eMLR - assumption testing

workflowr

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• Past versions

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
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
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html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	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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html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

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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
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
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
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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
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
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
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
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
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]	0.4232784	0.3530230	0.4935339
aou + nitrate	Atlantic	(26,26.5]	0.4647075	0.4523770	0.4770380
aou + nitrate	Atlantic	(26.5,26.75]	0.6907504	0.6069763	0.7745244
aou + nitrate	Atlantic	(26.75,27]	0.6930498	0.6305931	0.7555065
aou + nitrate	Atlantic	(27,27.25]	0.6727057	0.6628650	0.6825463
aou + nitrate	Atlantic	(27.25,27.5]	0.6364295	0.5897194	0.6831397
aou + nitrate	Atlantic	(27.5,27.75]	0.7510370	0.7056834	0.7963907
aou + nitrate	Atlantic	(27.75,27.85]	0.8366606	0.8235477	0.8497735
aou + nitrate	Atlantic	(27.85,27.95]	0.8126886	0.7905684	0.8348088
aou + nitrate	Atlantic	(27.95,28.05]	0.7200323	0.7141867	0.7258780
aou + nitrate	Atlantic	(28.05,28.1]	0.7759799	0.7705035	0.7814564
aou + nitrate	Atlantic	(28.1,28.15]	0.8288371	0.7639390	0.8937353
aou + nitrate	Atlantic	(28.15,28.2]	0.8173205	0.7155291	0.9191118
aou + nitrate	Atlantic	(28.2, Inf]	0.8402453	0.7915995	0.8888912
aou + nitrate	Indian	(-Inf,26]	0.9779434	0.9719845	0.9839022
aou + nitrate	Indian	(26,26.5]	0.8801537	0.8522306	0.9080767
aou + nitrate	Indian	(26.5,26.75]	0.8893704	0.8537566	0.9249842
aou + nitrate	Indian	(26.75,27]	0.8745073	0.8541563	0.8948583
aou + nitrate	Indian	(27,27.25]	0.6843982	0.6260177	0.7427787
aou + nitrate	Indian	(27.25,27.5]	0.6252908	0.6188070	0.6317746
aou + nitrate	Indian	(27.5,27.75]	0.5467764	0.4685992	0.6249537
aou + nitrate	Indian	(27.75,27.85]	0.4723629	0.4516997	0.4930261
aou + nitrate	Indian	(27.85,27.95]	0.5491052	0.5453503	0.5528600
aou + nitrate	Indian	(27.95,28.05]	0.6273997	0.5547475	0.7000518
aou + nitrate	Indian	(28.05,28.1]	0.6851163	0.6058592	0.7643734
aou + nitrate	Indian	(28.1,28.2]	0.5957396	0.5778685	0.6136107
aou + nitrate	Indian	(28.2,28.3]	0.0594264	0.0455296	0.0733233
aou + nitrate	Indian	(28.3,28.4]	0.3445815	0.3340893	0.3550738
aou + nitrate	Indian	(28.4, Inf]	0.8843862	0.8843862	0.8843862
aou + nitrate	Pacific	(-Inf,26]	0.7099629	0.5995992	0.8203267
aou + nitrate	Pacific	(26,26.5]	0.7727919	0.6791561	0.8664277
aou + nitrate	Pacific	(26.5,26.75]	0.7925334	0.7175699	0.8674969
aou + nitrate	Pacific	(26.75,27]	0.8427206	0.7711087	0.9143324
aou + nitrate	Pacific	(27,27.25]	0.8882004	0.8145301	0.9618707
aou + nitrate	Pacific	(27.25,27.5]	0.8511206	0.7614320	0.9408093
aou + nitrate	Pacific	(27.5,27.75]	0.7899942	0.7165244	0.8634640
aou + nitrate	Pacific	(27.75,27.85]	0.7852363	0.7034615	0.8670112
aou + nitrate	Pacific	(27.85,27.95]	0.8254345	0.7999853	0.8508836
aou + nitrate	Pacific	(27.95,28.05]	0.8403676	0.8040440	0.8766911
aou + nitrate	Pacific	(28.05,28.1]	0.8305952	0.8207512	0.8404392
aou + nitrate	Pacific	(28.1,28.2]	0.8203953	0.7153401	0.9254505
aou + nitrate	Pacific	(28.2,28.3]	-0.0009442	-0.0664369	0.0645485
aou + nitrate	Pacific	(28.3,28.4]	0.8004193	0.7936727	0.8071660
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + phosphate	Atlantic	(-Inf,26]	0.0045943	-0.0798713	0.0890598
aou + phosphate	Atlantic	(26,26.5]	0.2179069	0.1348977	0.3009162
aou + phosphate	Atlantic	(26.5,26.75]	0.4692801	0.4094255	0.5291346
aou + phosphate	Atlantic	(26.75,27]	0.5167451	0.4672596	0.5662306
aou + phosphate	Atlantic	(27,27.25]	0.4498552	0.3913126	0.5083979
aou + phosphate	Atlantic	(27.25,27.5]	0.4345752	0.3733352	0.4958152
aou + phosphate	Atlantic	(27.5,27.75]	0.5744045	0.5520978	0.5967112
aou + phosphate	Atlantic	(27.75,27.85]	0.6878257	0.6801738	0.6954777
aou + phosphate	Atlantic	(27.85,27.95]	0.6953403	0.6766974	0.7139833
aou + phosphate	Atlantic	(27.95,28.05]	0.6937443	0.6702604	0.7172282
aou + phosphate	Atlantic	(28.05,28.1]	0.7570465	0.7499224	0.7641706
aou + phosphate	Atlantic	(28.1,28.15]	0.8057610	0.7751333	0.8363887
aou + phosphate	Atlantic	(28.15,28.2]	0.8289784	0.7402657	0.9176911
aou + phosphate	Atlantic	(28.2, Inf]	0.7408867	0.6985626	0.7832108
aou + phosphate	Indian	(-Inf,26]	0.9959786	0.9959638	0.9959934
aou + phosphate	Indian	(26,26.5]	0.8802966	0.7924807	0.9681125
aou + phosphate	Indian	(26.5,26.75]	0.8107387	0.7068839	0.9145935
aou + phosphate	Indian	(26.75,27]	0.8522627	0.7783678	0.9261576
aou + phosphate	Indian	(27,27.25]	0.6870488	0.5477815	0.8263161
aou + phosphate	Indian	(27.25,27.5]	0.6332185	0.5308867	0.7355503
aou + phosphate	Indian	(27.5,27.75]	0.6333446	0.5244633	0.7422259
aou + phosphate	Indian	(27.75,27.85]	0.5555733	0.5226526	0.5884939
aou + phosphate	Indian	(27.85,27.95]	0.5382650	0.4248851	0.6516450
aou + phosphate	Indian	(27.95,28.05]	0.6379878	0.5042108	0.7717649
aou + phosphate	Indian	(28.05,28.1]	0.6815372	0.5309849	0.8320895
aou + phosphate	Indian	(28.1,28.2]	0.5294423	0.4026137	0.6562709
aou + phosphate	Indian	(28.2,28.3]	0.0375575	0.0266161	0.0484988
aou + phosphate	Indian	(28.3,28.4]	0.3513822	0.2722668	0.4304976
aou + phosphate	Indian	(28.4, Inf]	0.8729447	0.8729447	0.8729447
aou + phosphate	Pacific	(-Inf,26]	0.5907129	0.5518012	0.6296247
aou + phosphate	Pacific	(26,26.5]	0.7949515	0.7707237	0.8191792
aou + phosphate	Pacific	(26.5,26.75]	0.8418451	0.8067016	0.8769886
aou + phosphate	Pacific	(26.75,27]	0.8693370	0.8129663	0.9257077
aou + phosphate	Pacific	(27,27.25]	0.8976992	0.8559448	0.9394536
aou + phosphate	Pacific	(27.25,27.5]	0.8439965	0.8219380	0.8660550
aou + phosphate	Pacific	(27.5,27.75]	0.7436670	0.7182583	0.7690757
aou + phosphate	Pacific	(27.75,27.85]	0.7058462	0.6650445	0.7466479
aou + phosphate	Pacific	(27.85,27.95]	0.7283198	0.5597333	0.8969063
aou + phosphate	Pacific	(27.95,28.05]	0.6911695	0.4447829	0.9375562
aou + phosphate	Pacific	(28.05,28.1]	0.6365332	0.3650237	0.9080427
aou + phosphate	Pacific	(28.1,28.2]	0.6632545	0.4144517	0.9120574
aou + phosphate	Pacific	(28.2,28.3]	0.0692208	0.0526909	0.0857508
aou + phosphate	Pacific	(28.3,28.4]	0.6800818	0.5989838	0.7611798
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1753956	-0.2434827	-0.1073085
aou + phosphate_star	Atlantic	(26,26.5]	0.0037133	-0.0671923	0.0746190
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0637915	0.0238319	0.1037512
aou + phosphate_star	Atlantic	(26.75,27]	-0.0043823	-0.0736747	0.0649102
aou + phosphate_star	Atlantic	(27,27.25]	-0.1188645	-0.1311619	-0.1065672
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0522729	-0.0566197	-0.0479261
aou + phosphate_star	Atlantic	(27.5,27.75]	0.2581171	0.2250896	0.2911447
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3835525	0.3608730	0.4062319
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3638792	0.3616744	0.3660840
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4333004	0.4277189	0.4388819
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5486620	0.5433789	0.5539451
aou + phosphate_star	Atlantic	(28.1,28.15]	0.6146542	0.5765239	0.6527845
aou + phosphate_star	Atlantic	(28.15,28.2]	0.6606885	0.5472340	0.7741429
aou + phosphate_star	Atlantic	(28.2, Inf]	0.4955037	0.4377184	0.5532889
aou + phosphate_star	Indian	(-Inf,26]	0.9534374	0.9445417	0.9623330
aou + phosphate_star	Indian	(26,26.5]	0.5597646	0.3404864	0.7790429
aou + phosphate_star	Indian	(26.5,26.75]	0.2733740	0.1578316	0.3889163
aou + phosphate_star	Indian	(26.75,27]	0.0278382	0.0276001	0.0280763
aou + phosphate_star	Indian	(27,27.25]	-0.4325267	-0.4599323	-0.4051211
aou + phosphate_star	Indian	(27.25,27.5]	-0.4527505	-0.5861048	-0.3193961
aou + phosphate_star	Indian	(27.5,27.75]	-0.3774778	-0.5211760	-0.2337796
aou + phosphate_star	Indian	(27.75,27.85]	-0.2564452	-0.2955466	-0.2173437
aou + phosphate_star	Indian	(27.85,27.95]	-0.3807660	-0.3984075	-0.3631245
aou + phosphate_star	Indian	(27.95,28.05]	-0.3072077	-0.3833755	-0.2310399
aou + phosphate_star	Indian	(28.05,28.1]	0.0984624	0.0415596	0.1553653
aou + phosphate_star	Indian	(28.1,28.2]	-0.0555138	-0.0856129	-0.0254148
aou + phosphate_star	Indian	(28.2,28.3]	-0.2103658	-0.2527943	-0.1679374
aou + phosphate_star	Indian	(28.3,28.4]	-0.5115469	-0.6002230	-0.4228709
aou + phosphate_star	Indian	(28.4, Inf]	-0.9475006	-0.9475006	-0.9475006
aou + phosphate_star	Pacific	(-Inf,26]	0.2767839	0.2419437	0.3116241
aou + phosphate_star	Pacific	(26,26.5]	0.3332981	0.2487972	0.4177991
aou + phosphate_star	Pacific	(26.5,26.75]	0.1975813	0.1294628	0.2656998
aou + phosphate_star	Pacific	(26.75,27]	0.2166644	0.1311264	0.3022025
aou + phosphate_star	Pacific	(27,27.25]	0.0354824	-0.0570518	0.1280166
aou + phosphate_star	Pacific	(27.25,27.5]	-0.2402073	-0.2607201	-0.2196944
aou + phosphate_star	Pacific	(27.5,27.75]	-0.2746642	-0.3282319	-0.2210966
aou + phosphate_star	Pacific	(27.75,27.85]	-0.1757019	-0.2060959	-0.1453079
aou + phosphate_star	Pacific	(27.85,27.95]	-0.1219623	-0.1775843	-0.0663403
aou + phosphate_star	Pacific	(27.95,28.05]	0.0591082	-0.0267047	0.1449211
aou + phosphate_star	Pacific	(28.05,28.1]	0.1662044	0.0206430	0.3117659
aou + phosphate_star	Pacific	(28.1,28.2]	0.0439653	-0.0207698	0.1087004
aou + phosphate_star	Pacific	(28.2,28.3]	-0.4512753	-0.7840127	-0.1185380
aou + phosphate_star	Pacific	(28.3,28.4]	-0.7649054	-0.7832957	-0.7465152
aou + phosphate_star	Pacific	(28.4, Inf]	-0.9301099	-0.9301099	-0.9301099
aou + silicate	Atlantic	(-Inf,26]	-0.0312308	-0.0586388	-0.0038228
aou + silicate	Atlantic	(26,26.5]	0.1875690	0.0159136	0.3592244
aou + silicate	Atlantic	(26.5,26.75]	0.2386577	0.0832742	0.3940412
aou + silicate	Atlantic	(26.75,27]	0.2687428	0.1408705	0.3966150
aou + silicate	Atlantic	(27,27.25]	0.3877397	0.2992976	0.4761818
aou + silicate	Atlantic	(27.25,27.5]	0.3212975	0.2654370	0.3771580
