eMLR - assumption testing

workflowr

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Last updated: 2021-07-02

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
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html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
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]	0.8493694	0.8311925	0.8675463
aou + nitrate	Atlantic	(26,26.5]	0.8933397	0.8866119	0.9000674
aou + nitrate	Atlantic	(26.5,26.75]	0.9455356	0.9358621	0.9552091
aou + nitrate	Atlantic	(26.75,27]	0.9074182	0.9019625	0.9128740
aou + nitrate	Atlantic	(27,27.25]	0.7880106	0.7862318	0.7897895
aou + nitrate	Atlantic	(27.25,27.5]	0.7226363	0.6957809	0.7494917
aou + nitrate	Atlantic	(27.5,27.75]	0.8291019	0.8072331	0.8509707
aou + nitrate	Atlantic	(27.75,27.85]	0.9274676	0.9119897	0.9429455
aou + nitrate	Atlantic	(27.85,27.95]	0.9348436	0.9273924	0.9422949
aou + nitrate	Atlantic	(27.95,28.05]	0.9360656	0.9326138	0.9395173
aou + nitrate	Atlantic	(28.05,28.1]	0.9610218	0.9577457	0.9642979
aou + nitrate	Atlantic	(28.1,28.15]	0.9781104	0.9776025	0.9786183
aou + nitrate	Atlantic	(28.15,28.2]	0.9856218	0.9829595	0.9882842
aou + nitrate	Atlantic	(28.2, Inf]	0.9259451	0.9144673	0.9374230
aou + nitrate	Indian	(-Inf,26]	0.9844687	0.9750327	0.9939047
aou + nitrate	Indian	(26,26.5]	0.9664433	0.9438613	0.9890253
aou + nitrate	Indian	(26.5,26.75]	0.9611662	0.9489955	0.9733370
aou + nitrate	Indian	(26.75,27]	0.9135519	0.8983508	0.9287530
aou + nitrate	Indian	(27,27.25]	0.8119354	0.7490911	0.8747797
aou + nitrate	Indian	(27.25,27.5]	0.8785749	0.8546094	0.9025404
aou + nitrate	Indian	(27.5,27.75]	0.9012624	0.8675093	0.9350156
aou + nitrate	Indian	(27.75,27.85]	0.8496738	0.7781274	0.9212201
aou + nitrate	Indian	(27.85,27.95]	0.8499136	0.8096003	0.8902269
aou + nitrate	Indian	(27.95,28.05]	0.7804210	0.6989244	0.8619176
aou + nitrate	Indian	(28.05,28.1]	0.8942260	0.8457272	0.9427249
aou + nitrate	Indian	(28.1,28.2]	0.8616734	0.8028311	0.9205156
aou + nitrate	Indian	(28.2,28.3]	0.3651802	0.3616300	0.3687303
aou + nitrate	Indian	(28.3,28.4]	0.5140790	0.3578701	0.6702879
aou + nitrate	Indian	(28.4, Inf]	0.8860373	0.8860373	0.8860373
aou + nitrate	Pacific	(-Inf,26]	0.8764510	0.8517294	0.9011726
aou + nitrate	Pacific	(26,26.5]	0.8892417	0.8779757	0.9005077
aou + nitrate	Pacific	(26.5,26.75]	0.8589622	0.8350403	0.8828841
aou + nitrate	Pacific	(26.75,27]	0.9206237	0.9080637	0.9331837
aou + nitrate	Pacific	(27,27.25]	0.9729520	0.9717487	0.9741554
aou + nitrate	Pacific	(27.25,27.5]	0.9778475	0.9763345	0.9793605
aou + nitrate	Pacific	(27.5,27.75]	0.9802125	0.9797372	0.9806877
aou + nitrate	Pacific	(27.75,27.85]	0.9881671	0.9875974	0.9887369
aou + nitrate	Pacific	(27.85,27.95]	0.9883976	0.9868897	0.9899056
aou + nitrate	Pacific	(27.95,28.05]	0.9766047	0.9705849	0.9826245
aou + nitrate	Pacific	(28.05,28.1]	0.9754470	0.9647773	0.9861167
aou + nitrate	Pacific	(28.1,28.2]	0.9800445	0.9785590	0.9815300
aou + nitrate	Pacific	(28.2,28.3]	0.0615501	0.0452970	0.0778032
aou + nitrate	Pacific	(28.3,28.4]	0.8012493	0.7939754	0.8085231
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + phosphate	Atlantic	(-Inf,26]	0.2912681	0.1760082	0.4065280
aou + phosphate	Atlantic	(26,26.5]	0.7094533	0.6889261	0.7299805
aou + phosphate	Atlantic	(26.5,26.75]	0.8688603	0.8473508	0.8903697
aou + phosphate	Atlantic	(26.75,27]	0.8329325	0.8190452	0.8468199
aou + phosphate	Atlantic	(27,27.25]	0.7036689	0.6918754	0.7154623
aou + phosphate	Atlantic	(27.25,27.5]	0.6516625	0.6146174	0.6887077
aou + phosphate	Atlantic	(27.5,27.75]	0.7960844	0.7753017	0.8168672
aou + phosphate	Atlantic	(27.75,27.85]	0.9113411	0.8918287	0.9308535
aou + phosphate	Atlantic	(27.85,27.95]	0.9277092	0.9213382	0.9340802
aou + phosphate	Atlantic	(27.95,28.05]	0.9311026	0.9259709	0.9362344
aou + phosphate	Atlantic	(28.05,28.1]	0.9579463	0.9530103	0.9628822
aou + phosphate	Atlantic	(28.1,28.15]	0.9763498	0.9746129	0.9780867
aou + phosphate	Atlantic	(28.15,28.2]	0.9858127	0.9837837	0.9878417
aou + phosphate	Atlantic	(28.2, Inf]	0.9230079	0.9122200	0.9337958
aou + phosphate	Indian	(-Inf,26]	0.9966583	0.9959871	0.9973295
aou + phosphate	Indian	(26,26.5]	0.9941006	0.9923720	0.9958292
aou + phosphate	Indian	(26.5,26.75]	0.9861843	0.9798035	0.9925651
aou + phosphate	Indian	(26.75,27]	0.9410970	0.9143916	0.9678025
aou + phosphate	Indian	(27,27.25]	0.8645925	0.7964043	0.9327808
aou + phosphate	Indian	(27.25,27.5]	0.9236734	0.9005004	0.9468463
aou + phosphate	Indian	(27.5,27.75]	0.9505244	0.9431247	0.9579241
aou + phosphate	Indian	(27.75,27.85]	0.9172698	0.8913543	0.9431852
aou + phosphate	Indian	(27.85,27.95]	0.8664042	0.8321656	0.9006428
aou + phosphate	Indian	(27.95,28.05]	0.8003934	0.7298092	0.8709776
aou + phosphate	Indian	(28.05,28.1]	0.9019846	0.8596060	0.9443631
aou + phosphate	Indian	(28.1,28.2]	0.8554904	0.8022638	0.9087170
aou + phosphate	Indian	(28.2,28.3]	0.3117538	0.2469662	0.3765415
aou + phosphate	Indian	(28.3,28.4]	0.5588391	0.5122646	0.6054136
aou + phosphate	Indian	(28.4, Inf]	0.9074781	0.9074781	0.9074781
aou + phosphate	Pacific	(-Inf,26]	0.8985111	0.8781488	0.9188735
aou + phosphate	Pacific	(26,26.5]	0.9450896	0.9426307	0.9475485
aou + phosphate	Pacific	(26.5,26.75]	0.9164676	0.9017262	0.9312090
aou + phosphate	Pacific	(26.75,27]	0.9365420	0.9196650	0.9534190
aou + phosphate	Pacific	(27,27.25]	0.9812961	0.9796841	0.9829080
aou + phosphate	Pacific	(27.25,27.5]	0.9828630	0.9822720	0.9834540
aou + phosphate	Pacific	(27.5,27.75]	0.9810075	0.9807736	0.9812414
aou + phosphate	Pacific	(27.75,27.85]	0.9858039	0.9855545	0.9860533
aou + phosphate	Pacific	(27.85,27.95]	0.9865519	0.9854118	0.9876921
aou + phosphate	Pacific	(27.95,28.05]	0.9799797	0.9778421	0.9821173
aou + phosphate	Pacific	(28.05,28.1]	0.9764768	0.9705331	0.9824206
aou + phosphate	Pacific	(28.1,28.2]	0.9738497	0.9712408	0.9764587
aou + phosphate	Pacific	(28.2,28.3]	0.1385196	0.0628357	0.2142036
aou + phosphate	Pacific	(28.3,28.4]	0.6789470	0.5996271	0.7582669
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + phosphate_star	Atlantic	(-Inf,26]	-0.4548348	-0.5578008	-0.3518688
aou + phosphate_star	Atlantic	(26,26.5]	0.2093930	0.1836444	0.2351416
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4169979	0.3707615	0.4632342
aou + phosphate_star	Atlantic	(26.75,27]	0.2382937	0.1706544	0.3059329
aou + phosphate_star	Atlantic	(27,27.25]	0.0222452	-0.0409509	0.0854414
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0693015	-0.0227680	0.1613710
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4641155	0.4347559	0.4934750
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6717706	0.6141481	0.7293932
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6778332	0.6557150	0.6999515
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7305743	0.7083001	0.7528485
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8463329	0.8330592	0.8596067
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9093027	0.9053833	0.9132221
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9485754	0.9421523	0.9549985
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7776797	0.7569410	0.7984183
aou + phosphate_star	Indian	(-Inf,26]	0.9566389	0.9449138	0.9683640
aou + phosphate_star	Indian	(26,26.5]	0.9254359	0.9018117	0.9490601
aou + phosphate_star	Indian	(26.5,26.75]	0.7543213	0.6723070	0.8363356
aou + phosphate_star	Indian	(26.75,27]	0.0333404	0.0261286	0.0405522
aou + phosphate_star	Indian	(27,27.25]	-0.6171551	-0.6400896	-0.5942207
aou + phosphate_star	Indian	(27.25,27.5]	-0.8463001	-0.8920158	-0.8005844
aou + phosphate_star	Indian	(27.5,27.75]	-0.9144891	-0.9264298	-0.9025484
aou + phosphate_star	Indian	(27.75,27.85]	-0.8029204	-0.8156159	-0.7902249
aou + phosphate_star	Indian	(27.85,27.95]	-0.7377431	-0.7801161	-0.6953701
aou + phosphate_star	Indian	(27.95,28.05]	-0.4615018	-0.5660772	-0.3569264
aou + phosphate_star	Indian	(28.05,28.1]	0.1470725	0.1130403	0.1811048
aou + phosphate_star	Indian	(28.1,28.2]	-0.0810495	-0.1425474	-0.0195515
aou + phosphate_star	Indian	(28.2,28.3]	-0.6271104	-0.6364348	-0.6177859
aou + phosphate_star	Indian	(28.3,28.4]	-0.8207929	-0.8378973	-0.8036885
aou + phosphate_star	Indian	(28.4, Inf]	-0.9635002	-0.9635002	-0.9635002
aou + phosphate_star	Pacific	(-Inf,26]	0.4856667	0.4238566	0.5474767
aou + phosphate_star	Pacific	(26,26.5]	0.5596024	0.5186300	0.6005748
aou + phosphate_star	Pacific	(26.5,26.75]	0.2581077	0.2052152	0.3110003
aou + phosphate_star	Pacific	(26.75,27]	0.2787566	0.2288038	0.3287094
aou + phosphate_star	Pacific	(27,27.25]	0.1396343	0.0665611	0.2127076
aou + phosphate_star	Pacific	(27.25,27.5]	-0.4324555	-0.4510954	-0.4138157
aou + phosphate_star	Pacific	(27.5,27.75]	-0.6568200	-0.6786135	-0.6350264
aou + phosphate_star	Pacific	(27.75,27.85]	-0.6268804	-0.6547733	-0.5989875
aou + phosphate_star	Pacific	(27.85,27.95]	-0.3256329	-0.3382770	-0.3129887
aou + phosphate_star	Pacific	(27.95,28.05]	0.2114003	0.2067440	0.2160565
aou + phosphate_star	Pacific	(28.05,28.1]	0.5698114	0.4887056	0.6509173
aou + phosphate_star	Pacific	(28.1,28.2]	0.1539055	0.1352415	0.1725695
aou + phosphate_star	Pacific	(28.2,28.3]	-0.6299013	-0.7931286	-0.4666740
aou + phosphate_star	Pacific	(28.3,28.4]	-0.7603900	-0.7820940	-0.7386861
aou + phosphate_star	Pacific	(28.4, Inf]	-0.9301099	-0.9301099	-0.9301099
aou + silicate	Atlantic	(-Inf,26]	0.1000182	0.0641571	0.1358793
aou + silicate	Atlantic	(26,26.5]	0.6323737	0.5678660	0.6968813
aou + silicate	Atlantic	(26.5,26.75]	0.8402961	0.8106884	0.8699038
aou + silicate	Atlantic	(26.75,27]	0.8253113	0.8089233	0.8416993
aou + silicate	Atlantic	(27,27.25]	0.6952128	0.6930624	0.6973633
aou + silicate	Atlantic	(27.25,27.5]	0.4255719	0.3691507	0.4819931
aou + silicate	Atlantic	(27.5,27.75]	0.5410247	0.5057531	0.5762963
aou + silicate	Atlantic	(27.75,27.85]	0.8143270	0.7959002	0.8327538
aou + silicate	Atlantic	(27.85,27.95]	0.8604109	0.8565646	0.8642571
aou + silicate	Atlantic	(27.95,28.05]	0.9097666	0.9075887	0.9119445
aou + silicate	Atlantic	(28.05,28.1]	0.9616062	0.9564998	0.9667126
aou + silicate	Atlantic	(28.1,28.15]	0.9745073	0.9724882	0.9765263
aou + silicate	Atlantic	(28.15,28.2]	0.9815228	0.9812156	0.9818299
aou + silicate	Atlantic	(28.2, Inf]	0.9288639	0.9250457	0.9326820
aou + silicate	Indian	(-Inf,26]	0.9240793	0.8912733	0.9568852
aou + silicate	Indian	(26,26.5]	0.9392068	0.9241249	0.9542886
