Last updated: 2021-03-15

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: 7e351c0

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 7e351c0. 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
    Modified:   data/auxillary/params_local.rds

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

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

File Version Author Date Message
html 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).

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

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

Version Author Date
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

Version Author Date
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

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")

Version Author Date
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] 0.9022115 0.8823703 0.9183831
aou + nitrate Atlantic (26,26.5] 0.8772292 0.8613429 0.9055945
aou + nitrate Atlantic (26.5,26.75] 0.9469024 0.9327315 0.9708389
aou + nitrate Atlantic (26.75,27] 0.9273793 0.9167715 0.9347664
aou + nitrate Atlantic (27,27.25] 0.8924723 0.8598006 0.9216944
aou + nitrate Atlantic (27.25,27.5] 0.7720816 0.7266876 0.8416086
aou + nitrate Atlantic (27.5,27.75] 0.8676475 0.8490070 0.8876940
aou + nitrate Atlantic (27.75,27.85] 0.9435733 0.9256988 0.9601837
aou + nitrate Atlantic (27.85,27.95] 0.9533252 0.9335731 0.9669860
aou + nitrate Atlantic (27.95,28.05] 0.9582299 0.9417957 0.9763920
aou + nitrate Atlantic (28.05,28.1] 0.9633130 0.9477590 0.9803361
aou + nitrate Atlantic (28.1,28.15] 0.9791139 0.9615082 0.9892542
aou + nitrate Atlantic (28.15,28.2] 0.9833437 0.9627336 0.9942672
aou + nitrate Atlantic (28.2, Inf] 0.8624464 0.8408554 0.8910767
aou + nitrate Indo-Pacific (-Inf,26] 0.9264966 0.8900168 0.9681920
aou + nitrate Indo-Pacific (26,26.5] 0.9145590 0.9036779 0.9323271
aou + nitrate Indo-Pacific (26.5,26.75] 0.9217713 0.9024156 0.9403525
aou + nitrate Indo-Pacific (26.75,27] 0.9393835 0.9367686 0.9443393
aou + nitrate Indo-Pacific (27,27.25] 0.9539528 0.9298283 0.9682604
aou + nitrate Indo-Pacific (27.25,27.5] 0.9479909 0.8996122 0.9729990
aou + nitrate Indo-Pacific (27.5,27.75] 0.9478238 0.8919040 0.9819047
aou + nitrate Indo-Pacific (27.75,27.85] 0.9665129 0.9301039 0.9905136
aou + nitrate Indo-Pacific (27.85,27.95] 0.9703452 0.9467437 0.9903143
aou + nitrate Indo-Pacific (27.95,28.05] 0.9584086 0.9398908 0.9786056
aou + nitrate Indo-Pacific (28.05,28.1] 0.9476621 0.9317635 0.9721880
aou + nitrate Indo-Pacific (28.1, Inf] 0.7725270 0.7085667 0.8592410
aou + phosphate Atlantic (-Inf,26] 0.5449267 0.2598012 0.7434863
aou + phosphate Atlantic (26,26.5] 0.6934970 0.6586741 0.7585618
aou + phosphate Atlantic (26.5,26.75] 0.8728218 0.8429261 0.9197556
aou + phosphate Atlantic (26.75,27] 0.8621876 0.8468277 0.8705654
aou + phosphate Atlantic (27,27.25] 0.8437309 0.8131256 0.8791808
aou + phosphate Atlantic (27.25,27.5] 0.7164987 0.6567940 0.7928859
aou + phosphate Atlantic (27.5,27.75] 0.8420938 0.8228668 0.8594130
aou + phosphate Atlantic (27.75,27.85] 0.9297843 0.9069000 0.9523325
aou + phosphate Atlantic (27.85,27.95] 0.9457734 0.9256181 0.9623799
aou + phosphate Atlantic (27.95,28.05] 0.9531244 0.9356874 0.9725411
aou + phosphate Atlantic (28.05,28.1] 0.9559069 0.9404542 0.9742489
aou + phosphate Atlantic (28.1,28.15] 0.9736970 0.9566616 0.9824880
aou + phosphate Atlantic (28.15,28.2] 0.9827990 0.9622307 0.9930943
aou + phosphate Atlantic (28.2, Inf] 0.8592746 0.8328649 0.8925627
aou + phosphate Indo-Pacific (-Inf,26] 0.9407542 0.9043755 0.9692043
aou + phosphate Indo-Pacific (26,26.5] 0.9602182 0.9522698 0.9740799
aou + phosphate Indo-Pacific (26.5,26.75] 0.9556782 0.9376294 0.9755901
aou + phosphate Indo-Pacific (26.75,27] 0.9513943 0.9448911 0.9589588
aou + phosphate Indo-Pacific (27,27.25] 0.9691444 0.9608195 0.9784957
aou + phosphate Indo-Pacific (27.25,27.5] 0.9716934 0.9566169 0.9799186
aou + phosphate Indo-Pacific (27.5,27.75] 0.9725296 0.9555699 0.9823183
aou + phosphate Indo-Pacific (27.75,27.85] 0.9787678 0.9646066 0.9883530
aou + phosphate Indo-Pacific (27.85,27.95] 0.9757895 0.9616399 0.9882354
aou + phosphate Indo-Pacific (27.95,28.05] 0.9625696 0.9466835 0.9771622
aou + phosphate Indo-Pacific (28.05,28.1] 0.9488004 0.9327444 0.9685441
aou + phosphate Indo-Pacific (28.1, Inf] 0.7629736 0.6886771 0.8303858
aou + phosphate_star Atlantic (-Inf,26] -0.1717090 -0.4766688 0.3362197
aou + phosphate_star Atlantic (26,26.5] 0.2514015 0.1814577 0.3754281
aou + phosphate_star Atlantic (26.5,26.75] 0.4877748 0.3750519 0.5982470
aou + phosphate_star Atlantic (26.75,27] 0.2670742 0.2134988 0.2988916
aou + phosphate_star Atlantic (27,27.25] 0.3351479 0.2396727 0.4513754
aou + phosphate_star Atlantic (27.25,27.5] 0.2178414 0.0716223 0.3363028
aou + phosphate_star Atlantic (27.5,27.75] 0.5409877 0.5190771 0.5781419
aou + phosphate_star Atlantic (27.75,27.85] 0.6963705 0.6171337 0.7554984
aou + phosphate_star Atlantic (27.85,27.95] 0.6802673 0.6271051 0.7430742
aou + phosphate_star Atlantic (27.95,28.05] 0.7868031 0.7395611 0.8704448
aou + phosphate_star Atlantic (28.05,28.1] 0.8389963 0.7944484 0.8987319
aou + phosphate_star Atlantic (28.1,28.15] 0.9011873 0.8437546 0.9302757
aou + phosphate_star Atlantic (28.15,28.2] 0.9375102 0.8580071 0.9774004
aou + phosphate_star Atlantic (28.2, Inf] 0.6084999 0.5330456 0.6852483
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6781001 0.5252778 0.7736951
aou + phosphate_star Indo-Pacific (26,26.5] 0.6259235 0.5350324 0.7019138
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4654929 0.1703532 0.6243891
aou + phosphate_star Indo-Pacific (26.75,27] 0.3699823 0.2972274 0.4911608
aou + phosphate_star Indo-Pacific (27,27.25] 0.0633997 -0.1392108 0.2172399
aou + phosphate_star Indo-Pacific (27.25,27.5] -0.4523892 -0.4836020 -0.4183899
aou + phosphate_star Indo-Pacific (27.5,27.75] -0.6297594 -0.7147083 -0.5732829
aou + phosphate_star Indo-Pacific (27.75,27.85] -0.5143227 -0.6643831 -0.4017115
aou + phosphate_star Indo-Pacific (27.85,27.95] -0.1746686 -0.2617246 -0.1005761
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.1664203 0.1352462 0.1857334
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.2887184 0.2142217 0.3938935
aou + phosphate_star Indo-Pacific (28.1, Inf] -0.6840737 -0.7184499 -0.6389595
aou + silicate Atlantic (-Inf,26] 0.2615656 -0.0090087 0.5754309
aou + silicate Atlantic (26,26.5] 0.6361452 0.5832889 0.6884459
aou + silicate Atlantic (26.5,26.75] 0.8440388 0.7191074 0.9214654
aou + silicate Atlantic (26.75,27] 0.8567484 0.8051094 0.8865824
aou + silicate Atlantic (27,27.25] 0.8153605 0.7811899 0.8700380
aou + silicate Atlantic (27.25,27.5] 0.5410323 0.4176533 0.6871058
