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]	0.9191657	0.9075601	0.9307713
aou + nitrate	Atlantic	(26,26.5]	0.9547174	0.9502146	0.9592203
aou + nitrate	Atlantic	(26.5,26.75]	0.9478394	0.9384181	0.9572608
aou + nitrate	Atlantic	(26.75,27]	0.8619719	0.8542080	0.8697357
aou + nitrate	Atlantic	(27,27.25]	0.7668917	0.7538726	0.7799108
aou + nitrate	Atlantic	(27.25,27.5]	0.7101588	0.7005787	0.7197389
aou + nitrate	Atlantic	(27.5,27.75]	0.8147781	0.8053286	0.8242275
aou + nitrate	Atlantic	(27.75,27.85]	0.9015426	0.8885578	0.9145274
aou + nitrate	Atlantic	(27.85,27.95]	0.9052495	0.8898023	0.9206967
aou + nitrate	Atlantic	(27.95,28.05]	0.9137226	0.9118411	0.9156041
aou + nitrate	Atlantic	(28.05,28.1]	0.9544901	0.9533671	0.9556131
aou + nitrate	Atlantic	(28.1,28.15]	0.9692109	0.9598493	0.9785725
aou + nitrate	Atlantic	(28.15,28.2]	0.9825459	0.9779663	0.9871256
aou + nitrate	Atlantic	(28.2, Inf]	0.9216539	0.9064041	0.9369037
aou + nitrate	Indian	(-Inf,26]	0.9895210	0.9862100	0.9928319
aou + nitrate	Indian	(26,26.5]	0.9690849	0.9492283	0.9889415
aou + nitrate	Indian	(26.5,26.75]	0.9347766	0.9301434	0.9394099
aou + nitrate	Indian	(26.75,27]	0.8657065	0.8305281	0.9008849
aou + nitrate	Indian	(27,27.25]	0.7882952	0.7184321	0.8581583
aou + nitrate	Indian	(27.25,27.5]	0.8927064	0.8614551	0.9239578
aou + nitrate	Indian	(27.5,27.75]	0.9250322	0.8959651	0.9540993
aou + nitrate	Indian	(27.75,27.85]	0.8883297	0.8511143	0.9255451
aou + nitrate	Indian	(27.85,27.95]	0.8582854	0.8266971	0.8898736
aou + nitrate	Indian	(27.95,28.05]	0.7751843	0.6932582	0.8571104
aou + nitrate	Indian	(28.05,28.1]	0.8958014	0.8495813	0.9420215
aou + nitrate	Indian	(28.1,28.2]	0.8685906	0.8173047	0.9198765
aou + nitrate	Indian	(28.2,28.3]	0.3823397	0.3521360	0.4125434
aou + nitrate	Indian	(28.3,28.4]	0.5134452	0.3792680	0.6476223
aou + nitrate	Indian	(28.4, Inf]	0.8860373	0.8860373	0.8860373
aou + nitrate	Pacific	(-Inf,26]	0.8568725	0.8323008	0.8814442
aou + nitrate	Pacific	(26,26.5]	0.8346419	0.8331846	0.8360991
aou + nitrate	Pacific	(26.5,26.75]	0.8005561	0.7403079	0.8608044
aou + nitrate	Pacific	(26.75,27]	0.9200659	0.9059757	0.9341560
aou + nitrate	Pacific	(27,27.25]	0.9721208	0.9697885	0.9744532
aou + nitrate	Pacific	(27.25,27.5]	0.9779092	0.9771602	0.9786583
aou + nitrate	Pacific	(27.5,27.75]	0.9810937	0.9808554	0.9813319
aou + nitrate	Pacific	(27.75,27.85]	0.9885439	0.9881417	0.9889461
aou + nitrate	Pacific	(27.85,27.95]	0.9873802	0.9860634	0.9886970
aou + nitrate	Pacific	(27.95,28.05]	0.9754980	0.9704773	0.9805188
aou + nitrate	Pacific	(28.05,28.1]	0.9758733	0.9654433	0.9863033
aou + nitrate	Pacific	(28.1,28.2]	0.9795907	0.9775147	0.9816667
aou + nitrate	Pacific	(28.2,28.3]	0.0400355	0.0234979	0.0565731
aou + nitrate	Pacific	(28.3,28.4]	0.8051482	0.7954077	0.8148888
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + oxygen	Atlantic	(-Inf,26]	-0.9402845	-0.9496307	-0.9309383
aou + oxygen	Atlantic	(26,26.5]	-0.9604730	-0.9675494	-0.9533966
aou + oxygen	Atlantic	(26.5,26.75]	-0.9634332	-0.9640104	-0.9628561
aou + oxygen	Atlantic	(26.75,27]	-0.9421622	-0.9539943	-0.9303301
aou + oxygen	Atlantic	(27,27.25]	-0.9519712	-0.9600342	-0.9439082
aou + oxygen	Atlantic	(27.25,27.5]	-0.9391826	-0.9461098	-0.9322553
aou + oxygen	Atlantic	(27.5,27.75]	-0.9090489	-0.9117635	-0.9063344
aou + oxygen	Atlantic	(27.75,27.85]	-0.9374782	-0.9476852	-0.9272711
aou + oxygen	Atlantic	(27.85,27.95]	-0.9572543	-0.9642934	-0.9502152
aou + oxygen	Atlantic	(27.95,28.05]	-0.9558990	-0.9583305	-0.9534675
aou + oxygen	Atlantic	(28.05,28.1]	-0.9783606	-0.9804487	-0.9762725
aou + oxygen	Atlantic	(28.1,28.15]	-0.9883085	-0.9903713	-0.9862457
