eMLR - assumption testing

workflowr

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Last updated: 2021-08-04

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	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) %>%
  # head(1) %>% 
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
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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
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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
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7389050	0.6281136	0.8496965
aou + nitrate	Atlantic	(26,26.5]	0.8360530	0.8268155	0.8452905
aou + nitrate	Atlantic	(26.5,26.75]	0.7923903	0.7669698	0.8178107
aou + nitrate	Atlantic	(26.75,27]	0.8005503	0.7789702	0.8221304
aou + nitrate	Atlantic	(27,27.25]	0.7676523	0.7666882	0.7686163
aou + nitrate	Atlantic	(27.25,27.5]	0.7343045	0.7312554	0.7373536
aou + nitrate	Atlantic	(27.5,27.75]	0.7350570	0.7251360	0.7449781
aou + nitrate	Atlantic	(27.75,27.85]	0.7974109	0.7760735	0.8187482
aou + nitrate	Atlantic	(27.85,27.95]	0.8500241	0.8255716	0.8744767
aou + nitrate	Atlantic	(27.95,28.05]	0.8622326	0.8500879	0.8743773
aou + nitrate	Atlantic	(28.05,28.1]	0.9281202	0.8992393	0.9570010
aou + nitrate	Atlantic	(28.1,28.15]	0.9654663	0.9526087	0.9783238
aou + nitrate	Atlantic	(28.15,28.2]	0.9823198	0.9762575	0.9883822
aou + nitrate	Atlantic	(28.2, Inf]	0.9248920	0.9111695	0.9386145
aou + nitrate	Indian	(-Inf,26]	0.9252278	0.9006551	0.9498005
aou + nitrate	Indian	(26,26.5]	0.7477931	0.6768765	0.8187096
aou + nitrate	Indian	(26.5,26.75]	0.6732915	0.5840709	0.7625120
aou + nitrate	Indian	(26.75,27]	0.6529222	0.5569696	0.7488748
aou + nitrate	Indian	(27,27.25]	0.7495340	0.6497203	0.8493477
aou + nitrate	Indian	(27.25,27.5]	0.9315141	0.9107161	0.9523120
aou + nitrate	Indian	(27.5,27.75]	0.9542685	0.9496689	0.9588680
aou + nitrate	Indian	(27.75,27.85]	0.9406056	0.9339077	0.9473036
aou + nitrate	Indian	(27.85,27.95]	0.8757970	0.8525116	0.8990823
aou + nitrate	Indian	(27.95,28.05]	0.7761169	0.6913155	0.8609183
aou + nitrate	Indian	(28.05,28.1]	0.8975984	0.8540394	0.9411574
aou + nitrate	Indian	(28.1,28.2]	0.8620265	0.8011263	0.9229267
aou + nitrate	Indian	(28.2,28.3]	0.3856501	0.3466363	0.4246639
aou + nitrate	Indian	(28.3,28.4]	0.5094993	0.4141389	0.6048597
aou + nitrate	Indian	(28.4, Inf]	0.8910355	0.8910355	0.8910355
aou + nitrate	Pacific	(-Inf,26]	0.5564387	0.5406051	0.5722724
aou + nitrate	Pacific	(26,26.5]	0.7468922	0.7071307	0.7866538
aou + nitrate	Pacific	(26.5,26.75]	0.7799753	0.7156455	0.8443051
aou + nitrate	Pacific	(26.75,27]	0.9101225	0.8995338	0.9207111
aou + nitrate	Pacific	(27,27.25]	0.9656237	0.9612975	0.9699499
aou + nitrate	Pacific	(27.25,27.5]	0.9818540	0.9812873	0.9824206
aou + nitrate	Pacific	(27.5,27.75]	0.9844527	0.9837232	0.9851821
aou + nitrate	Pacific	(27.75,27.85]	0.9890038	0.9889407	0.9890670
aou + nitrate	Pacific	(27.85,27.95]	0.9872121	0.9860788	0.9883455
aou + nitrate	Pacific	(27.95,28.05]	0.9758263	0.9705266	0.9811261
aou + nitrate	Pacific	(28.05,28.1]	0.9751733	0.9642656	0.9860811
aou + nitrate	Pacific	(28.1,28.2]	0.9798087	0.9785907	0.9810266
aou + nitrate	Pacific	(28.2,28.3]	0.0408333	0.0140490	0.0676176
aou + nitrate	Pacific	(28.3,28.4]	0.8149919	0.7999146	0.8300693
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + oxygen	Atlantic	(-Inf,26]	-0.6731285	-0.7396509	-0.6066062
aou + oxygen	Atlantic	(26,26.5]	-0.8945024	-0.8951888	-0.8938161
aou + oxygen	Atlantic	(26.5,26.75]	-0.9244575	-0.9297499	-0.9191650
aou + oxygen	Atlantic	(26.75,27]	-0.9392882	-0.9482649	-0.9303115
aou + oxygen	Atlantic	(27,27.25]	-0.9551481	-0.9635738	-0.9467225
aou + oxygen	Atlantic	(27.25,27.5]	-0.9442141	-0.9512808	-0.9371474
aou + oxygen	Atlantic	(27.5,27.75]	-0.9270881	-0.9302011	-0.9239751
aou + oxygen	Atlantic	(27.75,27.85]	-0.9181356	-0.9308209	-0.9054503
aou + oxygen	Atlantic	(27.85,27.95]	-0.9346384	-0.9473999	-0.9218770
aou + oxygen	Atlantic	(27.95,28.05]	-0.9260449	-0.9349781	-0.9171118
aou + oxygen	Atlantic	(28.05,28.1]	-0.9657643	-0.9809919	-0.9505368
aou + oxygen	Atlantic	(28.1,28.15]	-0.9868276	-0.9902555	-0.9833997
aou + oxygen	Atlantic	(28.15,28.2]	-0.9935024	-0.9955025	-0.9915023
aou + oxygen	Atlantic	(28.2, Inf]	-0.9831323	-0.9840895	-0.9821751
aou + oxygen	Indian	(-Inf,26]	-0.9523924	-0.9584373	-0.9463475
aou + oxygen	Indian	(26,26.5]	-0.9770825	-0.9864897	-0.9676753
aou + oxygen	Indian	(26.5,26.75]	-0.9668085	-0.9798629	-0.9537541
aou + oxygen	Indian	(26.75,27]	-0.9745090	-0.9864338	-0.9625841
aou + oxygen	Indian	(27,27.25]	-0.9916673	-0.9951479	-0.9881867
aou + oxygen	Indian	(27.25,27.5]	-0.9960079	-0.9972505	-0.9947654
aou + oxygen	Indian	(27.5,27.75]	-0.9975341	-0.9978402	-0.9972281
aou + oxygen	Indian	(27.75,27.85]	-0.9978851	-0.9979001	-0.9978701
aou + oxygen	Indian	(27.85,27.95]	-0.9963613	-0.9965573	-0.9961653
aou + oxygen	Indian	(27.95,28.05]	-0.9900378	-0.9910543	-0.9890213
aou + oxygen	Indian	(28.05,28.1]	-0.9899127	-0.9941914	-0.9856340
aou + oxygen	Indian	(28.1,28.2]	-0.9866610	-0.9928167	-0.9805053
aou + oxygen	Indian	(28.2,28.3]	-0.9814112	-0.9814385	-0.9813840
aou + oxygen	Indian	(28.3,28.4]	-0.9965801	-0.9977078	-0.9954525
aou + oxygen	Indian	(28.4, Inf]	-0.9998965	-0.9998965	-0.9998965
aou + oxygen	Pacific	(-Inf,26]	-0.7043008	-0.7169014	-0.6917002
aou + oxygen	Pacific	(26,26.5]	-0.9667274	-0.9673322	-0.9661227
aou + oxygen	Pacific	(26.5,26.75]	-0.9784128	-0.9810880	-0.9757376
aou + oxygen	Pacific	(26.75,27]	-0.9821759	-0.9829825	-0.9813694
aou + oxygen	Pacific	(27,27.25]	-0.9904394	-0.9934329	-0.9874459
aou + oxygen	Pacific	(27.25,27.5]	-0.9938679	-0.9955735	-0.9921623
aou + oxygen	Pacific	(27.5,27.75]	-0.9946088	-0.9946937	-0.9945239
aou + oxygen	Pacific	(27.75,27.85]	-0.9960224	-0.9975704	-0.9944745
aou + oxygen	Pacific	(27.85,27.95]	-0.9965856	-0.9982586	-0.9949127
aou + oxygen	Pacific	(27.95,28.05]	-0.9978231	-0.9987429	-0.9969033
aou + oxygen	Pacific	(28.05,28.1]	-0.9989307	-0.9991566	-0.9987049
aou + oxygen	Pacific	(28.1,28.2]	-0.9983171	-0.9986899	-0.9979444
aou + oxygen	Pacific	(28.2,28.3]	-0.9631973	-0.9707132	-0.9556815
aou + oxygen	Pacific	(28.3,28.4]	-0.9992416	-0.9994060	-0.9990772
aou + oxygen	Pacific	(28.4, Inf]	-0.9957301	-0.9957301	-0.9957301
aou + phosphate	Atlantic	(-Inf,26]	0.5595915	0.4869157	0.6322674
aou + phosphate	Atlantic	(26,26.5]	0.7499682	0.7437848	0.7561516
aou + phosphate	Atlantic	(26.5,26.75]	0.7055128	0.6641793	0.7468463
aou + phosphate	Atlantic	(26.75,27]	0.7265213	0.7082268	0.7448158
aou + phosphate	Atlantic	(27,27.25]	0.6848097	0.6732211	0.6963983
aou + phosphate	Atlantic	(27.25,27.5]	0.6708214	0.6581880	0.6834548
aou + phosphate	Atlantic	(27.5,27.75]	0.6951205	0.6901033	0.7001378
aou + phosphate	Atlantic	(27.75,27.85]	0.7647884	0.7404678	0.7891089
aou + phosphate	Atlantic	(27.85,27.95]	0.8308516	0.8086861	0.8530172
aou + phosphate	Atlantic	(27.95,28.05]	0.8526765	0.8414759	0.8638772
aou + phosphate	Atlantic	(28.05,28.1]	0.9231685	0.8941993	0.9521377
aou + phosphate	Atlantic	(28.1,28.15]	0.9625956	0.9519586	0.9732327
aou + phosphate	Atlantic	(28.15,28.2]	0.9824132	0.9771184	0.9877081
aou + phosphate	Atlantic	(28.2, Inf]	0.9220051	0.9090117	0.9349985
aou + phosphate	Indian	(-Inf,26]	0.9330333	0.9114666	0.9546000
aou + phosphate	Indian	(26,26.5]	0.7921349	0.7081995	0.8760702
aou + phosphate	Indian	(26.5,26.75]	0.7230916	0.6159032	0.8302801
aou + phosphate	Indian	(26.75,27]	0.7282975	0.6216094	0.8349856
aou + phosphate	Indian	(27,27.25]	0.8426134	0.7769544	0.9082724
aou + phosphate	Indian	(27.25,27.5]	0.9535914	0.9435713	0.9636115
aou + phosphate	Indian	(27.5,27.75]	0.9728722	0.9728344	0.9729099
aou + phosphate	Indian	(27.75,27.85]	0.9483216	0.9452918	0.9513514
aou + phosphate	Indian	(27.85,27.95]	0.8754583	0.8547352	0.8961814
aou + phosphate	Indian	(27.95,28.05]	0.7975738	0.7236762	0.8714715
aou + phosphate	Indian	(28.05,28.1]	0.9022949	0.8608649	0.9437250
aou + phosphate	Indian	(28.1,28.2]	0.8590739	0.8025534	0.9155943
aou + phosphate	Indian	(28.2,28.3]	0.3321863	0.3018137	0.3625590
aou + phosphate	Indian	(28.3,28.4]	0.5192314	0.4137618	0.6247010
aou + phosphate	Indian	(28.4, Inf]	0.9080952	0.9080952	0.9080952
aou + phosphate	Pacific	(-Inf,26]	0.4519753	0.4297405	0.4742101
aou + phosphate	Pacific	(26,26.5]	0.7537857	0.7110490	0.7965225
aou + phosphate	Pacific	(26.5,26.75]	0.8107748	0.7464919	0.8750577
aou + phosphate	Pacific	(26.75,27]	0.9218604	0.9050239	0.9386968
aou + phosphate	Pacific	(27,27.25]	0.9737812	0.9705187	0.9770437
aou + phosphate	Pacific	(27.25,27.5]	0.9826285	0.9820943	0.9831628
aou + phosphate	Pacific	(27.5,27.75]	0.9835221	0.9825591	0.9844850
aou + phosphate	Pacific	(27.75,27.85]	0.9857701	0.9849622	0.9865779
aou + phosphate	Pacific	(27.85,27.95]	0.9845587	0.9840497	0.9850677
aou + phosphate	Pacific	(27.95,28.05]	0.9797043	0.9781991	0.9812096
aou + phosphate	Pacific	(28.05,28.1]	0.9762276	0.9704060	0.9820491
aou + phosphate	Pacific	(28.1,28.2]	0.9742759	0.9714451	0.9771066
aou + phosphate	Pacific	(28.2,28.3]	0.1352474	0.0775832	0.1929115
aou + phosphate	Pacific	(28.3,28.4]	0.6820041	0.6318629	0.7321452
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + silicate	Atlantic	(-Inf,26]	0.3727155	0.2731348	0.4722962
aou + silicate	Atlantic	(26,26.5]	0.6486312	0.5333289	0.7639336
aou + silicate	Atlantic	(26.5,26.75]	0.7403876	0.6488895	0.8318857
aou + silicate	Atlantic	(26.75,27]	0.5530234	0.4007635	0.7052832
aou + silicate	Atlantic	(27,27.25]	0.3549530	0.3132199	0.3966861
aou + silicate	Atlantic	(27.25,27.5]	0.1123344	0.1111300	0.1135388
aou + silicate	Atlantic	(27.5,27.75]	0.1376871	0.1222385	0.1531358
aou + silicate	Atlantic	(27.75,27.85]	0.5309332	0.5225330	0.5393334
aou + silicate	Atlantic	(27.85,27.95]	0.7219568	0.7068454	0.7370681
aou + silicate	Atlantic	(27.95,28.05]	0.8290568	0.8258639	0.8322497
aou + silicate	Atlantic	(28.05,28.1]	0.9341063	0.9132562	0.9549564
aou + silicate	Atlantic	(28.1,28.15]	0.9652284	0.9584747	0.9719822
aou + silicate	Atlantic	(28.15,28.2]	0.9795684	0.9789681	0.9801688
aou + silicate	Atlantic	(28.2, Inf]	0.9340509	0.9317263	0.9363755