aou + silicate	Indian	(26.5,26.75]	0.9600585	0.9520319	0.9680851
aou + silicate	Indian	(26.75,27]	0.9698727	0.9697486	0.9699968
aou + silicate	Indian	(27,27.25]	0.9015904	0.8948806	0.9083001
aou + silicate	Indian	(27.25,27.5]	0.8814965	0.8666947	0.8962984
aou + silicate	Indian	(27.5,27.75]	0.8636719	0.8380405	0.8893033
aou + silicate	Indian	(27.75,27.85]	0.8647060	0.8446605	0.8847514
aou + silicate	Indian	(27.85,27.95]	0.8218865	0.7823010	0.8614719
aou + silicate	Indian	(27.95,28.05]	0.8524237	0.8142692	0.8905782
aou + silicate	Indian	(28.05,28.1]	0.9461235	0.9355684	0.9566787
aou + silicate	Indian	(28.1,28.2]	0.8243694	0.8169527	0.8317861
aou + silicate	Indian	(28.2,28.3]	0.2672464	0.0379078	0.4965851
aou + silicate	Indian	(28.3,28.4]	0.5648375	0.5072328	0.6224423
aou + silicate	Indian	(28.4, Inf]	0.9858653	0.9858653	0.9858653
aou + silicate	Pacific	(-Inf,26]	0.5671298	0.5121648	0.6220948
aou + silicate	Pacific	(26,26.5]	0.6189399	0.6028066	0.6350732
aou + silicate	Pacific	(26.5,26.75]	0.4828233	0.4506125	0.5150340
aou + silicate	Pacific	(26.75,27]	0.6820634	0.6598544	0.7042723
aou + silicate	Pacific	(27,27.25]	0.8875318	0.8866931	0.8883704
aou + silicate	Pacific	(27.25,27.5]	0.9166193	0.9160621	0.9171764
aou + silicate	Pacific	(27.5,27.75]	0.9315444	0.9268781	0.9362107
aou + silicate	Pacific	(27.75,27.85]	0.9713639	0.9692504	0.9734773
aou + silicate	Pacific	(27.85,27.95]	0.9675277	0.9651212	0.9699341
aou + silicate	Pacific	(27.95,28.05]	0.9513038	0.9430436	0.9595639
aou + silicate	Pacific	(28.05,28.1]	0.9608070	0.9524336	0.9691804
aou + silicate	Pacific	(28.1,28.2]	0.9384427	0.9316081	0.9452773
aou + silicate	Pacific	(28.2,28.3]	-0.0380821	-0.2231370	0.1469727
aou + silicate	Pacific	(28.3,28.4]	0.9317549	0.9140427	0.9494672
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.5889976	0.5278185	0.6501767
nitrate + phosphate	Atlantic	(26,26.5]	0.9053945	0.8854177	0.9253713
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9741244	0.9711912	0.9770577
nitrate + phosphate	Atlantic	(26.75,27]	0.9811627	0.9788464	0.9834791
nitrate + phosphate	Atlantic	(27,27.25]	0.9847050	0.9830078	0.9864022
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9885306	0.9878090	0.9892523
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9916082	0.9910466	0.9921697
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9942926	0.9935298	0.9950553
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9941455	0.9937003	0.9945907
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9931337	0.9918217	0.9944456
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9939197	0.9930189	0.9948204
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9948418	0.9940495	0.9956342
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9968258	0.9965087	0.9971430
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9972131	0.9970412	0.9973849
nitrate + phosphate	Indian	(-Inf,26]	0.9844874	0.9716160	0.9973588
nitrate + phosphate	Indian	(26,26.5]	0.9681625	0.9387252	0.9975997
nitrate + phosphate	Indian	(26.5,26.75]	0.9736632	0.9499185	0.9974079
nitrate + phosphate	Indian	(26.75,27]	0.9787674	0.9632938	0.9942411
nitrate + phosphate	Indian	(27,27.25]	0.9681097	0.9571881	0.9790313
nitrate + phosphate	Indian	(27.25,27.5]	0.9611519	0.9579840	0.9643198
nitrate + phosphate	Indian	(27.5,27.75]	0.9362022	0.9020292	0.9703752
nitrate + phosphate	Indian	(27.75,27.85]	0.9268432	0.8805982	0.9730881
nitrate + phosphate	Indian	(27.85,27.95]	0.9561293	0.9384596	0.9737990
nitrate + phosphate	Indian	(27.95,28.05]	0.9747168	0.9629847	0.9864488
nitrate + phosphate	Indian	(28.05,28.1]	0.9807968	0.9708567	0.9907369
nitrate + phosphate	Indian	(28.1,28.2]	0.9591584	0.9404502	0.9778667
nitrate + phosphate	Indian	(28.2,28.3]	0.7453180	0.6601531	0.8304829
nitrate + phosphate	Indian	(28.3,28.4]	0.6700358	0.5366099	0.8034618
nitrate + phosphate	Indian	(28.4, Inf]	0.8671801	0.8671801	0.8671801
nitrate + phosphate	Pacific	(-Inf,26]	0.9543180	0.9513988	0.9572371
nitrate + phosphate	Pacific	(26,26.5]	0.9489907	0.9370385	0.9609429
nitrate + phosphate	Pacific	(26.5,26.75]	0.9357423	0.9282304	0.9432542
nitrate + phosphate	Pacific	(26.75,27]	0.9748943	0.9746834	0.9751053
nitrate + phosphate	Pacific	(27,27.25]	0.9870333	0.9860875	0.9879791
nitrate + phosphate	Pacific	(27.25,27.5]	0.9908582	0.9907610	0.9909553
nitrate + phosphate	Pacific	(27.5,27.75]	0.9921994	0.9919161	0.9924827
nitrate + phosphate	Pacific	(27.75,27.85]	0.9910800	0.9897456	0.9924144
nitrate + phosphate	Pacific	(27.85,27.95]	0.9895490	0.9864128	0.9926852
nitrate + phosphate	Pacific	(27.95,28.05]	0.9759287	0.9618038	0.9900535
nitrate + phosphate	Pacific	(28.05,28.1]	0.9690070	0.9511775	0.9868365
nitrate + phosphate	Pacific	(28.1,28.2]	0.9767997	0.9705643	0.9830351
nitrate + phosphate	Pacific	(28.2,28.3]	0.4285931	0.3960607	0.4611254
nitrate + phosphate	Pacific	(28.3,28.4]	0.8070276	0.7488099	0.8652452
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0710115	-0.1317385	-0.0102844
nitrate + phosphate_star	Atlantic	(26,26.5]	0.5680781	0.5393511	0.5968050
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6730360	0.6587497	0.6873223
nitrate + phosphate_star	Atlantic	(26.75,27]	0.6088124	0.5623799	0.6552449
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6177597	0.5721336	0.6633857
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7242914	0.6912239	0.7573589
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8656768	0.8621143	0.8692394
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8897158	0.8733827	0.9060490
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8828608	0.8779774	0.8877442
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9113030	0.9009877	0.9216183
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9496615	0.9478883	0.9514346
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9658915	0.9653142	0.9664688
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9809589	0.9789857	0.9829321
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9516803	0.9504003	0.9529602
nitrate + phosphate_star	Indian	(-Inf,26]	0.9645026	0.9613646	0.9676406
nitrate + phosphate_star	Indian	(26,26.5]	0.9382582	0.9276934	0.9488230
nitrate + phosphate_star	Indian	(26.5,26.75]	0.8412366	0.8167510	0.8657223
nitrate + phosphate_star	Indian	(26.75,27]	0.3874968	0.3228931	0.4521006
nitrate + phosphate_star	Indian	(27,27.25]	-0.0842431	-0.2363423	0.0678561
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.5247978	-0.6393067	-0.4102888
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.7085649	-0.7562786	-0.6608512
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.4644868	-0.5723629	-0.3566106
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.3328068	-0.3343989	-0.3312146
nitrate + phosphate_star	Indian	(27.95,28.05]	0.1480896	0.1430913	0.1530879
nitrate + phosphate_star	Indian	(28.05,28.1]	0.5267755	0.4775728	0.5759782
nitrate + phosphate_star	Indian	(28.1,28.2]	0.3562413	0.2187994	0.4936832
nitrate + phosphate_star	Indian	(28.2,28.3]	0.3170992	0.2230033	0.4111951
nitrate + phosphate_star	Indian	(28.3,28.4]	-0.1385229	-0.1962078	-0.0808380
nitrate + phosphate_star	Indian	(28.4, Inf]	-0.8161096	-0.8161096	-0.8161096
nitrate + phosphate_star	Pacific	(-Inf,26]	0.7875926	0.7800637	0.7951216
nitrate + phosphate_star	Pacific	(26,26.5]	0.7893678	0.7567774	0.8219582
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5998837	0.5902192	0.6095483
nitrate + phosphate_star	Pacific	(26.75,27]	0.5723069	0.5613634	0.5832503
nitrate + phosphate_star	Pacific	(27,27.25]	0.3088009	0.2367976	0.3808043
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.2816791	-0.3131064	-0.2502518
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.5306566	-0.5535653	-0.5077478
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.5432670	-0.5628631	-0.5236709
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.2408376	-0.2619567	-0.2197186
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.3060310	0.2737112	0.3383509
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.6281248	0.5362925	0.7199572
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.2600610	0.2273227	0.2927994
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.3439910	0.2976398	0.3903422
nitrate + phosphate_star	Pacific	(28.3,28.4]	-0.3861556	-0.4356063	-0.3367048
nitrate + phosphate_star	Pacific	(28.4, Inf]	0.0482486	0.0482486	0.0482486
nitrate + silicate	Atlantic	(-Inf,26]	0.4392479	0.3209015	0.5575943
nitrate + silicate	Atlantic	(26,26.5]	0.8301428	0.7826810	0.8776047
nitrate + silicate	Atlantic	(26.5,26.75]	0.9258891	0.8943904	0.9573878
nitrate + silicate	Atlantic	(26.75,27]	0.9211481	0.9066025	0.9356936
nitrate + silicate	Atlantic	(27,27.25]	0.9193224	0.9175852	0.9210597
nitrate + silicate	Atlantic	(27.25,27.5]	0.8399621	0.8142254	0.8656988
nitrate + silicate	Atlantic	(27.5,27.75]	0.8521016	0.8441404	0.8600627
nitrate + silicate	Atlantic	(27.75,27.85]	0.9388211	0.9359287	0.9417134
nitrate + silicate	Atlantic	(27.85,27.95]	0.9642273	0.9619687	0.9664859
nitrate + silicate	Atlantic	(27.95,28.05]	0.9784684	0.9777411	0.9791956
nitrate + silicate	Atlantic	(28.05,28.1]	0.9882547	0.9879540	0.9885553
nitrate + silicate	Atlantic	(28.1,28.15]	0.9896759	0.9890584	0.9902934
nitrate + silicate	Atlantic	(28.15,28.2]	0.9898901	0.9889308	0.9908494
nitrate + silicate	Atlantic	(28.2, Inf]	0.9877171	0.9849360	0.9904982
nitrate + silicate	Indian	(-Inf,26]	0.9519625	0.9387945	0.9651305
nitrate + silicate	Indian	(26,26.5]	0.9484871	0.9352345	0.9617397
nitrate + silicate	Indian	(26.5,26.75]	0.9528659	0.9448338	0.9608979
nitrate + silicate	Indian	(26.75,27]	0.9283657	0.9145938	0.9421375
nitrate + silicate	Indian	(27,27.25]	0.9158175	0.9000877	0.9315472
nitrate + silicate	Indian	(27.25,27.5]	0.9236840	0.9206900	0.9266779
nitrate + silicate	Indian	(27.5,27.75]	0.8288485	0.8261433	0.8315537
nitrate + silicate	Indian	(27.75,27.85]	0.7751924	0.7298595	0.8205253
nitrate + silicate	Indian	(27.85,27.95]	0.8397496	0.8248538	0.8546453
nitrate + silicate	Indian	(27.95,28.05]	0.8887583	0.8748918	0.9026248
nitrate + silicate	Indian	(28.05,28.1]	0.9467951	0.9314098	0.9621805
nitrate + silicate	Indian	(28.1,28.2]	0.8862214	0.8714295	0.9010133
nitrate + silicate	Indian	(28.2,28.3]	0.4419574	0.4212765	0.4626384
nitrate + silicate	Indian	(28.3,28.4]	0.5488499	0.4551838	0.6425160
nitrate + silicate	Indian	(28.4, Inf]	0.8550855	0.8550855	0.8550855
