eMLR - assumption testing

workflowr

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Last updated: 2021-06-18

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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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	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
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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
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

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

if (params_local$plot_all_figures == "y") {

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

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

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

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Past versions of correlation_predictors-1.png

Version	Author	Date
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.5288396	0.4221265	0.6355527
aou	Atlantic	(26,26.5]	0.1586047	-0.0670277	0.3842372
aou	Atlantic	(26.5,26.75]	-0.2780747	-0.4185990	-0.1375504
aou	Atlantic	(26.75,27]	-0.2991006	-0.3148281	-0.2833732
aou	Atlantic	(27,27.25]	-0.4206433	-0.4551432	-0.3861434
aou	Atlantic	(27.25,27.5]	-0.4905296	-0.5456399	-0.4354193
aou	Atlantic	(27.5,27.75]	-0.7589209	-0.7835228	-0.7343190
aou	Atlantic	(27.75,27.85]	-0.8608250	-0.9229258	-0.7987243
aou	Atlantic	(27.85,27.95]	-0.8931230	-0.9258154	-0.8604306
aou	Atlantic	(27.95,28.05]	-0.8490003	-0.8695933	-0.8284073
aou	Atlantic	(28.05,28.1]	-0.8383654	-0.8450383	-0.8316924
aou	Atlantic	(28.1,28.15]	-0.8155406	-0.8374087	-0.7936724
aou	Atlantic	(28.15,28.2]	-0.9164197	-0.9361156	-0.8967239
aou	Atlantic	(28.2, Inf]	-0.6840291	-0.7376422	-0.6304159
aou	Indo-Pacific	(-Inf,26]	-0.2028542	-0.2402840	-0.1654244
aou	Indo-Pacific	(26,26.5]	-0.7392718	-0.7441019	-0.7344417
aou	Indo-Pacific	(26.5,26.75]	-0.7076092	-0.7328826	-0.6823357
aou	Indo-Pacific	(26.75,27]	-0.7037560	-0.7046688	-0.7028432
aou	Indo-Pacific	(27,27.25]	0.0698059	0.0326176	0.1069941
aou	Indo-Pacific	(27.25,27.5]	0.6091884	0.5953811	0.6229956
aou	Indo-Pacific	(27.5,27.75]	0.7446909	0.7224133	0.7669686
aou	Indo-Pacific	(27.75,27.85]	0.7912058	0.7731824	0.8092291
aou	Indo-Pacific	(27.85,27.95]	0.7428821	0.7324421	0.7533222
aou	Indo-Pacific	(27.95,28.05]	0.4860101	0.4435793	0.5284409
aou	Indo-Pacific	(28.05,28.1]	0.2276498	0.1428920	0.3124076
aou	Indo-Pacific	(28.1,28.2]	0.2507726	0.1246035	0.3769417
aou	Indo-Pacific	(28.2,28.3]	0.1410429	0.0820817	0.2000041
aou	Indo-Pacific	(28.3,28.4]	0.1832134	0.0020618	0.3643651
aou	Indo-Pacific	(28.4, Inf]	0.1192655	-0.7190771	0.9576081
nitrate	Atlantic	(-Inf,26]	0.2709438	0.1283711	0.4135164
nitrate	Atlantic	(26,26.5]	-0.2565670	-0.4465367	-0.0665974
nitrate	Atlantic	(26.5,26.75]	-0.5482519	-0.6729782	-0.4235256