aou + silicate Atlantic (27.5,27.75] 0.6540232 0.6159633 0.6764133
aou + silicate Atlantic (27.75,27.85] 0.8426383 0.8217868 0.8648345
aou + silicate Atlantic (27.85,27.95] 0.8892369 0.8645105 0.9154556
aou + silicate Atlantic (27.95,28.05] 0.9402539 0.9229999 0.9599018
aou + silicate Atlantic (28.05,28.1] 0.9603588 0.9513509 0.9673537
aou + silicate Atlantic (28.1,28.15] 0.9770973 0.9678619 0.9827594
aou + silicate Atlantic (28.15,28.2] 0.9882143 0.9775817 0.9938932
aou + silicate Atlantic (28.2, Inf] 0.8698875 0.8631205 0.8822202
aou + silicate Indo-Pacific (-Inf,26] 0.7535388 0.6806252 0.8306200
aou + silicate Indo-Pacific (26,26.5] 0.6793638 0.5436225 0.7966799
aou + silicate Indo-Pacific (26.5,26.75] 0.6428683 0.4309438 0.7875257
aou + silicate Indo-Pacific (26.75,27] 0.7540070 0.6724345 0.7981509
aou + silicate Indo-Pacific (27,27.25] 0.8761221 0.8537519 0.9072348
aou + silicate Indo-Pacific (27.25,27.5] 0.9011567 0.8685878 0.9359614
aou + silicate Indo-Pacific (27.5,27.75] 0.9146616 0.8667791 0.9519341
aou + silicate Indo-Pacific (27.75,27.85] 0.9621137 0.9418920 0.9742482
aou + silicate Indo-Pacific (27.85,27.95] 0.9582611 0.9408851 0.9683398
aou + silicate Indo-Pacific (27.95,28.05] 0.9473049 0.9381930 0.9555241
aou + silicate Indo-Pacific (28.05,28.1] 0.9472060 0.9444348 0.9487050
aou + silicate Indo-Pacific (28.1, Inf] 0.6637925 0.6304501 0.7284222
nitrate + phosphate Atlantic (-Inf,26] 0.6942267 0.5117436 0.8180653
nitrate + phosphate Atlantic (26,26.5] 0.9081685 0.9048520 0.9137463
nitrate + phosphate Atlantic (26.5,26.75] 0.9757401 0.9686788 0.9800135
nitrate + phosphate Atlantic (26.75,27] 0.9831261 0.9817675 0.9845366
nitrate + phosphate Atlantic (27,27.25] 0.9903156 0.9893022 0.9918415
nitrate + phosphate Atlantic (27.25,27.5] 0.9920483 0.9913195 0.9930261
nitrate + phosphate Atlantic (27.5,27.75] 0.9935547 0.9908668 0.9961944
nitrate + phosphate Atlantic (27.75,27.85] 0.9942500 0.9927074 0.9960129
nitrate + phosphate Atlantic (27.85,27.95] 0.9910394 0.9881557 0.9936054
nitrate + phosphate Atlantic (27.95,28.05] 0.9910908 0.9889722 0.9940308
nitrate + phosphate Atlantic (28.05,28.1] 0.9917389 0.9901304 0.9930942
nitrate + phosphate Atlantic (28.1,28.15] 0.9960919 0.9947596 0.9967850
nitrate + phosphate Atlantic (28.15,28.2] 0.9970616 0.9960483 0.9985640
nitrate + phosphate Atlantic (28.2, Inf] 0.9937126 0.9899649 0.9965008
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9694409 0.9543975 0.9780329
nitrate + phosphate Indo-Pacific (26,26.5] 0.9534574 0.9487834 0.9585048
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.9596878 0.9544217 0.9676514
nitrate + phosphate Indo-Pacific (26.75,27] 0.9815598 0.9754468 0.9882180
nitrate + phosphate Indo-Pacific (27,27.25] 0.9831641 0.9723075 0.9910033
nitrate + phosphate Indo-Pacific (27.25,27.5] 0.9826847 0.9673503 0.9918665
nitrate + phosphate Indo-Pacific (27.5,27.75] 0.9787401 0.9536224 0.9920282
nitrate + phosphate Indo-Pacific (27.75,27.85] 0.9784946 0.9520409 0.9932900
nitrate + phosphate Indo-Pacific (27.85,27.95] 0.9818114 0.9611023 0.9949732
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.9811515 0.9683669 0.9934881
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9779883 0.9648559 0.9885580
nitrate + phosphate Indo-Pacific (28.1, Inf] 0.9313071 0.8702959 0.9706167
nitrate + phosphate_star Atlantic (-Inf,26] 0.0545106 -0.1506424 0.3908953
nitrate + phosphate_star Atlantic (26,26.5] 0.6247559 0.6044723 0.6570677
nitrate + phosphate_star Atlantic (26.5,26.75] 0.7257623 0.6572420 0.7604903
nitrate + phosphate_star Atlantic (26.75,27] 0.5972824 0.5753840 0.6175429
nitrate + phosphate_star Atlantic (27,27.25] 0.7139201 0.6394432 0.7571342
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7781923 0.7309629 0.8185760
nitrate + phosphate_star Atlantic (27.5,27.75] 0.8753321 0.8705912 0.8788952
nitrate + phosphate_star Atlantic (27.75,27.85] 0.8830198 0.8575022 0.8963773
nitrate + phosphate_star Atlantic (27.85,27.95] 0.8510952 0.8362206 0.8732592
nitrate + phosphate_star Atlantic (27.95,28.05] 0.9113495 0.8796674 0.9420596
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9398627 0.9344417 0.9502656
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9631196 0.9530004 0.9712762
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9792108 0.9583257 0.9921556
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9148722 0.8997923 0.9227895
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8626018 0.8048000 0.9154305
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.7977786 0.7515957 0.8401661
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.6742475 0.4745188 0.8009195
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.6172572 0.5625991 0.7206589
nitrate + phosphate_star Indo-Pacific (27,27.25] 0.3027237 0.1672545 0.4007333
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.2013372 -0.2832564 -0.0972861
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.4032588 -0.5993382 -0.2253979
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.3456876 -0.5871505 -0.2084517
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.0024076 -0.1556196 0.0852209
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.3809499 0.3100614 0.4355253
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.5218136 0.4903305 0.5650955
nitrate + phosphate_star Indo-Pacific (28.1, Inf] -0.1327360 -0.1843579 -0.0882964
nitrate + silicate Atlantic (-Inf,26] 0.4850992 0.3594654 0.6667275
nitrate + silicate Atlantic (26,26.5] 0.8392286 0.8099049 0.8697032
nitrate + silicate Atlantic (26.5,26.75] 0.9310976 0.8452435 0.9813992
nitrate + silicate Atlantic (26.75,27] 0.9350460 0.8909591 0.9607239
nitrate + silicate Atlantic (27,27.25] 0.9463091 0.9363278 0.9633053
nitrate + silicate Atlantic (27.25,27.5] 0.8887372 0.8539463 0.9163333
nitrate + silicate Atlantic (27.5,27.75] 0.8892352 0.8756240 0.9081069
nitrate + silicate Atlantic (27.75,27.85] 0.9489554 0.9352588 0.9622238
nitrate + silicate Atlantic (27.85,27.95] 0.9689132 0.9639010 0.9715413
nitrate + silicate Atlantic (27.95,28.05] 0.9805899 0.9780069 0.9829548
nitrate + silicate Atlantic (28.05,28.1] 0.9885228 0.9869732 0.9893976
nitrate + silicate Atlantic (28.1,28.15] 0.9923543 0.9912681 0.9932058
nitrate + silicate Atlantic (28.15,28.2] 0.9933760 0.9874094 0.9971514
nitrate + silicate Atlantic (28.2, Inf] 0.9771134 0.9691376 0.9860034
nitrate + silicate Indo-Pacific (-Inf,26] 0.8832549 0.8635500 0.8958769
nitrate + silicate Indo-Pacific (26,26.5] 0.8170136 0.7396540 0.8739118
nitrate + silicate Indo-Pacific (26.5,26.75] 0.7848830 0.6431535 0.8650991
nitrate + silicate Indo-Pacific (26.75,27] 0.8407568 0.7944114 0.8640965
nitrate + silicate Indo-Pacific (27,27.25] 0.8901465 0.8690953 0.9211494