nitrate + silicate	Pacific	(-Inf,26]	0.7883421	0.7781821	0.7985020
nitrate + silicate	Pacific	(26,26.5]	0.7919761	0.7918015	0.7921507
nitrate + silicate	Pacific	(26.5,26.75]	0.7342969	0.7285255	0.7400683
nitrate + silicate	Pacific	(26.75,27]	0.8138353	0.8073069	0.8203636
nitrate + silicate	Pacific	(27,27.25]	0.8976661	0.8956121	0.8997201
nitrate + silicate	Pacific	(27.25,27.5]	0.8879173	0.8855377	0.8902969
nitrate + silicate	Pacific	(27.5,27.75]	0.8959870	0.8955721	0.8964019
nitrate + silicate	Pacific	(27.75,27.85]	0.9471611	0.9459885	0.9483337
nitrate + silicate	Pacific	(27.85,27.95]	0.9581185	0.9523386	0.9638985
nitrate + silicate	Pacific	(27.95,28.05]	0.9372582	0.9074349	0.9670815
nitrate + silicate	Pacific	(28.05,28.1]	0.9429283	0.9149250	0.9709317
nitrate + silicate	Pacific	(28.1,28.2]	0.9550302	0.9528561	0.9572042
nitrate + silicate	Pacific	(28.2,28.3]	0.4720123	0.2569063	0.6871184
nitrate + silicate	Pacific	(28.3,28.4]	0.8625784	0.8062121	0.9189447
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7003815	0.6924039	0.7083591
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8352677	0.8338708	0.8366645
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8106711	0.8068645	0.8144777
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7332931	0.7024571	0.7641291
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7224692	0.6907910	0.7541475
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7978874	0.7727657	0.8230091
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.9031678	0.9025645	0.9037711
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9155221	0.9031903	0.9278539
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9019275	0.8960724	0.9077827
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9277648	0.9207892	0.9347404
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9626778	0.9605885	0.9647671
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9771726	0.9769537	0.9773915
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9868751	0.9849786	0.9887716
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9578946	0.9564084	0.9593808
phosphate + phosphate_star	Indian	(-Inf,26]	0.9753253	0.9689051	0.9817454
phosphate + phosphate_star	Indian	(26,26.5]	0.9595989	0.9476298	0.9715679
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8503119	0.8059897	0.8946340
phosphate + phosphate_star	Indian	(26.75,27]	0.3581056	0.2884833	0.4277278
phosphate + phosphate_star	Indian	(27,27.25]	-0.1551987	-0.3227171	0.0123197
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.5829174	-0.7031679	-0.4626669
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.7516969	-0.7871220	-0.7162719
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.5066053	-0.5806100	-0.4326005
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.3109438	-0.3162606	-0.3056270
phosphate + phosphate_star	Indian	(27.95,28.05]	0.1468762	0.1458501	0.1479023
phosphate + phosphate_star	Indian	(28.05,28.1]	0.5470871	0.4918375	0.6023367
phosphate + phosphate_star	Indian	(28.1,28.2]	0.4275357	0.2790545	0.5760169
phosphate + phosphate_star	Indian	(28.2,28.3]	0.5342892	0.4667912	0.6017872
phosphate + phosphate_star	Indian	(28.3,28.4]	0.0075000	-0.0778357	0.0928357
phosphate + phosphate_star	Indian	(28.4, Inf]	-0.7625077	-0.7625077	-0.7625077
phosphate + phosphate_star	Pacific	(-Inf,26]	0.7974182	0.7816977	0.8131387
phosphate + phosphate_star	Pacific	(26,26.5]	0.7968209	0.7714470	0.8221948
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.6190449	0.6050885	0.6330012
phosphate + phosphate_star	Pacific	(26.75,27]	0.5921781	0.5895813	0.5947748
phosphate + phosphate_star	Pacific	(27,27.25]	0.3213296	0.2599443	0.3827149
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.2717660	-0.2948566	-0.2486754
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.5146207	-0.5424401	-0.4868012
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.4968987	-0.5330809	-0.4607165
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.1751775	-0.1787151	-0.1716400
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.3962440	0.3809630	0.4115251
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.7311392	0.6829237	0.7793547
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.3705725	0.3637501	0.3773948
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.6396319	0.5280887	0.7511750
phosphate + phosphate_star	Pacific	(28.3,28.4]	-0.0471091	-0.1224924	0.0282742
phosphate + phosphate_star	Pacific	(28.4, Inf]	0.8194717	0.8194717	0.8194717
sal + aou	Atlantic	(-Inf,26]	0.3548273	0.2792337	0.4304209
sal + aou	Atlantic	(26,26.5]	-0.0737602	-0.0752351	-0.0722854
sal + aou	Atlantic	(26.5,26.75]	-0.2808545	-0.3222611	-0.2394479
sal + aou	Atlantic	(26.75,27]	-0.1920320	-0.2477915	-0.1362724
sal + aou	Atlantic	(27,27.25]	-0.0257381	-0.0744055	0.0229293
sal + aou	Atlantic	(27.25,27.5]	-0.0249227	-0.0939307	0.0440853
sal + aou	Atlantic	(27.5,27.75]	-0.3688458	-0.3734755	-0.3642160
sal + aou	Atlantic	(27.75,27.85]	-0.4356059	-0.5272525	-0.3439593
sal + aou	Atlantic	(27.85,27.95]	-0.4597476	-0.5210983	-0.3983969
sal + aou	Atlantic	(27.95,28.05]	-0.5866920	-0.6431494	-0.5302347
sal + aou	Atlantic	(28.05,28.1]	-0.7449851	-0.7460589	-0.7439113
sal + aou	Atlantic	(28.1,28.15]	-0.8242757	-0.8296567	-0.8188947
sal + aou	Atlantic	(28.15,28.2]	-0.9131672	-0.9166324	-0.9097019
sal + aou	Atlantic	(28.2, Inf]	-0.7636009	-0.8115582	-0.7156436
sal + aou	Indian	(-Inf,26]	-0.6181718	-0.8232492	-0.4130943
sal + aou	Indian	(26,26.5]	-0.6441126	-0.8092948	-0.4789304
sal + aou	Indian	(26.5,26.75]	-0.2110207	-0.4501498	0.0281084
sal + aou	Indian	(26.75,27]	0.4773994	0.3116696	0.6431292
sal + aou	Indian	(27,27.25]	0.8626080	0.8431472	0.8820689
sal + aou	Indian	(27.25,27.5]	0.9482310	0.9340781	0.9623840
sal + aou	Indian	(27.5,27.75]	0.9554159	0.9493217	0.9615101
sal + aou	Indian	(27.75,27.85]	0.9368734	0.9140504	0.9596963
sal + aou	Indian	(27.85,27.95]	0.9032900	0.8886661	0.9179139
sal + aou	Indian	(27.95,28.05]	0.7029235	0.6986856	0.7071614
sal + aou	Indian	(28.05,28.1]	0.2327419	0.1177963	0.3476875
sal + aou	Indian	(28.1,28.2]	0.1998516	0.0895861	0.3101171
sal + aou	Indian	(28.2,28.3]	0.5898342	0.4404938	0.7391747
sal + aou	Indian	(28.3,28.4]	0.8873516	0.8854519	0.8892512
sal + aou	Indian	(28.4, Inf]	0.6315948	0.6315948	0.6315948
sal + aou	Pacific	(-Inf,26]	0.0055912	-0.0035750	0.0147575
sal + aou	Pacific	(26,26.5]	-0.0443871	-0.0872310	-0.0015432
sal + aou	Pacific	(26.5,26.75]	0.0929068	0.0895608	0.0962528
sal + aou	Pacific	(26.75,27]	-0.1045185	-0.1136426	-0.0953944
sal + aou	Pacific	(27,27.25]	-0.1679928	-0.1935087	-0.1424769
sal + aou	Pacific	(27.25,27.5]	0.0661802	0.0580498	0.0743107
sal + aou	Pacific	(27.5,27.75]	0.0221835	-0.0538431	0.0982101
sal + aou	Pacific	(27.75,27.85]	-0.1942571	-0.4235536	0.0350395
sal + aou	Pacific	(27.85,27.95]	-0.4136833	-0.6072047	-0.2201619
sal + aou	Pacific	(27.95,28.05]	-0.6265896	-0.7661293	-0.4870499
sal + aou	Pacific	(28.05,28.1]	-0.8719978	-0.8841890	-0.8598066
sal + aou	Pacific	(28.1,28.2]	-0.8339159	-0.8742647	-0.7935672
sal + aou	Pacific	(28.2,28.3]	0.8472566	0.8113865	0.8831267
sal + aou	Pacific	(28.3,28.4]	0.8301098	0.7241742	0.9360453
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.0066128	-0.0289945	0.0157688
sal + nitrate	Atlantic	(26,26.5]	-0.4099153	-0.4313772	-0.3884533
sal + nitrate	Atlantic	(26.5,26.75]	-0.5423513	-0.5505017	-0.5342009
sal + nitrate	Atlantic	(26.75,27]	-0.5523896	-0.5938400	-0.5109392
sal + nitrate	Atlantic	(27,27.25]	-0.5871311	-0.6191379	-0.5551244
sal + nitrate	Atlantic	(27.25,27.5]	-0.6552625	-0.6614145	-0.6491105
sal + nitrate	Atlantic	(27.5,27.75]	-0.7674753	-0.7906410	-0.7443095
sal + nitrate	Atlantic	(27.75,27.85]	-0.6953347	-0.7417515	-0.6489180
sal + nitrate	Atlantic	(27.85,27.95]	-0.6951817	-0.7350486	-0.6553149
sal + nitrate	Atlantic	(27.95,28.05]	-0.7922666	-0.8291931	-0.7553402
sal + nitrate	Atlantic	(28.05,28.1]	-0.8679042	-0.8779948	-0.8578135
sal + nitrate	Atlantic	(28.1,28.15]	-0.8939046	-0.9039716	-0.8838376
sal + nitrate	Atlantic	(28.15,28.2]	-0.9426385	-0.9449780	-0.9402990
sal + nitrate	Atlantic	(28.2, Inf]	-0.9401115	-0.9546356	-0.9255873
sal + nitrate	Indian	(-Inf,26]	-0.7044349	-0.8501957	-0.5586741
sal + nitrate	Indian	(26,26.5]	-0.7952650	-0.8767234	-0.7138066
sal + nitrate	Indian	(26.5,26.75]	-0.4382162	-0.6185615	-0.2578709
sal + nitrate	Indian	(26.75,27]	0.1046575	-0.1196182	0.3289331
sal + nitrate	Indian	(27,27.25]	0.4304176	0.2949654	0.5658699
sal + nitrate	Indian	(27.25,27.5]	0.7270845	0.7175786	0.7365905
sal + nitrate	Indian	(27.5,27.75]	0.8229907	0.7860003	0.8599811
sal + nitrate	Indian	(27.75,27.85]	0.6791400	0.5397957	0.8184842
sal + nitrate	Indian	(27.85,27.95]	0.5834319	0.4965197	0.6703442
sal + nitrate	Indian	(27.95,28.05]	0.1462172	0.0271648	0.2652697
sal + nitrate	Indian	(28.05,28.1]	-0.1615264	-0.3742363	0.0511835
sal + nitrate	Indian	(28.1,28.2]	-0.2023529	-0.3867511	-0.0179547
sal + nitrate	Indian	(28.2,28.3]	-0.2721077	-0.4572350	-0.0869805
sal + nitrate	Indian	(28.3,28.4]	0.4276283	0.3235095	0.5317471
sal + nitrate	Indian	(28.4, Inf]	0.5836172	0.5836172	0.5836172
sal + nitrate	Pacific	(-Inf,26]	-0.3236090	-0.3715712	-0.2756468
sal + nitrate	Pacific	(26,26.5]	-0.3838731	-0.4086117	-0.3591345
sal + nitrate	Pacific	(26.5,26.75]	-0.3152466	-0.3596419	-0.2708513
sal + nitrate	Pacific	(26.75,27]	-0.3931925	-0.4186704	-0.3677147
sal + nitrate	Pacific	(27,27.25]	-0.2854746	-0.3132796	-0.2576697
sal + nitrate	Pacific	(27.25,27.5]	0.0421253	0.0386117	0.0456389
sal + nitrate	Pacific	(27.5,27.75]	0.0107421	-0.0510779	0.0725620
sal + nitrate	Pacific	(27.75,27.85]	-0.1966506	-0.3917724	-0.0015289
sal + nitrate	Pacific	(27.85,27.95]	-0.4267084	-0.5923475	-0.2610693
sal + nitrate	Pacific	(27.95,28.05]	-0.6832893	-0.7915740	-0.5750046
sal + nitrate	Pacific	(28.05,28.1]	-0.9064990	-0.9167448	-0.8962531
sal + nitrate	Pacific	(28.1,28.2]	-0.8784046	-0.9043686	-0.8524407
sal + nitrate	Pacific	(28.2,28.3]	0.0542159	0.0363688	0.0720630
sal + nitrate	Pacific	(28.3,28.4]	0.6072550	0.5144620	0.7000479
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + phosphate	Atlantic	(-Inf,26]	-0.5839392	-0.6192402	-0.5486383
sal + phosphate	Atlantic	(26,26.5]	-0.7217132	-0.7350469	-0.7083794
sal + phosphate	Atlantic	(26.5,26.75]	-0.7035966	-0.7071905	-0.7000026