nitrate	Atlantic	(26.75,27]	-0.6221346	-0.6269237	-0.6173456
nitrate	Atlantic	(27,27.25]	-0.8036715	-0.8466334	-0.7607096
nitrate	Atlantic	(27.25,27.5]	-0.9152001	-0.9310725	-0.8993276
nitrate	Atlantic	(27.5,27.75]	-0.9628579	-0.9746031	-0.9511127
nitrate	Atlantic	(27.75,27.85]	-0.9546212	-0.9661327	-0.9431096
nitrate	Atlantic	(27.85,27.95]	-0.9235761	-0.9405618	-0.9065903
nitrate	Atlantic	(27.95,28.05]	-0.8833765	-0.9051670	-0.8615861
nitrate	Atlantic	(28.05,28.1]	-0.8787100	-0.8850286	-0.8723914
nitrate	Atlantic	(28.1,28.15]	-0.8426059	-0.8676992	-0.8175126
nitrate	Atlantic	(28.15,28.2]	-0.9469044	-0.9517036	-0.9421052
nitrate	Atlantic	(28.2, Inf]	-0.9516191	-0.9649110	-0.9383273
nitrate	Indo-Pacific	(-Inf,26]	-0.2038762	-0.2148236	-0.1929288
nitrate	Indo-Pacific	(26,26.5]	-0.8501984	-0.8637150	-0.8366819
nitrate	Indo-Pacific	(26.5,26.75]	-0.8475776	-0.8723672	-0.8227879
nitrate	Indo-Pacific	(26.75,27]	-0.8253459	-0.8432091	-0.8074826
nitrate	Indo-Pacific	(27,27.25]	-0.0111368	-0.0150382	-0.0072355
nitrate	Indo-Pacific	(27.25,27.5]	0.5509599	0.5441414	0.5577785
nitrate	Indo-Pacific	(27.5,27.75]	0.6862729	0.6658901	0.7066558
nitrate	Indo-Pacific	(27.75,27.85]	0.7562235	0.7481232	0.7643238
nitrate	Indo-Pacific	(27.85,27.95]	0.7022403	0.6710612	0.7334194
nitrate	Indo-Pacific	(27.95,28.05]	0.4152167	0.3433574	0.4870759
nitrate	Indo-Pacific	(28.05,28.1]	0.1690039	0.0516068	0.2864010
nitrate	Indo-Pacific	(28.1,28.2]	0.1714294	0.0072054	0.3356534
nitrate	Indo-Pacific	(28.2,28.3]	-0.2107596	-0.3097350	-0.1117841
nitrate	Indo-Pacific	(28.3,28.4]	-0.4395780	-0.4954541	-0.3837020
nitrate	Indo-Pacific	(28.4, Inf]	-0.8080749	-0.8203519	-0.7957978
phosphate	Atlantic	(-Inf,26]	-0.1107983	-0.1722557	-0.0493409
phosphate	Atlantic	(26,26.5]	-0.5091227	-0.6703837	-0.3478617
phosphate	Atlantic	(26.5,26.75]	-0.6778043	-0.7802685	-0.5753401
phosphate	Atlantic	(26.75,27]	-0.7337894	-0.7372009	-0.7303778
phosphate	Atlantic	(27,27.25]	-0.8692093	-0.8994315	-0.8389870
phosphate	Atlantic	(27.25,27.5]	-0.9478507	-0.9572041	-0.9384973
phosphate	Atlantic	(27.5,27.75]	-0.9765965	-0.9827087	-0.9704844
phosphate	Atlantic	(27.75,27.85]	-0.9675537	-0.9698393	-0.9652680
phosphate	Atlantic	(27.85,27.95]	-0.9401557	-0.9445626	-0.9357489
phosphate	Atlantic	(27.95,28.05]	-0.8984054	-0.9085371	-0.8882737
phosphate	Atlantic	(28.05,28.1]	-0.8909029	-0.8921636	-0.8896423
phosphate	Atlantic	(28.1,28.15]	-0.8475166	-0.8693930	-0.8256401
phosphate	Atlantic	(28.15,28.2]	-0.9490189	-0.9506059	-0.9474319
phosphate	Atlantic	(28.2, Inf]	-0.9617696	-0.9747644	-0.9487748
phosphate	Indo-Pacific	(-Inf,26]	-0.2033024	-0.2126359	-0.1939688
phosphate	Indo-Pacific	(26,26.5]	-0.8683311	-0.8789240	-0.8577382
phosphate	Indo-Pacific	(26.5,26.75]	-0.8765281	-0.8898801	-0.8631761