aou + silicate	Indian	(-Inf,26]	0.9266820	0.9245882	0.9287759
aou + silicate	Indian	(26,26.5]	0.9113530	0.9104518	0.9122543
aou + silicate	Indian	(26.5,26.75]	0.7847194	0.7463409	0.8230980
aou + silicate	Indian	(26.75,27]	0.7693994	0.6536754	0.8851233
aou + silicate	Indian	(27,27.25]	0.5841440	0.4229367	0.7453513
aou + silicate	Indian	(27.25,27.5]	0.6687249	0.5630454	0.7744045
aou + silicate	Indian	(27.5,27.75]	0.7881877	0.7359709	0.8404045
aou + silicate	Indian	(27.75,27.85]	0.8360221	0.7997926	0.8722516
aou + silicate	Indian	(27.85,27.95]	0.8308228	0.7958386	0.8658070
aou + silicate	Indian	(27.95,28.05]	0.8485732	0.8061110	0.8910355
aou + silicate	Indian	(28.05,28.1]	0.9469812	0.9352489	0.9587135
aou + silicate	Indian	(28.1,28.2]	0.8224376	0.8176004	0.8272747
aou + silicate	Indian	(28.2,28.3]	0.3583865	0.2786769	0.4380961
aou + silicate	Indian	(28.3,28.4]	0.5485565	0.4458709	0.6512421
aou + silicate	Indian	(28.4, Inf]	0.9859466	0.9859466	0.9859466
aou + silicate	Pacific	(-Inf,26]	0.2234632	0.1896109	0.2573156
aou + silicate	Pacific	(26,26.5]	0.4056346	0.3264435	0.4848258
aou + silicate	Pacific	(26.5,26.75]	0.4602703	0.3684126	0.5521281
aou + silicate	Pacific	(26.75,27]	0.7067264	0.6967510	0.7167017
aou + silicate	Pacific	(27,27.25]	0.8645017	0.8473911	0.8816123
aou + silicate	Pacific	(27.25,27.5]	0.8765788	0.8513838	0.9017737
aou + silicate	Pacific	(27.5,27.75]	0.9057714	0.8914605	0.9200823
aou + silicate	Pacific	(27.75,27.85]	0.9633535	0.9587941	0.9679129
aou + silicate	Pacific	(27.85,27.95]	0.9627809	0.9624163	0.9631454
aou + silicate	Pacific	(27.95,28.05]	0.9504432	0.9413548	0.9595315
aou + silicate	Pacific	(28.05,28.1]	0.9604828	0.9519313	0.9690344
aou + silicate	Pacific	(28.1,28.2]	0.9388270	0.9325131	0.9451409
aou + silicate	Pacific	(28.2,28.3]	-0.0347360	-0.2611597	0.1916878
aou + silicate	Pacific	(28.3,28.4]	0.8952100	0.8415322	0.9488879
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.7831665	0.7029974	0.8633356
nitrate + phosphate	Atlantic	(26,26.5]	0.9584856	0.9529486	0.9640226
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9697249	0.9685036	0.9709463
nitrate + phosphate	Atlantic	(26.75,27]	0.9786388	0.9771408	0.9801368
nitrate + phosphate	Atlantic	(27,27.25]	0.9824349	0.9809838	0.9838860
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9881150	0.9878967	0.9883333
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9914564	0.9908500	0.9920628
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9940735	0.9935189	0.9946280
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9941338	0.9936976	0.9945700
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9942734	0.9936521	0.9948947
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9940294	0.9934553	0.9946035
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9947524	0.9938849	0.9956199
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9968536	0.9965629	0.9971443
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9973991	0.9972269	0.9975712
nitrate + phosphate	Indian	(-Inf,26]	0.9892351	0.9890911	0.9893792
nitrate + phosphate	Indian	(26,26.5]	0.9730449	0.9546484	0.9914413
nitrate + phosphate	Indian	(26.5,26.75]	0.9741397	0.9589319	0.9893475
nitrate + phosphate	Indian	(26.75,27]	0.9709266	0.9561575	0.9856956
nitrate + phosphate	Indian	(27,27.25]	0.9480555	0.9435050	0.9526060
nitrate + phosphate	Indian	(27.25,27.5]	0.9706117	0.9640199	0.9772036
nitrate + phosphate	Indian	(27.5,27.75]	0.9648735	0.9594437	0.9703034
nitrate + phosphate	Indian	(27.75,27.85]	0.9536301	0.9430525	0.9642077
nitrate + phosphate	Indian	(27.85,27.95]	0.9602830	0.9463444	0.9742217
nitrate + phosphate	Indian	(27.95,28.05]	0.9747988	0.9630441	0.9865535
nitrate + phosphate	Indian	(28.05,28.1]	0.9813377	0.9718813	0.9907940
nitrate + phosphate	Indian	(28.1,28.2]	0.9571995	0.9369464	0.9774526
nitrate + phosphate	Indian	(28.2,28.3]	0.7569226	0.6705458	0.8432994
nitrate + phosphate	Indian	(28.3,28.4]	0.6414775	0.5611158	0.7218392
nitrate + phosphate	Indian	(28.4, Inf]	0.8779315	0.8779315	0.8779315
nitrate + phosphate	Pacific	(-Inf,26]	0.9413691	0.9403870	0.9423513
nitrate + phosphate	Pacific	(26,26.5]	0.9498441	0.9423921	0.9572960
nitrate + phosphate	Pacific	(26.5,26.75]	0.9418470	0.9327663	0.9509277
nitrate + phosphate	Pacific	(26.75,27]	0.9769267	0.9761374	0.9777159
nitrate + phosphate	Pacific	(27,27.25]	0.9874319	0.9871537	0.9877101
nitrate + phosphate	Pacific	(27.25,27.5]	0.9915969	0.9915829	0.9916109
nitrate + phosphate	Pacific	(27.5,27.75]	0.9928069	0.9924470	0.9931667
nitrate + phosphate	Pacific	(27.75,27.85]	0.9916791	0.9901441	0.9932141
nitrate + phosphate	Pacific	(27.85,27.95]	0.9902047	0.9870516	0.9933579
nitrate + phosphate	Pacific	(27.95,28.05]	0.9759240	0.9614902	0.9903578
nitrate + phosphate	Pacific	(28.05,28.1]	0.9684193	0.9502516	0.9865871
nitrate + phosphate	Pacific	(28.1,28.2]	0.9768751	0.9706023	0.9831480
nitrate + phosphate	Pacific	(28.2,28.3]	0.4348247	0.4214252	0.4482242
nitrate + phosphate	Pacific	(28.3,28.4]	0.8332248	0.7901500	0.8762997
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + silicate	Atlantic	(-Inf,26]	0.4899037	0.4875598	0.4922477
nitrate + silicate	Atlantic	(26,26.5]	0.6852144	0.5976601	0.7727686
nitrate + silicate	Atlantic	(26.5,26.75]	0.7291259	0.6768681	0.7813836
nitrate + silicate	Atlantic	(26.75,27]	0.6855233	0.5902907	0.7807559
nitrate + silicate	Atlantic	(27,27.25]	0.6778822	0.6537381	0.7020263
nitrate + silicate	Atlantic	(27.25,27.5]	0.6153809	0.5929892	0.6377727
nitrate + silicate	Atlantic	(27.5,27.75]	0.7177926	0.6950917	0.7404936
nitrate + silicate	Atlantic	(27.75,27.85]	0.9059976	0.8996891	0.9123060
nitrate + silicate	Atlantic	(27.85,27.95]	0.9585939	0.9526153	0.9645725
nitrate + silicate	Atlantic	(27.95,28.05]	0.9809902	0.9794927	0.9824876
nitrate + silicate	Atlantic	(28.05,28.1]	0.9880872	0.9880685	0.9881059
nitrate + silicate	Atlantic	(28.1,28.15]	0.9891210	0.9877583	0.9904838
nitrate + silicate	Atlantic	(28.15,28.2]	0.9889249	0.9886797	0.9891700
nitrate + silicate	Atlantic	(28.2, Inf]	0.9861770	0.9811907	0.9911633
nitrate + silicate	Indian	(-Inf,26]	0.9043289	0.8931144	0.9155434
nitrate + silicate	Indian	(26,26.5]	0.7927259	0.7402411	0.8452108
nitrate + silicate	Indian	(26.5,26.75]	0.7536202	0.6978765	0.8093640
nitrate + silicate	Indian	(26.75,27]	0.7585348	0.6870262	0.8300434
nitrate + silicate	Indian	(27,27.25]	0.7676518	0.6719070	0.8633965
nitrate + silicate	Indian	(27.25,27.5]	0.6791160	0.5746131	0.7836189
nitrate + silicate	Indian	(27.5,27.75]	0.7047091	0.6361449	0.7732733
nitrate + silicate	Indian	(27.75,27.85]	0.7713324	0.7450921	0.7975728
nitrate + silicate	Indian	(27.85,27.95]	0.8463206	0.8330072	0.8596341
nitrate + silicate	Indian	(27.95,28.05]	0.8838484	0.8713559	0.8963409
nitrate + silicate	Indian	(28.05,28.1]	0.9487564	0.9356531	0.9618597
nitrate + silicate	Indian	(28.1,28.2]	0.8852434	0.8681351	0.9023516
nitrate + silicate	Indian	(28.2,28.3]	0.4791173	0.4656741	0.4925606
nitrate + silicate	Indian	(28.3,28.4]	0.5787240	0.5072112	0.6502368
nitrate + silicate	Indian	(28.4, Inf]	0.8582881	0.8582881	0.8582881
nitrate + silicate	Pacific	(-Inf,26]	0.8069999	0.8046237	0.8093760
nitrate + silicate	Pacific	(26,26.5]	0.7975787	0.7795561	0.8156013
nitrate + silicate	Pacific	(26.5,26.75]	0.7666398	0.7648597	0.7684199
nitrate + silicate	Pacific	(26.75,27]	0.8330761	0.8295021	0.8366502
nitrate + silicate	Pacific	(27,27.25]	0.8902732	0.8817247	0.8988218
nitrate + silicate	Pacific	(27.25,27.5]	0.8633376	0.8470079	0.8796673
nitrate + silicate	Pacific	(27.5,27.75]	0.8796678	0.8736390	0.8856965
nitrate + silicate	Pacific	(27.75,27.85]	0.9456879	0.9433474	0.9480285
nitrate + silicate	Pacific	(27.85,27.95]	0.9596867	0.9525578	0.9668155
nitrate + silicate	Pacific	(27.95,28.05]	0.9358092	0.9051900	0.9664283
nitrate + silicate	Pacific	(28.05,28.1]	0.9419072	0.9131682	0.9706462
nitrate + silicate	Pacific	(28.1,28.2]	0.9545273	0.9518765	0.9571781
nitrate + silicate	Pacific	(28.2,28.3]	0.4826211	0.2907797	0.6744625
nitrate + silicate	Pacific	(28.3,28.4]	0.8632893	0.8315807	0.8949979
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
oxygen + nitrate	Atlantic	(-Inf,26]	-0.2468386	-0.4193528	-0.0743244
oxygen + nitrate	Atlantic	(26,26.5]	-0.6022475	-0.6105712	-0.5939238
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.6000220	-0.6289767	-0.5710672
oxygen + nitrate	Atlantic	(26.75,27]	-0.6276275	-0.6716147	-0.5836402
oxygen + nitrate	Atlantic	(27,27.25]	-0.5832507	-0.5967913	-0.5697101
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4998733	-0.5077150	-0.4920316
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.4461167	-0.4655796	-0.4266538
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.5045197	-0.5624707	-0.4465686
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.6173177	-0.6809348	-0.5537005
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.6189211	-0.6551856	-0.5826566
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8099961	-0.8910563	-0.7289360
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9174687	-0.9452668	-0.8896706
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9672849	-0.9766714	-0.9578985
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8614002	-0.8802195	-0.8425808
oxygen + nitrate	Indian	(-Inf,26]	-0.8130063	-0.8579577	-0.7680549
oxygen + nitrate	Indian	(26,26.5]	-0.6005898	-0.7232818	-0.4778978
oxygen + nitrate	Indian	(26.5,26.75]	-0.4839624	-0.6361732	-0.3317515
oxygen + nitrate	Indian	(26.75,27]	-0.4863274	-0.6402287	-0.3324260
oxygen + nitrate	Indian	(27,27.25]	-0.6769730	-0.8030631	-0.5508829
oxygen + nitrate	Indian	(27.25,27.5]	-0.9135152	-0.9392442	-0.8877863
oxygen + nitrate	Indian	(27.5,27.75]	-0.9500568	-0.9545852	-0.9455284
oxygen + nitrate	Indian	(27.75,27.85]	-0.9324173	-0.9385044	-0.9263302
oxygen + nitrate	Indian	(27.85,27.95]	-0.8432966	-0.8666730	-0.8199201
oxygen + nitrate	Indian	(27.95,28.05]	-0.6907182	-0.7919731	-0.5894633
oxygen + nitrate	Indian	(28.05,28.1]	-0.8345111	-0.9036748	-0.7653474
oxygen + nitrate	Indian	(28.1,28.2]	-0.7838516	-0.8764467	-0.6912566
oxygen + nitrate	Indian	(28.2,28.3]	-0.2451786	-0.2629369	-0.2274204