aou + silicate	Atlantic	(27.5,27.75]	0.4661335	0.4537963	0.4784708
aou + silicate	Atlantic	(27.75,27.85]	0.7772912	0.7688732	0.7857091
aou + silicate	Atlantic	(27.85,27.95]	0.8320929	0.8213715	0.8428143
aou + silicate	Atlantic	(27.95,28.05]	0.8689884	0.8557706	0.8822062
aou + silicate	Atlantic	(28.05,28.1]	0.9186420	0.8913434	0.9459407
aou + silicate	Atlantic	(28.1,28.15]	0.9246628	0.8862469	0.9630787
aou + silicate	Atlantic	(28.15,28.2]	0.8840328	0.8142046	0.9538610
aou + silicate	Atlantic	(28.2, Inf]	0.8588362	0.8170141	0.9006583
aou + silicate	Indian	(-Inf,26]	0.5803494	0.4801234	0.6805754
aou + silicate	Indian	(26,26.5]	0.6911594	0.5702079	0.8121110
aou + silicate	Indian	(26.5,26.75]	0.7641865	0.7320650	0.7963079
aou + silicate	Indian	(26.75,27]	0.9220435	0.8777717	0.9663153
aou + silicate	Indian	(27,27.25]	0.8084406	0.7785661	0.8383151
aou + silicate	Indian	(27.25,27.5]	0.8267609	0.7989141	0.8546077
aou + silicate	Indian	(27.5,27.75]	0.8067944	0.7969334	0.8166554
aou + silicate	Indian	(27.75,27.85]	0.7886819	0.7728299	0.8045340
aou + silicate	Indian	(27.85,27.95]	0.7499203	0.7128323	0.7870083
aou + silicate	Indian	(27.95,28.05]	0.8078482	0.7624360	0.8532605
aou + silicate	Indian	(28.05,28.1]	0.8975671	0.8896947	0.9054395
aou + silicate	Indian	(28.1,28.2]	0.7951127	0.7815186	0.8087069
aou + silicate	Indian	(28.2,28.3]	0.2120483	0.0650280	0.3590687
aou + silicate	Indian	(28.3,28.4]	0.4955267	0.3678387	0.6232147
aou + silicate	Indian	(28.4, Inf]	0.9858521	0.9858521	0.9858521
aou + silicate	Pacific	(-Inf,26]	0.1283985	0.1003017	0.1564953
aou + silicate	Pacific	(26,26.5]	0.2278968	0.1436200	0.3121735
aou + silicate	Pacific	(26.5,26.75]	0.2962729	0.2327932	0.3597527
aou + silicate	Pacific	(26.75,27]	0.5895031	0.5572845	0.6217218
aou + silicate	Pacific	(27,27.25]	0.8367481	0.8326221	0.8408742
aou + silicate	Pacific	(27.25,27.5]	0.8705774	0.8473448	0.8938100
aou + silicate	Pacific	(27.5,27.75]	0.8587882	0.8195784	0.8979979
aou + silicate	Pacific	(27.75,27.85]	0.8660578	0.8004390	0.9316766
aou + silicate	Pacific	(27.85,27.95]	0.8485171	0.8431018	0.8539325
aou + silicate	Pacific	(27.95,28.05]	0.8327500	0.7723613	0.8931387
aou + silicate	Pacific	(28.05,28.1]	0.7849512	0.6782771	0.8916253
aou + silicate	Pacific	(28.1,28.2]	0.7179296	0.5403660	0.8954931
aou + silicate	Pacific	(28.2,28.3]	0.0623842	-0.0343866	0.1591550
aou + silicate	Pacific	(28.3,28.4]	0.9306114	0.9126907	0.9485321
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.2881545	0.1864151	0.3898940
nitrate + phosphate	Atlantic	(26,26.5]	0.3989385	0.3642964	0.4335806
nitrate + phosphate	Atlantic	(26.5,26.75]	0.6927739	0.6399656	0.7455821
nitrate + phosphate	Atlantic	(26.75,27]	0.7572484	0.7183656	0.7961312
nitrate + phosphate	Atlantic	(27,27.25]	0.7236598	0.6659126	0.7814069
nitrate + phosphate	Atlantic	(27.25,27.5]	0.6953720	0.6080380	0.7827060
nitrate + phosphate	Atlantic	(27.5,27.75]	0.7352291	0.6859133	0.7845448
nitrate + phosphate	Atlantic	(27.75,27.85]	0.7849822	0.7773957	0.7925687
nitrate + phosphate	Atlantic	(27.85,27.95]	0.8220639	0.8101656	0.8339622
nitrate + phosphate	Atlantic	(27.95,28.05]	0.8214070	0.7912147	0.8515993
nitrate + phosphate	Atlantic	(28.05,28.1]	0.8271746	0.7420910	0.9122582
nitrate + phosphate	Atlantic	(28.1,28.15]	0.8750998	0.8159064	0.9342933
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9440404	0.9313222	0.9567586
nitrate + phosphate	Atlantic	(28.2, Inf]	0.8914456	0.8875292	0.8953619
nitrate + phosphate	Indian	(-Inf,26]	0.9781891	0.9715058	0.9848724
nitrate + phosphate	Indian	(26,26.5]	0.9220019	0.9065484	0.9374555
nitrate + phosphate	Indian	(26.5,26.75]	0.8660143	0.7805670	0.9514617
nitrate + phosphate	Indian	(26.75,27]	0.9161502	0.8823447	0.9499557
nitrate + phosphate	Indian	(27,27.25]	0.8686286	0.7894334	0.9478238
nitrate + phosphate	Indian	(27.25,27.5]	0.7751456	0.6300008	0.9202903
nitrate + phosphate	Indian	(27.5,27.75]	0.7637874	0.6052440	0.9223309
nitrate + phosphate	Indian	(27.75,27.85]	0.7673936	0.6311057	0.9036814
nitrate + phosphate	Indian	(27.85,27.95]	0.7809191	0.6096189	0.9522193
nitrate + phosphate	Indian	(27.95,28.05]	0.8603759	0.7504244	0.9703275
nitrate + phosphate	Indian	(28.05,28.1]	0.8631211	0.7764350	0.9498073
nitrate + phosphate	Indian	(28.1,28.2]	0.7983988	0.6125550	0.9842426
nitrate + phosphate	Indian	(28.2,28.3]	0.7894587	0.6803492	0.8985683
nitrate + phosphate	Indian	(28.3,28.4]	0.6048253	0.2834236	0.9262270
nitrate + phosphate	Indian	(28.4, Inf]	0.8382312	0.8382312	0.8382312
nitrate + phosphate	Pacific	(-Inf,26]	0.7512867	0.5329110	0.9696624
nitrate + phosphate	Pacific	(26,26.5]	0.8691640	0.8193247	0.9190032
nitrate + phosphate	Pacific	(26.5,26.75]	0.9024143	0.8859224	0.9189063
nitrate + phosphate	Pacific	(26.75,27]	0.9592559	0.9589127	0.9595991
nitrate + phosphate	Pacific	(27,27.25]	0.9574676	0.9482757	0.9666595
nitrate + phosphate	Pacific	(27.25,27.5]	0.9201797	0.8778804	0.9624790
nitrate + phosphate	Pacific	(27.5,27.75]	0.8274797	0.6959859	0.9589735
nitrate + phosphate	Pacific	(27.75,27.85]	0.8137717	0.7212141	0.9063292
nitrate + phosphate	Pacific	(27.85,27.95]	0.7440262	0.5543395	0.9337129
nitrate + phosphate	Pacific	(27.95,28.05]	0.6492226	0.3917254	0.9067199
nitrate + phosphate	Pacific	(28.05,28.1]	0.6106235	0.3849249	0.8363220
nitrate + phosphate	Pacific	(28.1,28.2]	0.5985703	0.3002137	0.8969269
nitrate + phosphate	Pacific	(28.2,28.3]	0.3243982	0.2428573	0.4059391
nitrate + phosphate	Pacific	(28.3,28.4]	0.8027058	0.7421299	0.8632817
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2123903	0.1078771	0.3169035
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3243046	0.2875229	0.3610863
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.4644490	0.3657397	0.5631582
nitrate + phosphate_star	Atlantic	(26.75,27]	0.4767149	0.4258644	0.5275653
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4276852	0.3760801	0.4792904
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4864284	0.3933974	0.5794593
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5891911	0.5091063	0.6692759
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6090650	0.5877666	0.6303634
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6403628	0.6360468	0.6446788
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.7212796	0.6774185	0.7651408
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.7394934	0.6339738	0.8450130
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.7838837	0.6867340	0.8810333
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.8880906	0.8544942	0.9216870
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.7683777	0.7561058	0.7806495
nitrate + phosphate_star	Indian	(-Inf,26]	0.9561219	0.9506718	0.9615720
nitrate + phosphate_star	Indian	(26,26.5]	0.7635249	0.6476279	0.8794220
nitrate + phosphate_star	Indian	(26.5,26.75]	0.5339048	0.3307093	0.7371004
nitrate + phosphate_star	Indian	(26.75,27]	0.3841471	0.3705360	0.3977582
nitrate + phosphate_star	Indian	(27,27.25]	0.2296443	0.1957023	0.2635862
nitrate + phosphate_star	Indian	(27.25,27.5]	0.1692713	0.1590208	0.1795218
nitrate + phosphate_star	Indian	(27.5,27.75]	0.2823729	0.2579233	0.3068225
nitrate + phosphate_star	Indian	(27.75,27.85]	0.4732593	0.3293646	0.6171541
nitrate + phosphate_star	Indian	(27.85,27.95]	0.3443539	0.2031680	0.4855398
nitrate + phosphate_star	Indian	(27.95,28.05]	0.4008598	0.3150696	0.4866500
nitrate + phosphate_star	Indian	(28.05,28.1]	0.6263093	0.5748484	0.6777701
nitrate + phosphate_star	Indian	(28.1,28.2]	0.5649915	0.4198238	0.7101592
nitrate + phosphate_star	Indian	(28.2,28.3]	0.7582304	0.6421383	0.8743225
nitrate + phosphate_star	Indian	(28.3,28.4]	0.2783813	-0.0896618	0.6464244
nitrate + phosphate_star	Indian	(28.4, Inf]	-0.7971722	-0.7971722	-0.7971722
nitrate + phosphate_star	Pacific	(-Inf,26]	0.6343873	0.3849506	0.8838240
nitrate + phosphate_star	Pacific	(26,26.5]	0.6769240	0.5753116	0.7785365
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5964698	0.5263366	0.6666030
nitrate + phosphate_star	Pacific	(26.75,27]	0.6152220	0.5769559	0.6534880
nitrate + phosphate_star	Pacific	(27,27.25]	0.3708975	0.2763867	0.4654083
nitrate + phosphate_star	Pacific	(27.25,27.5]	0.1451795	-0.0740983	0.3644572
nitrate + phosphate_star	Pacific	(27.5,27.75]	0.1408886	-0.0817892	0.3635663
nitrate + phosphate_star	Pacific	(27.75,27.85]	0.2402769	0.0653236	0.4152302
nitrate + phosphate_star	Pacific	(27.85,27.95]	0.1513216	0.0757481	0.2268951
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.1937452	0.0198568	0.3676335
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.2848320	0.1026656	0.4669985
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.1139487	-0.0088409	0.2367383
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.2748126	0.2609851	0.2886400
nitrate + phosphate_star	Pacific	(28.3,28.4]	-0.3945052	-0.4510789	-0.3379314
nitrate + phosphate_star	Pacific	(28.4, Inf]	0.0482486	0.0482486	0.0482486
nitrate + silicate	Atlantic	(-Inf,26]	0.7209028	0.6175426	0.8242630
nitrate + silicate	Atlantic	(26,26.5]	0.5722979	0.5649889	0.5796070
nitrate + silicate	Atlantic	(26.5,26.75]	0.5326543	0.5313927	0.5339158
nitrate + silicate	Atlantic	(26.75,27]	0.4733956	0.4067545	0.5400368
nitrate + silicate	Atlantic	(27,27.25]	0.5872499	0.5048693	0.6696304
nitrate + silicate	Atlantic	(27.25,27.5]	0.6841135	0.6468358	0.7213912
nitrate + silicate	Atlantic	(27.5,27.75]	0.7284411	0.7251410	0.7317413
nitrate + silicate	Atlantic	(27.75,27.85]	0.8521237	0.8435035	0.8607439
nitrate + silicate	Atlantic	(27.85,27.95]	0.8572937	0.8398626	0.8747248
nitrate + silicate	Atlantic	(27.95,28.05]	0.8098595	0.8010472	0.8186717
nitrate + silicate	Atlantic	(28.05,28.1]	0.8569140	0.8381843	0.8756437
nitrate + silicate	Atlantic	(28.1,28.15]	0.9074934	0.9005654	0.9144214
nitrate + silicate	Atlantic	(28.15,28.2]	0.9365463	0.9239357	0.9491568
nitrate + silicate	Atlantic	(28.2, Inf]	0.9574669	0.9543602	0.9605736
nitrate + silicate	Indian	(-Inf,26]	0.6162560	0.4688010	0.7637110
nitrate + silicate	Indian	(26,26.5]	0.7578793	0.6874084	0.8283503
nitrate + silicate	Indian	(26.5,26.75]	0.7750522	0.7567651	0.7933394
nitrate + silicate	Indian	(26.75,27]	0.8745969	0.8714175	0.8777764
nitrate + silicate	Indian	(27,27.25]	0.7753276	0.7698260	0.7808292
nitrate + silicate	Indian	(27.25,27.5]	0.7247292	0.7117707	0.7376876
nitrate + silicate	Indian	(27.5,27.75]	0.5725464	0.5038201	0.6412727
nitrate + silicate	Indian	(27.75,27.85]	0.6106184	0.6004213	0.6208154