sal + phosphate	Atlantic	(26.75,27]	-0.6845025	-0.7100219	-0.6589831
sal + phosphate	Atlantic	(27,27.25]	-0.6965734	-0.7158850	-0.6772618
sal + phosphate	Atlantic	(27.25,27.5]	-0.7341921	-0.7361178	-0.7322664
sal + phosphate	Atlantic	(27.5,27.75]	-0.8124887	-0.8310274	-0.7939500
sal + phosphate	Atlantic	(27.75,27.85]	-0.7301089	-0.7718320	-0.6883858
sal + phosphate	Atlantic	(27.85,27.95]	-0.7162140	-0.7583938	-0.6740342
sal + phosphate	Atlantic	(27.95,28.05]	-0.8051520	-0.8407144	-0.7695897
sal + phosphate	Atlantic	(28.05,28.1]	-0.8797235	-0.8896153	-0.8698317
sal + phosphate	Atlantic	(28.1,28.15]	-0.9065884	-0.9167748	-0.8964019
sal + phosphate	Atlantic	(28.15,28.2]	-0.9483433	-0.9498747	-0.9468118
sal + phosphate	Atlantic	(28.2, Inf]	-0.9438804	-0.9587516	-0.9290091
sal + phosphate	Indian	(-Inf,26]	-0.6206552	-0.8385436	-0.4027669
sal + phosphate	Indian	(26,26.5]	-0.6763477	-0.8639239	-0.4887715
sal + phosphate	Indian	(26.5,26.75]	-0.3046742	-0.5981687	-0.0111797
sal + phosphate	Indian	(26.75,27]	0.2033947	-0.0829439	0.4897333
sal + phosphate	Indian	(27,27.25]	0.5443043	0.3646476	0.7239610
sal + phosphate	Indian	(27.25,27.5]	0.8206959	0.7774749	0.8639169
sal + phosphate	Indian	(27.5,27.75]	0.9006287	0.8787986	0.9224587
sal + phosphate	Indian	(27.75,27.85]	0.8055547	0.7310387	0.8800708
sal + phosphate	Indian	(27.85,27.95]	0.6405056	0.5531705	0.7278407
sal + phosphate	Indian	(27.95,28.05]	0.1883361	0.0717059	0.3049662
sal + phosphate	Indian	(28.05,28.1]	-0.1418839	-0.3603887	0.0766208
sal + phosphate	Indian	(28.1,28.2]	-0.2058943	-0.4085992	-0.0031894
sal + phosphate	Indian	(28.2,28.3]	-0.3046151	-0.4986952	-0.1105351
sal + phosphate	Indian	(28.3,28.4]	0.4654188	0.3712853	0.5595522
sal + phosphate	Indian	(28.4, Inf]	0.5278349	0.5278349	0.5278349
sal + phosphate	Pacific	(-Inf,26]	-0.1915594	-0.2218930	-0.1612257
sal + phosphate	Pacific	(26,26.5]	-0.3095467	-0.3420591	-0.2770343
sal + phosphate	Pacific	(26.5,26.75]	-0.2505014	-0.2826744	-0.2183283
sal + phosphate	Pacific	(26.75,27]	-0.3872733	-0.4209062	-0.3536404
sal + phosphate	Pacific	(27,27.25]	-0.2822726	-0.2982657	-0.2662794
sal + phosphate	Pacific	(27.25,27.5]	0.0413206	0.0345226	0.0481187
sal + phosphate	Pacific	(27.5,27.75]	0.0256022	-0.0411301	0.0923345
sal + phosphate	Pacific	(27.75,27.85]	-0.1706854	-0.3712755	0.0299047
sal + phosphate	Pacific	(27.85,27.95]	-0.4227333	-0.5960661	-0.2494004
sal + phosphate	Pacific	(27.95,28.05]	-0.6874354	-0.7975927	-0.5772781
sal + phosphate	Pacific	(28.05,28.1]	-0.9101779	-0.9171133	-0.9032425
sal + phosphate	Pacific	(28.1,28.2]	-0.8800358	-0.9051324	-0.8549393
sal + phosphate	Pacific	(28.2,28.3]	0.0497433	0.0151005	0.0843860
sal + phosphate	Pacific	(28.3,28.4]	0.5425736	0.5076546	0.5774926
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8790293	-0.8797072	-0.8783514
sal + phosphate_star	Atlantic	(26,26.5]	-0.9574862	-0.9610398	-0.9539326
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9713947	-0.9755132	-0.9672762
sal + phosphate_star	Atlantic	(26.75,27]	-0.9791131	-0.9802182	-0.9780080
sal + phosphate_star	Atlantic	(27,27.25]	-0.9732288	-0.9743982	-0.9720594
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9648832	-0.9735318	-0.9562346
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9487273	-0.9559183	-0.9415363
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9140599	-0.9276469	-0.9004729
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9030754	-0.9226403	-0.8835105
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9304089	-0.9454322	-0.9153856
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9523279	-0.9601098	-0.9445460
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9572618	-0.9660944	-0.9484292
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9688582	-0.9715325	-0.9661839
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9837783	-0.9868409	-0.9807157
sal + phosphate_star	Indian	(-Inf,26]	-0.6316734	-0.8259016	-0.4374451
sal + phosphate_star	Indian	(26,26.5]	-0.7678686	-0.9489047	-0.5868325
sal + phosphate_star	Indian	(26.5,26.75]	-0.5883482	-0.9058060	-0.2708903
sal + phosphate_star	Indian	(26.75,27]	-0.7398775	-0.9133070	-0.5664481
sal + phosphate_star	Indian	(27,27.25]	-0.8616817	-0.9135172	-0.8098462
sal + phosphate_star	Indian	(27.25,27.5]	-0.8968280	-0.9001626	-0.8934933
sal + phosphate_star	Indian	(27.5,27.75]	-0.8932547	-0.9000056	-0.8865038
sal + phosphate_star	Indian	(27.75,27.85]	-0.8377365	-0.8428726	-0.8326003
sal + phosphate_star	Indian	(27.85,27.95]	-0.8553769	-0.9059723	-0.8047816
sal + phosphate_star	Indian	(27.95,28.05]	-0.8888729	-0.9434422	-0.8343036
sal + phosphate_star	Indian	(28.05,28.1]	-0.8244813	-0.9136156	-0.7353471
sal + phosphate_star	Indian	(28.1,28.2]	-0.8142869	-0.8527091	-0.7758648
sal + phosphate_star	Indian	(28.2,28.3]	-0.8204367	-0.8286819	-0.8121915
sal + phosphate_star	Indian	(28.3,28.4]	-0.7540649	-0.7682043	-0.7399255
sal + phosphate_star	Indian	(28.4, Inf]	-0.6345385	-0.6345385	-0.6345385
sal + phosphate_star	Pacific	(-Inf,26]	-0.5671568	-0.6163586	-0.5179550
sal + phosphate_star	Pacific	(26,26.5]	-0.7492830	-0.7546064	-0.7439595
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8401389	-0.8555849	-0.8246929
sal + phosphate_star	Pacific	(26.75,27]	-0.8853189	-0.8988388	-0.8717989
sal + phosphate_star	Pacific	(27,27.25]	-0.7787101	-0.7819670	-0.7754532
sal + phosphate_star	Pacific	(27.25,27.5]	-0.4227262	-0.4269772	-0.4184753
sal + phosphate_star	Pacific	(27.5,27.75]	-0.2060929	-0.3055264	-0.1066595
sal + phosphate_star	Pacific	(27.75,27.85]	0.0188049	-0.3131728	0.3507826
sal + phosphate_star	Pacific	(27.85,27.95]	-0.0910719	-0.3488551	0.1667113
sal + phosphate_star	Pacific	(27.95,28.05]	-0.5420692	-0.6993649	-0.3847734
sal + phosphate_star	Pacific	(28.05,28.1]	-0.7349068	-0.8188645	-0.6509491
sal + phosphate_star	Pacific	(28.1,28.2]	-0.4726678	-0.5556457	-0.3896900
sal + phosphate_star	Pacific	(28.2,28.3]	-0.6023203	-0.7323263	-0.4723143
sal + phosphate_star	Pacific	(28.3,28.4]	-0.6413172	-0.7681529	-0.5144814
sal + phosphate_star	Pacific	(28.4, Inf]	-0.1539540	-0.1539540	-0.1539540
sal + silicate	Atlantic	(-Inf,26]	-0.6780195	-0.6985543	-0.6574847
sal + silicate	Atlantic	(26,26.5]	-0.6444406	-0.6447784	-0.6441027
sal + silicate	Atlantic	(26.5,26.75]	-0.6133373	-0.6412850	-0.5853896
sal + silicate	Atlantic	(26.75,27]	-0.5706604	-0.6157127	-0.5256081
sal + silicate	Atlantic	(27,27.25]	-0.6211018	-0.6549572	-0.5872464
sal + silicate	Atlantic	(27.25,27.5]	-0.7402946	-0.7641975	-0.7163917
sal + silicate	Atlantic	(27.5,27.75]	-0.7948116	-0.7999401	-0.7896831
sal + silicate	Atlantic	(27.75,27.85]	-0.7136983	-0.7700384	-0.6573582
sal + silicate	Atlantic	(27.85,27.95]	-0.7553278	-0.7986377	-0.7120179
sal + silicate	Atlantic	(27.95,28.05]	-0.8283343	-0.8628643	-0.7938042
sal + silicate	Atlantic	(28.05,28.1]	-0.8776791	-0.8892611	-0.8660972
sal + silicate	Atlantic	(28.1,28.15]	-0.9024690	-0.9123779	-0.8925602
sal + silicate	Atlantic	(28.15,28.2]	-0.9243804	-0.9255208	-0.9232399
sal + silicate	Atlantic	(28.2, Inf]	-0.9134428	-0.9438563	-0.8830293
sal + silicate	Indian	(-Inf,26]	-0.8128626	-0.8974231	-0.7283020
sal + silicate	Indian	(26,26.5]	-0.7893291	-0.8822774	-0.6963807
sal + silicate	Indian	(26.5,26.75]	-0.3521308	-0.5301147	-0.1741469
sal + silicate	Indian	(26.75,27]	0.3651875	0.2059861	0.5243888
sal + silicate	Indian	(27,27.25]	0.6091499	0.5652129	0.6530869
sal + silicate	Indian	(27.25,27.5]	0.7220972	0.6751517	0.7690426
sal + silicate	Indian	(27.5,27.75]	0.7786431	0.7042093	0.8530769
sal + silicate	Indian	(27.75,27.85]	0.8223372	0.7994387	0.8452357
sal + silicate	Indian	(27.85,27.95]	0.6844172	0.6061678	0.7626666
sal + silicate	Indian	(27.95,28.05]	0.3934140	0.3044278	0.4824001
sal + silicate	Indian	(28.05,28.1]	0.0448241	-0.1198032	0.2094514
sal + silicate	Indian	(28.1,28.2]	-0.0431809	-0.1613409	0.0749792
sal + silicate	Indian	(28.2,28.3]	0.0598166	-0.2239358	0.3435690
sal + silicate	Indian	(28.3,28.4]	0.5866098	0.5330116	0.6402080
sal + silicate	Indian	(28.4, Inf]	0.6335676	0.6335676	0.6335676
sal + silicate	Pacific	(-Inf,26]	-0.6013956	-0.6585457	-0.5442456
sal + silicate	Pacific	(26,26.5]	-0.6247363	-0.6318490	-0.6176235
sal + silicate	Pacific	(26.5,26.75]	-0.7014585	-0.7333397	-0.6695772
sal + silicate	Pacific	(26.75,27]	-0.7201851	-0.7431868	-0.6971834
sal + silicate	Pacific	(27,27.25]	-0.5288602	-0.5427883	-0.5149321
sal + silicate	Pacific	(27.25,27.5]	-0.2098338	-0.2187419	-0.2009256
sal + silicate	Pacific	(27.5,27.75]	-0.0563941	-0.1029872	-0.0098009
sal + silicate	Pacific	(27.75,27.85]	-0.1947073	-0.3830456	-0.0063690
sal + silicate	Pacific	(27.85,27.95]	-0.3716848	-0.5358625	-0.2075071
sal + silicate	Pacific	(27.95,28.05]	-0.5881889	-0.6715057	-0.5048721
sal + silicate	Pacific	(28.05,28.1]	-0.8410848	-0.8558834	-0.8262862
sal + silicate	Pacific	(28.1,28.2]	-0.8804246	-0.9110248	-0.8498244
sal + silicate	Pacific	(28.2,28.3]	0.0708399	-0.1232823	0.2649622
sal + silicate	Pacific	(28.3,28.4]	0.7341560	0.6811658	0.7871462
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.9188666	0.8996832	0.9380499
sal + temp	Atlantic	(26,26.5]	0.9633084	0.9599207	0.9666962
sal + temp	Atlantic	(26.5,26.75]	0.9884612	0.9883749	0.9885474
sal + temp	Atlantic	(26.75,27]	0.9792362	0.9772411	0.9812313
sal + temp	Atlantic	(27,27.25]	0.9798997	0.9783626	0.9814368
sal + temp	Atlantic	(27.25,27.5]	0.9762173	0.9747829	0.9776517
sal + temp	Atlantic	(27.5,27.75]	0.9683415	0.9673219	0.9693611
sal + temp	Atlantic	(27.75,27.85]	0.9856888	0.9850376	0.9863401
sal + temp	Atlantic	(27.85,27.95]	0.9638517	0.9601202	0.9675833
sal + temp	Atlantic	(27.95,28.05]	0.9447140	0.9438674	0.9455606
sal + temp	Atlantic	(28.05,28.1]	0.9683932	0.9683079	0.9684786
sal + temp	Atlantic	(28.1,28.15]	0.9608127	0.9475659	0.9740595
sal + temp	Atlantic	(28.15,28.2]	0.7224694	0.5242931	0.9206457
sal + temp	Atlantic	(28.2, Inf]	0.4304411	0.4146587	0.4462235
sal + temp	Indian	(-Inf,26]	0.4981505	0.4801949	0.5161060
sal + temp	Indian	(26,26.5]	0.8727076	0.8693868	0.8760285
sal + temp	Indian	(26.5,26.75]	0.9300020	0.9173476	0.9426564
sal + temp	Indian	(26.75,27]	0.9673522	0.9570493	0.9776551
sal + temp	Indian	(27,27.25]	0.9616798	0.9609638	0.9623959
sal + temp	Indian	(27.25,27.5]	0.9444515	0.9250307	0.9638723
sal + temp	Indian	(27.5,27.75]	0.8995151	0.8639711	0.9350591
sal + temp	Indian	(27.75,27.85]	0.9285301	0.9069709	0.9500894