oxygen + nitrate	Indian	(28.3,28.4]	-0.4754699	-0.5507184	-0.4002214
oxygen + nitrate	Indian	(28.4, Inf]	-0.8897348	-0.8897348	-0.8897348
oxygen + nitrate	Pacific	(-Inf,26]	0.0136111	-0.0048065	0.0320287
oxygen + nitrate	Pacific	(26,26.5]	-0.5712729	-0.6205985	-0.5219474
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6516800	-0.7406623	-0.5626978
oxygen + nitrate	Pacific	(26.75,27]	-0.8279412	-0.8448220	-0.8110604
oxygen + nitrate	Pacific	(27,27.25]	-0.9315612	-0.9440104	-0.9191121
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9691508	-0.9704300	-0.9678716
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9775347	-0.9777015	-0.9773678
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9833025	-0.9860263	-0.9805787
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9795329	-0.9832706	-0.9757952
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9681440	-0.9690570	-0.9672310
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9693146	-0.9801842	-0.9584450
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9715821	-0.9723548	-0.9708095
oxygen + nitrate	Pacific	(28.2,28.3]	0.1009961	0.0901905	0.1118017
oxygen + nitrate	Pacific	(28.3,28.4]	-0.8124100	-0.8291193	-0.7957006
oxygen + nitrate	Pacific	(28.4, Inf]	-0.3146018	-0.3146018	-0.3146018
oxygen + phosphate	Atlantic	(-Inf,26]	0.0576102	-0.1176922	0.2329126
oxygen + phosphate	Atlantic	(26,26.5]	-0.4508170	-0.4622620	-0.4393719
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.4604991	-0.5024518	-0.4185465
oxygen + phosphate	Atlantic	(26.75,27]	-0.5158834	-0.5613730	-0.4703938
oxygen + phosphate	Atlantic	(27,27.25]	-0.4726674	-0.4777887	-0.4675460
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4155201	-0.4155823	-0.4154579
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.3903080	-0.4035986	-0.3770173
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.4570345	-0.5187777	-0.3952912
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.5871812	-0.6480865	-0.5262760
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.6030106	-0.6387718	-0.5672494
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8007977	-0.8828871	-0.7187082
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9110348	-0.9360702	-0.8859994
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9663099	-0.9748403	-0.9577795
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8575641	-0.8759170	-0.8392113
oxygen + phosphate	Indian	(-Inf,26]	-0.8202233	-0.8678750	-0.7725716
oxygen + phosphate	Indian	(26,26.5]	-0.6548441	-0.7948399	-0.5148484
oxygen + phosphate	Indian	(26.5,26.75]	-0.5453457	-0.7186803	-0.3720110
oxygen + phosphate	Indian	(26.75,27]	-0.5757264	-0.7435410	-0.4079118
oxygen + phosphate	Indian	(27,27.25]	-0.7842269	-0.8752903	-0.6931635
oxygen + phosphate	Indian	(27.25,27.5]	-0.9352611	-0.9518959	-0.9186263
oxygen + phosphate	Indian	(27.5,27.75]	-0.9649585	-0.9661677	-0.9637494
oxygen + phosphate	Indian	(27.75,27.85]	-0.9337381	-0.9365571	-0.9309190
oxygen + phosphate	Indian	(27.85,27.95]	-0.8373096	-0.8589013	-0.8157179
oxygen + phosphate	Indian	(27.95,28.05]	-0.7133975	-0.8042035	-0.6225915
oxygen + phosphate	Indian	(28.05,28.1]	-0.8403531	-0.9087072	-0.7719990
oxygen + phosphate	Indian	(28.1,28.2]	-0.7826937	-0.8725603	-0.6928272
oxygen + phosphate	Indian	(28.2,28.3]	-0.1899234	-0.2271916	-0.1526552
oxygen + phosphate	Indian	(28.3,28.4]	-0.4897569	-0.6058751	-0.3736386
oxygen + phosphate	Indian	(28.4, Inf]	-0.9056796	-0.9056796	-0.9056796
oxygen + phosphate	Pacific	(-Inf,26]	0.1572259	0.1395159	0.1749359
oxygen + phosphate	Pacific	(26,26.5]	-0.5749588	-0.6296363	-0.5202812
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6845148	-0.7746714	-0.5943582
oxygen + phosphate	Pacific	(26.75,27]	-0.8412621	-0.8672715	-0.8152528
oxygen + phosphate	Pacific	(27,27.25]	-0.9415464	-0.9521887	-0.9309041
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9670709	-0.9699513	-0.9641905
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9740205	-0.9743971	-0.9736439
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9795014	-0.9820191	-0.9769836
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9765896	-0.9809585	-0.9722206
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9722883	-0.9746937	-0.9698828
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9708065	-0.9756071	-0.9660059
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9659306	-0.9666584	-0.9652028
oxygen + phosphate	Pacific	(28.2,28.3]	0.0032493	-0.0203619	0.0268604
oxygen + phosphate	Pacific	(28.3,28.4]	-0.6811671	-0.7331985	-0.6291358
oxygen + phosphate	Pacific	(28.4, Inf]	0.4859734	0.4859734	0.4859734
oxygen + silicate	Atlantic	(-Inf,26]	-0.1398336	-0.3359552	0.0562880
oxygen + silicate	Atlantic	(26,26.5]	-0.3820960	-0.4805836	-0.2836084
oxygen + silicate	Atlantic	(26.5,26.75]	-0.5297160	-0.6271862	-0.4322459
oxygen + silicate	Atlantic	(26.75,27]	-0.3688715	-0.5497541	-0.1879889
oxygen + silicate	Atlantic	(27,27.25]	-0.1477197	-0.2130482	-0.0823912
oxygen + silicate	Atlantic	(27.25,27.5]	0.1711542	0.1501608	0.1921476
oxygen + silicate	Atlantic	(27.5,27.75]	0.2114437	0.2044461	0.2184414
oxygen + silicate	Atlantic	(27.75,27.85]	-0.1834400	-0.2200896	-0.1467904
oxygen + silicate	Atlantic	(27.85,27.95]	-0.4443752	-0.4963562	-0.3923943
oxygen + silicate	Atlantic	(27.95,28.05]	-0.5677600	-0.5910633	-0.5444567
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8189665	-0.8862752	-0.7516579
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9174284	-0.9364680	-0.8983888
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9688632	-0.9706021	-0.9671244
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8788845	-0.8834409	-0.8743282
oxygen + silicate	Indian	(-Inf,26]	-0.8628888	-0.8700688	-0.8557088
oxygen + silicate	Indian	(26,26.5]	-0.8443248	-0.8607938	-0.8278557
oxygen + silicate	Indian	(26.5,26.75]	-0.6421834	-0.7161421	-0.5682248
oxygen + silicate	Indian	(26.75,27]	-0.6434951	-0.8150436	-0.4719466
oxygen + silicate	Indian	(27,27.25]	-0.4919187	-0.6862159	-0.2976215
oxygen + silicate	Indian	(27.25,27.5]	-0.6180007	-0.7417882	-0.4942131
oxygen + silicate	Indian	(27.5,27.75]	-0.7615232	-0.8199228	-0.7031236
oxygen + silicate	Indian	(27.75,27.85]	-0.8162406	-0.8558545	-0.7766268
oxygen + silicate	Indian	(27.85,27.95]	-0.7932304	-0.8321458	-0.7543150
oxygen + silicate	Indian	(27.95,28.05]	-0.7810552	-0.8388327	-0.7232778
oxygen + silicate	Indian	(28.05,28.1]	-0.9059691	-0.9344038	-0.8775344
oxygen + silicate	Indian	(28.1,28.2]	-0.7471901	-0.7739748	-0.7204054
oxygen + silicate	Indian	(28.2,28.3]	-0.2592165	-0.3421768	-0.1762561
oxygen + silicate	Indian	(28.3,28.4]	-0.4981412	-0.6184687	-0.3778137
oxygen + silicate	Indian	(28.4, Inf]	-0.9857307	-0.9857307	-0.9857307
oxygen + silicate	Pacific	(-Inf,26]	0.3348521	0.2875379	0.3821664
oxygen + silicate	Pacific	(26,26.5]	-0.1913424	-0.2779735	-0.1047112
oxygen + silicate	Pacific	(26.5,26.75]	-0.2932381	-0.4041992	-0.1822770
oxygen + silicate	Pacific	(26.75,27]	-0.5799923	-0.5974010	-0.5625835
oxygen + silicate	Pacific	(27,27.25]	-0.8004562	-0.8303907	-0.7705217
oxygen + silicate	Pacific	(27.25,27.5]	-0.8271237	-0.8640135	-0.7902339
oxygen + silicate	Pacific	(27.5,27.75]	-0.8665498	-0.8843447	-0.8487550
oxygen + silicate	Pacific	(27.75,27.85]	-0.9444216	-0.9558413	-0.9330019
oxygen + silicate	Pacific	(27.85,27.95]	-0.9465636	-0.9517458	-0.9413814
oxygen + silicate	Pacific	(27.95,28.05]	-0.9360863	-0.9432886	-0.9288839
oxygen + silicate	Pacific	(28.05,28.1]	-0.9519270	-0.9599177	-0.9439362
oxygen + silicate	Pacific	(28.1,28.2]	-0.9209382	-0.9297333	-0.9121431
oxygen + silicate	Pacific	(28.2,28.3]	0.2403390	-0.0025199	0.4831979
oxygen + silicate	Pacific	(28.3,28.4]	-0.8914183	-0.9432248	-0.8396117
oxygen + silicate	Pacific	(28.4, Inf]	-0.7585805	-0.7585805	-0.7585805
sal + aou	Atlantic	(-Inf,26]	0.1890075	0.1579267	0.2200882
sal + aou	Atlantic	(26,26.5]	0.1535204	0.1302292	0.1768115
sal + aou	Atlantic	(26.5,26.75]	0.2095921	0.1787745	0.2404097
sal + aou	Atlantic	(26.75,27]	0.1990261	0.1788059	0.2192463
sal + aou	Atlantic	(27,27.25]	0.1800272	0.1464934	0.2135609
sal + aou	Atlantic	(27.25,27.5]	0.1162700	0.0892830	0.1432571
sal + aou	Atlantic	(27.5,27.75]	-0.0196385	-0.0418876	0.0026106
sal + aou	Atlantic	(27.75,27.85]	-0.1803737	-0.2338409	-0.1269065
sal + aou	Atlantic	(27.85,27.95]	-0.2893770	-0.3383006	-0.2404535
sal + aou	Atlantic	(27.95,28.05]	-0.4318210	-0.4653029	-0.3983392
sal + aou	Atlantic	(28.05,28.1]	-0.6567915	-0.7483454	-0.5652375
sal + aou	Atlantic	(28.1,28.15]	-0.7722239	-0.8273832	-0.7170646
sal + aou	Atlantic	(28.15,28.2]	-0.8885919	-0.9147621	-0.8624217
sal + aou	Atlantic	(28.2, Inf]	-0.7472201	-0.8141209	-0.6803193
sal + aou	Indian	(-Inf,26]	-0.0429937	-0.1086530	0.0226655
sal + aou	Indian	(26,26.5]	0.1754602	0.1076800	0.2432404
sal + aou	Indian	(26.5,26.75]	0.3453074	0.2576922	0.4329226
sal + aou	Indian	(26.75,27]	0.5732355	0.4810674	0.6654036
sal + aou	Indian	(27,27.25]	0.9206010	0.8976895	0.9435125
sal + aou	Indian	(27.25,27.5]	0.9672678	0.9628363	0.9716992
sal + aou	Indian	(27.5,27.75]	0.9683541	0.9661314	0.9705767
sal + aou	Indian	(27.75,27.85]	0.9642263	0.9625479	0.9659047
sal + aou	Indian	(27.85,27.95]	0.9341279	0.9340200	0.9342357
sal + aou	Indian	(27.95,28.05]	0.7074853	0.6822962	0.7326744
sal + aou	Indian	(28.05,28.1]	0.2270365	0.1021164	0.3519567
sal + aou	Indian	(28.1,28.2]	0.1807684	0.0768205	0.2847162
sal + aou	Indian	(28.2,28.3]	0.6609968	0.6251646	0.6968290
sal + aou	Indian	(28.3,28.4]	0.8960907	0.8915500	0.9006315
sal + aou	Indian	(28.4, Inf]	0.6277084	0.6277084	0.6277084
sal + aou	Pacific	(-Inf,26]	0.1727052	0.1400702	0.2053401
sal + aou	Pacific	(26,26.5]	0.2102326	0.1420162	0.2784490
sal + aou	Pacific	(26.5,26.75]	0.2590478	0.1895080	0.3285877
sal + aou	Pacific	(26.75,27]	0.0125230	0.0038559	0.0211900
sal + aou	Pacific	(27,27.25]	0.1067890	-0.0282806	0.2418585
sal + aou	Pacific	(27.25,27.5]	0.4058037	0.2258102	0.5857972
sal + aou	Pacific	(27.5,27.75]	0.4283707	0.2085369	0.6482044
sal + aou	Pacific	(27.75,27.85]	0.1431309	-0.1590721	0.4453339