nitrate + silicate	Indian	(27.85,27.95]	0.6790530	0.6639618	0.6941443
nitrate + silicate	Indian	(27.95,28.05]	0.7327645	0.6744075	0.7911215
nitrate + silicate	Indian	(28.05,28.1]	0.7574879	0.7047319	0.8102438
nitrate + silicate	Indian	(28.1,28.2]	0.5937505	0.5909152	0.5965857
nitrate + silicate	Indian	(28.2,28.3]	0.3229807	0.2614320	0.3845293
nitrate + silicate	Indian	(28.3,28.4]	0.4541689	0.4496089	0.4587290
nitrate + silicate	Indian	(28.4, Inf]	0.8527320	0.8527320	0.8527320
nitrate + silicate	Pacific	(-Inf,26]	0.4524227	0.2305934	0.6742520
nitrate + silicate	Pacific	(26,26.5]	0.5128543	0.4115918	0.6141169
nitrate + silicate	Pacific	(26.5,26.75]	0.5722909	0.5022836	0.6422981
nitrate + silicate	Pacific	(26.75,27]	0.7226518	0.7082053	0.7370983
nitrate + silicate	Pacific	(27,27.25]	0.8325713	0.8258904	0.8392522
nitrate + silicate	Pacific	(27.25,27.5]	0.8261260	0.7997671	0.8524850
nitrate + silicate	Pacific	(27.5,27.75]	0.8013585	0.7966395	0.8060776
nitrate + silicate	Pacific	(27.75,27.85]	0.8399127	0.8077345	0.8720910
nitrate + silicate	Pacific	(27.85,27.95]	0.8098620	0.7872321	0.8324920
nitrate + silicate	Pacific	(27.95,28.05]	0.7396478	0.6603346	0.8189610
nitrate + silicate	Pacific	(28.05,28.1]	0.7123375	0.6413038	0.7833712
nitrate + silicate	Pacific	(28.1,28.2]	0.6339709	0.3969539	0.8709879
nitrate + silicate	Pacific	(28.2,28.3]	0.5752145	0.4986176	0.6518114
nitrate + silicate	Pacific	(28.3,28.4]	0.8636996	0.8090989	0.9183004
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.9818127	0.9792998	0.9843256
phosphate + phosphate_star	Atlantic	(26,26.5]	0.9732388	0.9695579	0.9769196
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.9051308	0.8933218	0.9169398
phosphate + phosphate_star	Atlantic	(26.75,27]	0.8457915	0.8392365	0.8523465
phosphate + phosphate_star	Atlantic	(27,27.25]	0.8220727	0.7923614	0.8517840
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8643864	0.8336631	0.8951097
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.9299865	0.9278202	0.9321528
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9273704	0.9215290	0.9332118
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9173145	0.9077720	0.9268570
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9456950	0.9368895	0.9545005
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9597608	0.9585103	0.9610112
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9609409	0.9598763	0.9620056
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9637565	0.9601349	0.9673781
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9482915	0.9473945	0.9491884
phosphate + phosphate_star	Indian	(-Inf,26]	0.9745111	0.9687108	0.9803114
phosphate + phosphate_star	Indian	(26,26.5]	0.8752400	0.8419549	0.9085250
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7675521	0.7262331	0.8088711
phosphate + phosphate_star	Indian	(26.75,27]	0.5211905	0.3976832	0.6446978
phosphate + phosphate_star	Indian	(27,27.25]	0.3267880	0.1153683	0.5382077
phosphate + phosphate_star	Indian	(27.25,27.5]	0.3717845	0.1129830	0.6305861
phosphate + phosphate_star	Indian	(27.5,27.75]	0.4419698	0.1807543	0.7031854
phosphate + phosphate_star	Indian	(27.75,27.85]	0.6567726	0.5969483	0.7165969
phosphate + phosphate_star	Indian	(27.85,27.95]	0.5591780	0.4320577	0.6862982
phosphate + phosphate_star	Indian	(27.95,28.05]	0.5160444	0.4341025	0.5979863
phosphate + phosphate_star	Indian	(28.05,28.1]	0.7689268	0.6728225	0.8650311
phosphate + phosphate_star	Indian	(28.1,28.2]	0.7963527	0.6912561	0.9014493
phosphate + phosphate_star	Indian	(28.2,28.3]	0.9672308	0.9591465	0.9753151
phosphate + phosphate_star	Indian	(28.3,28.4]	0.6078434	0.4609630	0.7547239
phosphate + phosphate_star	Indian	(28.4, Inf]	-0.6717283	-0.6717283	-0.6717283
phosphate + phosphate_star	Pacific	(-Inf,26]	0.9185229	0.8820672	0.9549786
phosphate + phosphate_star	Pacific	(26,26.5]	0.8298644	0.8026940	0.8570348
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.6855942	0.6832253	0.6879630
phosphate + phosphate_star	Pacific	(26.75,27]	0.6525159	0.6319862	0.6730456
phosphate + phosphate_star	Pacific	(27,27.25]	0.4557955	0.4515347	0.4600563
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.3103394	0.2909770	0.3297019
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.4308058	0.3464898	0.5151219
phosphate + phosphate_star	Pacific	(27.75,27.85]	0.5680261	0.4958825	0.6401697
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.5313879	0.2740010	0.7887749
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.6801172	0.4774973	0.8827372
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.8091321	0.6800929	0.9381713
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.7027018	0.5045523	0.9008513
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.7533359	0.5225507	0.9841212
phosphate + phosphate_star	Pacific	(28.3,28.4]	-0.0557482	-0.1386285	0.0271322
phosphate + phosphate_star	Pacific	(28.4, Inf]	0.8194717	0.8194717	0.8194717
sal + aou	Atlantic	(-Inf,26]	0.3600892	0.2792337	0.4409447
sal + aou	Atlantic	(26,26.5]	-0.0734883	-0.0774120	-0.0695646
sal + aou	Atlantic	(26.5,26.75]	-0.2809100	-0.3183706	-0.2434494
sal + aou	Atlantic	(26.75,27]	-0.1857293	-0.2410251	-0.1304335
sal + aou	Atlantic	(27,27.25]	-0.0184360	-0.0616816	0.0248097
sal + aou	Atlantic	(27.25,27.5]	-0.0149296	-0.0721342	0.0422750
sal + aou	Atlantic	(27.5,27.75]	-0.3666603	-0.3787300	-0.3545906
sal + aou	Atlantic	(27.75,27.85]	-0.4397864	-0.5333653	-0.3462075
sal + aou	Atlantic	(27.85,27.95]	-0.4522166	-0.5121919	-0.3922413
sal + aou	Atlantic	(27.95,28.05]	-0.5844851	-0.6345035	-0.5344666
sal + aou	Atlantic	(28.05,28.1]	-0.7524765	-0.7582869	-0.7466662
sal + aou	Atlantic	(28.1,28.15]	-0.8223930	-0.8275887	-0.8171973
sal + aou	Atlantic	(28.15,28.2]	-0.9122755	-0.9145561	-0.9099950
sal + aou	Atlantic	(28.2, Inf]	-0.7571668	-0.8032036	-0.7111300
sal + aou	Indian	(-Inf,26]	-0.6186058	-0.8234807	-0.4137309
sal + aou	Indian	(26,26.5]	-0.6418754	-0.8077683	-0.4759825
sal + aou	Indian	(26.5,26.75]	-0.2039591	-0.4510813	0.0431631
sal + aou	Indian	(26.75,27]	0.4669005	0.2984115	0.6353894
sal + aou	Indian	(27,27.25]	0.8649497	0.8478105	0.8820890
sal + aou	Indian	(27.25,27.5]	0.9490950	0.9343637	0.9638263
sal + aou	Indian	(27.5,27.75]	0.9570886	0.9519290	0.9622481
sal + aou	Indian	(27.75,27.85]	0.9379015	0.9156266	0.9601763
sal + aou	Indian	(27.85,27.95]	0.9038063	0.8888516	0.9187609
sal + aou	Indian	(27.95,28.05]	0.7032301	0.6988453	0.7076150
sal + aou	Indian	(28.05,28.1]	0.2332600	0.1222747	0.3442453
sal + aou	Indian	(28.1,28.2]	0.1931424	0.0827282	0.3035566
sal + aou	Indian	(28.2,28.3]	0.5868781	0.4372782	0.7364779
sal + aou	Indian	(28.3,28.4]	0.8833711	0.8806179	0.8861243
sal + aou	Indian	(28.4, Inf]	0.6315948	0.6315948	0.6315948
sal + aou	Pacific	(-Inf,26]	-0.0004825	-0.0095395	0.0085744
sal + aou	Pacific	(26,26.5]	-0.0375334	-0.0826263	0.0075596
sal + aou	Pacific	(26.5,26.75]	0.0965551	0.0911234	0.1019868
sal + aou	Pacific	(26.75,27]	-0.1013732	-0.1165734	-0.0861729
sal + aou	Pacific	(27,27.25]	-0.1822306	-0.2099215	-0.1545397
sal + aou	Pacific	(27.25,27.5]	0.0553249	0.0549625	0.0556874
sal + aou	Pacific	(27.5,27.75]	0.0254719	-0.0527973	0.1037411
sal + aou	Pacific	(27.75,27.85]	-0.1970962	-0.4243958	0.0302035
sal + aou	Pacific	(27.85,27.95]	-0.4176488	-0.6073400	-0.2279576
sal + aou	Pacific	(27.95,28.05]	-0.6289963	-0.7689509	-0.4890417
sal + aou	Pacific	(28.05,28.1]	-0.8725129	-0.8849711	-0.8600547
sal + aou	Pacific	(28.1,28.2]	-0.8436028	-0.8725040	-0.8147015
sal + aou	Pacific	(28.2,28.3]	0.8483898	0.8113964	0.8853832
sal + aou	Pacific	(28.3,28.4]	0.8299214	0.7236425	0.9362002
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	0.0307182	-0.0572261	0.1186624
sal + nitrate	Atlantic	(26,26.5]	-0.3504626	-0.3804772	-0.3204481
sal + nitrate	Atlantic	(26.5,26.75]	-0.4550483	-0.4856261	-0.4244705
sal + nitrate	Atlantic	(26.75,27]	-0.4612490	-0.5131693	-0.4093287
sal + nitrate	Atlantic	(27,27.25]	-0.5132130	-0.5205907	-0.5058353
sal + nitrate	Atlantic	(27.25,27.5]	-0.5834147	-0.5846172	-0.5822123
sal + nitrate	Atlantic	(27.5,27.75]	-0.6682219	-0.6883980	-0.6480458
sal + nitrate	Atlantic	(27.75,27.85]	-0.6084611	-0.6301986	-0.5867237
sal + nitrate	Atlantic	(27.85,27.95]	-0.5782610	-0.5825156	-0.5740063
sal + nitrate	Atlantic	(27.95,28.05]	-0.6036525	-0.6150532	-0.5922518
sal + nitrate	Atlantic	(28.05,28.1]	-0.7186872	-0.7322506	-0.7051238
sal + nitrate	Atlantic	(28.1,28.15]	-0.7695899	-0.8257611	-0.7134186
sal + nitrate	Atlantic	(28.15,28.2]	-0.7989288	-0.8911238	-0.7067337
sal + nitrate	Atlantic	(28.2, Inf]	-0.8753063	-0.9162722	-0.8343404
sal + nitrate	Indian	(-Inf,26]	-0.6918294	-0.8297159	-0.5539430
sal + nitrate	Indian	(26,26.5]	-0.7315409	-0.7691722	-0.6939095
sal + nitrate	Indian	(26.5,26.75]	-0.4170771	-0.5825217	-0.2516326
sal + nitrate	Indian	(26.75,27]	0.1028072	-0.1232987	0.3289131
sal + nitrate	Indian	(27,27.25]	0.3436844	0.2305151	0.4568537
sal + nitrate	Indian	(27.25,27.5]	0.5097700	0.5088128	0.5107272
sal + nitrate	Indian	(27.5,27.75]	0.4990713	0.4192281	0.5789145
sal + nitrate	Indian	(27.75,27.85]	0.3758832	0.3654809	0.3862855
sal + nitrate	Indian	(27.85,27.95]	0.3755983	0.3499346	0.4012620
sal + nitrate	Indian	(27.95,28.05]	0.1194227	0.0297566	0.2090888
sal + nitrate	Indian	(28.05,28.1]	-0.1097796	-0.2690845	0.0495253
sal + nitrate	Indian	(28.1,28.2]	-0.1481162	-0.2735677	-0.0226647
sal + nitrate	Indian	(28.2,28.3]	-0.1380883	-0.1828303	-0.0933462
sal + nitrate	Indian	(28.3,28.4]	0.2719624	0.2162476	0.3276772
sal + nitrate	Indian	(28.4, Inf]	0.5524498	0.5524498	0.5524498
sal + nitrate	Pacific	(-Inf,26]	-0.2851931	-0.3393656	-0.2310206
sal + nitrate	Pacific	(26,26.5]	-0.3974375	-0.4022205	-0.3926544
sal + nitrate	Pacific	(26.5,26.75]	-0.3051826	-0.3465153	-0.2638499
sal + nitrate	Pacific	(26.75,27]	-0.3434066	-0.3564499	-0.3303633
sal + nitrate	Pacific	(27,27.25]	-0.2615957	-0.3288187	-0.1943728
sal + nitrate	Pacific	(27.25,27.5]	0.0490301	0.0095137	0.0885466
sal + nitrate	Pacific	(27.5,27.75]	0.0364120	0.0133619	0.0594620
sal + nitrate	Pacific	(27.75,27.85]	-0.1288481	-0.2546833	-0.0030128
sal + nitrate	Pacific	(27.85,27.95]	-0.3581141	-0.4956921	-0.2205361
sal + nitrate	Pacific	(27.95,28.05]	-0.5919734	-0.7158425	-0.4681043
sal + nitrate	Pacific	(28.05,28.1]	-0.7704896	-0.7814769	-0.7595023
sal + nitrate	Pacific	(28.1,28.2]	-0.7403159	-0.8596167	-0.6210151
sal + nitrate	Pacific	(28.2,28.3]	0.0071154	-0.0684816	0.0827125