sal + temp	Indian	(27.85,27.95]	0.9360894	0.9319098	0.9402691
sal + temp	Indian	(27.95,28.05]	0.9474463	0.9350837	0.9598088
sal + temp	Indian	(28.05,28.1]	0.9320535	0.9232172	0.9408897
sal + temp	Indian	(28.1,28.2]	0.8587356	0.8438773	0.8735938
sal + temp	Indian	(28.2,28.3]	0.9029332	0.8874248	0.9184416
sal + temp	Indian	(28.3,28.4]	0.9167833	0.9126581	0.9209084
sal + temp	Indian	(28.4, Inf]	0.6085735	0.6085735	0.6085735
sal + temp	Pacific	(-Inf,26]	0.7784206	0.7589250	0.7979162
sal + temp	Pacific	(26,26.5]	0.9286710	0.9229292	0.9344129
sal + temp	Pacific	(26.5,26.75]	0.9753437	0.9738454	0.9768420
sal + temp	Pacific	(26.75,27]	0.9687649	0.9658121	0.9717177
sal + temp	Pacific	(27,27.25]	0.9312523	0.9274499	0.9350548
sal + temp	Pacific	(27.25,27.5]	0.8060785	0.8029447	0.8092122
sal + temp	Pacific	(27.5,27.75]	0.5737594	0.5275773	0.6199415
sal + temp	Pacific	(27.75,27.85]	0.7156687	0.6338096	0.7975278
sal + temp	Pacific	(27.85,27.95]	0.5274052	0.3982877	0.6565227
sal + temp	Pacific	(27.95,28.05]	0.3995345	0.2665769	0.5324921
sal + temp	Pacific	(28.05,28.1]	0.1441164	0.0964474	0.1917854
sal + temp	Pacific	(28.1,28.2]	-0.5712638	-0.6546557	-0.4878718
sal + temp	Pacific	(28.2,28.3]	0.6858035	0.6555438	0.7160633
sal + temp	Pacific	(28.3,28.4]	0.8274278	0.7375546	0.9173010
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7115404	0.7059055	0.7171752
silicate + phosphate	Atlantic	(26,26.5]	0.8864393	0.8442459	0.9286328
silicate + phosphate	Atlantic	(26.5,26.75]	0.9301628	0.9070454	0.9532801
silicate + phosphate	Atlantic	(26.75,27]	0.9254967	0.9157185	0.9352748
silicate + phosphate	Atlantic	(27,27.25]	0.9317758	0.9312001	0.9323515
silicate + phosphate	Atlantic	(27.25,27.5]	0.8709943	0.8441743	0.8978143
silicate + phosphate	Atlantic	(27.5,27.75]	0.8759515	0.8644011	0.8875019
silicate + phosphate	Atlantic	(27.75,27.85]	0.9477895	0.9461340	0.9494450
silicate + phosphate	Atlantic	(27.85,27.95]	0.9700158	0.9682613	0.9717703
silicate + phosphate	Atlantic	(27.95,28.05]	0.9803913	0.9798653	0.9809173
silicate + phosphate	Atlantic	(28.05,28.1]	0.9892559	0.9889481	0.9895637
silicate + phosphate	Atlantic	(28.1,28.15]	0.9910870	0.9908823	0.9912917
silicate + phosphate	Atlantic	(28.15,28.2]	0.9895609	0.9881528	0.9909689
silicate + phosphate	Atlantic	(28.2, Inf]	0.9871996	0.9841494	0.9902497
silicate + phosphate	Indian	(-Inf,26]	0.9305210	0.8965902	0.9644519
silicate + phosphate	Indian	(26,26.5]	0.9472134	0.9324759	0.9619510
silicate + phosphate	Indian	(26.5,26.75]	0.9616112	0.9570208	0.9662016
silicate + phosphate	Indian	(26.75,27]	0.9436890	0.9302357	0.9571424
silicate + phosphate	Indian	(27,27.25]	0.9258174	0.9234312	0.9282036
silicate + phosphate	Indian	(27.25,27.5]	0.9157933	0.8883188	0.9432677
silicate + phosphate	Indian	(27.5,27.75]	0.8564000	0.8088177	0.9039824
silicate + phosphate	Indian	(27.75,27.85]	0.8700199	0.8663250	0.8737147
silicate + phosphate	Indian	(27.85,27.95]	0.8996965	0.8994338	0.8999593
silicate + phosphate	Indian	(27.95,28.05]	0.9125168	0.9069798	0.9180537
silicate + phosphate	Indian	(28.05,28.1]	0.9480949	0.9360126	0.9601773
silicate + phosphate	Indian	(28.1,28.2]	0.8720820	0.8605369	0.8836271
silicate + phosphate	Indian	(28.2,28.3]	0.4754088	0.4634166	0.4874010
silicate + phosphate	Indian	(28.3,28.4]	0.5321116	0.4911087	0.5731144
silicate + phosphate	Indian	(28.4, Inf]	0.9037388	0.9037388	0.9037388
silicate + phosphate	Pacific	(-Inf,26]	0.6622445	0.6582232	0.6662658
silicate + phosphate	Pacific	(26,26.5]	0.7360543	0.7297916	0.7423169
silicate + phosphate	Pacific	(26.5,26.75]	0.6785900	0.6752340	0.6819460
silicate + phosphate	Pacific	(26.75,27]	0.8072142	0.7976244	0.8168040
silicate + phosphate	Pacific	(27,27.25]	0.9040156	0.8988672	0.9091640
silicate + phosphate	Pacific	(27.25,27.5]	0.8939225	0.8917334	0.8961116
silicate + phosphate	Pacific	(27.5,27.75]	0.8934698	0.8901530	0.8967866
silicate + phosphate	Pacific	(27.75,27.85]	0.9480699	0.9462916	0.9498482
silicate + phosphate	Pacific	(27.85,27.95]	0.9631170	0.9588982	0.9673357
silicate + phosphate	Pacific	(27.95,28.05]	0.9578462	0.9472149	0.9684775
silicate + phosphate	Pacific	(28.05,28.1]	0.9591200	0.9481462	0.9700938
silicate + phosphate	Pacific	(28.1,28.2]	0.9481237	0.9449471	0.9513004
silicate + phosphate	Pacific	(28.2,28.3]	0.3646351	0.3511446	0.3781256
silicate + phosphate	Pacific	(28.3,28.4]	0.7622076	0.7442496	0.7801657
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
silicate + phosphate_star	Atlantic	(-Inf,26]	0.6243783	0.5360386	0.7127180
silicate + phosphate_star	Atlantic	(26,26.5]	0.7398742	0.7224723	0.7572761
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7227527	0.6993663	0.7461392
silicate + phosphate_star	Atlantic	(26.75,27]	0.6165460	0.5689601	0.6641319
silicate + phosphate_star	Atlantic	(27,27.25]	0.6412248	0.6012554	0.6811941
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8178700	0.7815785	0.8541616
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9071781	0.8991179	0.9152384
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9136984	0.8954958	0.9319010
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9245374	0.9186319	0.9304429
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9215938	0.9131312	0.9300564
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9434361	0.9417833	0.9450888
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9637609	0.9633514	0.9641704
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9694370	0.9673985	0.9714754
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9326813	0.9211194	0.9442432
silicate + phosphate_star	Indian	(-Inf,26]	0.9360962	0.9233813	0.9488110
silicate + phosphate_star	Indian	(26,26.5]	0.9292998	0.9158157	0.9427839
silicate + phosphate_star	Indian	(26.5,26.75]	0.7933037	0.7170473	0.8695602
silicate + phosphate_star	Indian	(26.75,27]	0.1287758	0.1269362	0.1306155
silicate + phosphate_star	Indian	(27,27.25]	-0.3166329	-0.3921750	-0.2410907
silicate + phosphate_star	Indian	(27.25,27.5]	-0.5786286	-0.6404676	-0.5167896
silicate + phosphate_star	Indian	(27.5,27.75]	-0.6959467	-0.7084427	-0.6834508
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5616494	-0.6384052	-0.4848936
silicate + phosphate_star	Indian	(27.85,27.95]	-0.3447049	-0.3768285	-0.3125813
silicate + phosphate_star	Indian	(27.95,28.05]	-0.0509372	-0.0704830	-0.0313915
silicate + phosphate_star	Indian	(28.05,28.1]	0.3582842	0.3486497	0.3679187
silicate + phosphate_star	Indian	(28.1,28.2]	0.2840227	0.2145643	0.3534811
silicate + phosphate_star	Indian	(28.2,28.3]	0.1689869	-0.0510119	0.3889858
silicate + phosphate_star	Indian	(28.3,28.4]	-0.2757441	-0.3576608	-0.1938275
silicate + phosphate_star	Indian	(28.4, Inf]	-0.9443340	-0.9443340	-0.9443340
silicate + phosphate_star	Pacific	(-Inf,26]	0.6814619	0.6321461	0.7307776
silicate + phosphate_star	Pacific	(26,26.5]	0.7735116	0.7708480	0.7761752
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7516550	0.7345018	0.7688082
silicate + phosphate_star	Pacific	(26.75,27]	0.7110142	0.6982126	0.7238159
silicate + phosphate_star	Pacific	(27,27.25]	0.3817031	0.3335611	0.4298452
silicate + phosphate_star	Pacific	(27.25,27.5]	-0.3017702	-0.3142884	-0.2892521
silicate + phosphate_star	Pacific	(27.5,27.75]	-0.5839610	-0.5848701	-0.5830520
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.6187812	-0.6291380	-0.6084243
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.2320381	-0.2486910	-0.2153853
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3586493	0.3580592	0.3592393
silicate + phosphate_star	Pacific	(28.05,28.1]	0.6423501	0.5670265	0.7176737
silicate + phosphate_star	Pacific	(28.1,28.2]	0.3342230	0.2809055	0.3875405
silicate + phosphate_star	Pacific	(28.2,28.3]	0.3978902	0.2124150	0.5833654
silicate + phosphate_star	Pacific	(28.3,28.4]	-0.6031729	-0.6685924	-0.5377534
silicate + phosphate_star	Pacific	(28.4, Inf]	-0.5017881	-0.5017881	-0.5017881
temp + aou	Atlantic	(-Inf,26]	0.3109851	0.2065777	0.4153926
temp + aou	Atlantic	(26,26.5]	-0.1240891	-0.1375970	-0.1105812
temp + aou	Atlantic	(26.5,26.75]	-0.2961614	-0.3356282	-0.2566947
temp + aou	Atlantic	(26.75,27]	-0.1652205	-0.2110913	-0.1193497
temp + aou	Atlantic	(27,27.25]	0.0362660	-0.0152881	0.0878202
temp + aou	Atlantic	(27.25,27.5]	0.0182715	-0.0475036	0.0840467
temp + aou	Atlantic	(27.5,27.75]	-0.3210311	-0.3250191	-0.3170432
temp + aou	Atlantic	(27.75,27.85]	-0.4268036	-0.5076909	-0.3459162
temp + aou	Atlantic	(27.85,27.95]	-0.4040369	-0.4555234	-0.3525504
temp + aou	Atlantic	(27.95,28.05]	-0.4839005	-0.5222834	-0.4455175
temp + aou	Atlantic	(28.05,28.1]	-0.6314017	-0.6328129	-0.6299906
temp + aou	Atlantic	(28.1,28.15]	-0.6823311	-0.7186538	-0.6460084
temp + aou	Atlantic	(28.15,28.2]	-0.5498860	-0.7650839	-0.3346880
temp + aou	Atlantic	(28.2, Inf]	-0.0368552	-0.0429035	-0.0308069
temp + aou	Indian	(-Inf,26]	-0.4907480	-0.6025399	-0.3789562
temp + aou	Indian	(26,26.5]	-0.4824286	-0.6132122	-0.3516450
temp + aou	Indian	(26.5,26.75]	-0.1293548	-0.3100568	0.0513471
temp + aou	Indian	(26.75,27]	0.3466404	0.1900762	0.5032046
temp + aou	Indian	(27,27.25]	0.7531176	0.7072758	0.7989594
temp + aou	Indian	(27.25,27.5]	0.8646565	0.8267993	0.9025136
temp + aou	Indian	(27.5,27.75]	0.9035635	0.8860252	0.9211018
temp + aou	Indian	(27.75,27.85]	0.9267638	0.9024984	0.9510291
temp + aou	Indian	(27.85,27.95]	0.8954800	0.8923777	0.8985822
temp + aou	Indian	(27.95,28.05]	0.7536621	0.7354142	0.7719100
temp + aou	Indian	(28.05,28.1]	0.4503104	0.3581540	0.5424667
temp + aou	Indian	(28.1,28.2]	0.5170230	0.4129034	0.6211427
temp + aou	Indian	(28.2,28.3]	0.6050981	0.5605000	0.6496961
temp + aou	Indian	(28.3,28.4]	0.9225722	0.9124364	0.9327079
temp + aou	Indian	(28.4, Inf]	0.9934609	0.9934609	0.9934609
temp + aou	Pacific	(-Inf,26]	-0.0868954	-0.0952075	-0.0785834
temp + aou	Pacific	(26,26.5]	-0.1505208	-0.1835390	-0.1175027
temp + aou	Pacific	(26.5,26.75]	0.0928101	0.0877369	0.0978832
temp + aou	Pacific	(26.75,27]	-0.0953505	-0.1054814	-0.0852195
temp + aou	Pacific	(27,27.25]	-0.2090660	-0.2579597	-0.1601723
temp + aou	Pacific	(27.25,27.5]	-0.0223105	-0.0348404	-0.0097805
temp + aou	Pacific	(27.5,27.75]	0.0739964	-0.0523329	0.2003256
temp + aou	Pacific	(27.75,27.85]	-0.0587438	-0.3010488	0.1835612
temp + aou	Pacific	(27.85,27.95]	-0.0978745	-0.3092753	0.1135263
temp + aou	Pacific	(27.95,28.05]	-0.0371209	-0.2434804	0.1692386