sal + aou	Pacific	(27.85,27.95]	-0.0891519	-0.4122372	0.2339335
sal + aou	Pacific	(27.95,28.05]	-0.5770623	-0.7592600	-0.3948645
sal + aou	Pacific	(28.05,28.1]	-0.8709576	-0.8841022	-0.8578130
sal + aou	Pacific	(28.1,28.2]	-0.8351834	-0.8790638	-0.7913030
sal + aou	Pacific	(28.2,28.3]	0.8429494	0.8035453	0.8823535
sal + aou	Pacific	(28.3,28.4]	0.8407765	0.7308290	0.9507240
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.1746030	-0.2657342	-0.0834718
sal + nitrate	Atlantic	(26,26.5]	-0.2368659	-0.2539858	-0.2197460
sal + nitrate	Atlantic	(26.5,26.75]	-0.2484938	-0.2707582	-0.2262294
sal + nitrate	Atlantic	(26.75,27]	-0.2621165	-0.2992790	-0.2249539
sal + nitrate	Atlantic	(27,27.25]	-0.3861725	-0.3941540	-0.3781910
sal + nitrate	Atlantic	(27.25,27.5]	-0.5142823	-0.5159561	-0.5126084
sal + nitrate	Atlantic	(27.5,27.75]	-0.6353818	-0.6483004	-0.6224632
sal + nitrate	Atlantic	(27.75,27.85]	-0.6742006	-0.6966863	-0.6517149
sal + nitrate	Atlantic	(27.85,27.95]	-0.7022367	-0.7139206	-0.6905529
sal + nitrate	Atlantic	(27.95,28.05]	-0.7993374	-0.8111559	-0.7875189
sal + nitrate	Atlantic	(28.05,28.1]	-0.8594567	-0.8820503	-0.8368630
sal + nitrate	Atlantic	(28.1,28.15]	-0.8813754	-0.9047420	-0.8580088
sal + nitrate	Atlantic	(28.15,28.2]	-0.9339766	-0.9413595	-0.9265938
sal + nitrate	Atlantic	(28.2, Inf]	-0.9327474	-0.9550735	-0.9104212
sal + nitrate	Indian	(-Inf,26]	-0.1461159	-0.2507747	-0.0414572
sal + nitrate	Indian	(26,26.5]	-0.4861441	-0.6378116	-0.3344767
sal + nitrate	Indian	(26.5,26.75]	-0.4213073	-0.6126623	-0.2299522
sal + nitrate	Indian	(26.75,27]	-0.2030112	-0.4311781	0.0251557
sal + nitrate	Indian	(27,27.25]	0.4799479	0.3065605	0.6533354
sal + nitrate	Indian	(27.25,27.5]	0.8574077	0.8425807	0.8722347
sal + nitrate	Indian	(27.5,27.75]	0.8931840	0.8897332	0.8966349
sal + nitrate	Indian	(27.75,27.85]	0.8495557	0.8386617	0.8604497
sal + nitrate	Indian	(27.85,27.95]	0.6811574	0.6489689	0.7133458
sal + nitrate	Indian	(27.95,28.05]	0.1480666	0.0547769	0.2413563
sal + nitrate	Indian	(28.05,28.1]	-0.1617521	-0.3748385	0.0513343
sal + nitrate	Indian	(28.1,28.2]	-0.2180178	-0.4021513	-0.0338843
sal + nitrate	Indian	(28.2,28.3]	-0.1861060	-0.2323318	-0.1398801
sal + nitrate	Indian	(28.3,28.4]	0.4490172	0.3868572	0.5111773
sal + nitrate	Indian	(28.4, Inf]	0.5814802	0.5814802	0.5814802
sal + nitrate	Pacific	(-Inf,26]	-0.3756776	-0.3981476	-0.3532077
sal + nitrate	Pacific	(26,26.5]	-0.3930902	-0.4081505	-0.3780298
sal + nitrate	Pacific	(26.5,26.75]	-0.2950212	-0.3281311	-0.2619113
sal + nitrate	Pacific	(26.75,27]	-0.3171080	-0.3325409	-0.3016750
sal + nitrate	Pacific	(27,27.25]	-0.0571709	-0.1688556	0.0545139
sal + nitrate	Pacific	(27.25,27.5]	0.3724904	0.1970505	0.5479304
sal + nitrate	Pacific	(27.5,27.75]	0.4163921	0.2134559	0.6193283
sal + nitrate	Pacific	(27.75,27.85]	0.1263138	-0.1549480	0.4075756
sal + nitrate	Pacific	(27.85,27.95]	-0.1357279	-0.4257302	0.1542743
sal + nitrate	Pacific	(27.95,28.05]	-0.6418983	-0.7831266	-0.5006700
sal + nitrate	Pacific	(28.05,28.1]	-0.9059832	-0.9166508	-0.8953157
sal + nitrate	Pacific	(28.1,28.2]	-0.8775372	-0.9061234	-0.8489511
sal + nitrate	Pacific	(28.2,28.3]	0.0436376	0.0026304	0.0846448
sal + nitrate	Pacific	(28.3,28.4]	0.6328013	0.5656493	0.6999534
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + oxygen	Atlantic	(-Inf,26]	-0.6683776	-0.7034232	-0.6333321
sal + oxygen	Atlantic	(26,26.5]	-0.5537790	-0.5723725	-0.5351855
sal + oxygen	Atlantic	(26.5,26.75]	-0.5451716	-0.5598423	-0.5305010
sal + oxygen	Atlantic	(26.75,27]	-0.5064691	-0.5096243	-0.5033139
sal + oxygen	Atlantic	(27,27.25]	-0.4529375	-0.4592890	-0.4465859
sal + oxygen	Atlantic	(27.25,27.5]	-0.4240834	-0.4294530	-0.4187137
sal + oxygen	Atlantic	(27.5,27.75]	-0.3396196	-0.3681081	-0.3111312
sal + oxygen	Atlantic	(27.75,27.85]	-0.2036524	-0.2848499	-0.1224550
sal + oxygen	Atlantic	(27.85,27.95]	-0.0514482	-0.1365479	0.0336516
sal + oxygen	Atlantic	(27.95,28.05]	0.0727356	0.0132423	0.1322288
sal + oxygen	Atlantic	(28.05,28.1]	0.4490655	0.2868686	0.6112625
sal + oxygen	Atlantic	(28.1,28.15]	0.6627661	0.5821115	0.7434208
sal + oxygen	Atlantic	(28.15,28.2]	0.8441041	0.8116396	0.8765686
sal + oxygen	Atlantic	(28.2, Inf]	0.6499710	0.5738808	0.7260611
sal + oxygen	Indian	(-Inf,26]	0.1143277	0.0411605	0.1874948
sal + oxygen	Indian	(26,26.5]	-0.3679751	-0.3908460	-0.3451042
sal + oxygen	Indian	(26.5,26.75]	-0.5593726	-0.5937459	-0.5249994
sal + oxygen	Indian	(26.75,27]	-0.7338904	-0.7744458	-0.6933349
sal + oxygen	Indian	(27,27.25]	-0.9586304	-0.9661497	-0.9511111
sal + oxygen	Indian	(27.25,27.5]	-0.9787783	-0.9850004	-0.9725563
sal + oxygen	Indian	(27.5,27.75]	-0.9697402	-0.9705706	-0.9689097
sal + oxygen	Indian	(27.75,27.85]	-0.9687824	-0.9696238	-0.9679409
sal + oxygen	Indian	(27.85,27.95]	-0.9504430	-0.9517147	-0.9491712
sal + oxygen	Indian	(27.95,28.05]	-0.7880431	-0.8163889	-0.7596973
sal + oxygen	Indian	(28.05,28.1]	-0.3529070	-0.4431581	-0.2626560
sal + oxygen	Indian	(28.1,28.2]	-0.3146405	-0.3788769	-0.2504042
sal + oxygen	Indian	(28.2,28.3]	-0.7642306	-0.7942305	-0.7342307
sal + oxygen	Indian	(28.3,28.4]	-0.8959310	-0.8965826	-0.8952794
sal + oxygen	Indian	(28.4, Inf]	-0.6262710	-0.6262710	-0.6262710
sal + oxygen	Pacific	(-Inf,26]	-0.6405173	-0.6790105	-0.6020241
sal + oxygen	Pacific	(26,26.5]	-0.4405996	-0.5052345	-0.3759647
sal + oxygen	Pacific	(26.5,26.75]	-0.4450251	-0.5204218	-0.3696283
sal + oxygen	Pacific	(26.75,27]	-0.1921860	-0.2067026	-0.1776695
sal + oxygen	Pacific	(27,27.25]	-0.2303732	-0.3815032	-0.0792432
sal + oxygen	Pacific	(27.25,27.5]	-0.4867878	-0.6717500	-0.3018256
sal + oxygen	Pacific	(27.5,27.75]	-0.4938221	-0.7085287	-0.2791156
sal + oxygen	Pacific	(27.75,27.85]	-0.2120703	-0.5284854	0.1043448
sal + oxygen	Pacific	(27.85,27.95]	0.0298989	-0.3197399	0.3795378
sal + oxygen	Pacific	(27.95,28.05]	0.5481271	0.3402644	0.7559897
sal + oxygen	Pacific	(28.05,28.1]	0.8583864	0.8394447	0.8773281
sal + oxygen	Pacific	(28.1,28.2]	0.8102215	0.7583760	0.8620671
sal + oxygen	Pacific	(28.2,28.3]	-0.8380165	-0.8715739	-0.8044591
sal + oxygen	Pacific	(28.3,28.4]	-0.8408873	-0.9470977	-0.7346768
sal + oxygen	Pacific	(28.4, Inf]	0.1489891	0.1489891	0.1489891
sal + phosphate	Atlantic	(-Inf,26]	-0.4205686	-0.5172743	-0.3238629
sal + phosphate	Atlantic	(26,26.5]	-0.4339177	-0.4606402	-0.4071952
sal + phosphate	Atlantic	(26.5,26.75]	-0.4315601	-0.4592169	-0.4039033
sal + phosphate	Atlantic	(26.75,27]	-0.4094766	-0.4483682	-0.3705850
sal + phosphate	Atlantic	(27,27.25]	-0.5164335	-0.5198317	-0.5130352
sal + phosphate	Atlantic	(27.25,27.5]	-0.6031071	-0.6070086	-0.5992055
sal + phosphate	Atlantic	(27.5,27.75]	-0.6896748	-0.7037720	-0.6755776
sal + phosphate	Atlantic	(27.75,27.85]	-0.7167886	-0.7356140	-0.6979632
sal + phosphate	Atlantic	(27.85,27.95]	-0.7314976	-0.7442125	-0.7187827
sal + phosphate	Atlantic	(27.95,28.05]	-0.8120157	-0.8234127	-0.8006186
sal + phosphate	Atlantic	(28.05,28.1]	-0.8710871	-0.8923743	-0.8497999
sal + phosphate	Atlantic	(28.1,28.15]	-0.8942026	-0.9178683	-0.8705368
sal + phosphate	Atlantic	(28.15,28.2]	-0.9395015	-0.9475376	-0.9314655
sal + phosphate	Atlantic	(28.2, Inf]	-0.9365243	-0.9591017	-0.9139468
sal + phosphate	Indian	(-Inf,26]	-0.1014645	-0.2183996	0.0154705
sal + phosphate	Indian	(26,26.5]	-0.4135394	-0.6128209	-0.2142579
sal + phosphate	Indian	(26.5,26.75]	-0.3456606	-0.5849163	-0.1064049
sal + phosphate	Indian	(26.75,27]	-0.0859628	-0.3605540	0.1886284
sal + phosphate	Indian	(27,27.25]	0.6221842	0.4658713	0.7784970
sal + phosphate	Indian	(27.25,27.5]	0.8985090	0.8774606	0.9195573
sal + phosphate	Indian	(27.5,27.75]	0.9344427	0.9292464	0.9396390
sal + phosphate	Indian	(27.75,27.85]	0.8824597	0.8685822	0.8963372
sal + phosphate	Indian	(27.85,27.95]	0.7002064	0.6600814	0.7403313
sal + phosphate	Indian	(27.95,28.05]	0.1915420	0.0997188	0.2833651
sal + phosphate	Indian	(28.05,28.1]	-0.1474158	-0.3734482	0.0786166
sal + phosphate	Indian	(28.1,28.2]	-0.2143512	-0.4189452	-0.0097571
sal + phosphate	Indian	(28.2,28.3]	-0.2326674	-0.2983619	-0.1669729
sal + phosphate	Indian	(28.3,28.4]	0.4578631	0.3330697	0.5826565
sal + phosphate	Indian	(28.4, Inf]	0.5250209	0.5250209	0.5250209
sal + phosphate	Pacific	(-Inf,26]	-0.5023163	-0.5103939	-0.4942387
sal + phosphate	Pacific	(26,26.5]	-0.3950917	-0.4039611	-0.3862223
sal + phosphate	Pacific	(26.5,26.75]	-0.2667988	-0.2977689	-0.2358287
sal + phosphate	Pacific	(26.75,27]	-0.3147700	-0.3426299	-0.2869102
sal + phosphate	Pacific	(27,27.25]	-0.0497095	-0.1701379	0.0707188
sal + phosphate	Pacific	(27.25,27.5]	0.3513093	0.1796279	0.5229907
sal + phosphate	Pacific	(27.5,27.75]	0.3982647	0.1969319	0.5995974
sal + phosphate	Pacific	(27.75,27.85]	0.1272207	-0.1499557	0.4043971
sal + phosphate	Pacific	(27.85,27.95]	-0.1409375	-0.4330635	0.1511884
sal + phosphate	Pacific	(27.95,28.05]	-0.6426838	-0.7892942	-0.4960733
sal + phosphate	Pacific	(28.05,28.1]	-0.9092220	-0.9169786	-0.9014653
sal + phosphate	Pacific	(28.1,28.2]	-0.8795506	-0.9082952	-0.8508061
sal + phosphate	Pacific	(28.2,28.3]	0.0464702	0.0199998	0.0729406
sal + phosphate	Pacific	(28.3,28.4]	0.5551633	0.5121493	0.5981774
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + silicate	Atlantic	(-Inf,26]	-0.3119155	-0.3983491	-0.2254819
sal + silicate	Atlantic	(26,26.5]	-0.3118821	-0.3300901	-0.2936741
sal + silicate	Atlantic	(26.5,26.75]	-0.2275700	-0.2751725	-0.1799675
sal + silicate	Atlantic	(26.75,27]	-0.2858704	-0.3563606	-0.2153803
sal + silicate	Atlantic	(27,27.25]	-0.5054105	-0.5296756	-0.4811453
sal + silicate	Atlantic	(27.25,27.5]	-0.7263581	-0.7523539	-0.7003622
sal + silicate	Atlantic	(27.5,27.75]	-0.8289796	-0.8306260	-0.8273332
sal + silicate	Atlantic	(27.75,27.85]	-0.7719271	-0.8099858	-0.7338684
sal + silicate	Atlantic	(27.85,27.95]	-0.7935678	-0.8104176	-0.7767180
sal + silicate	Atlantic	(27.95,28.05]	-0.8307513	-0.8486542	-0.8128485
sal + silicate	Atlantic	(28.05,28.1]	-0.8582430	-0.8910618	-0.8254242
sal + silicate	Atlantic	(28.1,28.15]	-0.8827361	-0.9111487	-0.8543236
sal + silicate	Atlantic	(28.15,28.2]	-0.9102511	-0.9235106	-0.8969917