sal + nitrate	Pacific	(28.3,28.4]	0.6071883	0.5148750	0.6995015
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + phosphate	Atlantic	(-Inf,26]	-0.2703685	-0.2847705	-0.2559665
sal + phosphate	Atlantic	(26,26.5]	-0.4901044	-0.5130163	-0.4671926
sal + phosphate	Atlantic	(26.5,26.75]	-0.5092577	-0.5320743	-0.4864411
sal + phosphate	Atlantic	(26.75,27]	-0.4563081	-0.4916478	-0.4209684
sal + phosphate	Atlantic	(27,27.25]	-0.4754578	-0.5040764	-0.4468392
sal + phosphate	Atlantic	(27.25,27.5]	-0.4740791	-0.4951395	-0.4530187
sal + phosphate	Atlantic	(27.5,27.75]	-0.5534725	-0.5600501	-0.5468950
sal + phosphate	Atlantic	(27.75,27.85]	-0.5527134	-0.5675546	-0.5378721
sal + phosphate	Atlantic	(27.85,27.95]	-0.5330627	-0.5608855	-0.5052398
sal + phosphate	Atlantic	(27.95,28.05]	-0.5840083	-0.5846788	-0.5833379
sal + phosphate	Atlantic	(28.05,28.1]	-0.7012388	-0.7208537	-0.6816239
sal + phosphate	Atlantic	(28.1,28.15]	-0.7531218	-0.7556979	-0.7505458
sal + phosphate	Atlantic	(28.15,28.2]	-0.8152876	-0.8845908	-0.7459845
sal + phosphate	Atlantic	(28.2, Inf]	-0.8219939	-0.8557720	-0.7882158
sal + phosphate	Indian	(-Inf,26]	-0.6195777	-0.8386474	-0.4005080
sal + phosphate	Indian	(26,26.5]	-0.6004098	-0.7305093	-0.4703103
sal + phosphate	Indian	(26.5,26.75]	-0.2459980	-0.4811455	-0.0108506
sal + phosphate	Indian	(26.75,27]	0.1926745	-0.1004473	0.4857964
sal + phosphate	Indian	(27,27.25]	0.4096735	0.1996560	0.6196910
sal + phosphate	Indian	(27.25,27.5]	0.5358247	0.4131226	0.6585268
sal + phosphate	Indian	(27.5,27.75]	0.5969439	0.4830553	0.7108326
sal + phosphate	Indian	(27.75,27.85]	0.4956240	0.4560836	0.5351643
sal + phosphate	Indian	(27.85,27.95]	0.3992627	0.2819182	0.5166073
sal + phosphate	Indian	(27.95,28.05]	0.1691488	0.0551922	0.2831054
sal + phosphate	Indian	(28.05,28.1]	-0.0544737	-0.2234673	0.1145199
sal + phosphate	Indian	(28.1,28.2]	-0.0964889	-0.1813383	-0.0116395
sal + phosphate	Indian	(28.2,28.3]	-0.1630473	-0.2421686	-0.0839259
sal + phosphate	Indian	(28.3,28.4]	0.3032913	0.1567897	0.4497928
sal + phosphate	Indian	(28.4, Inf]	0.4807071	0.4807071	0.4807071
sal + phosphate	Pacific	(-Inf,26]	-0.0827390	-0.2237958	0.0583179
sal + phosphate	Pacific	(26,26.5]	-0.3091098	-0.3263696	-0.2918500
sal + phosphate	Pacific	(26.5,26.75]	-0.2396657	-0.2954571	-0.1838743
sal + phosphate	Pacific	(26.75,27]	-0.3446963	-0.3531760	-0.3362165
sal + phosphate	Pacific	(27,27.25]	-0.2636656	-0.3135535	-0.2137778
sal + phosphate	Pacific	(27.25,27.5]	0.0254771	-0.0254706	0.0764247
sal + phosphate	Pacific	(27.5,27.75]	0.0062411	-0.0045461	0.0170282
sal + phosphate	Pacific	(27.75,27.85]	-0.1569185	-0.2586600	-0.0551771
sal + phosphate	Pacific	(27.85,27.95]	-0.3654069	-0.5316981	-0.1991156
sal + phosphate	Pacific	(27.95,28.05]	-0.5138609	-0.7669738	-0.2607480
sal + phosphate	Pacific	(28.05,28.1]	-0.5787275	-0.8595275	-0.2979274
sal + phosphate	Pacific	(28.1,28.2]	-0.5935873	-0.8471937	-0.3399809
sal + phosphate	Pacific	(28.2,28.3]	0.0124860	-0.0035112	0.0284831
sal + phosphate	Pacific	(28.3,28.4]	0.5455197	0.5116560	0.5793834
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3791353	-0.3817262	-0.3765443
sal + phosphate_star	Atlantic	(26,26.5]	-0.5530148	-0.5889670	-0.5170626
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.5333698	-0.5505651	-0.5161745
sal + phosphate_star	Atlantic	(26.75,27]	-0.5300952	-0.5510391	-0.5091512
sal + phosphate_star	Atlantic	(27,27.25]	-0.6340950	-0.6487119	-0.6194781
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6399800	-0.7050746	-0.5748854
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.6096402	-0.6302232	-0.5890572
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.5881238	-0.6527634	-0.5234842
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.5355333	-0.6048976	-0.4661691
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.5440943	-0.5663845	-0.5218042
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.6210555	-0.6413541	-0.6007570
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.6554980	-0.6654841	-0.6455118
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.6983471	-0.7990122	-0.5976821
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.7351994	-0.8123187	-0.6580800
sal + phosphate_star	Indian	(-Inf,26]	-0.6278879	-0.8252506	-0.4305252
sal + phosphate_star	Indian	(26,26.5]	-0.4643162	-0.4842979	-0.4443345
sal + phosphate_star	Indian	(26.5,26.75]	-0.2642651	-0.3437238	-0.1848064
sal + phosphate_star	Indian	(26.75,27]	-0.4867361	-0.6125005	-0.3609716
sal + phosphate_star	Indian	(27,27.25]	-0.6466373	-0.6719447	-0.6213299
sal + phosphate_star	Indian	(27.25,27.5]	-0.5216077	-0.6101190	-0.4330964
sal + phosphate_star	Indian	(27.5,27.75]	-0.3780853	-0.5047785	-0.2513921
sal + phosphate_star	Indian	(27.75,27.85]	-0.2799611	-0.3242907	-0.2356315
sal + phosphate_star	Indian	(27.85,27.95]	-0.4636995	-0.4838051	-0.4435940
sal + phosphate_star	Indian	(27.95,28.05]	-0.6335088	-0.6538710	-0.6131466
sal + phosphate_star	Indian	(28.05,28.1]	-0.3838537	-0.4168749	-0.3508325
sal + phosphate_star	Indian	(28.1,28.2]	-0.3462767	-0.3832903	-0.3092631
sal + phosphate_star	Indian	(28.2,28.3]	-0.3405621	-0.3685828	-0.3125415
sal + phosphate_star	Indian	(28.3,28.4]	-0.4645228	-0.4729699	-0.4560757
sal + phosphate_star	Indian	(28.4, Inf]	-0.6415911	-0.6415911	-0.6415911
sal + phosphate_star	Pacific	(-Inf,26]	-0.2569832	-0.4672188	-0.0467475
sal + phosphate_star	Pacific	(26,26.5]	-0.5544851	-0.6055112	-0.5034591
sal + phosphate_star	Pacific	(26.5,26.75]	-0.6837078	-0.7145668	-0.6528489
sal + phosphate_star	Pacific	(26.75,27]	-0.6967136	-0.7493924	-0.6440348
sal + phosphate_star	Pacific	(27,27.25]	-0.4212718	-0.5427401	-0.2998035
sal + phosphate_star	Pacific	(27.25,27.5]	-0.1789696	-0.2794988	-0.0784405
sal + phosphate_star	Pacific	(27.5,27.75]	-0.0825386	-0.2024191	0.0373420
sal + phosphate_star	Pacific	(27.75,27.85]	-0.0105117	-0.1630219	0.1419984
sal + phosphate_star	Pacific	(27.85,27.95]	0.0074590	-0.1031354	0.1180533
sal + phosphate_star	Pacific	(27.95,28.05]	-0.1521790	-0.2447277	-0.0596303
sal + phosphate_star	Pacific	(28.05,28.1]	-0.2087712	-0.4106505	-0.0068920
sal + phosphate_star	Pacific	(28.1,28.2]	-0.1246370	-0.2496986	0.0004246
sal + phosphate_star	Pacific	(28.2,28.3]	-0.4395847	-0.7311573	-0.1480120
sal + phosphate_star	Pacific	(28.3,28.4]	-0.6425909	-0.7654766	-0.5197052
sal + phosphate_star	Pacific	(28.4, Inf]	-0.1539540	-0.1539540	-0.1539540
sal + silicate	Atlantic	(-Inf,26]	-0.1319134	-0.2810530	0.0172262
sal + silicate	Atlantic	(26,26.5]	-0.2574095	-0.3669619	-0.1478571
sal + silicate	Atlantic	(26.5,26.75]	-0.2546171	-0.3859029	-0.1233314
sal + silicate	Atlantic	(26.75,27]	-0.3171329	-0.4198910	-0.2143748
sal + silicate	Atlantic	(27,27.25]	-0.4436515	-0.5544330	-0.3328700
sal + silicate	Atlantic	(27.25,27.5]	-0.6506859	-0.7030421	-0.5983297
sal + silicate	Atlantic	(27.5,27.75]	-0.7211347	-0.7291654	-0.7131040
sal + silicate	Atlantic	(27.75,27.85]	-0.6830332	-0.7209279	-0.6451386
sal + silicate	Atlantic	(27.85,27.95]	-0.7285496	-0.7589455	-0.6981537
sal + silicate	Atlantic	(27.95,28.05]	-0.8044574	-0.8276157	-0.7812991
sal + silicate	Atlantic	(28.05,28.1]	-0.8558451	-0.8616966	-0.8499936
sal + silicate	Atlantic	(28.1,28.15]	-0.8657954	-0.8839542	-0.8476366
sal + silicate	Atlantic	(28.15,28.2]	-0.8427931	-0.8987197	-0.7868664
sal + silicate	Atlantic	(28.2, Inf]	-0.8655819	-0.8735130	-0.8576508
sal + silicate	Indian	(-Inf,26]	-0.4742583	-0.4989985	-0.4495181
sal + silicate	Indian	(26,26.5]	-0.5666682	-0.5937329	-0.5396035
sal + silicate	Indian	(26.5,26.75]	-0.2777303	-0.4241656	-0.1312951
sal + silicate	Indian	(26.75,27]	0.3313697	0.1838899	0.4788495
sal + silicate	Indian	(27,27.25]	0.5263285	0.5246186	0.5280384
sal + silicate	Indian	(27.25,27.5]	0.6754150	0.6208477	0.7299823
sal + silicate	Indian	(27.5,27.75]	0.7312947	0.7060161	0.7565733
sal + silicate	Indian	(27.75,27.85]	0.7466727	0.7257758	0.7675696
sal + silicate	Indian	(27.85,27.95]	0.6246985	0.5536744	0.6957226
sal + silicate	Indian	(27.95,28.05]	0.3676274	0.2735324	0.4617224
sal + silicate	Indian	(28.05,28.1]	0.0424620	-0.1190399	0.2039640
sal + silicate	Indian	(28.1,28.2]	-0.0540003	-0.1787418	0.0707411
sal + silicate	Indian	(28.2,28.3]	0.0464881	-0.1504714	0.2434477
sal + silicate	Indian	(28.3,28.4]	0.4987668	0.3646783	0.6328554
sal + silicate	Indian	(28.4, Inf]	0.6319732	0.6319732	0.6319732
sal + silicate	Pacific	(-Inf,26]	-0.1840513	-0.2537428	-0.1143599
sal + silicate	Pacific	(26,26.5]	-0.3912051	-0.4339570	-0.3484532
sal + silicate	Pacific	(26.5,26.75]	-0.4982383	-0.5677111	-0.4287655
sal + silicate	Pacific	(26.75,27]	-0.6079745	-0.6621389	-0.5538101
sal + silicate	Pacific	(27,27.25]	-0.4808604	-0.4868925	-0.4748283
sal + silicate	Pacific	(27.25,27.5]	-0.1723482	-0.1746010	-0.1700954
sal + silicate	Pacific	(27.5,27.75]	-0.0293423	-0.0752950	0.0166105
sal + silicate	Pacific	(27.75,27.85]	-0.1563634	-0.3075494	-0.0051774
sal + silicate	Pacific	(27.85,27.95]	-0.3311407	-0.4660010	-0.1962803
sal + silicate	Pacific	(27.95,28.05]	-0.5221889	-0.6362484	-0.4081293
sal + silicate	Pacific	(28.05,28.1]	-0.6823656	-0.7823457	-0.5823855
sal + silicate	Pacific	(28.1,28.2]	-0.6800127	-0.8718012	-0.4882242
sal + silicate	Pacific	(28.2,28.3]	0.0706203	-0.1185811	0.2598217
sal + silicate	Pacific	(28.3,28.4]	0.7316053	0.6791287	0.7840820
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.9165440	0.8950382	0.9380499
sal + temp	Atlantic	(26,26.5]	0.9635847	0.9608717	0.9662977
sal + temp	Atlantic	(26.5,26.75]	0.9881028	0.9879674	0.9882383
sal + temp	Atlantic	(26.75,27]	0.9793627	0.9770849	0.9816405
sal + temp	Atlantic	(27,27.25]	0.9795717	0.9781839	0.9809595
sal + temp	Atlantic	(27.25,27.5]	0.9762042	0.9750446	0.9773637
sal + temp	Atlantic	(27.5,27.75]	0.9682119	0.9673816	0.9690422
sal + temp	Atlantic	(27.75,27.85]	0.9851701	0.9844427	0.9858974
sal + temp	Atlantic	(27.85,27.95]	0.9637657	0.9603951	0.9671363
sal + temp	Atlantic	(27.95,28.05]	0.9451318	0.9433980	0.9468657
sal + temp	Atlantic	(28.05,28.1]	0.9677940	0.9677283	0.9678597
sal + temp	Atlantic	(28.1,28.15]	0.9613562	0.9480616	0.9746509
sal + temp	Atlantic	(28.15,28.2]	0.7179330	0.5174467	0.9184193
sal + temp	Atlantic	(28.2, Inf]	0.4356562	0.4221935	0.4491189
sal + temp	Indian	(-Inf,26]	0.5030379	0.4754273	0.5306484
sal + temp	Indian	(26,26.5]	0.8739329	0.8730776	0.8747882
sal + temp	Indian	(26.5,26.75]	0.9304119	0.9178916	0.9429322