nitrate + silicate Indo-Pacific (27.25,27.5] 0.8721880 0.8289117 0.9168729
nitrate + silicate Indo-Pacific (27.5,27.75] 0.8753542 0.8165916 0.9168304
nitrate + silicate Indo-Pacific (27.75,27.85] 0.9383878 0.9031120 0.9562471
nitrate + silicate Indo-Pacific (27.85,27.95] 0.9534261 0.9299749 0.9685596
nitrate + silicate Indo-Pacific (27.95,28.05] 0.9522658 0.9397848 0.9691680
nitrate + silicate Indo-Pacific (28.05,28.1] 0.9546660 0.9486574 0.9649503
nitrate + silicate Indo-Pacific (28.1, Inf] 0.7863283 0.7451942 0.8165100
phosphate + phosphate_star Atlantic (-Inf,26] 0.6837869 0.4674959 0.8695592
phosphate + phosphate_star Atlantic (26,26.5] 0.8684345 0.8543866 0.8861832
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8490177 0.8130391 0.8698505
phosphate + phosphate_star Atlantic (26.75,27] 0.7175916 0.6997563 0.7293058
phosphate + phosphate_star Atlantic (27,27.25] 0.7860625 0.7289964 0.8216525
phosphate + phosphate_star Atlantic (27.25,27.5] 0.8336661 0.7980673 0.8634757
phosphate + phosphate_star Atlantic (27.5,27.75] 0.9062277 0.8970493 0.9117936
phosphate + phosphate_star Atlantic (27.75,27.85] 0.9090681 0.8891980 0.9212081
phosphate + phosphate_star Atlantic (27.85,27.95] 0.8788164 0.8681506 0.8952158
phosphate + phosphate_star Atlantic (27.95,28.05] 0.9336032 0.9082916 0.9590603
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9604071 0.9526379 0.9730441
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9754494 0.9629529 0.9822334
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9849487 0.9650232 0.9951227
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9269040 0.9109202 0.9378959
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8707726 0.8191963 0.9012878
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8149610 0.7604501 0.8423037
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.6966923 0.4997102 0.8120761
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.6337906 0.5742876 0.7360918
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.2990317 0.1351827 0.4079175
phosphate + phosphate_star Indo-Pacific (27.25,27.5] -0.2443439 -0.2844849 -0.2175986
phosphate + phosphate_star Indo-Pacific (27.5,27.75] -0.4527778 -0.5898293 -0.3582982
phosphate + phosphate_star Indo-Pacific (27.75,27.85] -0.3469013 -0.5561878 -0.2373446
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.0282473 -0.1207588 0.1037112
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.4177259 0.3386646 0.4853545
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.5702769 0.5188715 0.6079146
phosphate + phosphate_star Indo-Pacific (28.1, Inf] -0.0603055 -0.1055841 0.0038724
sal + aou Atlantic (-Inf,26] 0.1348330 -0.3310034 0.4592283
sal + aou Atlantic (26,26.5] -0.1170755 -0.2192144 -0.0421030
sal + aou Atlantic (26.5,26.75] -0.3795073 -0.4740326 -0.2817067
sal + aou Atlantic (26.75,27] -0.2209898 -0.2578823 -0.1646692
sal + aou Atlantic (27,27.25] -0.3472302 -0.4767786 -0.2355504
sal + aou Atlantic (27.25,27.5] -0.2057435 -0.3325232 -0.0603158
sal + aou Atlantic (27.5,27.75] -0.3983613 -0.4588916 -0.3525532
sal + aou Atlantic (27.75,27.85] -0.3962178 -0.4278958 -0.3334340
sal + aou Atlantic (27.85,27.95] -0.3001967 -0.3642856 -0.2503503
sal + aou Atlantic (27.95,28.05] -0.5093727 -0.6888690 -0.2793424
sal + aou Atlantic (28.05,28.1] -0.6919068 -0.7594325 -0.6462438
sal + aou Atlantic (28.1,28.15] -0.8165232 -0.8597574 -0.7360636
sal + aou Atlantic (28.15,28.2] -0.8976578 -0.9672687 -0.7683462
sal + aou Atlantic (28.2, Inf] -0.6562165 -0.7245781 -0.6180684
sal + aou Indo-Pacific (-Inf,26] -0.1462321 -0.2201952 -0.0525508
sal + aou Indo-Pacific (26,26.5] -0.0848990 -0.2665541 0.1304750
sal + aou Indo-Pacific (26.5,26.75] -0.0849292 -0.3985707 0.2543560
sal + aou Indo-Pacific (26.75,27] -0.1351699 -0.3622840 0.0713025
sal + aou Indo-Pacific (27,27.25] -0.0018396 -0.1928193 0.3263764
sal + aou Indo-Pacific (27.25,27.5] 0.1716100 -0.0089580 0.4138599
sal + aou Indo-Pacific (27.5,27.75] 0.1187919 -0.0454810 0.3985151
sal + aou Indo-Pacific (27.75,27.85] -0.0399562 -0.2695887 0.2879293
sal + aou Indo-Pacific (27.85,27.95] -0.1941404 -0.3700049 0.1145333
sal + aou Indo-Pacific (27.95,28.05] -0.2776669 -0.3930135 -0.0888339
sal + aou Indo-Pacific (28.05,28.1] -0.2973663 -0.5112982 -0.1532726
sal + aou Indo-Pacific (28.1, Inf] 0.4437465 0.2992575 0.5210860
sal + nitrate Atlantic (-Inf,26] -0.0481007 -0.3308324 0.1247558
sal + nitrate Atlantic (26,26.5] -0.4717536 -0.4951784 -0.4503485
sal + nitrate Atlantic (26.5,26.75] -0.6226240 -0.6634863 -0.5567619
sal + nitrate Atlantic (26.75,27] -0.5460677 -0.5745516 -0.5192986
sal + nitrate Atlantic (27,27.25] -0.7127298 -0.7691817 -0.6260873
sal + nitrate Atlantic (27.25,27.5] -0.7494199 -0.7879577 -0.6973796
sal + nitrate Atlantic (27.5,27.75] -0.7351458 -0.7637106 -0.7181176
sal + nitrate Atlantic (27.75,27.85] -0.6136810 -0.6491623 -0.5859308
sal + nitrate Atlantic (27.85,27.95] -0.5237340 -0.5498938 -0.4788720
sal + nitrate Atlantic (27.95,28.05] -0.6755622 -0.7688883 -0.4946108
sal + nitrate Atlantic (28.05,28.1] -0.8183676 -0.8292067 -0.8021601
sal + nitrate Atlantic (28.1,28.15] -0.8897566 -0.8990481 -0.8724475
sal + nitrate Atlantic (28.15,28.2] -0.9399798 -0.9710559 -0.8925820
sal + nitrate Atlantic (28.2, Inf] -0.9300558 -0.9390691 -0.9160714
sal + nitrate Indo-Pacific (-Inf,26] -0.3752825 -0.3860070 -0.3674487
sal + nitrate Indo-Pacific (26,26.5] -0.3691781 -0.5710061 -0.1908278
sal + nitrate Indo-Pacific (26.5,26.75] -0.3596898 -0.6593410 -0.0825364
sal + nitrate Indo-Pacific (26.75,27] -0.3938025 -0.5931825 -0.2133746
sal + nitrate Indo-Pacific (27,27.25] -0.2015319 -0.3256027 0.0349636
sal + nitrate Indo-Pacific (27.25,27.5] 0.0019552 -0.0558711 0.0635781
sal + nitrate Indo-Pacific (27.5,27.75] -0.0434059 -0.1070333 0.0403891
sal + nitrate Indo-Pacific (27.75,27.85] -0.1766927 -0.3719770 0.0103862
sal + nitrate Indo-Pacific (27.85,27.95] -0.3309876 -0.4611810 -0.1145313
sal + nitrate Indo-Pacific (27.95,28.05] -0.4707579 -0.5394771 -0.3490521
sal + nitrate Indo-Pacific (28.05,28.1] -0.5273852 -0.6570354 -0.4248180
sal + nitrate Indo-Pacific (28.1, Inf] -0.0422016 -0.1435660 0.0607102
sal + phosphate Atlantic (-Inf,26] -0.5652959 -0.7613570 -0.4320673
sal + phosphate Atlantic (26,26.5] -0.7641742 -0.7721372 -0.7501982
sal + phosphate Atlantic (26.5,26.75] -0.7654054 -0.7946455 -0.7298518
sal + phosphate Atlantic (26.75,27] -0.6721807 -0.6906931 -0.6505282
sal + phosphate Atlantic (27,27.25] -0.7820995 -0.8292611 -0.7147135
sal + phosphate Atlantic (27.25,27.5] -0.8032220 -0.8290860 -0.7648845
sal + phosphate Atlantic (27.5,27.75] -0.7732177 -0.7999918 -0.7586273
sal + phosphate Atlantic (27.75,27.85] -0.6492253 -0.6857360 -0.6207651
sal + phosphate Atlantic (27.85,27.95] -0.5434679 -0.5643019 -0.5034083