temp + aou	Pacific	(28.05,28.1]	-0.0074979	-0.1735985	0.1586027
temp + aou	Pacific	(28.1,28.2]	0.8131835	0.8128105	0.8135566
temp + aou	Pacific	(28.2,28.3]	0.6580950	0.6071755	0.7090144
temp + aou	Pacific	(28.3,28.4]	0.9732680	0.9657120	0.9808239
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	0.0226831	-0.0055257	0.0508918
temp + nitrate	Atlantic	(26,26.5]	-0.4945261	-0.5113398	-0.4777124
temp + nitrate	Atlantic	(26.5,26.75]	-0.5629691	-0.5660045	-0.5599336
temp + nitrate	Atlantic	(26.75,27]	-0.5279622	-0.5639781	-0.4919464
temp + nitrate	Atlantic	(27,27.25]	-0.5294078	-0.5617337	-0.4970819
temp + nitrate	Atlantic	(27.25,27.5]	-0.6070970	-0.6099397	-0.6042543
temp + nitrate	Atlantic	(27.5,27.75]	-0.7291386	-0.7508664	-0.7074107
temp + nitrate	Atlantic	(27.75,27.85]	-0.6968965	-0.7313650	-0.6624280
temp + nitrate	Atlantic	(27.85,27.95]	-0.6627285	-0.6932653	-0.6321916
temp + nitrate	Atlantic	(27.95,28.05]	-0.7162220	-0.7389880	-0.6934560
temp + nitrate	Atlantic	(28.05,28.1]	-0.7831273	-0.7926046	-0.7736500
temp + nitrate	Atlantic	(28.1,28.15]	-0.7760661	-0.8138176	-0.7383146
temp + nitrate	Atlantic	(28.15,28.2]	-0.5658030	-0.7874775	-0.3441285
temp + nitrate	Atlantic	(28.2, Inf]	-0.2581626	-0.2652442	-0.2510811
temp + nitrate	Indian	(-Inf,26]	-0.5761943	-0.6556656	-0.4967230
temp + nitrate	Indian	(26,26.5]	-0.6394348	-0.7008387	-0.5780309
temp + nitrate	Indian	(26.5,26.75]	-0.3520478	-0.4924954	-0.2116003
temp + nitrate	Indian	(26.75,27]	-0.0374828	-0.2424741	0.1675086
temp + nitrate	Indian	(27,27.25]	0.2503559	0.0790681	0.4216438
temp + nitrate	Indian	(27.25,27.5]	0.5527455	0.4583816	0.6471093
temp + nitrate	Indian	(27.5,27.75]	0.7232786	0.6615761	0.7849812
temp + nitrate	Indian	(27.75,27.85]	0.6851379	0.5602741	0.8100018
temp + nitrate	Indian	(27.85,27.95]	0.5799776	0.5218256	0.6381296
temp + nitrate	Indian	(27.95,28.05]	0.2287594	0.1355643	0.3219544
temp + nitrate	Indian	(28.05,28.1]	0.0730974	-0.1255911	0.2717860
temp + nitrate	Indian	(28.1,28.2]	0.1379717	-0.0621959	0.3381392
temp + nitrate	Indian	(28.2,28.3]	-0.3103031	-0.4704545	-0.1501517
temp + nitrate	Indian	(28.3,28.4]	0.4522916	0.3856141	0.5189690
temp + nitrate	Indian	(28.4, Inf]	0.8864199	0.8864199	0.8864199
temp + nitrate	Pacific	(-Inf,26]	-0.4315156	-0.4661574	-0.3968739
temp + nitrate	Pacific	(26,26.5]	-0.5006703	-0.5178775	-0.4834632
temp + nitrate	Pacific	(26.5,26.75]	-0.3340637	-0.3713053	-0.2968220
temp + nitrate	Pacific	(26.75,27]	-0.4108191	-0.4344844	-0.3871538
temp + nitrate	Pacific	(27,27.25]	-0.3587587	-0.4085727	-0.3089447
temp + nitrate	Pacific	(27.25,27.5]	-0.0978065	-0.1009486	-0.0946644
temp + nitrate	Pacific	(27.5,27.75]	0.0388601	-0.0743625	0.1520826
temp + nitrate	Pacific	(27.75,27.85]	-0.0597760	-0.2716843	0.1521322
temp + nitrate	Pacific	(27.85,27.95]	-0.1000316	-0.2856562	0.0855930
temp + nitrate	Pacific	(27.95,28.05]	-0.0935777	-0.2653304	0.0781750
temp + nitrate	Pacific	(28.05,28.1]	-0.0562184	-0.2238482	0.1114115
temp + nitrate	Pacific	(28.1,28.2]	0.7642730	0.7579428	0.7706032
temp + nitrate	Pacific	(28.2,28.3]	-0.3109989	-0.3549611	-0.2670367
temp + nitrate	Pacific	(28.3,28.4]	0.8343147	0.8036615	0.8649680
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + phosphate	Atlantic	(-Inf,26]	-0.4888351	-0.5148166	-0.4628535
temp + phosphate	Atlantic	(26,26.5]	-0.7483471	-0.7581970	-0.7384971
temp + phosphate	Atlantic	(26.5,26.75]	-0.7137067	-0.7213841	-0.7060293
temp + phosphate	Atlantic	(26.75,27]	-0.6548361	-0.6761724	-0.6334998
temp + phosphate	Atlantic	(27,27.25]	-0.6382829	-0.6583948	-0.6181710
temp + phosphate	Atlantic	(27.25,27.5]	-0.6912374	-0.6972934	-0.6851814
temp + phosphate	Atlantic	(27.5,27.75]	-0.7789342	-0.7961899	-0.7616785
temp + phosphate	Atlantic	(27.75,27.85]	-0.7323131	-0.7629290	-0.7016972
temp + phosphate	Atlantic	(27.85,27.95]	-0.6852316	-0.7186695	-0.6517937
temp + phosphate	Atlantic	(27.95,28.05]	-0.7314113	-0.7533168	-0.7095058
temp + phosphate	Atlantic	(28.05,28.1]	-0.7962065	-0.8054536	-0.7869593
temp + phosphate	Atlantic	(28.1,28.15]	-0.7936102	-0.8309172	-0.7563031
temp + phosphate	Atlantic	(28.15,28.2]	-0.5750783	-0.7966861	-0.3534706
temp + phosphate	Atlantic	(28.2, Inf]	-0.2641046	-0.2710374	-0.2571718
temp + phosphate	Indian	(-Inf,26]	-0.5250016	-0.6459149	-0.4040883
temp + phosphate	Indian	(26,26.5]	-0.5368084	-0.6921857	-0.3814311
temp + phosphate	Indian	(26.5,26.75]	-0.2421536	-0.4711597	-0.0131476
temp + phosphate	Indian	(26.75,27]	0.0521542	-0.2055125	0.3098208
temp + phosphate	Indian	(27,27.25]	0.3601500	0.1517703	0.5685297
temp + phosphate	Indian	(27.25,27.5]	0.6480207	0.5301492	0.7658921
temp + phosphate	Indian	(27.5,27.75]	0.8169677	0.7776560	0.8562794
temp + phosphate	Indian	(27.75,27.85]	0.7672865	0.6969506	0.8376224
temp + phosphate	Indian	(27.85,27.95]	0.5906837	0.5335227	0.6478446
temp + phosphate	Indian	(27.95,28.05]	0.2555900	0.1688772	0.3423028
temp + phosphate	Indian	(28.05,28.1]	0.0923973	-0.1065766	0.2913712
temp + phosphate	Indian	(28.1,28.2]	0.1385096	-0.0695170	0.3465363
temp + phosphate	Indian	(28.2,28.3]	-0.3317381	-0.4685441	-0.1949321
temp + phosphate	Indian	(28.3,28.4]	0.4574984	0.3535978	0.5613990
temp + phosphate	Indian	(28.4, Inf]	0.8902578	0.8902578	0.8902578
temp + phosphate	Pacific	(-Inf,26]	-0.3382689	-0.3579697	-0.3185680
temp + phosphate	Pacific	(26,26.5]	-0.4255578	-0.4488290	-0.4022866
temp + phosphate	Pacific	(26.5,26.75]	-0.2668553	-0.2939982	-0.2397125
temp + phosphate	Pacific	(26.75,27]	-0.3984635	-0.4320318	-0.3648953
temp + phosphate	Pacific	(27,27.25]	-0.3453176	-0.3818017	-0.3088336
temp + phosphate	Pacific	(27.25,27.5]	-0.0867688	-0.0968005	-0.0767370
temp + phosphate	Pacific	(27.5,27.75]	0.0591624	-0.0591863	0.1775111
temp + phosphate	Pacific	(27.75,27.85]	-0.0365340	-0.2499070	0.1768390
temp + phosphate	Pacific	(27.85,27.95]	-0.0922843	-0.2826719	0.0981034
temp + phosphate	Pacific	(27.95,28.05]	-0.0941970	-0.2717655	0.0833716
temp + phosphate	Pacific	(28.05,28.1]	-0.0401506	-0.1940254	0.1137242
temp + phosphate	Pacific	(28.1,28.2]	0.7673017	0.7555007	0.7791026
temp + phosphate	Pacific	(28.2,28.3]	-0.1764611	-0.1820163	-0.1709059
temp + phosphate	Pacific	(28.3,28.4]	0.7325885	0.7063167	0.7588603
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7931255	-0.8116451	-0.7746058
temp + phosphate_star	Atlantic	(26,26.5]	-0.9647180	-0.9672565	-0.9621795
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9749936	-0.9830239	-0.9669633
temp + phosphate_star	Atlantic	(26.75,27]	-0.9697598	-0.9717010	-0.9678185
temp + phosphate_star	Atlantic	(27,27.25]	-0.9607476	-0.9660684	-0.9554269
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9518690	-0.9694757	-0.9342622
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9427021	-0.9482334	-0.9371707
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9267462	-0.9324488	-0.9210436
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9096614	-0.9247592	-0.8945635
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9072493	-0.9140572	-0.9004414
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9098088	-0.9167877	-0.9028299
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8830966	-0.9120523	-0.8541410
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.6375448	-0.8369992	-0.4380903
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4606610	-0.4681639	-0.4531581
temp + phosphate_star	Indian	(-Inf,26]	-0.6694357	-0.7914696	-0.5474018
temp + phosphate_star	Indian	(26,26.5]	-0.7043445	-0.8685443	-0.5401447
temp + phosphate_star	Indian	(26.5,26.75]	-0.6064666	-0.8580238	-0.3549093
temp + phosphate_star	Indian	(26.75,27]	-0.8460249	-0.9485299	-0.7435199
temp + phosphate_star	Indian	(27,27.25]	-0.9481785	-0.9755369	-0.9208201
temp + phosphate_star	Indian	(27.25,27.5]	-0.9684257	-0.9760538	-0.9607975
temp + phosphate_star	Indian	(27.5,27.75]	-0.9343176	-0.9378914	-0.9307439
temp + phosphate_star	Indian	(27.75,27.85]	-0.9024111	-0.9045798	-0.9002424
temp + phosphate_star	Indian	(27.85,27.95]	-0.9301393	-0.9508346	-0.9094441
temp + phosphate_star	Indian	(27.95,28.05]	-0.8920150	-0.9306775	-0.8533525
temp + phosphate_star	Indian	(28.05,28.1]	-0.7103709	-0.8046213	-0.6161204
temp + phosphate_star	Indian	(28.1,28.2]	-0.7005303	-0.7387483	-0.6623123
temp + phosphate_star	Indian	(28.2,28.3]	-0.8577347	-0.8844105	-0.8310589
temp + phosphate_star	Indian	(28.3,28.4]	-0.8067110	-0.8188730	-0.7945490
temp + phosphate_star	Indian	(28.4, Inf]	-0.9672777	-0.9672777	-0.9672777
temp + phosphate_star	Pacific	(-Inf,26]	-0.7628952	-0.7833752	-0.7424152
temp + phosphate_star	Pacific	(26,26.5]	-0.8501179	-0.8568113	-0.8434245
temp + phosphate_star	Pacific	(26.5,26.75]	-0.8768120	-0.8924836	-0.8611404
temp + phosphate_star	Pacific	(26.75,27]	-0.9313984	-0.9415936	-0.9212032
temp + phosphate_star	Pacific	(27,27.25]	-0.8869462	-0.8912907	-0.8826018
temp + phosphate_star	Pacific	(27.25,27.5]	-0.6080674	-0.6208399	-0.5952948
temp + phosphate_star	Pacific	(27.5,27.75]	-0.4382067	-0.5494355	-0.3269778
temp + phosphate_star	Pacific	(27.75,27.85]	-0.1454868	-0.4681026	0.1771289
temp + phosphate_star	Pacific	(27.85,27.95]	-0.2378737	-0.4683766	-0.0073707
temp + phosphate_star	Pacific	(27.95,28.05]	-0.4931691	-0.5993310	-0.3870072
temp + phosphate_star	Pacific	(28.05,28.1]	-0.2042218	-0.2488322	-0.1596115
temp + phosphate_star	Pacific	(28.1,28.2]	-0.0444517	-0.0943244	0.0054211
temp + phosphate_star	Pacific	(28.2,28.3]	-0.7215189	-0.7979959	-0.6450420
temp + phosphate_star	Pacific	(28.3,28.4]	-0.6858400	-0.7145063	-0.6571736
temp + phosphate_star	Pacific	(28.4, Inf]	-0.6617605	-0.6617605	-0.6617605
temp + silicate	Atlantic	(-Inf,26]	-0.5846235	-0.6432235	-0.5260235
temp + silicate	Atlantic	(26,26.5]	-0.6621802	-0.6639051	-0.6604554
temp + silicate	Atlantic	(26.5,26.75]	-0.6365400	-0.6673175	-0.6057624
temp + silicate	Atlantic	(26.75,27]	-0.5585989	-0.5964422	-0.5207556
temp + silicate	Atlantic	(27,27.25]	-0.5850558	-0.6180690	-0.5520427
temp + silicate	Atlantic	(27.25,27.5]	-0.7592788	-0.7663052	-0.7522523
temp + silicate	Atlantic	(27.5,27.75]	-0.8319844	-0.8415388	-0.8224301
temp + silicate	Atlantic	(27.75,27.85]	-0.7470150	-0.7926002	-0.7014299
temp + silicate	Atlantic	(27.85,27.95]	-0.7530575	-0.7886798	-0.7174353
temp + silicate	Atlantic	(27.95,28.05]	-0.7730839	-0.7966505	-0.7495173
temp + silicate	Atlantic	(28.05,28.1]	-0.7929202	-0.8061909	-0.7796494