phosphate	Indo-Pacific	(26.75,27]	-0.8412996	-0.8537229	-0.8288763
phosphate	Indo-Pacific	(27,27.25]	-0.0313436	-0.0385112	-0.0241759
phosphate	Indo-Pacific	(27.25,27.5]	0.5353480	0.5199461	0.5507499
phosphate	Indo-Pacific	(27.5,27.75]	0.6598575	0.6308255	0.6888896
phosphate	Indo-Pacific	(27.75,27.85]	0.7203415	0.7045802	0.7361028
phosphate	Indo-Pacific	(27.85,27.95]	0.6646417	0.6377767	0.6915067
phosphate	Indo-Pacific	(27.95,28.05]	0.3623037	0.2876204	0.4369871
phosphate	Indo-Pacific	(28.05,28.1]	0.0950186	-0.0271225	0.2171597
phosphate	Indo-Pacific	(28.1,28.2]	0.0824099	-0.0883158	0.2531356
phosphate	Indo-Pacific	(28.2,28.3]	-0.6846671	-0.6963760	-0.6729582
phosphate	Indo-Pacific	(28.3,28.4]	-0.7134441	-0.7439104	-0.6829778
phosphate	Indo-Pacific	(28.4, Inf]	-0.8405603	-0.9293783	-0.7517424
phosphate_star	Atlantic	(-Inf,26]	-0.4636200	-0.5500025	-0.3772375
phosphate_star	Atlantic	(26,26.5]	-0.7231754	-0.8387125	-0.6076383
phosphate_star	Atlantic	(26.5,26.75]	-0.8253982	-0.9003861	-0.7504103
phosphate_star	Atlantic	(26.75,27]	-0.9119895	-0.9182747	-0.9057043
phosphate_star	Atlantic	(27,27.25]	-0.9344788	-0.9403535	-0.9286041
phosphate_star	Atlantic	(27.25,27.5]	-0.9300086	-0.9422984	-0.9177188
phosphate_star	Atlantic	(27.5,27.75]	-0.9066690	-0.9113683	-0.9019697
phosphate_star	Atlantic	(27.75,27.85]	-0.8535009	-0.8552221	-0.8517796
phosphate_star	Atlantic	(27.85,27.95]	-0.7721234	-0.7746615	-0.7695852
phosphate_star	Atlantic	(27.95,28.05]	-0.8312370	-0.8391519	-0.8233221
phosphate_star	Atlantic	(28.05,28.1]	-0.8454165	-0.8459830	-0.8448501
phosphate_star	Atlantic	(28.1,28.15]	-0.8145803	-0.8372032	-0.7919573
phosphate_star	Atlantic	(28.15,28.2]	-0.9339305	-0.9412065	-0.9266544
phosphate_star	Atlantic	(28.2, Inf]	-0.9508743	-0.9610114	-0.9407372
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0396953	-0.0487663	-0.0306243
phosphate_star	Indo-Pacific	(26,26.5]	-0.8554248	-0.8555090	-0.8553406
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8373166	-0.8967662	-0.7778669
phosphate_star	Indo-Pacific	(26.75,27]	-0.7413368	-0.8326448	-0.6500289
phosphate_star	Indo-Pacific	(27,27.25]	-0.2560815	-0.3800754	-0.1320876
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2754092	-0.3263402	-0.2244783
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4980191	-0.5339545	-0.4620837
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5170548	-0.5312555	-0.5028540
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3291450	-0.3308126	-0.3274773
phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2484964	-0.3471027	-0.1498901
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2745767	-0.4408173	-0.1083360
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5035238	-0.6189345	-0.3881131
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5561114	-0.5731179	-0.5391049