sal + temp	Indian	(26.75,27]	0.9665827	0.9553496	0.9778158
sal + temp	Indian	(27,27.25]	0.9627740	0.9620111	0.9635369
sal + temp	Indian	(27.25,27.5]	0.9451947	0.9263351	0.9640544
sal + temp	Indian	(27.5,27.75]	0.9024967	0.8704852	0.9345082
sal + temp	Indian	(27.75,27.85]	0.9293384	0.9080546	0.9506223
sal + temp	Indian	(27.85,27.95]	0.9369451	0.9322342	0.9416560
sal + temp	Indian	(27.95,28.05]	0.9470148	0.9349525	0.9590771
sal + temp	Indian	(28.05,28.1]	0.9329223	0.9236503	0.9421942
sal + temp	Indian	(28.1,28.2]	0.8595082	0.8461776	0.8728388
sal + temp	Indian	(28.2,28.3]	0.9043798	0.8906701	0.9180896
sal + temp	Indian	(28.3,28.4]	0.9090920	0.9055967	0.9125873
sal + temp	Indian	(28.4, Inf]	0.6085735	0.6085735	0.6085735
sal + temp	Pacific	(-Inf,26]	0.7778306	0.7514442	0.8042170
sal + temp	Pacific	(26,26.5]	0.9283074	0.9229846	0.9336302
sal + temp	Pacific	(26.5,26.75]	0.9754287	0.9735109	0.9773464
sal + temp	Pacific	(26.75,27]	0.9689863	0.9660320	0.9719406
sal + temp	Pacific	(27,27.25]	0.9319503	0.9289340	0.9349665
sal + temp	Pacific	(27.25,27.5]	0.8011239	0.7995229	0.8027248
sal + temp	Pacific	(27.5,27.75]	0.5711361	0.5266298	0.6156425
sal + temp	Pacific	(27.75,27.85]	0.7150240	0.6323575	0.7976905
sal + temp	Pacific	(27.85,27.95]	0.5267463	0.3986195	0.6548731
sal + temp	Pacific	(27.95,28.05]	0.4005867	0.2684664	0.5327071
sal + temp	Pacific	(28.05,28.1]	0.1411785	0.0911422	0.1912148
sal + temp	Pacific	(28.1,28.2]	-0.5925563	-0.6596431	-0.5254694
sal + temp	Pacific	(28.2,28.3]	0.6892631	0.6573671	0.7211591
sal + temp	Pacific	(28.3,28.4]	0.8258738	0.7378873	0.9138602
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.2606986	0.2481531	0.2732440
silicate + phosphate	Atlantic	(26,26.5]	0.3401893	0.2775282	0.4028504
silicate + phosphate	Atlantic	(26.5,26.75]	0.4161637	0.4106189	0.4217084
silicate + phosphate	Atlantic	(26.75,27]	0.4065035	0.3863330	0.4266740
silicate + phosphate	Atlantic	(27,27.25]	0.4642450	0.4501183	0.4783717
silicate + phosphate	Atlantic	(27.25,27.5]	0.5099525	0.4624353	0.5574698
silicate + phosphate	Atlantic	(27.5,27.75]	0.5787781	0.5635200	0.5940362
silicate + phosphate	Atlantic	(27.75,27.85]	0.7245119	0.6964146	0.7526093
silicate + phosphate	Atlantic	(27.85,27.95]	0.7482522	0.7188964	0.7776081
silicate + phosphate	Atlantic	(27.95,28.05]	0.7692559	0.7528864	0.7856254
silicate + phosphate	Atlantic	(28.05,28.1]	0.8272982	0.7977140	0.8568824
silicate + phosphate	Atlantic	(28.1,28.15]	0.8793019	0.8549490	0.9036548
silicate + phosphate	Atlantic	(28.15,28.2]	0.9314241	0.9141423	0.9487060
silicate + phosphate	Atlantic	(28.2, Inf]	0.8612572	0.8594455	0.8630688
silicate + phosphate	Indian	(-Inf,26]	0.6000797	0.4825553	0.7176041
silicate + phosphate	Indian	(26,26.5]	0.7329882	0.6403500	0.8256265
silicate + phosphate	Indian	(26.5,26.75]	0.6983308	0.5950255	0.8016360
silicate + phosphate	Indian	(26.75,27]	0.8402764	0.8013325	0.8792203
silicate + phosphate	Indian	(27,27.25]	0.7317214	0.6763063	0.7871366
silicate + phosphate	Indian	(27.25,27.5]	0.6793041	0.6249472	0.7336611
silicate + phosphate	Indian	(27.5,27.75]	0.6143874	0.5329239	0.6958509
silicate + phosphate	Indian	(27.75,27.85]	0.6433608	0.5828619	0.7038597
silicate + phosphate	Indian	(27.85,27.95]	0.6689342	0.5557401	0.7821284
silicate + phosphate	Indian	(27.95,28.05]	0.7255472	0.6169408	0.8341535
silicate + phosphate	Indian	(28.05,28.1]	0.7278492	0.5878523	0.8678461
silicate + phosphate	Indian	(28.1,28.2]	0.5074675	0.3733927	0.6415424
silicate + phosphate	Indian	(28.2,28.3]	0.2571891	0.2228322	0.2915460
silicate + phosphate	Indian	(28.3,28.4]	0.4281682	0.4264022	0.4299341
silicate + phosphate	Indian	(28.4, Inf]	0.8872851	0.8872851	0.8872851
silicate + phosphate	Pacific	(-Inf,26]	0.6253315	0.6130628	0.6376001
silicate + phosphate	Pacific	(26,26.5]	0.6007750	0.5772248	0.6243252
silicate + phosphate	Pacific	(26.5,26.75]	0.6045261	0.6023670	0.6066852
silicate + phosphate	Pacific	(26.75,27]	0.7508647	0.7454929	0.7562364
silicate + phosphate	Pacific	(27,27.25]	0.8464642	0.8390058	0.8539225
silicate + phosphate	Pacific	(27.25,27.5]	0.8151090	0.7860276	0.8441905
silicate + phosphate	Pacific	(27.5,27.75]	0.7498085	0.6733169	0.8263001
silicate + phosphate	Pacific	(27.75,27.85]	0.7495951	0.6670286	0.8321617
silicate + phosphate	Pacific	(27.85,27.95]	0.7978555	0.7140402	0.8816709
silicate + phosphate	Pacific	(27.95,28.05]	0.8120771	0.7203939	0.9037603
silicate + phosphate	Pacific	(28.05,28.1]	0.7770689	0.6890041	0.8651338
silicate + phosphate	Pacific	(28.1,28.2]	0.7247471	0.5923015	0.8571926
silicate + phosphate	Pacific	(28.2,28.3]	0.3067854	0.2876257	0.3259452
silicate + phosphate	Pacific	(28.3,28.4]	0.7611977	0.7467130	0.7756824
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2669941	0.2539917	0.2799964
silicate + phosphate_star	Atlantic	(26,26.5]	0.3165936	0.2781059	0.3550812
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.3578166	0.3000913	0.4155420
silicate + phosphate_star	Atlantic	(26.75,27]	0.3277079	0.3017492	0.3536666
silicate + phosphate_star	Atlantic	(27,27.25]	0.3205493	0.3076016	0.3334970
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.4736088	0.4106043	0.5366133
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.5630666	0.5357336	0.5903995
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.5843933	0.5526938	0.6160928
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.5632766	0.5429090	0.5836442
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.6135109	0.6109361	0.6160856
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.6856675	0.6394033	0.7319318
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.7510866	0.7061502	0.7960231
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8444776	0.8324825	0.8564727
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7220040	0.7177022	0.7263058
silicate + phosphate_star	Indian	(-Inf,26]	0.6196220	0.4648655	0.7743785
silicate + phosphate_star	Indian	(26,26.5]	0.6168738	0.4838624	0.7498853
silicate + phosphate_star	Indian	(26.5,26.75]	0.3827033	0.1732164	0.5921902
silicate + phosphate_star	Indian	(26.75,27]	0.1573748	0.1140486	0.2007011
silicate + phosphate_star	Indian	(27,27.25]	-0.0880848	-0.0987077	-0.0774619
silicate + phosphate_star	Indian	(27.25,27.5]	-0.1570724	-0.2576546	-0.0564903
silicate + phosphate_star	Indian	(27.5,27.75]	-0.1537334	-0.2750800	-0.0323869
silicate + phosphate_star	Indian	(27.75,27.85]	0.0490949	0.0447504	0.0534394
silicate + phosphate_star	Indian	(27.85,27.95]	0.0305833	0.0301719	0.0309948
silicate + phosphate_star	Indian	(27.95,28.05]	0.0489430	0.0017539	0.0961320
silicate + phosphate_star	Indian	(28.05,28.1]	0.2738595	0.1936943	0.3540247
silicate + phosphate_star	Indian	(28.1,28.2]	0.0957476	0.0792872	0.1122081
silicate + phosphate_star	Indian	(28.2,28.3]	0.2098997	0.1313132	0.2884861
silicate + phosphate_star	Indian	(28.3,28.4]	-0.0114053	-0.2034114	0.1806009
silicate + phosphate_star	Indian	(28.4, Inf]	-0.9171572	-0.9171572	-0.9171572
silicate + phosphate_star	Pacific	(-Inf,26]	0.6810912	0.6521884	0.7099939
silicate + phosphate_star	Pacific	(26,26.5]	0.7305401	0.7156122	0.7454680
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7178894	0.6857303	0.7500484
silicate + phosphate_star	Pacific	(26.75,27]	0.6564246	0.6547067	0.6581425
silicate + phosphate_star	Pacific	(27,27.25]	0.2896119	0.2735858	0.3056379
silicate + phosphate_star	Pacific	(27.25,27.5]	-0.0320554	-0.1290398	0.0649291
silicate + phosphate_star	Pacific	(27.5,27.75]	-0.0414359	-0.1304878	0.0476160
silicate + phosphate_star	Pacific	(27.75,27.85]	0.0603728	-0.0648192	0.1855649
silicate + phosphate_star	Pacific	(27.85,27.95]	0.1859162	0.1411237	0.2307087
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3718528	0.3395493	0.4041562
silicate + phosphate_star	Pacific	(28.05,28.1]	0.4512650	0.4130579	0.4894720
silicate + phosphate_star	Pacific	(28.1,28.2]	0.3098603	0.2217039	0.3980167
silicate + phosphate_star	Pacific	(28.2,28.3]	0.2484584	0.1832693	0.3136475
silicate + phosphate_star	Pacific	(28.3,28.4]	-0.6079265	-0.6749432	-0.5409098
silicate + phosphate_star	Pacific	(28.4, Inf]	-0.5017881	-0.5017881	-0.5017881
temp + aou	Atlantic	(-Inf,26]	0.3084695	0.2065777	0.4103614
temp + aou	Atlantic	(26,26.5]	-0.1236313	-0.1350617	-0.1122009
temp + aou	Atlantic	(26.5,26.75]	-0.2953426	-0.3291339	-0.2615512
temp + aou	Atlantic	(26.75,27]	-0.1580113	-0.2035065	-0.1125160
temp + aou	Atlantic	(27,27.25]	0.0440472	-0.0031180	0.0912125
temp + aou	Atlantic	(27.25,27.5]	0.0290269	-0.0251365	0.0831903
temp + aou	Atlantic	(27.5,27.75]	-0.3168196	-0.3285939	-0.3050453
temp + aou	Atlantic	(27.75,27.85]	-0.4288310	-0.5090379	-0.3486242
temp + aou	Atlantic	(27.85,27.95]	-0.3979235	-0.4443225	-0.3515246
temp + aou	Atlantic	(27.95,28.05]	-0.4805220	-0.5112930	-0.4497510
temp + aou	Atlantic	(28.05,28.1]	-0.6396048	-0.6466320	-0.6325776
temp + aou	Atlantic	(28.1,28.15]	-0.6811305	-0.7173656	-0.6448954
temp + aou	Atlantic	(28.15,28.2]	-0.5422210	-0.7593664	-0.3250756
temp + aou	Atlantic	(28.2, Inf]	-0.0340133	-0.0347666	-0.0332599
temp + aou	Indian	(-Inf,26]	-0.4833292	-0.5987765	-0.3678819
temp + aou	Indian	(26,26.5]	-0.4787872	-0.6047131	-0.3528612
temp + aou	Indian	(26.5,26.75]	-0.1256296	-0.3162508	0.0649916
temp + aou	Indian	(26.75,27]	0.3336198	0.1758633	0.4913763
temp + aou	Indian	(27,27.25]	0.7600971	0.7156319	0.8045624
temp + aou	Indian	(27.25,27.5]	0.8658535	0.8314358	0.9002712
temp + aou	Indian	(27.5,27.75]	0.9059374	0.8876654	0.9242094
temp + aou	Indian	(27.75,27.85]	0.9279118	0.9040526	0.9517711
temp + aou	Indian	(27.85,27.95]	0.8967278	0.8944227	0.8990329
temp + aou	Indian	(27.95,28.05]	0.7542424	0.7355200	0.7729649
temp + aou	Indian	(28.05,28.1]	0.4501577	0.3598548	0.5404605
temp + aou	Indian	(28.1,28.2]	0.5086695	0.4052879	0.6120511
temp + aou	Indian	(28.2,28.3]	0.6054314	0.5625303	0.6483326
temp + aou	Indian	(28.3,28.4]	0.9224364	0.9122323	0.9326405
temp + aou	Indian	(28.4, Inf]	0.9934609	0.9934609	0.9934609
temp + aou	Pacific	(-Inf,26]	-0.0868491	-0.0972794	-0.0764187
temp + aou	Pacific	(26,26.5]	-0.1441164	-0.1773596	-0.1108732
temp + aou	Pacific	(26.5,26.75]	0.0977549	0.0940027	0.1015072
temp + aou	Pacific	(26.75,27]	-0.0929290	-0.1094698	-0.0763882
temp + aou	Pacific	(27,27.25]	-0.2216256	-0.2733589	-0.1698923
temp + aou	Pacific	(27.25,27.5]	-0.0295307	-0.0390490	-0.0200124
temp + aou	Pacific	(27.5,27.75]	0.0795142	-0.0411475	0.2001759