sal + silicate	Atlantic	(28.2, Inf]	-0.8965205	-0.9460485	-0.8469926
sal + silicate	Indian	(-Inf,26]	-0.1045548	-0.1587007	-0.0504089
sal + silicate	Indian	(26,26.5]	-0.0377066	-0.0884351	0.0130219
sal + silicate	Indian	(26.5,26.75]	-0.0700453	-0.1659971	0.0259065
sal + silicate	Indian	(26.75,27]	0.1246174	-0.1064548	0.3556897
sal + silicate	Indian	(27,27.25]	0.3121617	0.0712988	0.5530247
sal + silicate	Indian	(27.25,27.5]	0.5547060	0.4434418	0.6659702
sal + silicate	Indian	(27.5,27.75]	0.7801686	0.7577119	0.8026252
sal + silicate	Indian	(27.75,27.85]	0.8341016	0.7964762	0.8717271
sal + silicate	Indian	(27.85,27.95]	0.7302571	0.6753723	0.7851420
sal + silicate	Indian	(27.95,28.05]	0.4009690	0.3299308	0.4720072
sal + silicate	Indian	(28.05,28.1]	0.0412714	-0.1323717	0.2149146
sal + silicate	Indian	(28.1,28.2]	-0.0724892	-0.1805398	0.0355614
sal + silicate	Indian	(28.2,28.3]	0.1804549	0.1014911	0.2594187
sal + silicate	Indian	(28.3,28.4]	0.5693533	0.4970263	0.6416803
sal + silicate	Indian	(28.4, Inf]	0.6297434	0.6297434	0.6297434
sal + silicate	Pacific	(-Inf,26]	-0.6188257	-0.6324651	-0.6051862
sal + silicate	Pacific	(26,26.5]	-0.6637110	-0.6687412	-0.6586808
sal + silicate	Pacific	(26.5,26.75]	-0.6173363	-0.6418808	-0.5927918
sal + silicate	Pacific	(26.75,27]	-0.6154582	-0.6256771	-0.6052393
sal + silicate	Pacific	(27,27.25]	-0.3283300	-0.4297881	-0.2268719
sal + silicate	Pacific	(27.25,27.5]	0.0363862	-0.0972359	0.1700083
sal + silicate	Pacific	(27.5,27.75]	0.2164515	0.0497482	0.3831548
sal + silicate	Pacific	(27.75,27.85]	0.0508929	-0.2010733	0.3028591
sal + silicate	Pacific	(27.85,27.95]	-0.1352411	-0.3972651	0.1267829
sal + silicate	Pacific	(27.95,28.05]	-0.5384949	-0.6597219	-0.4172679
sal + silicate	Pacific	(28.05,28.1]	-0.8386393	-0.8542013	-0.8230772
sal + silicate	Pacific	(28.1,28.2]	-0.8784984	-0.9123588	-0.8446380
sal + silicate	Pacific	(28.2,28.3]	0.0633133	-0.1735441	0.3001706
sal + silicate	Pacific	(28.3,28.4]	0.6966279	0.6904077	0.7028482
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.6800217	0.6501742	0.7098692
sal + temp	Atlantic	(26,26.5]	0.9726481	0.9713032	0.9739929
sal + temp	Atlantic	(26.5,26.75]	0.9758097	0.9754866	0.9761328
sal + temp	Atlantic	(26.75,27]	0.9753417	0.9752896	0.9753938
sal + temp	Atlantic	(27,27.25]	0.9782948	0.9780710	0.9785186
sal + temp	Atlantic	(27.25,27.5]	0.9700455	0.9685345	0.9715566
sal + temp	Atlantic	(27.5,27.75]	0.9580555	0.9553298	0.9607813
sal + temp	Atlantic	(27.75,27.85]	0.9651926	0.9634544	0.9669308
sal + temp	Atlantic	(27.85,27.95]	0.9594968	0.9573715	0.9616222
sal + temp	Atlantic	(27.95,28.05]	0.9623087	0.9592444	0.9653731
sal + temp	Atlantic	(28.05,28.1]	0.9697444	0.9694888	0.9700001
sal + temp	Atlantic	(28.1,28.15]	0.9612417	0.9483963	0.9740871
sal + temp	Atlantic	(28.15,28.2]	0.7354919	0.5493625	0.9216213
sal + temp	Atlantic	(28.2, Inf]	0.4393607	0.4251317	0.4535896
sal + temp	Indian	(-Inf,26]	-0.3364827	-0.3608956	-0.3120699
sal + temp	Indian	(26,26.5]	0.9648598	0.9633213	0.9663983
sal + temp	Indian	(26.5,26.75]	0.9759672	0.9714509	0.9804836
sal + temp	Indian	(26.75,27]	0.9816449	0.9798074	0.9834824
sal + temp	Indian	(27,27.25]	0.9756688	0.9741918	0.9771459
sal + temp	Indian	(27.25,27.5]	0.9599799	0.9510529	0.9689069
sal + temp	Indian	(27.5,27.75]	0.9415114	0.9300275	0.9529953
sal + temp	Indian	(27.75,27.85]	0.9616146	0.9612373	0.9619919
sal + temp	Indian	(27.85,27.95]	0.9609909	0.9537781	0.9682037
sal + temp	Indian	(27.95,28.05]	0.9491082	0.9345856	0.9636308
sal + temp	Indian	(28.05,28.1]	0.9330667	0.9259638	0.9401695
sal + temp	Indian	(28.1,28.2]	0.8564427	0.8372016	0.8756838
sal + temp	Indian	(28.2,28.3]	0.9090593	0.9036880	0.9144306
sal + temp	Indian	(28.3,28.4]	0.9027756	0.8978286	0.9077225
sal + temp	Indian	(28.4, Inf]	0.6046201	0.6046201	0.6046201
sal + temp	Pacific	(-Inf,26]	0.6477785	0.6079741	0.6875829
sal + temp	Pacific	(26,26.5]	0.9600507	0.9572040	0.9628973
sal + temp	Pacific	(26.5,26.75]	0.9772844	0.9751488	0.9794200
sal + temp	Pacific	(26.75,27]	0.9630806	0.9551537	0.9710074
sal + temp	Pacific	(27,27.25]	0.9412429	0.9383281	0.9441577
sal + temp	Pacific	(27.25,27.5]	0.8876191	0.8415975	0.9336406
sal + temp	Pacific	(27.5,27.75]	0.7987961	0.7053304	0.8922619
sal + temp	Pacific	(27.75,27.85]	0.8499256	0.7715509	0.9283002
sal + temp	Pacific	(27.85,27.95]	0.7278540	0.5786001	0.8771079
sal + temp	Pacific	(27.95,28.05]	0.4298250	0.2608143	0.5988357
sal + temp	Pacific	(28.05,28.1]	0.1458974	0.0940691	0.1977258
sal + temp	Pacific	(28.1,28.2]	-0.5877390	-0.6820473	-0.4934307
sal + temp	Pacific	(28.2,28.3]	0.6815874	0.6409666	0.7222082
sal + temp	Pacific	(28.3,28.4]	0.8288330	0.7420729	0.9155932
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.4718724	0.4303662	0.5133786
silicate + phosphate	Atlantic	(26,26.5]	0.7255848	0.6409689	0.8102006
silicate + phosphate	Atlantic	(26.5,26.75]	0.7344706	0.6986806	0.7702606
silicate + phosphate	Atlantic	(26.75,27]	0.6931569	0.6065998	0.7797140
silicate + phosphate	Atlantic	(27,27.25]	0.6928036	0.6690106	0.7165966
silicate + phosphate	Atlantic	(27.25,27.5]	0.6503247	0.6277487	0.6729007
silicate + phosphate	Atlantic	(27.5,27.75]	0.7523882	0.7361089	0.7686676
silicate + phosphate	Atlantic	(27.75,27.85]	0.9219840	0.9165462	0.9274218
silicate + phosphate	Atlantic	(27.85,27.95]	0.9667278	0.9621236	0.9713320
silicate + phosphate	Atlantic	(27.95,28.05]	0.9827566	0.9809136	0.9845996
silicate + phosphate	Atlantic	(28.05,28.1]	0.9885911	0.9883709	0.9888114
silicate + phosphate	Atlantic	(28.1,28.15]	0.9903146	0.9896791	0.9909502
silicate + phosphate	Atlantic	(28.15,28.2]	0.9886031	0.9880431	0.9891632
silicate + phosphate	Atlantic	(28.2, Inf]	0.9858722	0.9806550	0.9910894
silicate + phosphate	Indian	(-Inf,26]	0.8954648	0.8884895	0.9024402
silicate + phosphate	Indian	(26,26.5]	0.8103968	0.7598351	0.8609585
silicate + phosphate	Indian	(26.5,26.75]	0.7586707	0.6894516	0.8278898
silicate + phosphate	Indian	(26.75,27]	0.7825577	0.6968985	0.8682169
silicate + phosphate	Indian	(27,27.25]	0.7282711	0.6273572	0.8291849
silicate + phosphate	Indian	(27.25,27.5]	0.7018131	0.6180598	0.7855664
silicate + phosphate	Indian	(27.5,27.75]	0.7816903	0.7445748	0.8188059
silicate + phosphate	Indian	(27.75,27.85]	0.8580257	0.8434406	0.8726108
silicate + phosphate	Indian	(27.85,27.95]	0.9008231	0.8978428	0.9038033
silicate + phosphate	Indian	(27.95,28.05]	0.9078841	0.9027002	0.9130680
silicate + phosphate	Indian	(28.05,28.1]	0.9488522	0.9366928	0.9610115
silicate + phosphate	Indian	(28.1,28.2]	0.8735956	0.8612954	0.8858957
silicate + phosphate	Indian	(28.2,28.3]	0.4578557	0.4359157	0.4797957
silicate + phosphate	Indian	(28.3,28.4]	0.5603946	0.4894795	0.6313097
silicate + phosphate	Indian	(28.4, Inf]	0.9042510	0.9042510	0.9042510
silicate + phosphate	Pacific	(-Inf,26]	0.8188719	0.8024264	0.8353175
silicate + phosphate	Pacific	(26,26.5]	0.7724085	0.7574542	0.7873628
silicate + phosphate	Pacific	(26.5,26.75]	0.7273014	0.7201735	0.7344292
silicate + phosphate	Pacific	(26.75,27]	0.8271762	0.8197401	0.8346124
silicate + phosphate	Pacific	(27,27.25]	0.8948054	0.8815245	0.9080864
silicate + phosphate	Pacific	(27.25,27.5]	0.8749135	0.8597938	0.8900332
silicate + phosphate	Pacific	(27.5,27.75]	0.8867736	0.8818953	0.8916519
silicate + phosphate	Pacific	(27.75,27.85]	0.9488398	0.9471205	0.9505590
silicate + phosphate	Pacific	(27.85,27.95]	0.9642661	0.9588918	0.9696404
silicate + phosphate	Pacific	(27.95,28.05]	0.9574226	0.9464694	0.9683758
silicate + phosphate	Pacific	(28.05,28.1]	0.9577167	0.9460428	0.9693906
silicate + phosphate	Pacific	(28.1,28.2]	0.9481654	0.9449486	0.9513822
silicate + phosphate	Pacific	(28.2,28.3]	0.3837537	0.3753176	0.3921898
silicate + phosphate	Pacific	(28.3,28.4]	0.7903402	0.7338910	0.8467895
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
temp + aou	Atlantic	(-Inf,26]	0.0781796	0.0291734	0.1271857
temp + aou	Atlantic	(26,26.5]	0.1537517	0.1371477	0.1703557
temp + aou	Atlantic	(26.5,26.75]	0.2378873	0.2082328	0.2675419
temp + aou	Atlantic	(26.75,27]	0.2489259	0.2193070	0.2785448
temp + aou	Atlantic	(27,27.25]	0.2459920	0.2004852	0.2914989
temp + aou	Atlantic	(27.25,27.5]	0.1931861	0.1673553	0.2190170
temp + aou	Atlantic	(27.5,27.75]	0.1128410	0.1042532	0.1214287
temp + aou	Atlantic	(27.75,27.85]	-0.0673424	-0.0937163	-0.0409685
temp + aou	Atlantic	(27.85,27.95]	-0.1787392	-0.2128629	-0.1446154
temp + aou	Atlantic	(27.95,28.05]	-0.3061682	-0.3143359	-0.2980005
temp + aou	Atlantic	(28.05,28.1]	-0.5169350	-0.6338910	-0.3999791
temp + aou	Atlantic	(28.1,28.15]	-0.6102312	-0.7159800	-0.5044824
temp + aou	Atlantic	(28.15,28.2]	-0.5248978	-0.7669714	-0.2828242
temp + aou	Atlantic	(28.2, Inf]	-0.0224348	-0.0552077	0.0103381
temp + aou	Indian	(-Inf,26]	-0.2795598	-0.3638345	-0.1952850
temp + aou	Indian	(26,26.5]	0.1934297	0.1278646	0.2589948
temp + aou	Indian	(26.5,26.75]	0.3276775	0.2597133	0.3956417
temp + aou	Indian	(26.75,27]	0.4994913	0.4188519	0.5801307
temp + aou	Indian	(27,27.25]	0.8587320	0.8195120	0.8979521
temp + aou	Indian	(27.25,27.5]	0.9160189	0.8940988	0.9379390
temp + aou	Indian	(27.5,27.75]	0.9505075	0.9437094	0.9573055
temp + aou	Indian	(27.75,27.85]	0.9627331	0.9624887	0.9629775
temp + aou	Indian	(27.85,27.95]	0.9350888	0.9266709	0.9435066
temp + aou	Indian	(27.95,28.05]	0.7588893	0.7246987	0.7930798
temp + aou	Indian	(28.05,28.1]	0.4491228	0.3474683	0.5507773
temp + aou	Indian	(28.1,28.2]	0.5057881	0.4037816	0.6077947
temp + aou	Indian	(28.2,28.3]	0.6296661	0.6150022	0.6443300
temp + aou	Indian	(28.3,28.4]	0.9294992	0.9169694	0.9420291
temp + aou	Indian	(28.4, Inf]	0.9964422	0.9964422	0.9964422
temp + aou	Pacific	(-Inf,26]	-0.0689459	-0.0698760	-0.0680157
temp + aou	Pacific	(26,26.5]	0.1804066	0.1171947	0.2436185
temp + aou	Pacific	(26.5,26.75]	0.2705315	0.1969791	0.3440839
temp + aou	Pacific	(26.75,27]	0.0408853	0.0317889	0.0499817
temp + aou	Pacific	(27,27.25]	0.1328082	-0.0197437	0.2853602
temp + aou	Pacific	(27.25,27.5]	0.3969638	0.1844652	0.6094624
temp + aou	Pacific	(27.5,27.75]	0.4879576	0.2780752	0.6978399
temp + aou	Pacific	(27.75,27.85]	0.2849010	0.0320095	0.5377926