sal + phosphate Atlantic (27.95,28.05] -0.6874336 -0.7862543 -0.5036688
sal + phosphate Atlantic (28.05,28.1] -0.8330817 -0.8375232 -0.8258369
sal + phosphate Atlantic (28.1,28.15] -0.9021855 -0.9124859 -0.8823584
sal + phosphate Atlantic (28.15,28.2] -0.9425383 -0.9751500 -0.8983118
sal + phosphate Atlantic (28.2, Inf] -0.9331051 -0.9406011 -0.9216567
sal + phosphate Indo-Pacific (-Inf,26] -0.2501381 -0.2795134 -0.2002269
sal + phosphate Indo-Pacific (26,26.5] -0.2952657 -0.5005544 -0.0978684
sal + phosphate Indo-Pacific (26.5,26.75] -0.3176243 -0.6202572 -0.0504864
sal + phosphate Indo-Pacific (26.75,27] -0.3858777 -0.5996145 -0.1682223
sal + phosphate Indo-Pacific (27,27.25] -0.1752958 -0.3236731 0.1199526
sal + phosphate Indo-Pacific (27.25,27.5] 0.0686067 -0.0371780 0.2261730
sal + phosphate Indo-Pacific (27.5,27.75] 0.0545596 -0.0553708 0.2527382
sal + phosphate Indo-Pacific (27.75,27.85] -0.0819184 -0.3107682 0.2059115
sal + phosphate Indo-Pacific (27.85,27.95] -0.2727025 -0.4241373 0.0145271
sal + phosphate Indo-Pacific (27.95,28.05] -0.4441469 -0.5285892 -0.2796553
sal + phosphate Indo-Pacific (28.05,28.1] -0.5120186 -0.6602078 -0.3953065
sal + phosphate Indo-Pacific (28.1, Inf] -0.0565797 -0.1874824 0.0292385
sal + phosphate_star Atlantic (-Inf,26] -0.8881187 -0.9083464 -0.8595142
sal + phosphate_star Atlantic (26,26.5] -0.9615652 -0.9635267 -0.9592886
sal + phosphate_star Atlantic (26.5,26.75] -0.9752603 -0.9795848 -0.9707677
sal + phosphate_star Atlantic (26.75,27] -0.9809131 -0.9840332 -0.9785454
sal + phosphate_star Atlantic (27,27.25] -0.9832507 -0.9857145 -0.9814609
sal + phosphate_star Atlantic (27.25,27.5] -0.9723352 -0.9733968 -0.9702729
sal + phosphate_star Atlantic (27.5,27.75] -0.9262714 -0.9357622 -0.9214841
sal + phosphate_star Atlantic (27.75,27.85] -0.8609333 -0.8786094 -0.8314308
sal + phosphate_star Atlantic (27.85,27.95] -0.8259164 -0.8284160 -0.8214138
sal + phosphate_star Atlantic (27.95,28.05] -0.8495702 -0.9070830 -0.7658391
sal + phosphate_star Atlantic (28.05,28.1] -0.9195495 -0.9360682 -0.8998791
sal + phosphate_star Atlantic (28.1,28.15] -0.9533807 -0.9592219 -0.9485822
sal + phosphate_star Atlantic (28.15,28.2] -0.9660366 -0.9781639 -0.9534342
sal + phosphate_star Atlantic (28.2, Inf] -0.9763527 -0.9779269 -0.9754593
sal + phosphate_star Indo-Pacific (-Inf,26] -0.5130988 -0.5276705 -0.5016127
sal + phosphate_star Indo-Pacific (26,26.5] -0.7098665 -0.8304205 -0.6108270
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.8289110 -0.9134678 -0.7534068
sal + phosphate_star Indo-Pacific (26.75,27] -0.8843400 -0.9268311 -0.8249346
sal + phosphate_star Indo-Pacific (27,27.25] -0.8335054 -0.8445825 -0.8163338
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.6295029 -0.8396306 -0.4185900
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.4472237 -0.7756000 -0.1377551
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.3965722 -0.6494389 -0.2081458
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.5188673 -0.5998747 -0.3678550
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.7710886 -0.8116590 -0.7255015
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8476873 -0.8893198 -0.8026907
sal + phosphate_star Indo-Pacific (28.1, Inf] -0.7765239 -0.8264981 -0.7049880
sal + silicate Atlantic (-Inf,26] -0.7087588 -0.7385997 -0.6732885
sal + silicate Atlantic (26,26.5] -0.7031104 -0.7116736 -0.6922904
sal + silicate Atlantic (26.5,26.75] -0.6854426 -0.7017144 -0.6613649
sal + silicate Atlantic (26.75,27] -0.5584094 -0.5781892 -0.5249798
sal + silicate Atlantic (27,27.25] -0.7369745 -0.7724745 -0.6810243
sal + silicate Atlantic (27.25,27.5] -0.8022809 -0.8292240 -0.7883822
sal + silicate Atlantic (27.5,27.75] -0.7443442 -0.7602288 -0.7154817
sal + silicate Atlantic (27.75,27.85] -0.6665262 -0.6860561 -0.6393570
sal + silicate Atlantic (27.85,27.95] -0.6249977 -0.6412186 -0.5949098
sal + silicate Atlantic (27.95,28.05] -0.7219269 -0.8213117 -0.5486089
sal + silicate Atlantic (28.05,28.1] -0.8382533 -0.8666080 -0.8234549
sal + silicate Atlantic (28.1,28.15] -0.8972346 -0.9202287 -0.8585553
sal + silicate Atlantic (28.15,28.2] -0.9219644 -0.9673934 -0.8420343
sal + silicate Atlantic (28.2, Inf] -0.8970612 -0.9465580 -0.8633709
sal + silicate Indo-Pacific (-Inf,26] -0.5273768 -0.5881707 -0.4475935
sal + silicate Indo-Pacific (26,26.5] -0.5281002 -0.6498999 -0.3946786
sal + silicate Indo-Pacific (26.5,26.75] -0.6281302 -0.8036153 -0.4629757
sal + silicate Indo-Pacific (26.75,27] -0.6163311 -0.7476065 -0.3747669
sal + silicate Indo-Pacific (27,27.25] -0.3616220 -0.5581035 -0.0617315
sal + silicate Indo-Pacific (27.25,27.5] -0.0945246 -0.2797186 0.1121781
sal + silicate Indo-Pacific (27.5,27.75] -0.0106179 -0.0985390 0.1267508
sal + silicate Indo-Pacific (27.75,27.85] -0.1090210 -0.2983712 0.1359280
sal + silicate Indo-Pacific (27.85,27.95] -0.2502083 -0.3821154 -0.0057601
sal + silicate Indo-Pacific (27.95,28.05] -0.3636358 -0.4340526 -0.2271977
sal + silicate Indo-Pacific (28.05,28.1] -0.4183751 -0.5713698 -0.3113888
sal + silicate Indo-Pacific (28.1, Inf] 0.0725230 -0.0704127 0.1893801
sal + temp Atlantic (-Inf,26] 0.9280237 0.8591490 0.9718026
sal + temp Atlantic (26,26.5] 0.9634153 0.9599561 0.9695879
sal + temp Atlantic (26.5,26.75] 0.9898375 0.9884204 0.9906709
sal + temp Atlantic (26.75,27] 0.9808693 0.9789371 0.9827537
sal + temp Atlantic (27,27.25] 0.9803254 0.9789625 0.9830071
sal + temp Atlantic (27.25,27.5] 0.9756012 0.9717970 0.9783260
sal + temp Atlantic (27.5,27.75] 0.9711262 0.9655979 0.9766224
sal + temp Atlantic (27.75,27.85] 0.9806960 0.9791397 0.9824928
sal + temp Atlantic (27.85,27.95] 0.9451884 0.9426947 0.9493208
sal + temp Atlantic (27.95,28.05] 0.8968627 0.8561306 0.9324882
sal + temp Atlantic (28.05,28.1] 0.9595824 0.9496403 0.9685346
sal + temp Atlantic (28.1,28.15] 0.9534157 0.9469690 0.9644003
sal + temp Atlantic (28.15,28.2] 0.8920026 0.8802495 0.9069580
sal + temp Atlantic (28.2, Inf] 0.2334544 0.1544147 0.3279824
sal + temp Indo-Pacific (-Inf,26] 0.7581346 0.7299055 0.8094591
sal + temp Indo-Pacific (26,26.5] 0.9227524 0.8756158 0.9464442
sal + temp Indo-Pacific (26.5,26.75] 0.9759922 0.9666691 0.9829512
sal + temp Indo-Pacific (26.75,27] 0.9750168 0.9705190 0.9787544
sal + temp Indo-Pacific (27,27.25] 0.9470023 0.9320892 0.9643876
sal + temp Indo-Pacific (27.25,27.5] 0.8742635 0.8163885 0.9495738
sal + temp Indo-Pacific (27.5,27.75] 0.7177105 0.5478272 0.9084619
sal + temp Indo-Pacific (27.75,27.85] 0.8444591 0.7785611 0.9310930
sal + temp Indo-Pacific (27.85,27.95] 0.7594211 0.6399429 0.8685022
sal + temp Indo-Pacific (27.95,28.05] 0.7381930 0.6385592 0.8216447
sal + temp Indo-Pacific (28.05,28.1] 0.7179242 0.5584248 0.7994924