temp + aou	Pacific	(27.75,27.85]	-0.0606679	-0.3013961	0.1800604
temp + aou	Pacific	(27.85,27.95]	-0.1010112	-0.3171126	0.1150902
temp + aou	Pacific	(27.95,28.05]	-0.0352346	-0.2393527	0.1688836
temp + aou	Pacific	(28.05,28.1]	-0.0051934	-0.1717053	0.1613184
temp + aou	Pacific	(28.1,28.2]	0.8171250	0.8169381	0.8173118
temp + aou	Pacific	(28.2,28.3]	0.6613197	0.6118867	0.7107528
temp + aou	Pacific	(28.3,28.4]	0.9722250	0.9635157	0.9809343
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	0.0007958	-0.0779484	0.0795400
temp + nitrate	Atlantic	(26,26.5]	-0.4070559	-0.4376567	-0.3764551
temp + nitrate	Atlantic	(26.5,26.75]	-0.4682371	-0.4976031	-0.4388710
temp + nitrate	Atlantic	(26.75,27]	-0.4400748	-0.4921445	-0.3880051
temp + nitrate	Atlantic	(27,27.25]	-0.4660078	-0.4744425	-0.4575731
temp + nitrate	Atlantic	(27.25,27.5]	-0.5445403	-0.5546118	-0.5344688
temp + nitrate	Atlantic	(27.5,27.75]	-0.6320819	-0.6488271	-0.6153366
temp + nitrate	Atlantic	(27.75,27.85]	-0.6084297	-0.6187164	-0.5981429
temp + nitrate	Atlantic	(27.85,27.95]	-0.5505903	-0.5563990	-0.5447815
temp + nitrate	Atlantic	(27.95,28.05]	-0.5560544	-0.5598036	-0.5523052
temp + nitrate	Atlantic	(28.05,28.1]	-0.6600873	-0.6772140	-0.6429605
temp + nitrate	Atlantic	(28.1,28.15]	-0.6761014	-0.7043216	-0.6478813
temp + nitrate	Atlantic	(28.15,28.2]	-0.5045402	-0.6291079	-0.3799725
temp + nitrate	Atlantic	(28.2, Inf]	-0.2702365	-0.2890907	-0.2513823
temp + nitrate	Indian	(-Inf,26]	-0.5628826	-0.6409548	-0.4848104
temp + nitrate	Indian	(26,26.5]	-0.5952661	-0.6118091	-0.5787230
temp + nitrate	Indian	(26.5,26.75]	-0.3393511	-0.4638123	-0.2148899
temp + nitrate	Indian	(26.75,27]	-0.0310670	-0.2369175	0.1747834
temp + nitrate	Indian	(27,27.25]	0.1921942	0.0514609	0.3329275
temp + nitrate	Indian	(27.25,27.5]	0.3747058	0.3025830	0.4468285
temp + nitrate	Indian	(27.5,27.75]	0.4505271	0.3543493	0.5467050
temp + nitrate	Indian	(27.75,27.85]	0.3658153	0.3501229	0.3815078
temp + nitrate	Indian	(27.85,27.95]	0.3613860	0.3405780	0.3821939
temp + nitrate	Indian	(27.95,28.05]	0.1847408	0.1124633	0.2570182
temp + nitrate	Indian	(28.05,28.1]	0.0599953	-0.1005263	0.2205169
temp + nitrate	Indian	(28.1,28.2]	0.0759451	-0.0546478	0.2065381
temp + nitrate	Indian	(28.2,28.3]	-0.1871494	-0.2465832	-0.1277155
temp + nitrate	Indian	(28.3,28.4]	0.3092021	0.2353971	0.3830072
temp + nitrate	Indian	(28.4, Inf]	0.8856190	0.8856190	0.8856190
temp + nitrate	Pacific	(-Inf,26]	-0.3542995	-0.3761457	-0.3324532
temp + nitrate	Pacific	(26,26.5]	-0.5025222	-0.5076258	-0.4974187
temp + nitrate	Pacific	(26.5,26.75]	-0.3220619	-0.3535454	-0.2905784
temp + nitrate	Pacific	(26.75,27]	-0.3628425	-0.3772121	-0.3484728
temp + nitrate	Pacific	(27,27.25]	-0.3314698	-0.4218752	-0.2410644
temp + nitrate	Pacific	(27.25,27.5]	-0.0767426	-0.1135178	-0.0399673
temp + nitrate	Pacific	(27.5,27.75]	0.0580070	-0.0093130	0.1253270
temp + nitrate	Pacific	(27.75,27.85]	-0.0253049	-0.1855814	0.1349716
temp + nitrate	Pacific	(27.85,27.95]	-0.0936414	-0.2599377	0.0726550
temp + nitrate	Pacific	(27.95,28.05]	-0.0892031	-0.2391498	0.0607435
temp + nitrate	Pacific	(28.05,28.1]	-0.0596932	-0.2064905	0.0871040
temp + nitrate	Pacific	(28.1,28.2]	0.6393121	0.5510165	0.7276077
temp + nitrate	Pacific	(28.2,28.3]	-0.2500790	-0.3347739	-0.1653842
temp + nitrate	Pacific	(28.3,28.4]	0.8318591	0.7981464	0.8655719
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + phosphate	Atlantic	(-Inf,26]	-0.2273251	-0.2479735	-0.2066768
temp + phosphate	Atlantic	(26,26.5]	-0.4783612	-0.4908425	-0.4658800
temp + phosphate	Atlantic	(26.5,26.75]	-0.5013143	-0.5228797	-0.4797489
temp + phosphate	Atlantic	(26.75,27]	-0.4254191	-0.4539819	-0.3968562
temp + phosphate	Atlantic	(27,27.25]	-0.4397347	-0.4695595	-0.4099099
temp + phosphate	Atlantic	(27.25,27.5]	-0.4517461	-0.4809795	-0.4225127
temp + phosphate	Atlantic	(27.5,27.75]	-0.5337854	-0.5379342	-0.5296366
temp + phosphate	Atlantic	(27.75,27.85]	-0.5548551	-0.5812935	-0.5284167
temp + phosphate	Atlantic	(27.85,27.95]	-0.5164810	-0.5510364	-0.4819257
temp + phosphate	Atlantic	(27.95,28.05]	-0.5356368	-0.5481027	-0.5231709
temp + phosphate	Atlantic	(28.05,28.1]	-0.6324669	-0.6531546	-0.6117793
temp + phosphate	Atlantic	(28.1,28.15]	-0.6635576	-0.6876695	-0.6394457
temp + phosphate	Atlantic	(28.15,28.2]	-0.5238664	-0.6787131	-0.3690197
temp + phosphate	Atlantic	(28.2, Inf]	-0.3298714	-0.3432340	-0.3165088
temp + phosphate	Indian	(-Inf,26]	-0.5176579	-0.6427915	-0.3925242
temp + phosphate	Indian	(26,26.5]	-0.4889841	-0.5984307	-0.3795375
temp + phosphate	Indian	(26.5,26.75]	-0.2000173	-0.3811171	-0.0189175
temp + phosphate	Indian	(26.75,27]	0.0599778	-0.1965012	0.3164568
temp + phosphate	Indian	(27,27.25]	0.2653072	0.0513597	0.4792546
temp + phosphate	Indian	(27.25,27.5]	0.4140217	0.2459485	0.5820949
temp + phosphate	Indian	(27.5,27.75]	0.5549071	0.4375353	0.6722790
temp + phosphate	Indian	(27.75,27.85]	0.4653184	0.4256499	0.5049869
temp + phosphate	Indian	(27.85,27.95]	0.3426720	0.2279915	0.4573526
temp + phosphate	Indian	(27.95,28.05]	0.2125591	0.1060422	0.3190759
temp + phosphate	Indian	(28.05,28.1]	0.1079252	-0.0759197	0.2917702
temp + phosphate	Indian	(28.1,28.2]	0.0955679	-0.0425316	0.2336675
temp + phosphate	Indian	(28.2,28.3]	-0.2120792	-0.2849007	-0.1392577
temp + phosphate	Indian	(28.3,28.4]	0.2840785	0.1715848	0.3965722
temp + phosphate	Indian	(28.4, Inf]	0.8569538	0.8569538	0.8569538
temp + phosphate	Pacific	(-Inf,26]	-0.1591091	-0.2919529	-0.0262653
temp + phosphate	Pacific	(26,26.5]	-0.4059306	-0.4395192	-0.3723421
temp + phosphate	Pacific	(26.5,26.75]	-0.2532697	-0.3040014	-0.2025380
temp + phosphate	Pacific	(26.75,27]	-0.3575023	-0.3665559	-0.3484486
temp + phosphate	Pacific	(27,27.25]	-0.3201059	-0.3868837	-0.2533281
temp + phosphate	Pacific	(27.25,27.5]	-0.0846425	-0.1172665	-0.0520185
temp + phosphate	Pacific	(27.5,27.75]	0.0212409	-0.0049822	0.0474641
temp + phosphate	Pacific	(27.75,27.85]	-0.0620212	-0.1823157	0.0582734
temp + phosphate	Pacific	(27.85,27.95]	-0.1238086	-0.2704509	0.0228337
temp + phosphate	Pacific	(27.95,28.05]	-0.1211286	-0.2566157	0.0143585
temp + phosphate	Pacific	(28.05,28.1]	-0.0788124	-0.1900294	0.0324047
temp + phosphate	Pacific	(28.1,28.2]	0.5169114	0.3029677	0.7308551
temp + phosphate	Pacific	(28.2,28.3]	-0.1369598	-0.1821921	-0.0917274
temp + phosphate	Pacific	(28.3,28.4]	0.7324529	0.7046391	0.7602668
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + phosphate_star	Atlantic	(-Inf,26]	-0.3336188	-0.3735777	-0.2936599
temp + phosphate_star	Atlantic	(26,26.5]	-0.5336162	-0.5625811	-0.5046513
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.5197668	-0.5366709	-0.5028628
temp + phosphate_star	Atlantic	(26.75,27]	-0.5166036	-0.5342910	-0.4989162
temp + phosphate_star	Atlantic	(27,27.25]	-0.6378380	-0.6560579	-0.6196182
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6433565	-0.7177661	-0.5689469
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6151149	-0.6326459	-0.5975839
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.5991394	-0.6709130	-0.5273659
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.5499169	-0.6214150	-0.4784188
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.5393667	-0.5709133	-0.5078202
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.5898436	-0.6117308	-0.5679564
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.6104624	-0.6180237	-0.6029012
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.5062027	-0.5802032	-0.4322023
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4711237	-0.4726718	-0.4695757
temp + phosphate_star	Indian	(-Inf,26]	-0.6600635	-0.7896742	-0.5304527
temp + phosphate_star	Indian	(26,26.5]	-0.4571587	-0.4757391	-0.4385783
temp + phosphate_star	Indian	(26.5,26.75]	-0.2837204	-0.3217270	-0.2457137
temp + phosphate_star	Indian	(26.75,27]	-0.5492843	-0.6231340	-0.4754347
temp + phosphate_star	Indian	(27,27.25]	-0.7185107	-0.7194719	-0.7175495
temp + phosphate_star	Indian	(27.25,27.5]	-0.5955633	-0.6672378	-0.5238888
temp + phosphate_star	Indian	(27.5,27.75]	-0.4045622	-0.5389409	-0.2701835
temp + phosphate_star	Indian	(27.75,27.85]	-0.3210278	-0.3638874	-0.2781682
temp + phosphate_star	Indian	(27.85,27.95]	-0.5321972	-0.5520786	-0.5123157
temp + phosphate_star	Indian	(27.95,28.05]	-0.6409324	-0.6598034	-0.6220615
temp + phosphate_star	Indian	(28.05,28.1]	-0.3350136	-0.3790607	-0.2909664
temp + phosphate_star	Indian	(28.1,28.2]	-0.3224714	-0.3413512	-0.3035916
temp + phosphate_star	Indian	(28.2,28.3]	-0.3923805	-0.4365041	-0.3482570
temp + phosphate_star	Indian	(28.3,28.4]	-0.5186619	-0.5718988	-0.4654250
temp + phosphate_star	Indian	(28.4, Inf]	-0.9509827	-0.9509827	-0.9509827
temp + phosphate_star	Pacific	(-Inf,26]	-0.3430910	-0.5420525	-0.1441294
temp + phosphate_star	Pacific	(26,26.5]	-0.6145057	-0.6729366	-0.5560748
temp + phosphate_star	Pacific	(26.5,26.75]	-0.7119225	-0.7424164	-0.6814287
temp + phosphate_star	Pacific	(26.75,27]	-0.7371667	-0.7937003	-0.6806332
temp + phosphate_star	Pacific	(27,27.25]	-0.4773829	-0.5976345	-0.3571312
temp + phosphate_star	Pacific	(27.25,27.5]	-0.2535481	-0.3433219	-0.1637742
temp + phosphate_star	Pacific	(27.5,27.75]	-0.1773760	-0.2884953	-0.0662567
temp + phosphate_star	Pacific	(27.75,27.85]	-0.0554036	-0.1798184	0.0690113
temp + phosphate_star	Pacific	(27.85,27.95]	-0.0521675	-0.1045754	0.0002405
temp + phosphate_star	Pacific	(27.95,28.05]	-0.1739572	-0.2374829	-0.1104314
temp + phosphate_star	Pacific	(28.05,28.1]	-0.1073990	-0.1753764	-0.0394215
temp + phosphate_star	Pacific	(28.1,28.2]	-0.0245176	-0.0670268	0.0179917
temp + phosphate_star	Pacific	(28.2,28.3]	-0.5159165	-0.8037018	-0.2281311
temp + phosphate_star	Pacific	(28.3,28.4]	-0.6902751	-0.7241335	-0.6564167
temp + phosphate_star	Pacific	(28.4, Inf]	-0.6617605	-0.6617605	-0.6617605
temp + silicate	Atlantic	(-Inf,26]	-0.1485592	-0.2727366	-0.0243818
temp + silicate	Atlantic	(26,26.5]	-0.2723056	-0.3883541	-0.1562571
temp + silicate	Atlantic	(26.5,26.75]	-0.2586786	-0.3972589	-0.1200983
temp + silicate	Atlantic	(26.75,27]	-0.3073611	-0.4142450	-0.2004772
temp + silicate	Atlantic	(27,27.25]	-0.4154968	-0.5276748	-0.3033189
temp + silicate	Atlantic	(27.25,27.5]	-0.6633134	-0.7112461	-0.6153807
temp + silicate	Atlantic	(27.5,27.75]	-0.7596940	-0.7747368	-0.7446512
temp + silicate	Atlantic	(27.75,27.85]	-0.7159176	-0.7414184	-0.6904167