temp + aou	Pacific	(27.85,27.95]	0.1801309	-0.0862037	0.4464656
temp + aou	Pacific	(27.95,28.05]	-0.0099560	-0.2206883	0.2007762
temp + aou	Pacific	(28.05,28.1]	-0.0055175	-0.1746861	0.1636512
temp + aou	Pacific	(28.1,28.2]	0.8204773	0.8181971	0.8227576
temp + aou	Pacific	(28.2,28.3]	0.6598640	0.6059509	0.7137771
temp + aou	Pacific	(28.3,28.4]	0.9751836	0.9706103	0.9797570
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	-0.2605321	-0.3396209	-0.1814432
temp + nitrate	Atlantic	(26,26.5]	-0.2202129	-0.2353634	-0.2050624
temp + nitrate	Atlantic	(26.5,26.75]	-0.1852412	-0.2057628	-0.1647196
temp + nitrate	Atlantic	(26.75,27]	-0.1782027	-0.2296236	-0.1267819
temp + nitrate	Atlantic	(27,27.25]	-0.3133993	-0.3334244	-0.2933742
temp + nitrate	Atlantic	(27.25,27.5]	-0.4386109	-0.4388206	-0.4384013
temp + nitrate	Atlantic	(27.5,27.75]	-0.5371859	-0.5391328	-0.5352390
temp + nitrate	Atlantic	(27.75,27.85]	-0.6213229	-0.6264927	-0.6161532
temp + nitrate	Atlantic	(27.85,27.95]	-0.6402962	-0.6458766	-0.6347158
temp + nitrate	Atlantic	(27.95,28.05]	-0.7164800	-0.7241521	-0.7088078
temp + nitrate	Atlantic	(28.05,28.1]	-0.7629293	-0.7968425	-0.7290162
temp + nitrate	Atlantic	(28.1,28.15]	-0.7553947	-0.8157912	-0.6949981
temp + nitrate	Atlantic	(28.15,28.2]	-0.5623322	-0.7928038	-0.3318606
temp + nitrate	Atlantic	(28.2, Inf]	-0.2512576	-0.2632988	-0.2392165
temp + nitrate	Indian	(-Inf,26]	-0.4416253	-0.4926671	-0.3905836
temp + nitrate	Indian	(26,26.5]	-0.4546290	-0.6114233	-0.2978348
temp + nitrate	Indian	(26.5,26.75]	-0.4124893	-0.5917530	-0.2332257
temp + nitrate	Indian	(26.75,27]	-0.2684537	-0.4683286	-0.0685789
temp + nitrate	Indian	(27,27.25]	0.3721430	0.1789127	0.5653732
temp + nitrate	Indian	(27.25,27.5]	0.7807891	0.7257562	0.8358220
temp + nitrate	Indian	(27.5,27.75]	0.8912608	0.8822454	0.9002763
temp + nitrate	Indian	(27.75,27.85]	0.8729808	0.8692411	0.8767204
temp + nitrate	Indian	(27.85,27.95]	0.6920733	0.6807256	0.7034210
temp + nitrate	Indian	(27.95,28.05]	0.2314438	0.1577336	0.3051540
temp + nitrate	Indian	(28.05,28.1]	0.0758059	-0.1232597	0.2748716
temp + nitrate	Indian	(28.1,28.2]	0.1262294	-0.0765997	0.3290585
temp + nitrate	Indian	(28.2,28.3]	-0.2546750	-0.3193018	-0.1900482
temp + nitrate	Indian	(28.3,28.4]	0.4561694	0.4387414	0.4735974
temp + nitrate	Indian	(28.4, Inf]	0.8838841	0.8838841	0.8838841
temp + nitrate	Pacific	(-Inf,26]	-0.5799997	-0.6018402	-0.5581592
temp + nitrate	Pacific	(26,26.5]	-0.4456096	-0.4575908	-0.4336284
temp + nitrate	Pacific	(26.5,26.75]	-0.3062244	-0.3344533	-0.2779955
temp + nitrate	Pacific	(26.75,27]	-0.3151917	-0.3461598	-0.2842236
temp + nitrate	Pacific	(27,27.25]	-0.0529839	-0.1920332	0.0860655
temp + nitrate	Pacific	(27.25,27.5]	0.3328134	0.1124981	0.5531287
temp + nitrate	Pacific	(27.5,27.75]	0.4673643	0.2669131	0.6678156
temp + nitrate	Pacific	(27.75,27.85]	0.2652470	0.0245130	0.5059809
temp + nitrate	Pacific	(27.85,27.95]	0.1370211	-0.1015537	0.3755958
temp + nitrate	Pacific	(27.95,28.05]	-0.0742253	-0.2439986	0.0955481
temp + nitrate	Pacific	(28.05,28.1]	-0.0543773	-0.2261183	0.1173637
temp + nitrate	Pacific	(28.1,28.2]	0.7730117	0.7614775	0.7845459
temp + nitrate	Pacific	(28.2,28.3]	-0.3168387	-0.3358135	-0.2978638
temp + nitrate	Pacific	(28.3,28.4]	0.8323138	0.8080635	0.8565641
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + oxygen	Atlantic	(-Inf,26]	-0.7722521	-0.7986258	-0.7458783
temp + oxygen	Atlantic	(26,26.5]	-0.5753568	-0.5899590	-0.5607547
temp + oxygen	Atlantic	(26.5,26.75]	-0.5871584	-0.6005780	-0.5737388
temp + oxygen	Atlantic	(26.75,27]	-0.5637429	-0.5675423	-0.5599435
temp + oxygen	Atlantic	(27,27.25]	-0.5202356	-0.5361283	-0.5043429
temp + oxygen	Atlantic	(27.25,27.5]	-0.5043931	-0.5086547	-0.5001315
temp + oxygen	Atlantic	(27.5,27.75]	-0.4760607	-0.4909357	-0.4611858
temp + oxygen	Atlantic	(27.75,27.85]	-0.3306555	-0.3855611	-0.2757499
temp + oxygen	Atlantic	(27.85,27.95]	-0.1800330	-0.2494759	-0.1105901
temp + oxygen	Atlantic	(27.95,28.05]	-0.0748083	-0.1069750	-0.0426417
temp + oxygen	Atlantic	(28.05,28.1]	0.2842612	0.0960647	0.4724577
temp + oxygen	Atlantic	(28.1,28.15]	0.4779413	0.3417049	0.6141777
temp + oxygen	Atlantic	(28.15,28.2]	0.4315352	0.1576592	0.7054111
temp + oxygen	Atlantic	(28.2, Inf]	-0.1568041	-0.1953387	-0.1182695
temp + oxygen	Indian	(-Inf,26]	-0.0216474	-0.1287116	0.0854168
temp + oxygen	Indian	(26,26.5]	-0.3927612	-0.4126289	-0.3728935
temp + oxygen	Indian	(26.5,26.75]	-0.5533463	-0.5700292	-0.5366633
temp + oxygen	Indian	(26.75,27]	-0.6769345	-0.7054690	-0.6484000
temp + oxygen	Indian	(27,27.25]	-0.9170042	-0.9366228	-0.8973855
temp + oxygen	Indian	(27.25,27.5]	-0.9478401	-0.9607404	-0.9349398
temp + oxygen	Indian	(27.5,27.75]	-0.9696988	-0.9739276	-0.9654701
temp + oxygen	Indian	(27.75,27.85]	-0.9780967	-0.9782024	-0.9779911
temp + oxygen	Indian	(27.85,27.95]	-0.9616222	-0.9675411	-0.9557033
temp + oxygen	Indian	(27.95,28.05]	-0.8416704	-0.8738939	-0.8094469
temp + oxygen	Indian	(28.05,28.1]	-0.5670495	-0.6353766	-0.4987225
temp + oxygen	Indian	(28.1,28.2]	-0.6231499	-0.6850233	-0.5612765
temp + oxygen	Indian	(28.2,28.3]	-0.7536650	-0.7682761	-0.7390539
temp + oxygen	Indian	(28.3,28.4]	-0.9350689	-0.9467825	-0.9233552
temp + oxygen	Indian	(28.4, Inf]	-0.9974378	-0.9974378	-0.9974378
temp + oxygen	Pacific	(-Inf,26]	-0.6473907	-0.6569523	-0.6378290
temp + oxygen	Pacific	(26,26.5]	-0.4245552	-0.4848475	-0.3642629
temp + oxygen	Pacific	(26.5,26.75]	-0.4616767	-0.5407690	-0.3825844
temp + oxygen	Pacific	(26.75,27]	-0.2275478	-0.2321732	-0.2229225
temp + oxygen	Pacific	(27,27.25]	-0.2637495	-0.4328658	-0.0946332
temp + oxygen	Pacific	(27.25,27.5]	-0.4897757	-0.7036116	-0.2759398
temp + oxygen	Pacific	(27.5,27.75]	-0.5722738	-0.7677397	-0.3768079
temp + oxygen	Pacific	(27.75,27.85]	-0.3623564	-0.6232319	-0.1014809
temp + oxygen	Pacific	(27.85,27.95]	-0.2533652	-0.5341512	0.0274208
temp + oxygen	Pacific	(27.95,28.05]	-0.0513116	-0.2758020	0.1731788
temp + oxygen	Pacific	(28.05,28.1]	-0.0275937	-0.2026427	0.1474553
temp + oxygen	Pacific	(28.1,28.2]	-0.8390641	-0.8399090	-0.8382193
temp + oxygen	Pacific	(28.2,28.3]	-0.8082069	-0.8359385	-0.7804753
temp + oxygen	Pacific	(28.3,28.4]	-0.9765716	-0.9834427	-0.9697005
temp + oxygen	Pacific	(28.4, Inf]	-0.9209396	-0.9209396	-0.9209396
temp + phosphate	Atlantic	(-Inf,26]	-0.5298893	-0.6301622	-0.4296164
temp + phosphate	Atlantic	(26,26.5]	-0.4025679	-0.4294900	-0.3756459
temp + phosphate	Atlantic	(26.5,26.75]	-0.3620422	-0.3875859	-0.3364984
temp + phosphate	Atlantic	(26.75,27]	-0.3193752	-0.3742814	-0.2644690
temp + phosphate	Atlantic	(27,27.25]	-0.4405228	-0.4543974	-0.4266482
temp + phosphate	Atlantic	(27.25,27.5]	-0.5266125	-0.5289044	-0.5243206
temp + phosphate	Atlantic	(27.5,27.75]	-0.5937911	-0.5964609	-0.5911213
temp + phosphate	Atlantic	(27.75,27.85]	-0.6650704	-0.6717411	-0.6583998
temp + phosphate	Atlantic	(27.85,27.95]	-0.6716409	-0.6745202	-0.6687615
temp + phosphate	Atlantic	(27.95,28.05]	-0.7316910	-0.7399493	-0.7234327
temp + phosphate	Atlantic	(28.05,28.1]	-0.7762002	-0.8083025	-0.7440979
temp + phosphate	Atlantic	(28.1,28.15]	-0.7726888	-0.8333920	-0.7119856
temp + phosphate	Atlantic	(28.15,28.2]	-0.5712297	-0.8010622	-0.3413971
temp + phosphate	Atlantic	(28.2, Inf]	-0.2573811	-0.2683338	-0.2464283
temp + phosphate	Indian	(-Inf,26]	-0.4486977	-0.4822041	-0.4151914
temp + phosphate	Indian	(26,26.5]	-0.3858516	-0.5835328	-0.1881703
temp + phosphate	Indian	(26.5,26.75]	-0.3398212	-0.5543808	-0.1252617
temp + phosphate	Indian	(26.75,27]	-0.1582817	-0.3969843	0.0804208
temp + phosphate	Indian	(27,27.25]	0.5162265	0.3462013	0.6862517
temp + phosphate	Indian	(27.25,27.5]	0.8058152	0.7502940	0.8613365
temp + phosphate	Indian	(27.5,27.75]	0.9000657	0.8882242	0.9119072
temp + phosphate	Indian	(27.75,27.85]	0.8604758	0.8576764	0.8632752
temp + phosphate	Indian	(27.85,27.95]	0.6750751	0.6625713	0.6875790
temp + phosphate	Indian	(27.95,28.05]	0.2603517	0.1926022	0.3281012
temp + phosphate	Indian	(28.05,28.1]	0.0901416	-0.1169683	0.2972515
temp + phosphate	Indian	(28.1,28.2]	0.1322637	-0.0820035	0.3465310
temp + phosphate	Indian	(28.2,28.3]	-0.2964361	-0.3399192	-0.2529531
temp + phosphate	Indian	(28.3,28.4]	0.4443077	0.2931709	0.5954444
temp + phosphate	Indian	(28.4, Inf]	0.8956694	0.8956694	0.8956694
temp + phosphate	Pacific	(-Inf,26]	-0.6498538	-0.6679789	-0.6317287
temp + phosphate	Pacific	(26,26.5]	-0.4496096	-0.4531094	-0.4461099
temp + phosphate	Pacific	(26.5,26.75]	-0.2803113	-0.3112011	-0.2494214
temp + phosphate	Pacific	(26.75,27]	-0.3040723	-0.3505624	-0.2575821
temp + phosphate	Pacific	(27,27.25]	-0.0384580	-0.1827843	0.1058682
temp + phosphate	Pacific	(27.25,27.5]	0.3133528	0.0997131	0.5269925
temp + phosphate	Pacific	(27.5,27.75]	0.4480979	0.2483203	0.6478754
temp + phosphate	Pacific	(27.75,27.85]	0.2612420	0.0251516	0.4973324
temp + phosphate	Pacific	(27.85,27.95]	0.1340990	-0.1049045	0.3731024
temp + phosphate	Pacific	(27.95,28.05]	-0.0721438	-0.2505168	0.1062292
temp + phosphate	Pacific	(28.05,28.1]	-0.0374487	-0.1941982	0.1193009
temp + phosphate	Pacific	(28.1,28.2]	0.7772010	0.7617595	0.7926426
temp + phosphate	Pacific	(28.2,28.3]	-0.1932171	-0.2096096	-0.1768247
temp + phosphate	Pacific	(28.3,28.4]	0.7147382	0.7144974	0.7149790
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + silicate	Atlantic	(-Inf,26]	-0.0587894	-0.2211023	0.1035235
temp + silicate	Atlantic	(26,26.5]	-0.3281052	-0.3487515	-0.3074589
temp + silicate	Atlantic	(26.5,26.75]	-0.2176087	-0.2708706	-0.1643469
temp + silicate	Atlantic	(26.75,27]	-0.2786775	-0.3863749	-0.1709801
temp + silicate	Atlantic	(27,27.25]	-0.5231669	-0.5660899	-0.4802439
temp + silicate	Atlantic	(27.25,27.5]	-0.7868966	-0.8050353	-0.7687578
temp + silicate	Atlantic	(27.5,27.75]	-0.8685059	-0.8729119	-0.8640998
temp + silicate	Atlantic	(27.75,27.85]	-0.7884907	-0.8069174	-0.7700640
temp + silicate	Atlantic	(27.85,27.95]	-0.7665817	-0.7717649	-0.7613985
temp + silicate	Atlantic	(27.95,28.05]	-0.7606167	-0.7637828	-0.7574505
temp + silicate	Atlantic	(28.05,28.1]	-0.7580854	-0.8074548	-0.7087161
temp + silicate	Atlantic	(28.1,28.15]	-0.7551469	-0.8228089	-0.6874848