sal + temp Indo-Pacific (28.1, Inf] 0.6699698 0.5730790 0.7574075
silicate + phosphate Atlantic (-Inf,26] 0.7473239 0.7218927 0.7748771
silicate + phosphate Atlantic (26,26.5] 0.9124877 0.8895051 0.9423416
silicate + phosphate Atlantic (26.5,26.75] 0.9354276 0.8646954 0.9720809
silicate + phosphate Atlantic (26.75,27] 0.9387946 0.9008957 0.9601685
silicate + phosphate Atlantic (27,27.25] 0.9559025 0.9497652 0.9655434
silicate + phosphate Atlantic (27.25,27.5] 0.9125758 0.8894195 0.9318378
silicate + phosphate Atlantic (27.5,27.75] 0.9027772 0.8912107 0.9186853
silicate + phosphate Atlantic (27.75,27.85] 0.9531382 0.9405739 0.9635878
silicate + phosphate Atlantic (27.85,27.95] 0.9698185 0.9648407 0.9753512
silicate + phosphate Atlantic (27.95,28.05] 0.9800117 0.9758226 0.9836412
silicate + phosphate Atlantic (28.05,28.1] 0.9874443 0.9854548 0.9897469
silicate + phosphate Atlantic (28.1,28.15] 0.9932094 0.9913114 0.9942425
silicate + phosphate Atlantic (28.15,28.2] 0.9922200 0.9852422 0.9964827
silicate + phosphate Atlantic (28.2, Inf] 0.9768716 0.9670423 0.9881547
silicate + phosphate Indo-Pacific (-Inf,26] 0.8027709 0.7494571 0.8308179
silicate + phosphate Indo-Pacific (26,26.5] 0.7620731 0.6626489 0.8382810
silicate + phosphate Indo-Pacific (26.5,26.75] 0.7562644 0.6088700 0.8396180
silicate + phosphate Indo-Pacific (26.75,27] 0.8463866 0.7996670 0.8700303
silicate + phosphate Indo-Pacific (27,27.25] 0.8999125 0.8841447 0.9295589
silicate + phosphate Indo-Pacific (27.25,27.5] 0.8830001 0.8556351 0.9244328
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8798493 0.8327653 0.9227988
silicate + phosphate Indo-Pacific (27.75,27.85] 0.9456522 0.9202389 0.9605917
silicate + phosphate Indo-Pacific (27.85,27.95] 0.9608665 0.9429944 0.9709354
silicate + phosphate Indo-Pacific (27.95,28.05] 0.9582408 0.9473377 0.9677416
silicate + phosphate Indo-Pacific (28.05,28.1] 0.9556747 0.9470588 0.9619667
silicate + phosphate Indo-Pacific (28.1, Inf] 0.7676530 0.7049405 0.8049697
silicate + phosphate_star Atlantic (-Inf,26] 0.6889370 0.6533103 0.7186265
silicate + phosphate_star Atlantic (26,26.5] 0.7914374 0.7800905 0.8060904
silicate + phosphate_star Atlantic (26.5,26.75] 0.7725291 0.7291479 0.8007092
silicate + phosphate_star Atlantic (26.75,27] 0.6114408 0.5767641 0.6358107
silicate + phosphate_star Atlantic (27,27.25] 0.7448802 0.7028576 0.7708545
silicate + phosphate_star Atlantic (27.25,27.5] 0.8564506 0.8359026 0.8835865
silicate + phosphate_star Atlantic (27.5,27.75] 0.9038920 0.8938241 0.9148381
silicate + phosphate_star Atlantic (27.75,27.85] 0.9168778 0.8921115 0.9379087
silicate + phosphate_star Atlantic (27.85,27.95] 0.9038079 0.8935928 0.9195170
silicate + phosphate_star Atlantic (27.95,28.05] 0.9213421 0.8917299 0.9511994
silicate + phosphate_star Atlantic (28.05,28.1] 0.9391797 0.9248996 0.9598883
silicate + phosphate_star Atlantic (28.1,28.15] 0.9615871 0.9378806 0.9745784
silicate + phosphate_star Atlantic (28.15,28.2] 0.9655149 0.9221236 0.9876502
silicate + phosphate_star Atlantic (28.2, Inf] 0.8862135 0.8416339 0.9290460
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.7730335 0.7126891 0.8564560
silicate + phosphate_star Indo-Pacific (26,26.5] 0.7667178 0.7463501 0.7823556
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.7744720 0.7103306 0.8400978
silicate + phosphate_star Indo-Pacific (26.75,27] 0.7090358 0.6407474 0.7544810
silicate + phosphate_star Indo-Pacific (27,27.25] 0.3284329 0.1778908 0.4522779
silicate + phosphate_star Indo-Pacific (27.25,27.5] -0.2802853 -0.3135736 -0.2544585
silicate + phosphate_star Indo-Pacific (27.5,27.75] -0.5133001 -0.6411984 -0.3880817
silicate + phosphate_star Indo-Pacific (27.75,27.85] -0.4366241 -0.6147216 -0.3467844
silicate + phosphate_star Indo-Pacific (27.85,27.95] -0.0211195 -0.1366786 0.0472259
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.3509327 0.3086850 0.3838390
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4607610 0.4012391 0.5471337
silicate + phosphate_star Indo-Pacific (28.1, Inf] -0.1278501 -0.2062023 0.0012956
temp + aou Atlantic (-Inf,26] 0.1095488 -0.3425090 0.4329165
temp + aou Atlantic (26,26.5] -0.1594637 -0.2310613 -0.1227404
temp + aou Atlantic (26.5,26.75] -0.3959061 -0.4894569 -0.2953031
temp + aou Atlantic (26.75,27] -0.2076523 -0.2594526 -0.1344519
temp + aou Atlantic (27,27.25] -0.2846628 -0.4044442 -0.1730594
temp + aou Atlantic (27.25,27.5] -0.1634017 -0.3019906 0.0035241
temp + aou Atlantic (27.5,27.75] -0.3733496 -0.4533062 -0.3317923
temp + aou Atlantic (27.75,27.85] -0.3959128 -0.4260421 -0.3385680
temp + aou Atlantic (27.85,27.95] -0.2642021 -0.3619170 -0.1619638
temp + aou Atlantic (27.95,28.05] -0.4877752 -0.5659837 -0.3994882
temp + aou Atlantic (28.05,28.1] -0.5525235 -0.6286701 -0.5073207
temp + aou Atlantic (28.1,28.15] -0.6495196 -0.6932544 -0.5772854
temp + aou Atlantic (28.15,28.2] -0.6702725 -0.8062567 -0.4492681
temp + aou Atlantic (28.2, Inf] 0.4122955 0.3958283 0.4413087
temp + aou Indo-Pacific (-Inf,26] -0.3015300 -0.4240710 -0.1918473
temp + aou Indo-Pacific (26,26.5] -0.1729292 -0.3239376 -0.0379463
temp + aou Indo-Pacific (26.5,26.75] -0.0740230 -0.3671709 0.2360301
temp + aou Indo-Pacific (26.75,27] -0.1491644 -0.3558779 0.0214184
temp + aou Indo-Pacific (27,27.25] -0.0725909 -0.2807457 0.2450684
temp + aou Indo-Pacific (27.25,27.5] 0.1401959 -0.0224049 0.3959038
temp + aou Indo-Pacific (27.5,27.75] 0.1905559 0.0349484 0.4348277
temp + aou Indo-Pacific (27.75,27.85] 0.1254949 -0.1272477 0.3790853
temp + aou Indo-Pacific (27.85,27.95] 0.1064881 -0.0368929 0.2843847
temp + aou Indo-Pacific (27.95,28.05] 0.1735112 0.0885662 0.2259754
temp + aou Indo-Pacific (28.05,28.1] 0.3088316 0.3012819 0.3167233
temp + aou Indo-Pacific (28.1, Inf] 0.8709785 0.8623240 0.8787065
temp + nitrate Atlantic (-Inf,26] -0.0350710 -0.2709976 0.1353095
temp + nitrate Atlantic (26,26.5] -0.5432164 -0.5476956 -0.5388158
temp + nitrate Atlantic (26.5,26.75] -0.6428630 -0.6882624 -0.5722910
temp + nitrate Atlantic (26.75,27] -0.5419896 -0.5832442 -0.4988936
temp + nitrate Atlantic (27,27.25] -0.6696605 -0.7202270 -0.5793065
temp + nitrate Atlantic (27.25,27.5] -0.7213820 -0.7687196 -0.6545198
temp + nitrate Atlantic (27.5,27.75] -0.7167898 -0.7562598 -0.6842849
temp + nitrate Atlantic (27.75,27.85] -0.6254826 -0.6603204 -0.5932882
temp + nitrate Atlantic (27.85,27.95] -0.4906583 -0.5424093 -0.3986978
temp + nitrate Atlantic (27.95,28.05] -0.6329434 -0.7032716 -0.5393402
temp + nitrate Atlantic (28.05,28.1] -0.7038353 -0.7225089 -0.6798085
temp + nitrate Atlantic (28.1,28.15] -0.7450426 -0.7506794 -0.7382624
temp + nitrate Atlantic (28.15,28.2] -0.7265143 -0.8056411 -0.6231178
temp + nitrate Atlantic (28.2, Inf] 0.0591543 -0.0229302 0.1238379