phosphate_star	Indo-Pacific	(28.3,28.4]	-0.5581943	-0.6770817	-0.4393070
phosphate_star	Indo-Pacific	(28.4, Inf]	-0.2359468	-0.9332833	0.4613896
sal	Atlantic	(-Inf,26]	0.3994406	0.2583092	0.5405721
sal	Atlantic	(26,26.5]	0.6493655	0.4838734	0.8148575
sal	Atlantic	(26.5,26.75]	0.7563673	0.6456190	0.8671157
sal	Atlantic	(26.75,27]	0.8602921	0.8572940	0.8632902
sal	Atlantic	(27,27.25]	0.8960580	0.8867074	0.9054087
sal	Atlantic	(27.25,27.5]	0.8704295	0.8669101	0.8739489
sal	Atlantic	(27.5,27.75]	0.7726397	0.7499351	0.7953442
sal	Atlantic	(27.75,27.85]	0.6186990	0.5878133	0.6495848
sal	Atlantic	(27.85,27.95]	0.4041315	0.3516766	0.4565864
sal	Atlantic	(27.95,28.05]	0.5670632	0.5195813	0.6145450
sal	Atlantic	(28.05,28.1]	0.6331461	0.6086126	0.6576796
sal	Atlantic	(28.1,28.15]	0.6249347	0.5803391	0.6695304
sal	Atlantic	(28.15,28.2]	0.8560514	0.8490168	0.8630860
sal	Atlantic	(28.2, Inf]	0.9254047	0.9151263	0.9356832
sal	Indo-Pacific	(-Inf,26]	0.0449134	0.0179659	0.0718610
sal	Indo-Pacific	(26,26.5]	0.5767300	0.5063086	0.6471514
sal	Indo-Pacific	(26.5,26.75]	0.6144313	0.4693571	0.7595055
sal	Indo-Pacific	(26.75,27]	0.5346876	0.3836033	0.6857719
sal	Indo-Pacific	(27,27.25]	-0.1514543	-0.2747793	-0.0281293
sal	Indo-Pacific	(27.25,27.5]	-0.3356414	-0.3788253	-0.2924575
sal	Indo-Pacific	(27.5,27.75]	-0.2457990	-0.2937500	-0.1978481
sal	Indo-Pacific	(27.75,27.85]	-0.3291811	-0.3382323	-0.3201299
sal	Indo-Pacific	(27.85,27.95]	-0.2944627	-0.3653840	-0.2235414
sal	Indo-Pacific	(27.95,28.05]	-0.1197913	-0.2438855	0.0043028
sal	Indo-Pacific	(28.05,28.1]	-0.0616085	-0.2636941	0.1404772
sal	Indo-Pacific	(28.1,28.2]	-0.0261155	-0.2325982	0.1803673
sal	Indo-Pacific	(28.2,28.3]	0.2092645	0.1359008	0.2826282
sal	Indo-Pacific	(28.3,28.4]	0.2730985	0.0731806	0.4730163
sal	Indo-Pacific	(28.4, Inf]	0.3307396	-0.3349388	0.9964180
silicate	Atlantic	(-Inf,26]	-0.1386206	-0.1461929	-0.1310482
silicate	Atlantic	(26,26.5]	-0.4676242	-0.6465263	-0.2887222
silicate	Atlantic	(26.5,26.75]	-0.5787585	-0.7250238	-0.4324931
silicate	Atlantic	(26.75,27]	-0.6402665	-0.6540856	-0.6264474
silicate	Atlantic	(27,27.25]	-0.8307218	-0.8502796	-0.8111641
silicate	Atlantic	(27.25,27.5]	-0.9076265	-0.9144315	-0.9008214
silicate	Atlantic	(27.5,27.75]	-0.8751999	-0.8866627	-0.8637372
silicate	Atlantic	(27.75,27.85]	-0.8808694	-0.8843199	-0.8774190
silicate	Atlantic	(27.85,27.95]	-0.8595222	-0.8665280	-0.8525164
silicate	Atlantic	(27.95,28.05]	-0.8363952	-0.8488020	-0.8239883
silicate	Atlantic	(28.05,28.1]	-0.8468409	-0.8476151	-0.8460667
silicate	Atlantic	(28.1,28.15]	-0.8210388	-0.8444240	-0.7976536
silicate	Atlantic	(28.15,28.2]	-0.9352086	-0.9410091	-0.9294080
silicate	Atlantic	(28.2, Inf]	-0.9212881	-0.9307737	-0.9118025
silicate	Indo-Pacific	(-Inf,26]	-0.2229486	-0.2388354	-0.2070618
