf]	0.0643500	0.0634766	0.0652233
temp	Indo-Pacific	(-Inf,26]	-0.3377910	-0.3624097	-0.3131724
temp	Indo-Pacific	(26,26.5]	0.5982229	0.5905464	0.6058993
temp	Indo-Pacific	(26.5,26.75]	0.6679724	0.6667186	0.6692263
temp	Indo-Pacific	(26.75,27]	0.6172713	0.6075299	0.6270128
temp	Indo-Pacific	(27,27.25]	-0.0666036	-0.0887906	-0.0444166
temp	Indo-Pacific	(27.25,27.5]	-0.3514607	-0.3786217	-0.3242997
temp	Indo-Pacific	(27.5,27.75]	-0.3210819	-0.3318824	-0.3102815
temp	Indo-Pacific	(27.75,27.85]	-0.3028853	-0.3119732	-0.2937974
temp	Indo-Pacific	(27.85,27.95]	-0.2117047	-0.2237657	-0.1996438
temp	Indo-Pacific	(27.95,28.05]	0.0097208	-0.0106628	0.0301044
temp	Indo-Pacific	(28.05,28.1]	0.1462738	0.1199777	0.1725698
temp	Indo-Pacific	(28.1,28.2]	0.2592851	0.2254860	0.2930843
temp	Indo-Pacific	(28.2,28.3]	0.0585082	0.0301906	0.0868258
temp	Indo-Pacific	(28.3,28.4]	-0.0006087	-0.0121742	0.0109567
temp	Indo-Pacific	(28.4, Inf]	NA	NA	NA

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] 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_0.13          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