temp + nitrate Indo-Pacific (-Inf,26] -0.5396364 -0.6792846 -0.4099270
temp + nitrate Indo-Pacific (26,26.5] -0.4654731 -0.6315441 -0.3806707
temp + nitrate Indo-Pacific (26.5,26.75] -0.3617958 -0.6424666 -0.1175756
temp + nitrate Indo-Pacific (26.75,27] -0.4249217 -0.6050719 -0.2720031
temp + nitrate Indo-Pacific (27,27.25] -0.2980505 -0.4433236 -0.0636597
temp + nitrate Indo-Pacific (27.25,27.5] -0.0666682 -0.1265601 0.0297870
temp + nitrate Indo-Pacific (27.5,27.75] 0.0206910 -0.0828802 0.0860445
temp + nitrate Indo-Pacific (27.75,27.85] -0.0065017 -0.2283365 0.1162242
temp + nitrate Indo-Pacific (27.85,27.95] -0.0238416 -0.1682587 0.0727002
temp + nitrate Indo-Pacific (27.95,28.05] -0.0270638 -0.1071274 0.0576969
temp + nitrate Indo-Pacific (28.05,28.1] 0.0750421 0.0237085 0.1406662
temp + nitrate Indo-Pacific (28.1, Inf] 0.4368600 0.3550433 0.5590304
temp + phosphate Atlantic (-Inf,26] -0.5040109 -0.6413374 -0.4148146
temp + phosphate Atlantic (26,26.5] -0.7721883 -0.7923495 -0.7531989
temp + phosphate Atlantic (26.5,26.75] -0.7752998 -0.8092346 -0.7354768
temp + phosphate Atlantic (26.75,27] -0.6606621 -0.6909994 -0.6258471
temp + phosphate Atlantic (27,27.25] -0.7387606 -0.7809272 -0.6682095
temp + phosphate Atlantic (27.25,27.5] -0.7793152 -0.8132977 -0.7278573
temp + phosphate Atlantic (27.5,27.75] -0.7561643 -0.7934812 -0.7232188
temp + phosphate Atlantic (27.75,27.85] -0.6597102 -0.6955408 -0.6271909
temp + phosphate Atlantic (27.85,27.95] -0.5099896 -0.5534374 -0.4242721
temp + phosphate Atlantic (27.95,28.05] -0.6471944 -0.7130278 -0.5500025
temp + phosphate Atlantic (28.05,28.1] -0.7207980 -0.7364898 -0.7075150
temp + phosphate Atlantic (28.1,28.15] -0.7627279 -0.7683536 -0.7593136
temp + phosphate Atlantic (28.15,28.2] -0.7314659 -0.8162845 -0.6331187
temp + phosphate Atlantic (28.2, Inf] 0.0454277 -0.0408687 0.1145668
temp + phosphate Indo-Pacific (-Inf,26] -0.4555674 -0.5911394 -0.3492887
temp + phosphate Indo-Pacific (26,26.5] -0.3993922 -0.5660430 -0.2979558
temp + phosphate Indo-Pacific (26.5,26.75] -0.3200702 -0.6023847 -0.0856284
temp + phosphate Indo-Pacific (26.75,27] -0.4155383 -0.6056299 -0.2340818
temp + phosphate Indo-Pacific (27,27.25] -0.2671529 -0.4272372 0.0124462
temp + phosphate Indo-Pacific (27.25,27.5] 0.0035393 -0.0941258 0.1836299
temp + phosphate Indo-Pacific (27.5,27.75] 0.1186079 -0.0275299 0.2830249
temp + phosphate Indo-Pacific (27.75,27.85] 0.0779099 -0.1679753 0.2843648
temp + phosphate Indo-Pacific (27.85,27.95] 0.0217733 -0.1385121 0.1695715
temp + phosphate Indo-Pacific (27.95,28.05] -0.0067724 -0.0945213 0.0553631
temp + phosphate Indo-Pacific (28.05,28.1] 0.0822592 0.0474117 0.1378345
temp + phosphate Indo-Pacific (28.1, Inf] 0.4231308 0.3132515 0.5231682
temp + phosphate_star Atlantic (-Inf,26] -0.8197475 -0.8711104 -0.7758658
temp + phosphate_star Atlantic (26,26.5] -0.9548901 -0.9739298 -0.9391372
temp + phosphate_star Atlantic (26.5,26.75] -0.9781319 -0.9861407 -0.9701340
temp + phosphate_star Atlantic (26.75,27] -0.9820571 -0.9869081 -0.9792294
temp + phosphate_star Atlantic (27,27.25] -0.9831463 -0.9857522 -0.9811949
temp + phosphate_star Atlantic (27.25,27.5] -0.9776919 -0.9790412 -0.9765907
temp + phosphate_star Atlantic (27.5,27.75] -0.9266432 -0.9377641 -0.9161322
temp + phosphate_star Atlantic (27.75,27.85] -0.8816248 -0.8990550 -0.8501190
temp + phosphate_star Atlantic (27.85,27.95] -0.8140401 -0.8404939 -0.7845597
temp + phosphate_star Atlantic (27.95,28.05] -0.8115246 -0.8757494 -0.7433719
temp + phosphate_star Atlantic (28.05,28.1] -0.8508201 -0.8867587 -0.8124096
temp + phosphate_star Atlantic (28.1,28.15] -0.8553276 -0.8860569 -0.8362086
temp + phosphate_star Atlantic (28.15,28.2] -0.7919129 -0.8352297 -0.7586960
temp + phosphate_star Atlantic (28.2, Inf] -0.2692073 -0.3929147 -0.1709218
temp + phosphate_star Indo-Pacific (-Inf,26] -0.7511456 -0.8389100 -0.6252609
temp + phosphate_star Indo-Pacific (26,26.5] -0.8170173 -0.8943868 -0.7461497
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8558223 -0.9251853 -0.7704280
temp + phosphate_star Indo-Pacific (26.75,27] -0.9312371 -0.9545271 -0.8919230
temp + phosphate_star Indo-Pacific (27,27.25] -0.9182980 -0.9279931 -0.9057040
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.7650549 -0.9064092 -0.6270415
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.6071428 -0.8376394 -0.4299445
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.5411071 -0.7329080 -0.4355014
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.6449290 -0.6962578 -0.5680250
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7456337 -0.7716137 -0.6945068
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.6270491 -0.7247463 -0.5144171
temp + phosphate_star Indo-Pacific (28.1, Inf] -0.8929554 -0.9156726 -0.8678997
temp + silicate Atlantic (-Inf,26] -0.6358921 -0.7335476 -0.5464948
temp + silicate Atlantic (26,26.5] -0.7040599 -0.7257372 -0.6635388
temp + silicate Atlantic (26.5,26.75] -0.7067240 -0.7161709 -0.6880566
temp + silicate Atlantic (26.75,27] -0.5653068 -0.5899953 -0.5196018
temp + silicate Atlantic (27,27.25] -0.7128244 -0.7431240 -0.6603669
temp + silicate Atlantic (27.25,27.5] -0.8338658 -0.8591304 -0.8199180
temp + silicate Atlantic (27.5,27.75] -0.7840634 -0.8046849 -0.7534179
temp + silicate Atlantic (27.75,27.85] -0.7023328 -0.7261104 -0.6752394
temp + silicate Atlantic (27.85,27.95] -0.6136204 -0.6513501 -0.5427211
temp + silicate Atlantic (27.95,28.05] -0.7149696 -0.7614383 -0.6427969
temp + silicate Atlantic (28.05,28.1] -0.7302891 -0.7628705 -0.7057248
temp + silicate Atlantic (28.1,28.15] -0.7572706 -0.7800875 -0.7299920
temp + silicate Atlantic (28.15,28.2] -0.6994381 -0.7998757 -0.5466718
temp + silicate Atlantic (28.2, Inf] 0.0827714 0.0309185 0.1157585
temp + silicate Indo-Pacific (-Inf,26] -0.5828139 -0.7372792 -0.4215562
temp + silicate Indo-Pacific (26,26.5] -0.5877259 -0.6883078 -0.4248852
temp + silicate Indo-Pacific (26.5,26.75] -0.6286167 -0.7980286 -0.4620564
temp + silicate Indo-Pacific (26.75,27] -0.6296596 -0.7388544 -0.4319020
temp + silicate Indo-Pacific (27,27.25] -0.4295137 -0.6336817 -0.1564149
temp + silicate Indo-Pacific (27.25,27.5] -0.1797517 -0.3636808 0.0459336
temp + silicate Indo-Pacific (27.5,27.75] -0.0947764 -0.1845618 0.0690816
temp + silicate Indo-Pacific (27.75,27.85] -0.0128002 -0.2253776 0.1798224
temp + silicate Indo-Pacific (27.85,27.95] -0.0468836 -0.1897198 0.0876602
temp + silicate Indo-Pacific (27.95,28.05] -0.0311905 -0.1161311 0.0254304
temp + silicate Indo-Pacific (28.05,28.1] 0.1586629 0.1230186 0.2019688
temp + silicate Indo-Pacific (28.1, Inf] 0.3739511 0.3028744 0.4363778 
rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