silicate	Indo-Pacific	(26,26.5]	-0.7672478	-0.7706802	-0.7638153
silicate	Indo-Pacific	(26.5,26.75]	-0.7421184	-0.8013185	-0.6829183
silicate	Indo-Pacific	(26.75,27]	-0.6449946	-0.7065170	-0.5834721
silicate	Indo-Pacific	(27,27.25]	0.2455360	0.2120615	0.2790106
silicate	Indo-Pacific	(27.25,27.5]	0.7897855	0.7785552	0.8010157
silicate	Indo-Pacific	(27.5,27.75]	0.8678267	0.8624748	0.8731786
silicate	Indo-Pacific	(27.75,27.85]	0.8300768	0.8258771	0.8342765
silicate	Indo-Pacific	(27.85,27.95]	0.7391646	0.7131681	0.7651611
silicate	Indo-Pacific	(27.95,28.05]	0.4516635	0.3990736	0.5042533
silicate	Indo-Pacific	(28.05,28.1]	0.1903261	0.1000334	0.2806188
silicate	Indo-Pacific	(28.1,28.2]	0.1762929	0.0474499	0.3051360
silicate	Indo-Pacific	(28.2,28.3]	-0.1049934	-0.1469034	-0.0630833
silicate	Indo-Pacific	(28.3,28.4]	-0.4324084	-0.4337609	-0.4310559
silicate	Indo-Pacific	(28.4, Inf]	-0.5904729	-0.7255380	-0.4554078
temp	Atlantic	(-Inf,26]	0.1619999	0.0870380	0.2369617
temp	Atlantic	(26,26.5]	0.6394231	0.5114917	0.7673545
temp	Atlantic	(26.5,26.75]	0.7411675	0.6182339	0.8641012
temp	Atlantic	(26.75,27]	0.8155916	0.8066750	0.8245081
temp	Atlantic	(27,27.25]	0.8552649	0.8415912	0.8689386
temp	Atlantic	(27.25,27.5]	0.8336911	0.8295347	0.8378475
temp	Atlantic	(27.5,27.75]	0.7312600	0.7219045	0.7406155
temp	Atlantic	(27.75,27.85]	0.5957334	0.5858157	0.6056512
temp	Atlantic	(27.85,27.95]	0.4023540	0.3570210	0.4476870
temp	Atlantic	(27.95,28.05]	0.5425937	0.5095194	0.5756679
temp	Atlantic	(28.05,28.1]	0.5548430	0.5225750	0.5871111
temp	Atlantic	(28.1,28.15]	0.4588433	0.3792344	0.5384521
temp	Atlantic	(28.15,28.2]	0.4951900	0.3505085	0.6398715
temp	Atlantic	(28.2, Inf]	0.2652719	0.1200254	0.4105184
temp	Indo-Pacific	(-Inf,26]	-0.3112265	-0.3252306	-0.2972225
temp	Indo-Pacific	(26,26.5]	0.5763722	0.5244702	0.6282742
temp	Indo-Pacific	(26.5,26.75]	0.6073874	0.4739177	0.7408571
temp	Indo-Pacific	(26.75,27]	0.5621878	0.4233342	0.7010414
temp	Indo-Pacific	(27,27.25]	-0.0401026	-0.1794556	0.0992505
temp	Indo-Pacific	(27.25,27.5]	-0.3346090	-0.3857437	-0.2834742
temp	Indo-Pacific	(27.5,27.75]	-0.3261727	-0.3531174	-0.2992280
temp	Indo-Pacific	(27.75,27.85]	-0.2910264	-0.3073504	-0.2747023
temp	Indo-Pacific	(27.85,27.95]	-0.1714435	-0.2276765	-0.1152105
temp	Indo-Pacific	(27.95,28.05]	0.0028593	-0.0692880	0.0750066
temp	Indo-Pacific	(28.05,28.1]	0.0634462	-0.0581685	0.1850610
temp	Indo-Pacific	(28.1,28.2]	0.2453498	0.1679082	0.3227913
temp	Indo-Pacific	(28.2,28.3]	0.1819120	0.1493956	0.2144284
temp	Indo-Pacific	(28.3,28.4]	0.1780104	-0.0421443	0.3981652
temp	Indo-Pacific	(28.4, Inf]	-0.3808785	-0.7142736	-0.0474835

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_0.11          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1