temp + silicate	Atlantic	(28.1,28.15]	-0.7870902	-0.8240257	-0.7501547
temp + silicate	Atlantic	(28.15,28.2]	-0.5347789	-0.7599495	-0.3096082
temp + silicate	Atlantic	(28.2, Inf]	-0.2214751	-0.2347122	-0.2082379
temp + silicate	Indian	(-Inf,26]	-0.6380316	-0.6603864	-0.6156768
temp + silicate	Indian	(26,26.5]	-0.6157147	-0.6805353	-0.5508941
temp + silicate	Indian	(26.5,26.75]	-0.2513603	-0.3782039	-0.1245166
temp + silicate	Indian	(26.75,27]	0.2351350	0.0899329	0.3803370
temp + silicate	Indian	(27,27.25]	0.4491286	0.3728132	0.5254440
temp + silicate	Indian	(27.25,27.5]	0.5661510	0.5354110	0.5968909
temp + silicate	Indian	(27.5,27.75]	0.6211972	0.6054729	0.6369215
temp + silicate	Indian	(27.75,27.85]	0.7052963	0.6451254	0.7654671
temp + silicate	Indian	(27.85,27.95]	0.5569561	0.4828816	0.6310307
temp + silicate	Indian	(27.95,28.05]	0.3832657	0.3246145	0.4419168
temp + silicate	Indian	(28.05,28.1]	0.2618941	0.1170173	0.4067710
temp + silicate	Indian	(28.1,28.2]	0.2507829	0.1133613	0.3882045
temp + silicate	Indian	(28.2,28.3]	-0.0016261	-0.2178073	0.2145550
temp + silicate	Indian	(28.3,28.4]	0.5963271	0.5093990	0.6832552
temp + silicate	Indian	(28.4, Inf]	0.9807079	0.9807079	0.9807079
temp + silicate	Pacific	(-Inf,26]	-0.5600150	-0.6256940	-0.4943361
temp + silicate	Pacific	(26,26.5]	-0.6829998	-0.6883477	-0.6776519
temp + silicate	Pacific	(26.5,26.75]	-0.7052870	-0.7335197	-0.6770542
temp + silicate	Pacific	(26.75,27]	-0.7071333	-0.7301765	-0.6840902
temp + silicate	Pacific	(27,27.25]	-0.5627972	-0.5984303	-0.5271640
temp + silicate	Pacific	(27.25,27.5]	-0.3472163	-0.3602428	-0.3341899
temp + silicate	Pacific	(27.5,27.75]	-0.2057079	-0.3104184	-0.1009973
temp + silicate	Pacific	(27.75,27.85]	-0.1609746	-0.3763762	0.0544270
temp + silicate	Pacific	(27.85,27.95]	-0.2006992	-0.4206268	0.0192284
temp + silicate	Pacific	(27.95,28.05]	-0.1956150	-0.4155552	0.0243253
temp + silicate	Pacific	(28.05,28.1]	-0.0577373	-0.2209398	0.1054653
temp + silicate	Pacific	(28.1,28.2]	0.6793505	0.6744522	0.6842487
temp + silicate	Pacific	(28.2,28.3]	-0.4279008	-0.6005559	-0.2552457
temp + silicate	Pacific	(28.3,28.4]	0.9455205	0.9406161	0.9504249
temp + silicate	Pacific	(28.4, Inf]	0.8113094	0.8113094	0.8113094

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
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
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]	0.5258288	0.4536301	0.5980275
aou	Atlantic	(26,26.5]	0.0132614	-0.1117463	0.1382690
aou	Atlantic	(26.5,26.75]	-0.4026567	-0.4107942	-0.3945192
aou	Atlantic	(26.75,27]	-0.3292710	-0.3792949	-0.2792471
aou	Atlantic	(27,27.25]	-0.2458229	-0.2921809	-0.1994648
aou	Atlantic	(27.25,27.5]	-0.3737192	-0.4399218	-0.3075166
aou	Atlantic	(27.5,27.75]	-0.7262688	-0.7434481	-0.7090895
aou	Atlantic	(27.75,27.85]	-0.8812667	-0.9106412	-0.8518922
aou	Atlantic	(27.85,27.95]	-0.8873351	-0.8995876	-0.8750825
aou	Atlantic	(27.95,28.05]	-0.8393096	-0.8483317	-0.8302875
aou	Atlantic	(28.05,28.1]	-0.8366117	-0.8396867	-0.8335368
aou	Atlantic	(28.1,28.15]	-0.8470464	-0.8765929	-0.8174999
aou	Atlantic	(28.15,28.2]	-0.8983300	-0.9063284	-0.8903316
aou	Atlantic	(28.2, Inf]	-0.8613088	-0.8738957	-0.8487219
aou	Indian	(-Inf,26]	-0.7714176	-0.9161625	-0.6266727
aou	Indian	(26,26.5]	-0.9319574	-0.9611407	-0.9027742
aou	Indian	(26.5,26.75]	-0.8673281	-0.9304690	-0.8041871
aou	Indian	(26.75,27]	-0.5387150	-0.6954929	-0.3819372
aou	Indian	(27,27.25]	0.0445069	-0.1965984	0.2856122
aou	Indian	(27.25,27.5]	0.4836368	0.4028792	0.5643945
aou	Indian	(27.5,27.75]	0.4437316	0.3657541	0.5217091
aou	Indian	(27.75,27.85]	0.1181165	-0.0691899	0.3054229
aou	Indian	(27.85,27.95]	0.0707481	-0.0832463	0.2247425
aou	Indian	(27.95,28.05]	0.0480786	-0.0873087	0.1834660
aou	Indian	(28.05,28.1]	-0.0572569	-0.0894163	-0.0250974
aou	Indian	(28.1,28.2]	0.1185341	0.0843874	0.1526808
aou	Indian	(28.2,28.3]	0.0683863	0.0418034	0.0949693
aou	Indian	(28.3,28.4]	-0.0104467	-0.1052577	0.0843643
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.2735984	-0.3664706	-0.1807261
aou	Pacific	(26,26.5]	-0.7038048	-0.7559586	-0.6516510
aou	Pacific	(26.5,26.75]	-0.5830639	-0.6724720	-0.4936557
aou	Pacific	(26.75,27]	-0.6069498	-0.6940222	-0.5198774
aou	Pacific	(27,27.25]	0.0643020	-0.0183710	0.1469749
aou	Pacific	(27.25,27.5]	0.5807850	0.5548500	0.6067201
aou	Pacific	(27.5,27.75]	0.7278950	0.7036435	0.7521465
aou	Pacific	(27.75,27.85]	0.7857827	0.7512268	0.8203387
aou	Pacific	(27.85,27.95]	0.7712652	0.7503647	0.7921657
aou	Pacific	(27.95,28.05]	0.5305440	0.5004446	0.5606434
aou	Pacific	(28.05,28.1]	0.3283004	0.3282209	0.3283798
aou	Pacific	(28.1,28.2]	0.3084668	0.2628692	0.3540644
aou	Pacific	(28.2,28.3]	0.0062289	-0.0171303	0.0295882
aou	Pacific	(28.3,28.4]	-0.4587624	-0.7251537	-0.1923711
aou	Pacific	(28.4, Inf]	-0.3179757	-0.3179757	-0.3179757
nitrate	Atlantic	(-Inf,26]	0.2045967	0.1778202	0.2313732
nitrate	Atlantic	(26,26.5]	-0.3130067	-0.4400838	-0.1859297
nitrate	Atlantic	(26.5,26.75]	-0.6232261	-0.6595739	-0.5868783
nitrate	Atlantic	(26.75,27]	-0.6566544	-0.6807352	-0.6325735
nitrate	Atlantic	(27,27.25]	-0.7611839	-0.7901009	-0.7322669
nitrate	Atlantic	(27.25,27.5]	-0.8883933	-0.9053592	-0.8714273
nitrate	Atlantic	(27.5,27.75]	-0.9636176	-0.9644824	-0.9627529
nitrate	Atlantic	(27.75,27.85]	-0.9597396	-0.9598055	-0.9596738
nitrate	Atlantic	(27.85,27.95]	-0.9345779	-0.9353400	-0.9338158
nitrate	Atlantic	(27.95,28.05]	-0.8912137	-0.8997625	-0.8826648
nitrate	Atlantic	(28.05,28.1]	-0.8803026	-0.8836431	-0.8769621
nitrate	Atlantic	(28.1,28.15]	-0.8700689	-0.8984477	-0.8416900
nitrate	Atlantic	(28.15,28.2]	-0.9246713	-0.9273818	-0.9219608
nitrate	Atlantic	(28.2, Inf]	-0.9757968	-0.9770576	-0.9745361
nitrate	Indian	(-Inf,26]	-0.7420592	-0.8813220	-0.6027964
nitrate	Indian	(26,26.5]	-0.9110907	-0.9126331	-0.9095484
nitrate	Indian	(26.5,26.75]	-0.8948983	-0.9078662	-0.8819303
nitrate	Indian	(26.75,27]	-0.7511107	-0.8044326	-0.6977888
nitrate	Indian	(27,27.25]	-0.3776636	-0.4575262	-0.2978011
nitrate	Indian	(27.25,27.5]	0.2949732	0.2914454	0.2985011
nitrate	Indian	(27.5,27.75]	0.3951814	0.3360112	0.4543516
nitrate	Indian	(27.75,27.85]	-0.0244881	-0.1932406	0.1442645
nitrate	Indian	(27.85,27.95]	-0.1454806	-0.2670373	-0.0239238
nitrate	Indian	(27.95,28.05]	-0.3355684	-0.3625971	-0.3085397
nitrate	Indian	(28.05,28.1]	-0.2774760	-0.3232640	-0.2316880
nitrate	Indian	(28.1,28.2]	-0.1329946	-0.2265993	-0.0393899
nitrate	Indian	(28.2,28.3]	-0.3230784	-0.3591412	-0.2870156
nitrate	Indian	(28.3,28.4]	-0.3993799	-0.4051261	-0.3936337
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.2936088	-0.3691437	-0.2180740
nitrate	Pacific	(26,26.5]	-0.8150374	-0.8714306	-0.7586442
nitrate	Pacific	(26.5,26.75]	-0.7600638	-0.8051524	-0.7149753
nitrate	Pacific	(26.75,27]	-0.7219102	-0.7600376	-0.6837827
nitrate	Pacific	(27,27.25]	0.0256048	-0.0486300	0.0998397
nitrate	Pacific	(27.25,27.5]	0.5063813	0.4797476	0.5330150
nitrate	Pacific	(27.5,27.75]	0.6579753	0.6375473	0.6784033
nitrate	Pacific	(27.75,27.85]	0.7401454	0.7111981	0.7690926
nitrate	Pacific	(27.85,27.95]	0.7312208	0.7145255	0.7479161
nitrate	Pacific	(27.95,28.05]	0.4959041	0.4703696	0.5214385
nitrate	Pacific	(28.05,28.1]	0.2974602	0.2964223	0.2984980
nitrate	Pacific	(28.1,28.2]	0.2747351	0.2199382	0.3295320
nitrate	Pacific	(28.2,28.3]	-0.2346368	-0.4133282	-0.0559454
nitrate	Pacific	(28.3,28.4]	-0.5635862	-0.6096903	-0.5174821
nitrate	Pacific	(28.4, Inf]	0.5836413	0.5836413	0.5836413
phosphate	Atlantic	(-Inf,26]	-0.2252945	-0.3037740	-0.1468151
phosphate	Atlantic	(26,26.5]	-0.5552533	-0.6623025	-0.4482042
phosphate	Atlantic	(26.5,26.75]	-0.7346239	-0.7738838	-0.6953641
phosphate	Atlantic	(26.75,27]	-0.7631327	-0.7779610	-0.7483043
phosphate	Atlantic	(27,27.25]	-0.8423308	-0.8587748	-0.8258867
phosphate	Atlantic	(27.25,27.5]	-0.9319880	-0.9402765	-0.9236995
phosphate	Atlantic	(27.5,27.75]	-0.9760685	-0.9773072	-0.9748298
phosphate	Atlantic	(27.75,27.85]	-0.9668607	-0.9691733	-0.9645481
phosphate	Atlantic	(27.85,27.95]	-0.9404335	-0.9421486	-0.9387184
phosphate	Atlantic	(27.95,28.05]	-0.9021110	-0.9063401	-0.8978820
phosphate	Atlantic	(28.05,28.1]	-0.8852337	-0.8866395	-0.8838278
phosphate	Atlantic	(28.1,28.15]	-0.8718220	-0.9020208	-0.8416232
phosphate	Atlantic	(28.15,28.2]	-0.9281056	-0.9302845	-0.9259266
phosphate	Atlantic	(28.2, Inf]	-0.9813404	-0.9824888	-0.9801920
phosphate	Indian	(-Inf,26]	-0.7653032	-0.9121255	-0.6184810
phosphate	Indian	(26,26.5]	-0.9431924	-0.9723765	-0.9140083
phosphate	Indian	(26.5,26.75]	-0.9175841	-0.9551642	-0.8800041
phosphate	Indian	(26.75,27]	-0.7615428	-0.8304330	-0.6926525
phosphate	Indian	(27,27.25]	-0.3877384	-0.4880134	-0.2874634
phosphate	Indian	(27.25,27.5]	0.2483284	0.2213043	0.2753526
phosphate	Indian	(27.5,27.75]	0.3093480	0.2491418	0.3695541
phosphate	Indian	(27.75,27.85]	-0.0783536	-0.2205322	0.0638250
phosphate	Indian	(27.85,27.95]	-0.2059191	-0.3187734	-0.0930649
phosphate	Indian	(27.95,28.05]	-0.3759211	-0.3943815	-0.3574606
phosphate	Indian	(28.05,28.1]	-0.3321320	-0.3920416	-0.2722224
phosphate	Indian	(28.1,28.2]	-0.2454430	-0.3559399	-0.1349461
phosphate	Indian	(28.2,28.3]	-0.6366389	-0.6566331	-0.6166448
phosphate	Indian	(28.3,28.4]	-0.6058690	-0.6173576	-0.5943804
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2917284	-0.3536161	-0.2298408
phosphate	Pacific	(26,26.5]	-0.8465316	-0.8866299	-0.8064332
phosphate	Pacific	(26.5,26.75]	-0.8079803	-0.8497716	-0.7661891
phosphate	Pacific	(26.75,27]	-0.7558391	-0.7891110	-0.7225673
phosphate	Pacific	(27,27.25]	0.0018927	-0.0784403	0.0822256
phosphate	Pacific	(27.25,27.5]	0.4985454	0.4644000	0.5326908
phosphate	Pacific	(27.5,27.75]	0.6326147	0.6087344	0.6564949
phosphate	Pacific	(27.75,27.85]	0.7021618	0.6729096	0.7314140
phosphate	Pacific	(27.85,27.95]	0.6908057	0.6759687	0.7056427
phosphate	Pacific	(27.95,28.05]	0.4173252	0.4089384	0.4257120
phosphate	Pacific	(28.05,28.1]	0.1878028	0.1602078	0.2153979
phosphate	Pacific	(28.1,28.2]	0.1627998	0.0906840	0.2349156
phosphate	Pacific	(28.2,28.3]	-0.7047332	-0.7697752	-0.6396912
phosphate	Pacific	(28.3,28.4]	-0.7848817	-0.8288986	-0.7408648
phosphate	Pacific	(28.4, Inf]	0.3628563	0.3628563	0.3628563
phosphate_star	Atlantic	(-Inf,26]	-0.5540490	-0.6692783	-0.4388197
phosphate_star	Atlantic	(26,26.5]	-0.7611743	-0.8352856	-0.6870630
phosphate_star	Atlantic	(26.5,26.75]	-0.8601930	-0.8926372	-0.8277487