temp + silicate	Atlantic	(27.85,27.95]	-0.7298290	-0.7525860	-0.7070721
temp + silicate	Atlantic	(27.95,28.05]	-0.7520518	-0.7630318	-0.7410718
temp + silicate	Atlantic	(28.05,28.1]	-0.7750277	-0.7774182	-0.7726372
temp + silicate	Atlantic	(28.1,28.15]	-0.7602104	-0.7728653	-0.7475554
temp + silicate	Atlantic	(28.15,28.2]	-0.5181330	-0.6821536	-0.3541124
temp + silicate	Atlantic	(28.2, Inf]	-0.2483893	-0.2744457	-0.2223329
temp + silicate	Indian	(-Inf,26]	-0.3621310	-0.4398541	-0.2844080
temp + silicate	Indian	(26,26.5]	-0.4290510	-0.4619261	-0.3961758
temp + silicate	Indian	(26.5,26.75]	-0.2002867	-0.3041194	-0.0964539
temp + silicate	Indian	(26.75,27]	0.2074054	0.0669689	0.3478418
temp + silicate	Indian	(27,27.25]	0.3740521	0.3484761	0.3996281
temp + silicate	Indian	(27.25,27.5]	0.5228540	0.5021266	0.5435813
temp + silicate	Indian	(27.5,27.75]	0.5832041	0.5516420	0.6147662
temp + silicate	Indian	(27.75,27.85]	0.6432873	0.5887215	0.6978530
temp + silicate	Indian	(27.85,27.95]	0.5075223	0.4406750	0.5743695
temp + silicate	Indian	(27.95,28.05]	0.3592150	0.2910567	0.4273734
temp + silicate	Indian	(28.05,28.1]	0.2477995	0.1048375	0.3907616
temp + silicate	Indian	(28.1,28.2]	0.2327171	0.0854938	0.3799403
temp + silicate	Indian	(28.2,28.3]	0.0025422	-0.1390883	0.1441728
temp + silicate	Indian	(28.3,28.4]	0.5245223	0.3668961	0.6821485
temp + silicate	Indian	(28.4, Inf]	0.9807175	0.9807175	0.9807175
temp + silicate	Pacific	(-Inf,26]	-0.1382186	-0.2117161	-0.0647211
temp + silicate	Pacific	(26,26.5]	-0.4130746	-0.4665272	-0.3596219
temp + silicate	Pacific	(26.5,26.75]	-0.4987613	-0.5658960	-0.4316265
temp + silicate	Pacific	(26.75,27]	-0.6002845	-0.6496221	-0.5509470
temp + silicate	Pacific	(27,27.25]	-0.5086664	-0.5210562	-0.4962766
temp + silicate	Pacific	(27.25,27.5]	-0.3046634	-0.3128987	-0.2964280
temp + silicate	Pacific	(27.5,27.75]	-0.1705225	-0.2688043	-0.0722407
temp + silicate	Pacific	(27.75,27.85]	-0.1276128	-0.3162301	0.0610045
temp + silicate	Pacific	(27.85,27.95]	-0.1785251	-0.3821168	0.0250667
temp + silicate	Pacific	(27.95,28.05]	-0.1859063	-0.3884020	0.0165894
temp + silicate	Pacific	(28.05,28.1]	-0.0626590	-0.2055078	0.0801899
temp + silicate	Pacific	(28.1,28.2]	0.5157287	0.3762574	0.6552000
temp + silicate	Pacific	(28.2,28.3]	-0.2609667	-0.2959156	-0.2260178
temp + silicate	Pacific	(28.3,28.4]	0.9447628	0.9401955	0.9493300
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
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]	0.1531304	0.0512093	0.2550515
aou	Atlantic	(26,26.5]	0.0957079	0.0481088	0.1433070
aou	Atlantic	(26.5,26.75]	0.0811600	0.0710373	0.0912828
aou	Atlantic	(26.75,27]	0.0479312	-0.0067403	0.1026027
aou	Atlantic	(27,27.25]	0.0287497	-0.0171060	0.0746055
aou	Atlantic	(27.25,27.5]	-0.1032377	-0.1640453	-0.0424301
aou	Atlantic	(27.5,27.75]	-0.3215494	-0.3684065	-0.2746923
aou	Atlantic	(27.75,27.85]	-0.4006416	-0.4137356	-0.3875475
aou	Atlantic	(27.85,27.95]	-0.3791763	-0.3950041	-0.3633485
aou	Atlantic	(27.95,28.05]	-0.3624522	-0.3819707	-0.3429336
aou	Atlantic	(28.05,28.1]	-0.4020882	-0.4110861	-0.3930903
aou	Atlantic	(28.1,28.15]	-0.4429330	-0.4773617	-0.4085044
aou	Atlantic	(28.15,28.2]	-0.5652186	-0.6774407	-0.4529964
aou	Atlantic	(28.2, Inf]	-0.4905532	-0.5453595	-0.4357470
aou	Indian	(-Inf,26]	-0.7552083	-0.9074998	-0.6029167
aou	Indian	(26,26.5]	-0.4227490	-0.6820535	-0.1634445
aou	Indian	(26.5,26.75]	-0.2672121	-0.4137188	-0.1207054
aou	Indian	(26.75,27]	-0.2786063	-0.3951543	-0.1620584
aou	Indian	(27,27.25]	0.0033663	-0.1003308	0.1070635
aou	Indian	(27.25,27.5]	-0.0172715	-0.0268648	-0.0076782
aou	Indian	(27.5,27.75]	-0.0857666	-0.0936652	-0.0778680
aou	Indian	(27.75,27.85]	-0.0820172	-0.0859777	-0.0780567
aou	Indian	(27.85,27.95]	-0.0371740	-0.0510482	-0.0232998
aou	Indian	(27.95,28.05]	-0.0429882	-0.0989815	0.0130051
aou	Indian	(28.05,28.1]	-0.0537000	-0.0904562	-0.0169437
aou	Indian	(28.1,28.2]	0.0403785	0.0221379	0.0586190
aou	Indian	(28.2,28.3]	0.0463009	0.0295183	0.0630836
aou	Indian	(28.3,28.4]	-0.0978982	-0.1835597	-0.0122367
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.0913693	-0.1710828	-0.0116558
aou	Pacific	(26,26.5]	-0.2180255	-0.3206907	-0.1153603
aou	Pacific	(26.5,26.75]	-0.2752015	-0.3793962	-0.1710067
aou	Pacific	(26.75,27]	-0.2782042	-0.4370139	-0.1193945
aou	Pacific	(27,27.25]	0.0858601	0.0245471	0.1471731
aou	Pacific	(27.25,27.5]	0.3239424	0.3120813	0.3358036
aou	Pacific	(27.5,27.75]	0.3606797	0.2798439	0.4415155
aou	Pacific	(27.75,27.85]	0.3201653	0.2456298	0.3947008
aou	Pacific	(27.85,27.95]	0.2967786	0.1775656	0.4159915
aou	Pacific	(27.95,28.05]	0.2057619	0.1188785	0.2926453
aou	Pacific	(28.05,28.1]	0.1130064	0.0960183	0.1299945
aou	Pacific	(28.1,28.2]	0.0879053	0.0829959	0.0928148
aou	Pacific	(28.2,28.3]	0.0049339	-0.0067109	0.0165786
aou	Pacific	(28.3,28.4]	-0.4357196	-0.6865882	-0.1848509
aou	Pacific	(28.4, Inf]	-0.3179757	-0.3179757	-0.3179757
nitrate	Atlantic	(-Inf,26]	-0.2082186	-0.3227062	-0.0937310
nitrate	Atlantic	(26,26.5]	-0.2199410	-0.2683418	-0.1715402
nitrate	Atlantic	(26.5,26.75]	-0.3181002	-0.4594930	-0.1767075
nitrate	Atlantic	(26.75,27]	-0.3822248	-0.4575682	-0.3068814
nitrate	Atlantic	(27,27.25]	-0.3788195	-0.4424448	-0.3151942
nitrate	Atlantic	(27.25,27.5]	-0.4427622	-0.5618211	-0.3237033
nitrate	Atlantic	(27.5,27.75]	-0.5137164	-0.6033563	-0.4240766
nitrate	Atlantic	(27.75,27.85]	-0.5478428	-0.5531163	-0.5425692
nitrate	Atlantic	(27.85,27.95]	-0.5877313	-0.5892133	-0.5862493
nitrate	Atlantic	(27.95,28.05]	-0.6312997	-0.6831870	-0.5794125
nitrate	Atlantic	(28.05,28.1]	-0.6139111	-0.7476549	-0.4801673
nitrate	Atlantic	(28.1,28.15]	-0.6479011	-0.7940450	-0.5017571
nitrate	Atlantic	(28.15,28.2]	-0.8185820	-0.8811217	-0.7560422
nitrate	Atlantic	(28.2, Inf]	-0.7265841	-0.7589282	-0.6942400
nitrate	Indian	(-Inf,26]	-0.7313167	-0.8871268	-0.5755066
nitrate	Indian	(26,26.5]	-0.6530526	-0.7973272	-0.5087780
nitrate	Indian	(26.5,26.75]	-0.5052784	-0.7409180	-0.2696387
nitrate	Indian	(26.75,27]	-0.5190413	-0.6168055	-0.4212770
nitrate	Indian	(27,27.25]	-0.4942041	-0.6205123	-0.3678959
nitrate	Indian	(27.25,27.5]	-0.4838040	-0.6589527	-0.3086554
nitrate	Indian	(27.5,27.75]	-0.5719443	-0.7133330	-0.4305556
nitrate	Indian	(27.75,27.85]	-0.6096625	-0.8121157	-0.4072093
nitrate	Indian	(27.85,27.95]	-0.5725778	-0.7847401	-0.3604156
nitrate	Indian	(27.95,28.05]	-0.5122187	-0.6510516	-0.3733857
nitrate	Indian	(28.05,28.1]	-0.5060139	-0.5570837	-0.4549441
nitrate	Indian	(28.1,28.2]	-0.5036134	-0.6813263	-0.3259006
nitrate	Indian	(28.2,28.3]	-0.7566238	-0.8849558	-0.6282918
nitrate	Indian	(28.3,28.4]	-0.4830515	-0.7965958	-0.1695071
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.4104534	-0.6419894	-0.1789173
nitrate	Pacific	(26,26.5]	-0.5162525	-0.6460058	-0.3864991
nitrate	Pacific	(26.5,26.75]	-0.5503000	-0.6317785	-0.4688215
nitrate	Pacific	(26.75,27]	-0.5844866	-0.5978180	-0.5711551
nitrate	Pacific	(27,27.25]	-0.1961139	-0.3607401	-0.0314878
nitrate	Pacific	(27.25,27.5]	-0.0320521	-0.2632206	0.1991165
nitrate	Pacific	(27.5,27.75]	-0.0256018	-0.2001146	0.1489111
nitrate	Pacific	(27.75,27.85]	-0.0761651	-0.1835702	0.0312401
nitrate	Pacific	(27.85,27.95]	0.0845930	0.0201861	0.1490000
nitrate	Pacific	(27.95,28.05]	0.0876084	0.0673532	0.1078636
nitrate	Pacific	(28.05,28.1]	-0.0282915	-0.0585141	0.0019311
nitrate	Pacific	(28.1,28.2]	0.0394786	0.0092991	0.0696581
nitrate	Pacific	(28.2,28.3]	-0.1451187	-0.2430481	-0.0471893
nitrate	Pacific	(28.3,28.4]	-0.5397535	-0.5653234	-0.5141836
nitrate	Pacific	(28.4, Inf]	0.5836413	0.5836413	0.5836413
phosphate	Atlantic	(-Inf,26]	-0.9643995	-0.9693891	-0.9594100
phosphate	Atlantic	(26,26.5]	-0.9275708	-0.9483262	-0.9068153
phosphate	Atlantic	(26.5,26.75]	-0.8150648	-0.8485810	-0.7815486
phosphate	Atlantic	(26.75,27]	-0.8052723	-0.8078666	-0.8026781
phosphate	Atlantic	(27,27.25]	-0.8547833	-0.8659709	-0.8435957
phosphate	Atlantic	(27.25,27.5]	-0.9162862	-0.9216843	-0.9108880
phosphate	Atlantic	(27.5,27.75]	-0.9293893	-0.9345570	-0.9242216
phosphate	Atlantic	(27.75,27.85]	-0.9061356	-0.9100858	-0.9021853
phosphate	Atlantic	(27.85,27.95]	-0.8904526	-0.8986905	-0.8822148
phosphate	Atlantic	(27.95,28.05]	-0.8866803	-0.8981144	-0.8752462
phosphate	Atlantic	(28.05,28.1]	-0.8714392	-0.8730757	-0.8698027
phosphate	Atlantic	(28.1,28.15]	-0.8498148	-0.8647074	-0.8349222
phosphate	Atlantic	(28.15,28.2]	-0.9030929	-0.9217979	-0.8843879
phosphate	Atlantic	(28.2, Inf]	-0.9369041	-0.9386492	-0.9351591
phosphate	Indian	(-Inf,26]	-0.7545633	-0.9121345	-0.5969921
phosphate	Indian	(26,26.5]	-0.7771487	-0.8346008	-0.7196966
phosphate	Indian	(26.5,26.75]	-0.7588382	-0.7799229	-0.7377536
phosphate	Indian	(26.75,27]	-0.7067145	-0.7234648	-0.6899642
phosphate	Indian	(27,27.25]	-0.6765633	-0.7407845	-0.6123421
phosphate	Indian	(27.25,27.5]	-0.7515949	-0.8346369	-0.6685528
phosphate	Indian	(27.5,27.75]	-0.7925910	-0.8771253	-0.7080568
phosphate	Indian	(27.75,27.85]	-0.8493419	-0.8647016	-0.8339821
phosphate	Indian	(27.85,27.95]	-0.8144488	-0.8787798	-0.7501179
phosphate	Indian	(27.95,28.05]	-0.6911777	-0.7707301	-0.6116253
phosphate	Indian	(28.05,28.1]	-0.6890130	-0.8110496	-0.5669764
phosphate	Indian	(28.1,28.2]	-0.7609196	-0.8585243	-0.6633149
phosphate	Indian	(28.2,28.3]	-0.9762606	-0.9765735	-0.9759477
phosphate	Indian	(28.3,28.4]	-0.8501299	-0.8863706	-0.8138891
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.7555017	-0.8758667	-0.6351367
phosphate	Pacific	(26,26.5]	-0.7226081	-0.7766025	-0.6686137
phosphate	Pacific	(26.5,26.75]	-0.6839307	-0.7231702	-0.6446912
phosphate	Pacific	(26.75,27]	-0.6290763	-0.6681880	-0.5899646
phosphate	Pacific	(27,27.25]	-0.2996863	-0.3391564	-0.2602162
phosphate	Pacific	(27.25,27.5]	-0.1933609	-0.2170328	-0.1696891
phosphate	Pacific	(27.5,27.75]	-0.3122244	-0.4467893	-0.1776594
phosphate	Pacific	(27.75,27.85]	-0.3944671	-0.5476651	-0.2412690
phosphate	Pacific	(27.85,27.95]	-0.2897446	-0.7087262	0.1292369
phosphate	Pacific	(27.95,28.05]	-0.3917095	-0.8288035	0.0453846
phosphate	Pacific	(28.05,28.1]	-0.5391790	-0.8857364	-0.1926216
phosphate	Pacific	(28.1,28.2]	-0.5427197	-0.8589985	-0.2264409
phosphate	Pacific	(28.2,28.3]	-0.7646859	-0.9508404	-0.5785315
phosphate	Pacific	(28.3,28.4]	-0.7813593	-0.8273445	-0.7353740
phosphate	Pacific	(28.4, Inf]	0.3628563	0.3628563	0.3628563
phosphate_star	Atlantic	(-Inf,26]	-0.9703112	-0.9715927	-0.9690298
phosphate_star	Atlantic	(26,26.5]	-0.9564247	-0.9725841	-0.9402654