temp + silicate	Atlantic	(28.15,28.2]	-0.5234994	-0.7631968	-0.2838019
temp + silicate	Atlantic	(28.2, Inf]	-0.2007613	-0.2509679	-0.1505548
temp + silicate	Indian	(-Inf,26]	-0.3086834	-0.3906548	-0.2267119
temp + silicate	Indian	(26,26.5]	-0.0298077	-0.0780612	0.0184458
temp + silicate	Indian	(26.5,26.75]	-0.1508539	-0.2343099	-0.0673978
temp + silicate	Indian	(26.75,27]	0.0061413	-0.2238993	0.2361820
temp + silicate	Indian	(27,27.25]	0.1642208	-0.0927312	0.4211728
temp + silicate	Indian	(27.25,27.5]	0.3999567	0.2191309	0.5807826
temp + silicate	Indian	(27.5,27.75]	0.6430677	0.5643518	0.7217836
temp + silicate	Indian	(27.75,27.85]	0.7378430	0.6879908	0.7876953
temp + silicate	Indian	(27.85,27.95]	0.6428851	0.6028809	0.6828893
temp + silicate	Indian	(27.95,28.05]	0.3913491	0.3462011	0.4364971
temp + silicate	Indian	(28.05,28.1]	0.2608405	0.1068687	0.4148124
temp + silicate	Indian	(28.1,28.2]	0.2308004	0.0968891	0.3647117
temp + silicate	Indian	(28.2,28.3]	0.0767749	0.0114185	0.1421312
temp + silicate	Indian	(28.3,28.4]	0.5739873	0.4593014	0.6886733
temp + silicate	Indian	(28.4, Inf]	0.9828013	0.9828013	0.9828013
temp + silicate	Pacific	(-Inf,26]	-0.6479949	-0.6929971	-0.6029926
temp + silicate	Pacific	(26,26.5]	-0.6949699	-0.7049218	-0.6850180
temp + silicate	Pacific	(26.5,26.75]	-0.6103319	-0.6335616	-0.5871021
temp + silicate	Pacific	(26.75,27]	-0.5808940	-0.6088092	-0.5529789
temp + silicate	Pacific	(27,27.25]	-0.2921693	-0.4162936	-0.1680450
temp + silicate	Pacific	(27.25,27.5]	-0.0102365	-0.1886391	0.1681661
temp + silicate	Pacific	(27.5,27.75]	0.1616922	-0.0320481	0.3554325
temp + silicate	Pacific	(27.75,27.85]	0.1227139	-0.1071460	0.3525738
temp + silicate	Pacific	(27.85,27.95]	0.0292661	-0.2280019	0.2865342
temp + silicate	Pacific	(27.95,28.05]	-0.1682565	-0.3944645	0.0579516
temp + silicate	Pacific	(28.05,28.1]	-0.0546983	-0.2187119	0.1093154
temp + silicate	Pacific	(28.1,28.2]	0.6927419	0.6863174	0.6991665
temp + silicate	Pacific	(28.2,28.3]	-0.4285565	-0.6398826	-0.2172305
temp + silicate	Pacific	(28.3,28.4]	0.9269112	0.9100080	0.9438143
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
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.1774454	0.1314567	0.2234341
aou	Atlantic	(26,26.5]	0.0561520	0.0121859	0.1001181
aou	Atlantic	(26.5,26.75]	-0.0588363	-0.0961080	-0.0215646
aou	Atlantic	(26.75,27]	-0.1700420	-0.1787591	-0.1613248
aou	Atlantic	(27,27.25]	-0.2269642	-0.2766614	-0.1772671
aou	Atlantic	(27.25,27.5]	-0.3967803	-0.4238963	-0.3696643
aou	Atlantic	(27.5,27.75]	-0.5569806	-0.5802681	-0.5336930
aou	Atlantic	(27.75,27.85]	-0.6822350	-0.7192148	-0.6452551
aou	Atlantic	(27.85,27.95]	-0.7654292	-0.7871591	-0.7436993
aou	Atlantic	(27.95,28.05]	-0.7599687	-0.7800013	-0.7399361
aou	Atlantic	(28.05,28.1]	-0.8019633	-0.8340641	-0.7698625
aou	Atlantic	(28.1,28.15]	-0.8298581	-0.8713252	-0.7883910
aou	Atlantic	(28.15,28.2]	-0.8900078	-0.8935683	-0.8864473
aou	Atlantic	(28.2, Inf]	-0.8578294	-0.8744678	-0.8411911
aou	Indian	(-Inf,26]	0.0123914	-0.0300231	0.0548060
aou	Indian	(26,26.5]	-0.2618369	-0.4217341	-0.1019397
aou	Indian	(26.5,26.75]	-0.0938087	-0.2030348	0.0154175
aou	Indian	(26.75,27]	0.0186410	-0.1055994	0.1428814
aou	Indian	(27,27.25]	0.2115007	0.0509831	0.3720183
aou	Indian	(27.25,27.5]	-0.0006052	-0.0478593	0.0466488
aou	Indian	(27.5,27.75]	0.1581194	0.1483381	0.1679007
aou	Indian	(27.75,27.85]	0.0957943	0.0085972	0.1829913
aou	Indian	(27.85,27.95]	0.2207502	0.0719996	0.3695009
aou	Indian	(27.95,28.05]	0.0464880	-0.0952016	0.1881776
aou	Indian	(28.05,28.1]	-0.0685269	-0.1215921	-0.0154617
aou	Indian	(28.1,28.2]	0.0981918	0.0579441	0.1384395
aou	Indian	(28.2,28.3]	0.0901785	0.0375000	0.1428570
aou	Indian	(28.3,28.4]	0.0016111	-0.1233312	0.1265533
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	0.2375804	0.1908776	0.2842832
aou	Pacific	(26,26.5]	-0.1373253	-0.2745118	-0.0001388
aou	Pacific	(26.5,26.75]	-0.1692700	-0.3648524	0.0263124
aou	Pacific	(26.75,27]	-0.3506199	-0.4888662	-0.2123736
aou	Pacific	(27,27.25]	0.1228731	0.0622921	0.1834541
aou	Pacific	(27.25,27.5]	0.4502134	0.3315633	0.5688635
aou	Pacific	(27.5,27.75]	0.5934807	0.5057256	0.6812357
aou	Pacific	(27.75,27.85]	0.7446979	0.6917277	0.7976681
aou	Pacific	(27.85,27.95]	0.7531065	0.7193379	0.7868750
aou	Pacific	(27.95,28.05]	0.5380978	0.5042966	0.5718990
aou	Pacific	(28.05,28.1]	0.3305348	0.3159498	0.3451199
aou	Pacific	(28.1,28.2]	0.2961045	0.2605793	0.3316296
aou	Pacific	(28.2,28.3]	0.0172155	0.0156811	0.0187499
aou	Pacific	(28.3,28.4]	-0.3911875	-0.6464404	-0.1359347
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2193957	0.1237129	0.3150785
nitrate	Atlantic	(26,26.5]	-0.3334436	-0.3895072	-0.2773801
nitrate	Atlantic	(26.5,26.75]	-0.5656118	-0.5854560	-0.5457676
nitrate	Atlantic	(26.75,27]	-0.6608026	-0.6657580	-0.6558471
nitrate	Atlantic	(27,27.25]	-0.7515223	-0.7807052	-0.7223394
nitrate	Atlantic	(27.25,27.5]	-0.8819769	-0.8942209	-0.8697330
nitrate	Atlantic	(27.5,27.75]	-0.9453196	-0.9484101	-0.9422291
nitrate	Atlantic	(27.75,27.85]	-0.9484663	-0.9497552	-0.9471773
nitrate	Atlantic	(27.85,27.95]	-0.9315306	-0.9375222	-0.9255389
nitrate	Atlantic	(27.95,28.05]	-0.8988498	-0.9065617	-0.8911379
nitrate	Atlantic	(28.05,28.1]	-0.8858421	-0.8891809	-0.8825032
nitrate	Atlantic	(28.1,28.15]	-0.8686115	-0.8973833	-0.8398397
nitrate	Atlantic	(28.15,28.2]	-0.9205298	-0.9276051	-0.9134544
nitrate	Atlantic	(28.2, Inf]	-0.9752063	-0.9758564	-0.9745562
nitrate	Indian	(-Inf,26]	0.0212232	-0.0333247	0.0757712
nitrate	Indian	(26,26.5]	-0.7496108	-0.7702330	-0.7289887
nitrate	Indian	(26.5,26.75]	-0.7404686	-0.7626223	-0.7183148
nitrate	Indian	(26.75,27]	-0.6618323	-0.6719529	-0.6517118
nitrate	Indian	(27,27.25]	-0.1795915	-0.2279774	-0.1312057
nitrate	Indian	(27.25,27.5]	-0.0985098	-0.1705547	-0.0264649
nitrate	Indian	(27.5,27.75]	0.0767875	0.0575451	0.0960300
nitrate	Indian	(27.75,27.85]	0.0156596	-0.0838831	0.1152023
nitrate	Indian	(27.85,27.95]	0.0012008	-0.1389212	0.1413229
nitrate	Indian	(27.95,28.05]	-0.3378488	-0.3733388	-0.3023589
nitrate	Indian	(28.05,28.1]	-0.2873354	-0.3183989	-0.2562718
nitrate	Indian	(28.1,28.2]	-0.1456465	-0.2514092	-0.0398839
nitrate	Indian	(28.2,28.3]	-0.3319863	-0.3494590	-0.3145136
nitrate	Indian	(28.3,28.4]	-0.3833917	-0.4090378	-0.3577455
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.1281876	-0.1506200	-0.1057553
nitrate	Pacific	(26,26.5]	-0.6443117	-0.7078652	-0.5807582
nitrate	Pacific	(26.5,26.75]	-0.6053023	-0.6740632	-0.5365413
nitrate	Pacific	(26.75,27]	-0.5556428	-0.6399103	-0.4713754
nitrate	Pacific	(27,27.25]	0.0644324	0.0005168	0.1283480
nitrate	Pacific	(27.25,27.5]	0.3945968	0.2826861	0.5065076
nitrate	Pacific	(27.5,27.75]	0.5337946	0.4563381	0.6112510
nitrate	Pacific	(27.75,27.85]	0.7081721	0.6617649	0.7545794
nitrate	Pacific	(27.85,27.95]	0.7253790	0.7028188	0.7479392
nitrate	Pacific	(27.95,28.05]	0.5048090	0.4748174	0.5348007
nitrate	Pacific	(28.05,28.1]	0.3014841	0.2892028	0.3137654
nitrate	Pacific	(28.1,28.2]	0.2618793	0.2176972	0.3060614
nitrate	Pacific	(28.2,28.3]	-0.2177628	-0.4073956	-0.0281300
nitrate	Pacific	(28.3,28.4]	-0.5301747	-0.5816476	-0.4787017
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
oxygen	Atlantic	(-Inf,26]	0.2207370	0.1951897	0.2462843
oxygen	Atlantic	(26,26.5]	-0.1522306	-0.1905001	-0.1139611
oxygen	Atlantic	(26.5,26.75]	-0.0759486	-0.1372461	-0.0146511
oxygen	Atlantic	(26.75,27]	-0.0096963	-0.0248551	0.0054626
oxygen	Atlantic	(27,27.25]	0.0031494	-0.0363121	0.0426108
oxygen	Atlantic	(27.25,27.5]	0.1269573	0.1100076	0.1439071
oxygen	Atlantic	(27.5,27.75]	0.2389546	0.2067387	0.2711705
oxygen	Atlantic	(27.75,27.85]	0.3698438	0.2898352	0.4498525
oxygen	Atlantic	(27.85,27.95]	0.5296780	0.4675817	0.5917742
oxygen	Atlantic	(27.95,28.05]	0.5356534	0.4915882	0.5797187
oxygen	Atlantic	(28.05,28.1]	0.6995278	0.6115724	0.7874831
oxygen	Atlantic	(28.1,28.15]	0.7965873	0.7451014	0.8480732
oxygen	Atlantic	(28.15,28.2]	0.8908929	0.8840478	0.8977380
oxygen	Atlantic	(28.2, Inf]	0.7841011	0.7604105	0.8077917
oxygen	Indian	(-Inf,26]	0.2037161	0.1670359	0.2403963
oxygen	Indian	(26,26.5]	0.0904429	-0.1129046	0.2937904
oxygen	Indian	(26.5,26.75]	-0.1184207	-0.2740910	0.0372496
oxygen	Indian	(26.75,27]	-0.1986274	-0.3607242	-0.0365305
oxygen	Indian	(27,27.25]	-0.2539232	-0.4212799	-0.0865665
oxygen	Indian	(27.25,27.5]	0.0046814	-0.0363859	0.0457486
oxygen	Indian	(27.5,27.75]	-0.1405673	-0.1505842	-0.1305504
oxygen	Indian	(27.75,27.85]	-0.0982232	-0.1842383	-0.0122081
oxygen	Indian	(27.85,27.95]	-0.2427555	-0.3870319	-0.0984791
oxygen	Indian	(27.95,28.05]	-0.1088274	-0.2574101	0.0397552
oxygen	Indian	(28.05,28.1]	0.0173945	-0.0649334	0.0997223
oxygen	Indian	(28.1,28.2]	-0.1493595	-0.1690984	-0.1296205
oxygen	Indian	(28.2,28.3]	-0.1571423	-0.2155240	-0.0987605
oxygen	Indian	(28.3,28.4]	-0.0359464	-0.1696109	0.0977180
oxygen	Indian	(28.4, Inf]	NA	NA	NA
oxygen	Pacific	(-Inf,26]	-0.0799159	-0.1320596	-0.0277722
oxygen	Pacific	(26,26.5]	-0.0698276	-0.2067828	0.0671277
oxygen	Pacific	(26.5,26.75]	0.0179917	-0.1972741	0.2332576
oxygen	Pacific	(26.75,27]	0.2629652	0.1134775	0.4124528
oxygen	Pacific	(27,27.25]	-0.1003564	-0.1590007	-0.0417121
oxygen	Pacific	(27.25,27.5]	-0.3901319	-0.5224260	-0.2578377
oxygen	Pacific	(27.5,27.75]	-0.5352596	-0.6269971	-0.4435222
oxygen	Pacific	(27.75,27.85]	-0.7070375	-0.7708606	-0.6432144
oxygen	Pacific	(27.85,27.95]	-0.7252009	-0.7690048	-0.6813969
oxygen	Pacific	(27.95,28.05]	-0.5296756	-0.5650002	-0.4943510
oxygen	Pacific	(28.05,28.1]	-0.3348587	-0.3499595	-0.3197579
oxygen	Pacific	(28.1,28.2]	-0.3006404	-0.3366031	-0.2646778
oxygen	Pacific	(28.2,28.3]	-0.0813047	-0.1122269	-0.0503826
oxygen	Pacific	(28.3,28.4]	0.3899311	0.1370847	0.6427775
oxygen	Pacific	(28.4, Inf]	0.3547662	0.3547662	0.3547662
phosphate	Atlantic	(-Inf,26]	0.2367613	0.1672785	0.3062442
phosphate	Atlantic	(26,26.5]	-0.4152722	-0.4757851	-0.3547592
phosphate	Atlantic	(26.5,26.75]	-0.6355768	-0.6711708	-0.5999829
phosphate	Atlantic	(26.75,27]	-0.7417859	-0.7439750	-0.7395967
phosphate	Atlantic	(27,27.25]	-0.8343089	-0.8491683	-0.8194495