phosphate_star	Atlantic	(26.75,27]	-0.9213856	-0.9217094	-0.9210619
phosphate_star	Atlantic	(27,27.25]	-0.9357096	-0.9378832	-0.9335360
phosphate_star	Atlantic	(27.25,27.5]	-0.9211387	-0.9242647	-0.9180127
phosphate_star	Atlantic	(27.5,27.75]	-0.9111044	-0.9154942	-0.9067146
phosphate_star	Atlantic	(27.75,27.85]	-0.8835125	-0.8854973	-0.8815278
phosphate_star	Atlantic	(27.85,27.95]	-0.8283893	-0.8331796	-0.8235989
phosphate_star	Atlantic	(27.95,28.05]	-0.8291388	-0.8392364	-0.8190411
phosphate_star	Atlantic	(28.05,28.1]	-0.8513833	-0.8523425	-0.8504241
phosphate_star	Atlantic	(28.1,28.15]	-0.8451587	-0.8743518	-0.8159656
phosphate_star	Atlantic	(28.15,28.2]	-0.9156720	-0.9183729	-0.9129711
phosphate_star	Atlantic	(28.2, Inf]	-0.9707111	-0.9721500	-0.9692722
phosphate_star	Indian	(-Inf,26]	-0.6787279	-0.8544523	-0.5030035
phosphate_star	Indian	(26,26.5]	-0.9081027	-0.9542616	-0.8619438
phosphate_star	Indian	(26.5,26.75]	-0.8896001	-0.9122553	-0.8669450
phosphate_star	Indian	(26.75,27]	-0.7460667	-0.8465756	-0.6455578
phosphate_star	Indian	(27,27.25]	-0.6763180	-0.8491723	-0.5034636
phosphate_star	Indian	(27.25,27.5]	-0.6446266	-0.7497762	-0.5394770
phosphate_star	Indian	(27.5,27.75]	-0.4733625	-0.5588380	-0.3878869
phosphate_star	Indian	(27.75,27.85]	-0.3161178	-0.4809289	-0.1513067
phosphate_star	Indian	(27.85,27.95]	-0.3722262	-0.4446683	-0.2997842
phosphate_star	Indian	(27.95,28.05]	-0.5959282	-0.6625807	-0.5292756
phosphate_star	Indian	(28.05,28.1]	-0.5963589	-0.6787932	-0.5139245
phosphate_star	Indian	(28.1,28.2]	-0.6371751	-0.6613217	-0.6130285
phosphate_star	Indian	(28.2,28.3]	-0.5474557	-0.5764830	-0.5184284
phosphate_star	Indian	(28.3,28.4]	-0.4087383	-0.5331886	-0.2842880
phosphate_star	Indian	(28.4, Inf]	NA	NA	NA
phosphate_star	Pacific	(-Inf,26]	-0.0579889	-0.0787417	-0.0372361
phosphate_star	Pacific	(26,26.5]	-0.8304633	-0.8625161	-0.7984105
phosphate_star	Pacific	(26.5,26.75]	-0.7826419	-0.7987152	-0.7665686
phosphate_star	Pacific	(26.75,27]	-0.6222868	-0.6746720	-0.5699017
phosphate_star	Pacific	(27,27.25]	-0.1169482	-0.1211637	-0.1127327
phosphate_star	Pacific	(27.25,27.5]	-0.3564826	-0.3715378	-0.3414275
phosphate_star	Pacific	(27.5,27.75]	-0.6000022	-0.6200132	-0.5799913
phosphate_star	Pacific	(27.75,27.85]	-0.7218996	-0.7894788	-0.6543204
phosphate_star	Pacific	(27.85,27.95]	-0.5496807	-0.6112724	-0.4880890
phosphate_star	Pacific	(27.95,28.05]	-0.3024377	-0.3899670	-0.2149085
phosphate_star	Pacific	(28.05,28.1]	-0.2894958	-0.3919743	-0.1870173
phosphate_star	Pacific	(28.1,28.2]	-0.4934892	-0.6030386	-0.3839399
phosphate_star	Pacific	(28.2,28.3]	-0.5116921	-0.6532613	-0.3701230
phosphate_star	Pacific	(28.3,28.4]	-0.0393060	-0.3224463	0.2438344
phosphate_star	Pacific	(28.4, Inf]	0.4075306	0.4075306	0.4075306
sal	Atlantic	(-Inf,26]	0.4677855	0.2836061	0.6519649
sal	Atlantic	(26,26.5]	0.7083146	0.6087776	0.8078516
sal	Atlantic	(26.5,26.75]	0.7983081	0.7472663	0.8493499
sal	Atlantic	(26.75,27]	0.8753108	0.8702119	0.8804097
sal	Atlantic	(27,27.25]	0.8852355	0.8804285	0.8900424
sal	Atlantic	(27.25,27.5]	0.8520041	0.8280692	0.8759389
sal	Atlantic	(27.5,27.75]	0.8233530	0.8074956	0.8392104
sal	Atlantic	(27.75,27.85]	0.7165890	0.6931551	0.7400228
sal	Atlantic	(27.85,27.95]	0.6227105	0.5989919	0.6464292
sal	Atlantic	(27.95,28.05]	0.6458478	0.6110927	0.6806029
sal	Atlantic	(28.05,28.1]	0.7044908	0.6942750	0.7147066
sal	Atlantic	(28.1,28.15]	0.7184480	0.6782500	0.7586461
sal	Atlantic	(28.15,28.2]	0.8311099	0.8217204	0.8404995
sal	Atlantic	(28.2, Inf]	0.9503120	0.9450303	0.9555938
sal	Indian	(-Inf,26]	0.5940117	0.4626535	0.7253699
sal	Indian	(26,26.5]	0.6528644	0.4995388	0.8061901
sal	Indian	(26.5,26.75]	0.3762076	0.0722873	0.6801280
sal	Indian	(26.75,27]	0.2419454	-0.1272298	0.6111205
sal	Indian	(27,27.25]	0.3201041	-0.0179050	0.6581132
sal	Indian	(27.25,27.5]	0.4480823	0.2636204	0.6325443
sal	Indian	(27.5,27.75]	0.3939355	0.2261265	0.5617446
sal	Indian	(27.75,27.85]	0.1507173	-0.0652119	0.3666464
sal	Indian	(27.85,27.95]	0.1925679	0.0159406	0.3691952
sal	Indian	(27.95,28.05]	0.4111544	0.2738009	0.5485078
sal	Indian	(28.05,28.1]	0.3408878	0.1697647	0.5120109
sal	Indian	(28.1,28.2]	0.3172028	0.2654446	0.3689609
sal	Indian	(28.2,28.3]	0.2778595	0.1946785	0.3610405
sal	Indian	(28.3,28.4]	0.0062126	-0.0704638	0.0828890
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	-0.0678093	-0.0723742	-0.0632444
sal	Pacific	(26,26.5]	0.4639328	0.4300320	0.4978336
sal	Pacific	(26.5,26.75]	0.4404122	0.3840315	0.4967928
sal	Pacific	(26.75,27]	0.3264037	0.2395845	0.4132229
sal	Pacific	(27,27.25]	-0.4145999	-0.4206963	-0.4085036
sal	Pacific	(27.25,27.5]	-0.4936902	-0.5027642	-0.4846162
sal	Pacific	(27.5,27.75]	-0.3104836	-0.3557751	-0.2651921
sal	Pacific	(27.75,27.85]	-0.4094232	-0.5738621	-0.2449843
sal	Pacific	(27.85,27.95]	-0.4107872	-0.5364407	-0.2851336
sal	Pacific	(27.95,28.05]	-0.2459489	-0.3057286	-0.1861693
sal	Pacific	(28.05,28.1]	-0.1797670	-0.1920801	-0.1674538
sal	Pacific	(28.1,28.2]	-0.1920368	-0.2367089	-0.1473646
sal	Pacific	(28.2,28.3]	0.0097851	-0.0335902	0.0531604
sal	Pacific	(28.3,28.4]	-0.2932972	-0.5462308	-0.0403636
sal	Pacific	(28.4, Inf]	-0.7690185	-0.7690185	-0.7690185
silicate	Atlantic	(-Inf,26]	-0.2607539	-0.3494787	-0.1720291
silicate	Atlantic	(26,26.5]	-0.5164502	-0.6413398	-0.3915605
silicate	Atlantic	(26.5,26.75]	-0.6490921	-0.7019810	-0.5962031
silicate	Atlantic	(26.75,27]	-0.6557983	-0.6815365	-0.6300601
silicate	Atlantic	(27,27.25]	-0.7576454	-0.7729090	-0.7423818
silicate	Atlantic	(27.25,27.5]	-0.8506569	-0.8826692	-0.8186447
silicate	Atlantic	(27.5,27.75]	-0.8432777	-0.8652393	-0.8213161
silicate	Atlantic	(27.75,27.85]	-0.8715861	-0.8756841	-0.8674882
silicate	Atlantic	(27.85,27.95]	-0.8693740	-0.8789099	-0.8598380
silicate	Atlantic	(27.95,28.05]	-0.8464320	-0.8464635	-0.8464005
silicate	Atlantic	(28.05,28.1]	-0.8478114	-0.8508163	-0.8448066
silicate	Atlantic	(28.1,28.15]	-0.8506793	-0.8792027	-0.8221558
silicate	Atlantic	(28.15,28.2]	-0.9167539	-0.9183564	-0.9151513
silicate	Atlantic	(28.2, Inf]	-0.9619266	-0.9663612	-0.9574921
silicate	Indian	(-Inf,26]	-0.7203887	-0.8268287	-0.6139488
silicate	Indian	(26,26.5]	-0.9137126	-0.9259727	-0.9014525
silicate	Indian	(26.5,26.75]	-0.8785535	-0.9319229	-0.8251840
silicate	Indian	(26.75,27]	-0.5923846	-0.7266310	-0.4581383
silicate	Indian	(27,27.25]	-0.1868102	-0.3451142	-0.0285061
silicate	Indian	(27.25,27.5]	0.4134134	0.4074475	0.4193792
silicate	Indian	(27.5,27.75]	0.5790698	0.5541943	0.6039454
silicate	Indian	(27.75,27.85]	0.1771226	0.0913748	0.2628705
silicate	Indian	(27.85,27.95]	-0.0075575	-0.1161018	0.1009867
silicate	Indian	(27.95,28.05]	-0.1485120	-0.1960355	-0.1009884
silicate	Indian	(28.05,28.1]	-0.1739139	-0.1782226	-0.1696052
silicate	Indian	(28.1,28.2]	-0.0884474	-0.1396182	-0.0372766
silicate	Indian	(28.2,28.3]	-0.2483782	-0.3412919	-0.1554644
silicate	Indian	(28.3,28.4]	-0.3057206	-0.3090451	-0.3023962
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.2431904	-0.3150213	-0.1713595
silicate	Pacific	(26,26.5]	-0.7074377	-0.7344923	-0.6803830
silicate	Pacific	(26.5,26.75]	-0.6239008	-0.6255275	-0.6222740
silicate	Pacific	(26.75,27]	-0.5059161	-0.5199679	-0.4918643
silicate	Pacific	(27,27.25]	0.3159627	0.2550657	0.3768596
silicate	Pacific	(27.25,27.5]	0.7916329	0.7731487	0.8101170
silicate	Pacific	(27.5,27.75]	0.8655753	0.8565097	0.8746409
silicate	Pacific	(27.75,27.85]	0.8265032	0.8055319	0.8474745
silicate	Pacific	(27.85,27.95]	0.7698522	0.7500374	0.7896671
silicate	Pacific	(27.95,28.05]	0.4928326	0.4582992	0.5273660
silicate	Pacific	(28.05,28.1]	0.2851419	0.2846678	0.2856160
silicate	Pacific	(28.1,28.2]	0.2715345	0.2425741	0.3004948
silicate	Pacific	(28.2,28.3]	-0.2034880	-0.2235028	-0.1834731
silicate	Pacific	(28.3,28.4]	-0.5901426	-0.7187352	-0.4615500
silicate	Pacific	(28.4, Inf]	0.2912623	0.2912623	0.2912623
temp	Atlantic	(-Inf,26]	0.2781779	0.1053111	0.4510447
temp	Atlantic	(26,26.5]	0.6789189	0.6069670	0.7508708
temp	Atlantic	(26.5,26.75]	0.7830403	0.7174526	0.8486280
temp	Atlantic	(26.75,27]	0.8322203	0.8254496	0.8389911
temp	Atlantic	(27,27.25]	0.8366787	0.8260945	0.8472629
temp	Atlantic	(27.25,27.5]	0.8047264	0.7684286	0.8410242
temp	Atlantic	(27.5,27.75]	0.7756597	0.7632143	0.7881052
temp	Atlantic	(27.75,27.85]	0.7063821	0.6951018	0.7176624
temp	Atlantic	(27.85,27.95]	0.6029066	0.5845004	0.6213129
temp	Atlantic	(27.95,28.05]	0.6072161	0.5835064	0.6309257
temp	Atlantic	(28.05,28.1]	0.6313878	0.6250044	0.6377711
temp	Atlantic	(28.1,28.15]	0.5850860	0.5169426	0.6532294
temp	Atlantic	(28.15,28.2]	0.3751281	0.1457760	0.6044801
temp	Atlantic	(28.2, Inf]	0.3037740	0.2871731	0.3203749
temp	Indian	(-Inf,26]	0.0199557	-0.0781004	0.1180118
temp	Indian	(26,26.5]	0.4483748	0.3448605	0.5518891
temp	Indian	(26.5,26.75]	0.3097089	0.0647190	0.5546989
temp	Indian	(26.75,27]	0.3810747	0.0845623	0.6775871
temp	Indian	(27,27.25]	0.4912135	0.2147552	0.7676718
temp	Indian	(27.25,27.5]	0.5252353	0.3801298	0.6703408
temp	Indian	(27.5,27.75]	0.2584234	0.1714160	0.3454309
temp	Indian	(27.75,27.85]	0.0834733	-0.1115876	0.2785342
temp	Indian	(27.85,27.95]	0.1461535	0.0211873	0.2711197
temp	Indian	(27.95,28.05]	0.3252708	0.1965741	0.4539675
temp	Indian	(28.05,28.1]	0.2546202	0.1030600	0.4061804
temp	Indian	(28.1,28.2]	0.2845805	0.2532295	0.3159315
temp	Indian	(28.2,28.3]	0.2638253	0.2034365	0.3242141
temp	Indian	(28.3,28.4]	0.0425616	-0.0822914	0.1674146
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.3879672	-0.4022373	-0.3736971
temp	Pacific	(26,26.5]	0.5052166	0.4718261	0.5386071
temp	Pacific	(26.5,26.75]	0.4612560	0.4062320	0.5162801
temp	Pacific	(26.75,27]	0.3658365	0.2797580	0.4519150
temp	Pacific	(27,27.25]	-0.2681666	-0.2710388	-0.2652944
temp	Pacific	(27.25,27.5]	-0.4674748	-0.4936177	-0.4413320
temp	Pacific	(27.5,27.75]	-0.3713227	-0.4635140	-0.2791314
temp	Pacific	(27.75,27.85]	-0.3771902	-0.5679019	-0.1864786
temp	Pacific	(27.85,27.95]	-0.3527390	-0.5175958	-0.1878823
temp	Pacific	(27.95,28.05]	-0.1525111	-0.2656558	-0.0393664
temp	Pacific	(28.05,28.1]	-0.0481380	-0.0938961	-0.0023800
temp	Pacific	(28.1,28.2]	0.2309372	0.1732506	0.2886238
temp	Pacific	(28.2,28.3]	0.0954234	0.0520961	0.1387507
temp	Pacific	(28.3,28.4]	-0.5111678	-0.7020302	-0.3203054
temp	Pacific	(28.4, Inf]	-0.3112240	-0.3112240	-0.3112240

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