phosphate_star	Atlantic	(26.5,26.75]	-0.9325547	-0.9435398	-0.9215696
phosphate_star	Atlantic	(26.75,27]	-0.9357003	-0.9379200	-0.9334806
phosphate_star	Atlantic	(27,27.25]	-0.9298465	-0.9386601	-0.9210329
phosphate_star	Atlantic	(27.25,27.5]	-0.9202763	-0.9358207	-0.9047319
phosphate_star	Atlantic	(27.5,27.75]	-0.9205681	-0.9246930	-0.9164433
phosphate_star	Atlantic	(27.75,27.85]	-0.9202700	-0.9295142	-0.9110257
phosphate_star	Atlantic	(27.85,27.95]	-0.9201323	-0.9309105	-0.9093540
phosphate_star	Atlantic	(27.95,28.05]	-0.9277510	-0.9405724	-0.9149297
phosphate_star	Atlantic	(28.05,28.1]	-0.9306335	-0.9325645	-0.9287024
phosphate_star	Atlantic	(28.1,28.15]	-0.9161134	-0.9329832	-0.8992436
phosphate_star	Atlantic	(28.15,28.2]	-0.9506190	-0.9734646	-0.9277733
phosphate_star	Atlantic	(28.2, Inf]	-0.9777515	-0.9808259	-0.9746771
phosphate_star	Indian	(-Inf,26]	-0.6780460	-0.8684285	-0.4876634
phosphate_star	Indian	(26,26.5]	-0.9522804	-0.9535847	-0.9509761
phosphate_star	Indian	(26.5,26.75]	-0.9746883	-0.9809448	-0.9684318
phosphate_star	Indian	(26.75,27]	-0.8750784	-0.9228900	-0.8272668
phosphate_star	Indian	(27,27.25]	-0.8210008	-0.8892719	-0.7527296
phosphate_star	Indian	(27.25,27.5]	-0.8205883	-0.9105116	-0.7306650
phosphate_star	Indian	(27.5,27.75]	-0.8331689	-0.9275722	-0.7387657
phosphate_star	Indian	(27.75,27.85]	-0.9032001	-0.9089887	-0.8974116
phosphate_star	Indian	(27.85,27.95]	-0.8400455	-0.8665775	-0.8135134
phosphate_star	Indian	(27.95,28.05]	-0.7577966	-0.7897645	-0.7258287
phosphate_star	Indian	(28.05,28.1]	-0.8828675	-0.9208675	-0.8448676
phosphate_star	Indian	(28.1,28.2]	-0.9174419	-0.9289698	-0.9059139
phosphate_star	Indian	(28.2,28.3]	-0.9612437	-0.9652986	-0.9571887
phosphate_star	Indian	(28.3,28.4]	-0.6887181	-0.8319602	-0.5454761
phosphate_star	Indian	(28.4, Inf]	NA	NA	NA
phosphate_star	Pacific	(-Inf,26]	-0.7845403	-0.8989369	-0.6701436
phosphate_star	Pacific	(26,26.5]	-0.8861826	-0.9052192	-0.8671461
phosphate_star	Pacific	(26.5,26.75]	-0.8114993	-0.8162451	-0.8067536
phosphate_star	Pacific	(26.75,27]	-0.7253962	-0.7642222	-0.6865703
phosphate_star	Pacific	(27,27.25]	-0.7640848	-0.8395503	-0.6886194
phosphate_star	Pacific	(27.25,27.5]	-0.8703881	-0.8759679	-0.8648084
phosphate_star	Pacific	(27.5,27.75]	-0.9117181	-0.9430395	-0.8803968
phosphate_star	Pacific	(27.75,27.85]	-0.9158983	-0.9672130	-0.8645836
phosphate_star	Pacific	(27.85,27.95]	-0.7930329	-0.9805726	-0.6054932
phosphate_star	Pacific	(27.95,28.05]	-0.7862099	-0.9837982	-0.5886216
phosphate_star	Pacific	(28.05,28.1]	-0.8205887	-0.9859579	-0.6552196
phosphate_star	Pacific	(28.1,28.2]	-0.8459057	-0.9857830	-0.7060285
phosphate_star	Pacific	(28.2,28.3]	-0.6330194	-0.9460115	-0.3200274
phosphate_star	Pacific	(28.3,28.4]	-0.0637237	-0.3260746	0.1986273
phosphate_star	Pacific	(28.4, Inf]	0.4075306	0.4075306	0.4075306
sal	Atlantic	(-Inf,26]	0.2493770	0.2491451	0.2496088
sal	Atlantic	(26,26.5]	0.3429203	0.3395871	0.3462534
sal	Atlantic	(26.5,26.75]	0.2178053	0.2109214	0.2246891
sal	Atlantic	(26.75,27]	0.2280986	0.2060457	0.2501514
sal	Atlantic	(27,27.25]	0.3473901	0.3454756	0.3493045
sal	Atlantic	(27.25,27.5]	0.3494815	0.2963437	0.4026192
sal	Atlantic	(27.5,27.75]	0.3319993	0.3173836	0.3466150
sal	Atlantic	(27.75,27.85]	0.3187031	0.2582589	0.3791473
sal	Atlantic	(27.85,27.95]	0.2579660	0.2005460	0.3153860
sal	Atlantic	(27.95,28.05]	0.2530480	0.2500025	0.2560934
sal	Atlantic	(28.05,28.1]	0.3456052	0.3273386	0.3638718
sal	Atlantic	(28.1,28.15]	0.3806659	0.3775437	0.3837880
sal	Atlantic	(28.15,28.2]	0.5472512	0.4600664	0.6344359
sal	Atlantic	(28.2, Inf]	0.6451506	0.5825259	0.7077753
sal	Indian	(-Inf,26]	0.5663927	0.4445535	0.6882320
sal	Indian	(26,26.5]	0.2821006	0.2132770	0.3509242
sal	Indian	(26.5,26.75]	0.1300864	0.0677240	0.1924487
sal	Indian	(26.75,27]	0.0790538	-0.1317841	0.2898917
sal	Indian	(27,27.25]	0.1587131	0.0149309	0.3024953
sal	Indian	(27.25,27.5]	0.0246902	-0.0285319	0.0779122
sal	Indian	(27.5,27.75]	-0.0856255	-0.1155707	-0.0556803
sal	Indian	(27.75,27.85]	-0.0666908	-0.0789388	-0.0544428
sal	Indian	(27.85,27.95]	0.0026749	-0.0040353	0.0093850
sal	Indian	(27.95,28.05]	0.0842970	0.0473498	0.1212441
sal	Indian	(28.05,28.1]	0.0458215	-0.0184903	0.1101333
sal	Indian	(28.1,28.2]	0.0724260	0.0346920	0.1101600
sal	Indian	(28.2,28.3]	0.1530732	0.0942129	0.2119334
sal	Indian	(28.3,28.4]	-0.0713797	-0.1852278	0.0424683
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	-0.0665968	-0.1801432	0.0469495
sal	Pacific	(26,26.5]	0.2502802	0.2009464	0.2996139
sal	Pacific	(26.5,26.75]	0.2382075	0.1597239	0.3166912
sal	Pacific	(26.75,27]	0.1161754	0.1015716	0.1307793
sal	Pacific	(27,27.25]	-0.1760101	-0.1878378	-0.1641825
sal	Pacific	(27.25,27.5]	-0.2028957	-0.2661216	-0.1396697
sal	Pacific	(27.5,27.75]	-0.1008868	-0.2083219	0.0065484
sal	Pacific	(27.75,27.85]	-0.1305044	-0.2750511	0.0140423
sal	Pacific	(27.85,27.95]	-0.1364432	-0.2700870	-0.0027993
sal	Pacific	(27.95,28.05]	-0.1028861	-0.1469866	-0.0587855
sal	Pacific	(28.05,28.1]	-0.0902799	-0.1184856	-0.0620742
sal	Pacific	(28.1,28.2]	-0.0694599	-0.1059644	-0.0329555
sal	Pacific	(28.2,28.3]	-0.0098767	-0.0556130	0.0358595
sal	Pacific	(28.3,28.4]	-0.2881240	-0.5396769	-0.0365710
sal	Pacific	(28.4, Inf]	-0.7690185	-0.7690185	-0.7690185
silicate	Atlantic	(-Inf,26]	-0.2633842	-0.2769524	-0.2498160
silicate	Atlantic	(26,26.5]	-0.2564196	-0.2673396	-0.2454995
silicate	Atlantic	(26.5,26.75]	-0.2873792	-0.4253258	-0.1494326
silicate	Atlantic	(26.75,27]	-0.2586437	-0.3294743	-0.1878131
silicate	Atlantic	(27,27.25]	-0.2495990	-0.3040053	-0.1951927
silicate	Atlantic	(27.25,27.5]	-0.3258679	-0.4151968	-0.2365390
silicate	Atlantic	(27.5,27.75]	-0.3573440	-0.3853793	-0.3293088
silicate	Atlantic	(27.75,27.85]	-0.4245496	-0.4694730	-0.3796262
silicate	Atlantic	(27.85,27.95]	-0.4107906	-0.4349877	-0.3865935
silicate	Atlantic	(27.95,28.05]	-0.4378509	-0.4394287	-0.4362730
silicate	Atlantic	(28.05,28.1]	-0.5012132	-0.5565452	-0.4458813
silicate	Atlantic	(28.1,28.15]	-0.5733257	-0.6439628	-0.5026885
silicate	Atlantic	(28.15,28.2]	-0.7695551	-0.7737472	-0.7653630
silicate	Atlantic	(28.2, Inf]	-0.6805282	-0.6994341	-0.6616223
silicate	Indian	(-Inf,26]	-0.5497390	-0.7514207	-0.3480573
silicate	Indian	(26,26.5]	-0.5408364	-0.6771559	-0.4045168
silicate	Indian	(26.5,26.75]	-0.3720156	-0.6035507	-0.1404804
silicate	Indian	(26.75,27]	-0.3550745	-0.4975484	-0.2126006
silicate	Indian	(27,27.25]	-0.1851850	-0.2741013	-0.0962688
silicate	Indian	(27.25,27.5]	-0.1544983	-0.1561345	-0.1528621
silicate	Indian	(27.5,27.75]	-0.1457506	-0.1569748	-0.1345263
silicate	Indian	(27.75,27.85]	-0.2597848	-0.3130829	-0.2064867
silicate	Indian	(27.85,27.95]	-0.2582558	-0.3168462	-0.1996653
silicate	Indian	(27.95,28.05]	-0.1701545	-0.2393199	-0.1009891
silicate	Indian	(28.05,28.1]	-0.1630745	-0.2413217	-0.0848274
silicate	Indian	(28.1,28.2]	-0.0169796	-0.0399113	0.0059522
silicate	Indian	(28.2,28.3]	-0.2185340	-0.2689592	-0.1681089
silicate	Indian	(28.3,28.4]	-0.3549212	-0.4104371	-0.2994052
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.6719388	-0.6967719	-0.6471058
silicate	Pacific	(26,26.5]	-0.7012411	-0.7084091	-0.6940731
silicate	Pacific	(26.5,26.75]	-0.6384783	-0.6419929	-0.6349636
silicate	Pacific	(26.75,27]	-0.4530048	-0.5112764	-0.3947331
silicate	Pacific	(27,27.25]	0.0034424	-0.0273510	0.0342359
silicate	Pacific	(27.25,27.5]	0.2443747	0.1350497	0.3536997
silicate	Pacific	(27.5,27.75]	0.2117334	0.1569516	0.2665153
silicate	Pacific	(27.75,27.85]	0.1067989	0.0253631	0.1882346
silicate	Pacific	(27.85,27.95]	0.0229929	-0.1181178	0.1641036
silicate	Pacific	(27.95,28.05]	-0.0743523	-0.3162423	0.1675376
silicate	Pacific	(28.05,28.1]	-0.1895197	-0.4021584	0.0231190
silicate	Pacific	(28.1,28.2]	-0.1550170	-0.3445679	0.0345338
silicate	Pacific	(28.2,28.3]	-0.2398973	-0.3132080	-0.1665866
silicate	Pacific	(28.3,28.4]	-0.5661230	-0.6778477	-0.4543984
silicate	Pacific	(28.4, Inf]	0.2912623	0.2912623	0.2912623
temp	Atlantic	(-Inf,26]	0.1887349	0.1556518	0.2218180
temp	Atlantic	(26,26.5]	0.3119720	0.3080574	0.3158866
temp	Atlantic	(26.5,26.75]	0.1957853	0.1869032	0.2046673
temp	Atlantic	(26.75,27]	0.2026926	0.1852413	0.2201439
temp	Atlantic	(27,27.25]	0.3374184	0.3356837	0.3391532
temp	Atlantic	(27.25,27.5]	0.3373970	0.2748933	0.3999006
temp	Atlantic	(27.5,27.75]	0.3135270	0.3016713	0.3253828
temp	Atlantic	(27.75,27.85]	0.3131817	0.2446398	0.3817237
temp	Atlantic	(27.85,27.95]	0.2576079	0.1979410	0.3172748
temp	Atlantic	(27.95,28.05]	0.2464432	0.2334719	0.2594145
temp	Atlantic	(28.05,28.1]	0.3060160	0.2873310	0.3247010
temp	Atlantic	(28.1,28.15]	0.3159588	0.2900018	0.3419158
temp	Atlantic	(28.15,28.2]	0.2980983	0.1782683	0.4179282
temp	Atlantic	(28.2, Inf]	0.3520056	0.3514903	0.3525208
temp	Indian	(-Inf,26]	0.0268423	-0.0829532	0.1366378
temp	Indian	(26,26.5]	0.2193091	0.1679277	0.2706905
temp	Indian	(26.5,26.75]	0.1149063	0.0740803	0.1557323
temp	Indian	(26.75,27]	0.1372706	-0.0285612	0.3031025
temp	Indian	(27,27.25]	0.2320211	0.1211600	0.3428821
temp	Indian	(27.25,27.5]	0.0741090	0.0047552	0.1434628
temp	Indian	(27.5,27.75]	-0.1084447	-0.1346685	-0.0822209
temp	Indian	(27.75,27.85]	-0.0657432	-0.0800537	-0.0514326
temp	Indian	(27.85,27.95]	0.0269109	0.0019584	0.0518634
temp	Indian	(27.95,28.05]	0.0637682	0.0111458	0.1163907
temp	Indian	(28.05,28.1]	0.0279004	-0.0341815	0.0899823
temp	Indian	(28.1,28.2]	0.0828270	0.0576480	0.1080060
temp	Indian	(28.2,28.3]	0.1950455	0.1341801	0.2559109
temp	Indian	(28.3,28.4]	-0.0435218	-0.1538675	0.0668239
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.1755954	-0.2491485	-0.1020423
temp	Pacific	(26,26.5]	0.2576947	0.2009682	0.3144212
temp	Pacific	(26.5,26.75]	0.2460486	0.1685219	0.3235753
temp	Pacific	(26.75,27]	0.1385123	0.1207528	0.1562718
temp	Pacific	(27,27.25]	-0.1332639	-0.1474830	-0.1190448
temp	Pacific	(27.25,27.5]	-0.1985851	-0.2540058	-0.1431644
temp	Pacific	(27.5,27.75]	-0.1177100	-0.2426378	0.0072177
temp	Pacific	(27.75,27.85]	-0.1069722	-0.2316797	0.0177352
temp	Pacific	(27.85,27.95]	-0.1162246	-0.2371177	0.0046686
temp	Pacific	(27.95,28.05]	-0.0475641	-0.1201119	0.0249837
temp	Pacific	(28.05,28.1]	0.0070911	-0.0045983	0.0187804
temp	Pacific	(28.1,28.2]	0.0749306	0.0542984	0.0955629
temp	Pacific	(28.2,28.3]	0.0812988	0.0399408	0.1226569
temp	Pacific	(28.3,28.4]	-0.4935619	-0.6709916	-0.3161322
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