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

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

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

Version Author Date
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] 0.5975206 0.5403772 0.6262560
aou Atlantic (26,26.5] 0.0420030 -0.0685027 0.1230953
aou Atlantic (26.5,26.75] -0.3468698 -0.4777739 -0.1924337
aou Atlantic (26.75,27] -0.2929936 -0.3595174 -0.2070597
aou Atlantic (27,27.25] -0.5024662 -0.5433801 -0.4589375
aou Atlantic (27.25,27.5] -0.4508875 -0.5012442 -0.3818549
aou Atlantic (27.5,27.75] -0.7600075 -0.7956856 -0.7400963
aou Atlantic (27.75,27.85] -0.8964915 -0.9396589 -0.8620867
aou Atlantic (27.85,27.95] -0.9154361 -0.9460367 -0.8972789
aou Atlantic (27.95,28.05] -0.8797457 -0.8807838 -0.8782823
aou Atlantic (28.05,28.1] -0.8567848 -0.8688549 -0.8505574
aou Atlantic (28.1,28.15] -0.8983727 -0.9030814 -0.8948426
aou Atlantic (28.15,28.2] -0.9385046 -0.9690330 -0.9186930
aou Atlantic (28.2, Inf] -0.7497981 -0.8072350 -0.6878044
aou Indo-Pacific (-Inf,26] -0.2148991 -0.5032441 0.0197467
aou Indo-Pacific (26,26.5] -0.7446833 -0.7751255 -0.7272218
aou Indo-Pacific (26.5,26.75] -0.7398519 -0.7890265 -0.6713669
aou Indo-Pacific (26.75,27] -0.6984456 -0.7514125 -0.6392788
aou Indo-Pacific (27,27.25] 0.0118166 -0.0388923 0.0743440
aou Indo-Pacific (27.25,27.5] 0.5439947 0.4491057 0.6169109
aou Indo-Pacific (27.5,27.75] 0.6715512 0.5348614 0.7499227
aou Indo-Pacific (27.75,27.85] 0.7270427 0.5687245 0.8138367
aou Indo-Pacific (27.85,27.95] 0.6676386 0.4862491 0.7892575
aou Indo-Pacific (27.95,28.05] 0.4485304 0.2622034 0.6274618
aou Indo-Pacific (28.05,28.1] 0.2199339 0.1629039 0.3331054
aou Indo-Pacific (28.1, Inf] 0.3023624 0.1418018 0.5702766
nitrate Atlantic (-Inf,26] 0.3401612 0.3021479 0.4079737
nitrate Atlantic (26,26.5] -0.3447419 -0.3731094 -0.2974354
nitrate Atlantic (26.5,26.75] -0.5725431 -0.7352977 -0.4432326
nitrate Atlantic (26.75,27] -0.5910735 -0.6457128 -0.5020891
nitrate Atlantic (27,27.25] -0.8103050 -0.8493884 -0.7802762
nitrate Atlantic (27.25,27.5] -0.8978338 -0.9215807 -0.8754190
nitrate Atlantic (27.5,27.75] -0.9650540 -0.9784754 -0.9516229
nitrate Atlantic (27.75,27.85] -0.9618035 -0.9646380 -0.9589847
nitrate Atlantic (27.85,27.95] -0.9305637 -0.9365743 -0.9194287
nitrate Atlantic (27.95,28.05] -0.9084211 -0.9298151 -0.8923363
nitrate Atlantic (28.05,28.1] -0.8953109 -0.9195789 -0.8747490
nitrate Atlantic (28.1,28.15] -0.9286854 -0.9464787 -0.9183361
nitrate Atlantic (28.15,28.2] -0.9670201 -0.9832423 -0.9424708
nitrate Atlantic (28.2, Inf] -0.9539474 -0.9681122 -0.9440874
nitrate Indo-Pacific (-Inf,26] -0.2435214 -0.5402859 -0.0104063
nitrate Indo-Pacific (26,26.5] -0.8156733 -0.8383619 -0.7928823
nitrate Indo-Pacific (26.5,26.75] -0.8355712 -0.8730316 -0.7946536
nitrate Indo-Pacific (26.75,27] -0.8125817 -0.8406779 -0.7569380
nitrate Indo-Pacific (27,27.25] -0.0669128 -0.1439911 -0.0155600
nitrate Indo-Pacific (27.25,27.5] 0.4652385 0.3451662 0.5444434
nitrate Indo-Pacific (27.5,27.75] 0.6152565 0.5036808 0.6728629
nitrate Indo-Pacific (27.75,27.85] 0.7045142 0.5860727 0.7843891
nitrate Indo-Pacific (27.85,27.95] 0.6313859 0.4805083 0.7584520
nitrate Indo-Pacific (27.95,28.05] 0.3794245 0.2033679 0.5887511
nitrate Indo-Pacific (28.05,28.1] 0.1300334 0.0402110 0.3013466
nitrate Indo-Pacific (28.1, Inf] 0.0920953 -0.0526306 0.3735700
phosphate Atlantic (-Inf,26] -0.0421787 -0.4118203 0.2289181
phosphate Atlantic (26,26.5] -0.5914151 -0.6415983 -0.4953398
phosphate Atlantic (26.5,26.75] -0.6932889 -0.8305800 -0.5794616
phosphate Atlantic (26.75,27] -0.7069161 -0.7526038 -0.6363811
phosphate Atlantic (27,27.25] -0.8719611 -0.8985343 -0.8550996
phosphate Atlantic (27.25,27.5] -0.9356084 -0.9519663 -0.9163443
phosphate Atlantic (27.5,27.75] -0.9801762 -0.9868892 -0.9715741
phosphate Atlantic (27.75,27.85] -0.9739615 -0.9786736 -0.9703239
phosphate Atlantic (27.85,27.95] -0.9472910 -0.9590142 -0.9405497
phosphate Atlantic (27.95,28.05] -0.9252311 -0.9487246 -0.9079760
phosphate Atlantic (28.05,28.1] -0.9104102 -0.9353279 -0.8956069
phosphate Atlantic (28.1,28.15] -0.9361707 -0.9518095 -0.9242946
phosphate Atlantic (28.15,28.2] -0.9726782 -0.9840612 -0.9534800
phosphate Atlantic (28.2, Inf] -0.9649954 -0.9752431 -0.9554876
phosphate Indo-Pacific (-Inf,26] -0.2395831 -0.5422618 -0.0080064
phosphate Indo-Pacific (26,26.5] -0.8448472 -0.8540848 -0.8360327
phosphate Indo-Pacific (26.5,26.75] -0.8646243 -0.8930743 -0.8311218
phosphate Indo-Pacific (26.75,27] -0.8265956 -0.8578048 -0.7703753
phosphate Indo-Pacific (27,27.25] -0.0848252 -0.1577914 -0.0436794
phosphate Indo-Pacific (27.25,27.5] 0.4519817 0.3349890 0.5394575
phosphate Indo-Pacific (27.5,27.75] 0.5750175 0.4298041 0.6579504
phosphate Indo-Pacific (27.75,27.85] 0.6414337 0.4605719 0.7499455
phosphate Indo-Pacific (27.85,27.95] 0.5681821 0.3497981 0.7312596
phosphate Indo-Pacific (27.95,28.05] 0.3075491 0.0746663 0.5531635
phosphate Indo-Pacific (28.05,28.1] 0.0453442 -0.0722705 0.2389909
phosphate Indo-Pacific (28.1, Inf] -0.0503061 -0.2422351 0.2682087
phosphate_star Atlantic (-Inf,26] -0.4636828 -0.7976096 -0.2398918
phosphate_star Atlantic (26,26.5] -0.8075664 -0.8658909 -0.7092445
phosphate_star Atlantic (26.5,26.75] -0.8609040 -0.9409999 -0.7577614
phosphate_star Atlantic (26.75,27] -0.9349364 -0.9544982 -0.9172460
phosphate_star Atlantic (27,27.25] -0.9512981 -0.9597507 -0.9442083
phosphate_star Atlantic (27.25,27.5] -0.9521368 -0.9656182 -0.9330139
phosphate_star Atlantic (27.5,27.75] -0.9340434 -0.9529784 -0.9119721
phosphate_star Atlantic (27.75,27.85] -0.8905115 -0.9113887 -0.8665934
phosphate_star Atlantic (27.85,27.95] -0.7936731 -0.8178150 -0.7687999
phosphate_star Atlantic (27.95,28.05] -0.8501483 -0.8849025 -0.8075135
phosphate_star Atlantic (28.05,28.1] -0.8729257 -0.8902026 -0.8443758
phosphate_star Atlantic (28.1,28.15] -0.9139344 -0.9225058 -0.8989290
phosphate_star Atlantic (28.15,28.2] -0.9677434 -0.9821606 -0.9551181