phosphate	Atlantic	(27.25,27.5]	-0.9268560	-0.9311833	-0.9225287
phosphate	Atlantic	(27.5,27.75]	-0.9648142	-0.9683294	-0.9612991
phosphate	Atlantic	(27.75,27.85]	-0.9618286	-0.9651250	-0.9585322
phosphate	Atlantic	(27.85,27.95]	-0.9419727	-0.9479209	-0.9360246
phosphate	Atlantic	(27.95,28.05]	-0.9083399	-0.9151826	-0.9014973
phosphate	Atlantic	(28.05,28.1]	-0.8920133	-0.8962745	-0.8877522
phosphate	Atlantic	(28.1,28.15]	-0.8713330	-0.9021712	-0.8404949
phosphate	Atlantic	(28.15,28.2]	-0.9245251	-0.9326025	-0.9164478
phosphate	Atlantic	(28.2, Inf]	-0.9802756	-0.9808495	-0.9797018
phosphate	Indian	(-Inf,26]	0.0345723	-0.0102775	0.0794222
phosphate	Indian	(26,26.5]	-0.7515928	-0.7876633	-0.7155224
phosphate	Indian	(26.5,26.75]	-0.7303045	-0.7598228	-0.7007862
phosphate	Indian	(26.75,27]	-0.6318450	-0.6460679	-0.6176221
phosphate	Indian	(27,27.25]	-0.2069236	-0.2853085	-0.1285388
phosphate	Indian	(27.25,27.5]	-0.1569385	-0.2087145	-0.1051625
phosphate	Indian	(27.5,27.75]	0.0571100	0.0395760	0.0746439
phosphate	Indian	(27.75,27.85]	-0.0527333	-0.1395010	0.0340344
phosphate	Indian	(27.85,27.95]	-0.0710723	-0.1978718	0.0557273
phosphate	Indian	(27.95,28.05]	-0.3751256	-0.4014114	-0.3488399
phosphate	Indian	(28.05,28.1]	-0.3443559	-0.3892845	-0.2994274
phosphate	Indian	(28.1,28.2]	-0.2563416	-0.3769099	-0.1357733
phosphate	Indian	(28.2,28.3]	-0.6133917	-0.6169195	-0.6098639
phosphate	Indian	(28.3,28.4]	-0.6315537	-0.6364870	-0.6266203
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2030871	-0.2196647	-0.1865096
phosphate	Pacific	(26,26.5]	-0.7078759	-0.7615100	-0.6542417
phosphate	Pacific	(26.5,26.75]	-0.6587816	-0.7207801	-0.5967831
phosphate	Pacific	(26.75,27]	-0.5915030	-0.6678881	-0.5151179
phosphate	Pacific	(27,27.25]	0.0374436	-0.0337529	0.1086401
phosphate	Pacific	(27.25,27.5]	0.3921354	0.2827604	0.5015103
phosphate	Pacific	(27.5,27.75]	0.5257978	0.4509775	0.6006182
phosphate	Pacific	(27.75,27.85]	0.6781584	0.6354275	0.7208893
phosphate	Pacific	(27.85,27.95]	0.6878546	0.6681639	0.7075453
phosphate	Pacific	(27.95,28.05]	0.4286086	0.4162264	0.4409908
phosphate	Pacific	(28.05,28.1]	0.1882159	0.1462121	0.2302196
phosphate	Pacific	(28.1,28.2]	0.1532540	0.0921705	0.2143375
phosphate	Pacific	(28.2,28.3]	-0.6854263	-0.7741152	-0.5967374
phosphate	Pacific	(28.3,28.4]	-0.7656471	-0.8250832	-0.7062110
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
sal	Atlantic	(-Inf,26]	0.0582648	-0.0320696	0.1485992
sal	Atlantic	(26,26.5]	0.3766712	0.3382726	0.4150698
sal	Atlantic	(26.5,26.75]	0.4828152	0.3940020	0.5716285
sal	Atlantic	(26.75,27]	0.5916167	0.5657872	0.6174461
sal	Atlantic	(27,27.25]	0.7390963	0.7033025	0.7748900
sal	Atlantic	(27.25,27.5]	0.7522606	0.7288950	0.7756261
sal	Atlantic	(27.5,27.75]	0.7652530	0.7612250	0.7692811
sal	Atlantic	(27.75,27.85]	0.7344627	0.7322355	0.7366900
sal	Atlantic	(27.85,27.95]	0.6792239	0.6762083	0.6822394
sal	Atlantic	(27.95,28.05]	0.6953547	0.6872484	0.7034610
sal	Atlantic	(28.05,28.1]	0.7217325	0.7174105	0.7260545
sal	Atlantic	(28.1,28.15]	0.7203334	0.6686056	0.7720613
sal	Atlantic	(28.15,28.2]	0.8261025	0.8098773	0.8423276
sal	Atlantic	(28.2, Inf]	0.9455774	0.9352671	0.9558878
sal	Indian	(-Inf,26]	0.7021019	0.6344967	0.7697071
sal	Indian	(26,26.5]	0.7782251	0.6736686	0.8827815
sal	Indian	(26.5,26.75]	0.8190838	0.7181525	0.9200151
sal	Indian	(26.75,27]	0.7112281	0.5724820	0.8499742
sal	Indian	(27,27.25]	0.3321372	0.1402728	0.5240016
sal	Indian	(27.25,27.5]	-0.0155483	-0.0828203	0.0517237
sal	Indian	(27.5,27.75]	0.1869498	0.1365694	0.2373301
sal	Indian	(27.75,27.85]	0.1506771	0.0445155	0.2568387
sal	Indian	(27.85,27.95]	0.3331641	0.1812494	0.4850789
sal	Indian	(27.95,28.05]	0.4041462	0.2770596	0.5312329
sal	Indian	(28.05,28.1]	0.3388047	0.1385950	0.5390144
sal	Indian	(28.1,28.2]	0.3064971	0.2405402	0.3724540
sal	Indian	(28.2,28.3]	0.2761278	0.2058537	0.3464020
sal	Indian	(28.3,28.4]	-0.0019531	-0.0952481	0.0913419
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	0.3309446	0.3049462	0.3569430
sal	Pacific	(26,26.5]	0.7173300	0.6991315	0.7355286
sal	Pacific	(26.5,26.75]	0.6100287	0.5220521	0.6980054
sal	Pacific	(26.75,27]	0.3796231	0.3116591	0.4475872
sal	Pacific	(27,27.25]	-0.2806179	-0.3423381	-0.2188977
sal	Pacific	(27.25,27.5]	-0.3635810	-0.3951992	-0.3319628
sal	Pacific	(27.5,27.75]	-0.1638197	-0.2648229	-0.0628165
sal	Pacific	(27.75,27.85]	-0.2425902	-0.4378903	-0.0472900
sal	Pacific	(27.85,27.95]	-0.2676356	-0.4470477	-0.0882234
sal	Pacific	(27.95,28.05]	-0.2377100	-0.3173933	-0.1580266
sal	Pacific	(28.05,28.1]	-0.1803167	-0.2071001	-0.1535333
sal	Pacific	(28.1,28.2]	-0.1868277	-0.2270406	-0.1466148
sal	Pacific	(28.2,28.3]	0.0215569	-0.0355494	0.0786631
sal	Pacific	(28.3,28.4]	-0.2423570	-0.5099118	0.0251978
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	-0.1652916	-0.3046816	-0.0259016
silicate	Atlantic	(26,26.5]	-0.0935559	-0.1260220	-0.0610899
silicate	Atlantic	(26.5,26.75]	-0.1922909	-0.1960195	-0.1885623
silicate	Atlantic	(26.75,27]	-0.4528768	-0.4568988	-0.4488547
silicate	Atlantic	(27,27.25]	-0.6110247	-0.6199579	-0.6020915
silicate	Atlantic	(27.25,27.5]	-0.6879858	-0.7243352	-0.6516364
silicate	Atlantic	(27.5,27.75]	-0.7883615	-0.8083624	-0.7683607
silicate	Atlantic	(27.75,27.85]	-0.8735617	-0.8850710	-0.8620524
silicate	Atlantic	(27.85,27.95]	-0.8816432	-0.8964621	-0.8668242
silicate	Atlantic	(27.95,28.05]	-0.8603443	-0.8614843	-0.8592044
silicate	Atlantic	(28.05,28.1]	-0.8534920	-0.8614043	-0.8455798
silicate	Atlantic	(28.1,28.15]	-0.8491490	-0.8794018	-0.8188963
silicate	Atlantic	(28.15,28.2]	-0.9109562	-0.9206034	-0.9013091
silicate	Atlantic	(28.2, Inf]	-0.9575812	-0.9681541	-0.9470084
silicate	Indian	(-Inf,26]	-0.0063031	-0.0492555	0.0366492
silicate	Indian	(26,26.5]	-0.3765647	-0.5139436	-0.2391857
silicate	Indian	(26.5,26.75]	-0.3349134	-0.4239450	-0.2458818
silicate	Indian	(26.75,27]	-0.2785506	-0.3352709	-0.2218303
silicate	Indian	(27,27.25]	-0.0387657	-0.1350887	0.0575573
silicate	Indian	(27.25,27.5]	0.2783102	0.2039793	0.3526410
silicate	Indian	(27.5,27.75]	0.4251726	0.4010836	0.4492615
silicate	Indian	(27.75,27.85]	0.1799569	0.1267167	0.2331971
silicate	Indian	(27.85,27.95]	0.1178659	0.0022882	0.2334436
silicate	Indian	(27.95,28.05]	-0.1464207	-0.2047267	-0.0881148
silicate	Indian	(28.05,28.1]	-0.1834625	-0.2021765	-0.1647486
silicate	Indian	(28.1,28.2]	-0.1030460	-0.1546012	-0.0514909
silicate	Indian	(28.2,28.3]	-0.1965656	-0.2468870	-0.1462441
silicate	Indian	(28.3,28.4]	-0.3531029	-0.3721343	-0.3340715
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.2694591	-0.2794291	-0.2594891
silicate	Pacific	(26,26.5]	-0.7002761	-0.7243250	-0.6762271
silicate	Pacific	(26.5,26.75]	-0.5311261	-0.5318293	-0.5304229
silicate	Pacific	(26.75,27]	-0.3725718	-0.4203151	-0.3248284
silicate	Pacific	(27,27.25]	0.3381316	0.2899498	0.3863135
silicate	Pacific	(27.25,27.5]	0.7285555	0.6679918	0.7891191
silicate	Pacific	(27.5,27.75]	0.8106151	0.7722414	0.8489888
silicate	Pacific	(27.75,27.85]	0.8123226	0.7827917	0.8418535
silicate	Pacific	(27.85,27.95]	0.7692738	0.7462269	0.7923208
silicate	Pacific	(27.95,28.05]	0.5018445	0.4643262	0.5393628
silicate	Pacific	(28.05,28.1]	0.2900419	0.2779432	0.3021406
silicate	Pacific	(28.1,28.2]	0.2614228	0.2442927	0.2785529
silicate	Pacific	(28.2,28.3]	-0.2037014	-0.2353976	-0.1720053
silicate	Pacific	(28.3,28.4]	-0.6017036	-0.6598591	-0.5435482
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	-0.5290376	-0.5526044	-0.5054709
temp	Atlantic	(26,26.5]	0.2910510	0.2830517	0.2990503
temp	Atlantic	(26.5,26.75]	0.3843018	0.2938584	0.4747452
temp	Atlantic	(26.75,27]	0.4865506	0.4732626	0.4998385
temp	Atlantic	(27,27.25]	0.6679181	0.6296131	0.7062231
temp	Atlantic	(27.25,27.5]	0.6725567	0.6505667	0.6945466
temp	Atlantic	(27.5,27.75]	0.6719449	0.6662278	0.6776620
temp	Atlantic	(27.75,27.85]	0.6881314	0.6620484	0.7142144
temp	Atlantic	(27.85,27.95]	0.6448738	0.6312616	0.6584859
temp	Atlantic	(27.95,28.05]	0.6510456	0.6398372	0.6622541
temp	Atlantic	(28.05,28.1]	0.6449805	0.6391155	0.6508455
temp	Atlantic	(28.1,28.15]	0.5905375	0.5091041	0.6719710
temp	Atlantic	(28.15,28.2]	0.3811880	0.1701941	0.5921819
temp	Atlantic	(28.2, Inf]	0.2997874	0.2990125	0.3005623
temp	Indian	(-Inf,26]	-0.7619578	-0.8014450	-0.7224705
temp	Indian	(26,26.5]	0.7166251	0.6153790	0.8178712
temp	Indian	(26.5,26.75]	0.7791791	0.6913990	0.8669591
temp	Indian	(26.75,27]	0.7383748	0.6460471	0.8307025
temp	Indian	(27,27.25]	0.3679189	0.2116072	0.5242307
temp	Indian	(27.25,27.5]	-0.0115244	-0.0365417	0.0134928
temp	Indian	(27.5,27.75]	0.0765516	0.0646340	0.0884692
temp	Indian	(27.75,27.85]	0.1042120	0.0230885	0.1853355
temp	Indian	(27.85,27.95]	0.3001932	0.1757396	0.4246468
temp	Indian	(27.95,28.05]	0.3237426	0.2051840	0.4423012
temp	Indian	(28.05,28.1]	0.2569687	0.0777877	0.4361497
temp	Indian	(28.1,28.2]	0.2759379	0.2305238	0.3213520
temp	Indian	(28.2,28.3]	0.2716951	0.2204507	0.3229396
temp	Indian	(28.3,28.4]	0.0364055	-0.1166337	0.1894447
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.2668668	-0.2962854	-0.2374483
temp	Pacific	(26,26.5]	0.7457641	0.7295854	0.7619428
temp	Pacific	(26.5,26.75]	0.6425126	0.5525898	0.7324354
temp	Pacific	(26.75,27]	0.4181766	0.3481926	0.4881606
temp	Pacific	(27,27.25]	-0.1499617	-0.1991418	-0.1007816
temp	Pacific	(27.25,27.5]	-0.3055328	-0.3561806	-0.2548850
temp	Pacific	(27.5,27.75]	-0.1729394	-0.2806501	-0.0652286
temp	Pacific	(27.75,27.85]	-0.1623223	-0.3342720	0.0096275
temp	Pacific	(27.85,27.95]	-0.1715378	-0.3510443	0.0079687
temp	Pacific	(27.95,28.05]	-0.1448996	-0.2592264	-0.0305729
temp	Pacific	(28.05,28.1]	-0.0429581	-0.0872352	0.0013190
temp	Pacific	(28.1,28.2]	0.2185805	0.1631742	0.2739868
temp	Pacific	(28.2,28.3]	0.1124490	0.0745893	0.1503087
temp	Pacific	(28.3,28.4]	-0.4400717	-0.6136498	-0.2664936
temp	Pacific	(28.4, Inf]	-0.3270283	-0.3270283	-0.3270283

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  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  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] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1