phosphate_star Atlantic (28.2, Inf] -0.9479248 -0.9630516 -0.9354059
phosphate_star Indo-Pacific (-Inf,26] -0.1110871 -0.4026461 0.0732387
phosphate_star Indo-Pacific (26,26.5] -0.8045053 -0.8552082 -0.7732217
phosphate_star Indo-Pacific (26.5,26.75] -0.7942363 -0.8944252 -0.6619119
phosphate_star Indo-Pacific (26.75,27] -0.7144887 -0.8297155 -0.6153640
phosphate_star Indo-Pacific (27,27.25] -0.2244428 -0.3716187 -0.0043174
phosphate_star Indo-Pacific (27.25,27.5] -0.3293741 -0.3592899 -0.3060287
phosphate_star Indo-Pacific (27.5,27.75] -0.4983148 -0.6158447 -0.3045442
phosphate_star Indo-Pacific (27.75,27.85] -0.5187555 -0.6669444 -0.3248782
phosphate_star Indo-Pacific (27.85,27.95] -0.3500748 -0.3846462 -0.3046974
phosphate_star Indo-Pacific (27.95,28.05] -0.2751741 -0.3570155 -0.1166629
phosphate_star Indo-Pacific (28.05,28.1] -0.3554028 -0.4802584 -0.1354875
phosphate_star Indo-Pacific (28.1, Inf] -0.4914965 -0.6236954 -0.3795452
sal Atlantic (-Inf,26] 0.3167784 0.1394940 0.6429462
sal Atlantic (26,26.5] 0.7582222 0.6148955 0.8301462
sal Atlantic (26.5,26.75] 0.8168243 0.6670084 0.9119765
sal Atlantic (26.75,27] 0.9040550 0.8833445 0.9269455
sal Atlantic (27,27.25] 0.9300550 0.9192534 0.9425164
sal Atlantic (27.25,27.5] 0.9180026 0.8975626 0.9326770
sal Atlantic (27.5,27.75] 0.8102470 0.7792592 0.8525618
sal Atlantic (27.75,27.85] 0.6372068 0.5697683 0.6894102
sal Atlantic (27.85,27.95] 0.4022025 0.3675785 0.4578635
sal Atlantic (27.95,28.05] 0.5097179 0.3030166 0.6541129
sal Atlantic (28.05,28.1] 0.6561238 0.6195081 0.7061868
sal Atlantic (28.1,28.15] 0.7758444 0.7497686 0.7994959
sal Atlantic (28.15,28.2] 0.8916933 0.8472935 0.9370003
sal Atlantic (28.2, Inf] 0.9232456 0.9089965 0.9365393
sal Indo-Pacific (-Inf,26] 0.0089454 -0.0745318 0.0646838
sal Indo-Pacific (26,26.5] 0.4210560 0.3063367 0.6363062
sal Indo-Pacific (26.5,26.75] 0.4700787 0.2733762 0.7376665
sal Indo-Pacific (26.75,27] 0.4403204 0.3188540 0.6537417
sal Indo-Pacific (27,27.25] -0.1973692 -0.4620861 -0.0621620
sal Indo-Pacific (27.25,27.5] -0.2950339 -0.5605960 -0.0335528
sal Indo-Pacific (27.5,27.75] -0.2343362 -0.3618855 -0.1285373
sal Indo-Pacific (27.75,27.85] -0.3242524 -0.3595873 -0.2535920
sal Indo-Pacific (27.85,27.95] -0.2965772 -0.3802054 -0.2530176
sal Indo-Pacific (27.95,28.05] -0.0783257 -0.1812324 0.0191446
sal Indo-Pacific (28.05,28.1] 0.0663315 -0.1133375 0.1966095
sal Indo-Pacific (28.1, Inf] 0.2719113 0.2418114 0.2959155
silicate Atlantic (-Inf,26] -0.1382718 -0.5178173 0.1253143
silicate Atlantic (26,26.5] -0.5478491 -0.6244168 -0.4484650
silicate Atlantic (26.5,26.75] -0.6179317 -0.7758389 -0.4659009
silicate Atlantic (26.75,27] -0.6116116 -0.6683336 -0.5457881
silicate Atlantic (27,27.25] -0.8320180 -0.8513957 -0.8126310
silicate Atlantic (27.25,27.5] -0.8947169 -0.9104517 -0.8717035
silicate Atlantic (27.5,27.75] -0.8844835 -0.8967286 -0.8727220
silicate Atlantic (27.75,27.85] -0.8947433 -0.9182996 -0.8820331
silicate Atlantic (27.85,27.95] -0.8712182 -0.8897140 -0.8583363
silicate Atlantic (27.95,28.05] -0.8659368 -0.8984829 -0.8495957
silicate Atlantic (28.05,28.1] -0.8698033 -0.8979038 -0.8545512
silicate Atlantic (28.1,28.15] -0.9159109 -0.9308197 -0.9033626
silicate Atlantic (28.15,28.2] -0.9580829 -0.9769139 -0.9398965
silicate Atlantic (28.2, Inf] -0.9274117 -0.9462978 -0.8927295
silicate Indo-Pacific (-Inf,26] -0.2545500 -0.5389905 -0.0305914
silicate Indo-Pacific (26,26.5] -0.7250479 -0.7581283 -0.6760182
silicate Indo-Pacific (26.5,26.75] -0.7093198 -0.7690828 -0.5958943
silicate Indo-Pacific (26.75,27] -0.6284876 -0.6750044 -0.5918762
silicate Indo-Pacific (27,27.25] 0.2222336 0.1284232 0.3355377
silicate Indo-Pacific (27.25,27.5] 0.7447139 0.6577598 0.8051925
silicate Indo-Pacific (27.5,27.75] 0.8180083 0.7373027 0.8711154
silicate Indo-Pacific (27.75,27.85] 0.7684635 0.6417645 0.8475261
silicate Indo-Pacific (27.85,27.95] 0.6588719 0.4809030 0.7856511
silicate Indo-Pacific (27.95,28.05] 0.4151910 0.2207572 0.6118087
silicate Indo-Pacific (28.05,28.1] 0.1517760 0.0663799 0.2840432
silicate Indo-Pacific (28.1, Inf] -0.0093638 -0.1043232 0.1623691
temp Atlantic (-Inf,26] 0.1437226 -0.1455071 0.5281247
temp Atlantic (26,26.5] 0.7259200 0.6261867 0.7816700
temp Atlantic (26.5,26.75] 0.7976415 0.6368552 0.9085401
temp Atlantic (26.75,27] 0.8809377 0.8515457 0.9148728
temp Atlantic (27,27.25] 0.9017995 0.8917026 0.9127097
temp Atlantic (27.25,27.5] 0.8971306 0.8697880 0.9142418
temp Atlantic (27.5,27.75] 0.7821957 0.7356709 0.8322385
temp Atlantic (27.75,27.85] 0.6403263 0.5645445 0.6940320
temp Atlantic (27.85,27.95] 0.3883320 0.3198918 0.4685461
temp Atlantic (27.95,28.05] 0.4973252 0.3639058 0.6218149
temp Atlantic (28.05,28.1] 0.5457828 0.5054687 0.6181089
temp Atlantic (28.1,28.15] 0.6067182 0.5461056 0.6647618
temp Atlantic (28.15,28.2] 0.6464176 0.5723352 0.7431461
temp Atlantic (28.2, Inf] 0.0297200 -0.1179374 0.1503611
temp Indo-Pacific (-Inf,26] -0.2981268 -0.3415284 -0.2184633
temp Indo-Pacific (26,26.5] 0.4441416 0.3101109 0.6259083
temp Indo-Pacific (26.5,26.75] 0.4644900 0.2904492 0.7186914
temp Indo-Pacific (26.75,27] 0.4884131 0.3878482 0.6768239
temp Indo-Pacific (27,27.25] -0.0781765 -0.3449967 0.0797402
temp Indo-Pacific (27.25,27.5] -0.2660741 -0.5048929 -0.0266446
temp Indo-Pacific (27.5,27.75] -0.2788557 -0.3727155 -0.1772995
temp Indo-Pacific (27.75,27.85] -0.2497783 -0.3294517 -0.1996228
temp Indo-Pacific (27.85,27.95] -0.1852292 -0.2060568 -0.1705377
temp Indo-Pacific (27.95,28.05] 0.0365944 -0.0190297 0.0715372
temp Indo-Pacific (28.05,28.1] 0.1702732 0.1529128 0.2004772
temp Indo-Pacific (28.1, Inf] 0.3417100 0.1533046 0.6047603 
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_0.7.2      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.2    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_0.4.9             
[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_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 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