aou + oxygen	Atlantic	(28.15,28.2]	-0.9935471	-0.9952337	-0.9918606
aou + oxygen	Atlantic	(28.2, Inf]	-0.9824476	-0.9837127	-0.9811824
aou + oxygen	Indian	(-Inf,26]	-0.9919507	-0.9931785	-0.9907228
aou + oxygen	Indian	(26,26.5]	-0.9970381	-0.9972294	-0.9968469
aou + oxygen	Indian	(26.5,26.75]	-0.9951619	-0.9966214	-0.9937024
aou + oxygen	Indian	(26.75,27]	-0.9905584	-0.9948434	-0.9862734
aou + oxygen	Indian	(27,27.25]	-0.9936696	-0.9957085	-0.9916307
aou + oxygen	Indian	(27.25,27.5]	-0.9963837	-0.9973862	-0.9953812
aou + oxygen	Indian	(27.5,27.75]	-0.9970139	-0.9973663	-0.9966614
aou + oxygen	Indian	(27.75,27.85]	-0.9971908	-0.9977105	-0.9966712
aou + oxygen	Indian	(27.85,27.95]	-0.9958679	-0.9960984	-0.9956373
aou + oxygen	Indian	(27.95,28.05]	-0.9899150	-0.9913395	-0.9884904
aou + oxygen	Indian	(28.05,28.1]	-0.9899170	-0.9943833	-0.9854508
aou + oxygen	Indian	(28.1,28.2]	-0.9868042	-0.9922909	-0.9813175
aou + oxygen	Indian	(28.2,28.3]	-0.9796276	-0.9797512	-0.9795039
aou + oxygen	Indian	(28.3,28.4]	-0.9967190	-0.9978317	-0.9956063
aou + oxygen	Indian	(28.4, Inf]	-0.9998086	-0.9998086	-0.9998086
aou + oxygen	Pacific	(-Inf,26]	-0.8434353	-0.8533019	-0.8335688
aou + oxygen	Pacific	(26,26.5]	-0.9720576	-0.9728268	-0.9712884
aou + oxygen	Pacific	(26.5,26.75]	-0.9764979	-0.9796393	-0.9733565
aou + oxygen	Pacific	(26.75,27]	-0.9819398	-0.9851854	-0.9786943
aou + oxygen	Pacific	(27,27.25]	-0.9944058	-0.9945448	-0.9942668
aou + oxygen	Pacific	(27.25,27.5]	-0.9959476	-0.9959945	-0.9959008
aou + oxygen	Pacific	(27.5,27.75]	-0.9949550	-0.9958408	-0.9940692
aou + oxygen	Pacific	(27.75,27.85]	-0.9966431	-0.9977512	-0.9955350
aou + oxygen	Pacific	(27.85,27.95]	-0.9968801	-0.9983680	-0.9953923
aou + oxygen	Pacific	(27.95,28.05]	-0.9976525	-0.9987291	-0.9965759
aou + oxygen	Pacific	(28.05,28.1]	-0.9989426	-0.9991727	-0.9987125
aou + oxygen	Pacific	(28.1,28.2]	-0.9982788	-0.9986682	-0.9978893
aou + oxygen	Pacific	(28.2,28.3]	-0.9650400	-0.9705629	-0.9595171
aou + oxygen	Pacific	(28.3,28.4]	-0.9991733	-0.9992287	-0.9991179
aou + oxygen	Pacific	(28.4, Inf]	-0.9957301	-0.9957301	-0.9957301
aou + phosphate	Atlantic	(-Inf,26]	0.7141065	0.6730446	0.7551684
aou + phosphate	Atlantic	(26,26.5]	0.8685988	0.8571842	0.8800134
aou + phosphate	Atlantic	(26.5,26.75]	0.8796275	0.8634394	0.8958155
aou + phosphate	Atlantic	(26.75,27]	0.7769080	0.7759955	0.7778205
aou + phosphate	Atlantic	(27,27.25]	0.6782164	0.6765561	0.6798768
aou + phosphate	Atlantic	(27.25,27.5]	0.6336737	0.6157838	0.6515636
aou + phosphate	Atlantic	(27.5,27.75]	0.7780413	0.7663504	0.7897323
aou + phosphate	Atlantic	(27.75,27.85]	0.8805753	0.8638871	0.8972634
aou + phosphate	Atlantic	(27.85,27.95]	0.8944736	0.8801122	0.9088351
aou + phosphate	Atlantic	(27.95,28.05]	0.9078830	0.9032736	0.9124925
aou + phosphate	Atlantic	(28.05,28.1]	0.9511877	0.9502422	0.9521332
aou + phosphate	Atlantic	(28.1,28.15]	0.9672542	0.9602449	0.9742636
aou + phosphate	Atlantic	(28.15,28.2]	0.9827566	0.9793579	0.9861554
aou + phosphate	Atlantic	(28.2, Inf]	0.9186040	0.9042641	0.9329440
aou + phosphate	Indian	(-Inf,26]	0.9939466	0.9932961	0.9945971
aou + phosphate	Indian	(26,26.5]	0.9935743	0.9913462	0.9958023
aou + phosphate	Indian	(26.5,26.75]	0.9569233	0.9422632	0.9715835
aou + phosphate	Indian	(26.75,27]	0.8906777	0.8454605	0.9358950
aou + phosphate	Indian	(27,27.25]	0.8415750	0.7729793	0.9101707
aou + phosphate	Indian	(27.25,27.5]	0.9270559	0.9075241	0.9465876
aou + phosphate	Indian	(27.5,27.75]	0.9533703	0.9472764	0.9594643
aou + phosphate	Indian	(27.75,27.85]	0.9212799	0.9081210	0.9344388
aou + phosphate	Indian	(27.85,27.95]	0.8643207	0.8390161	0.8896253
aou + phosphate	Indian	(27.95,28.05]	0.7954810	0.7262076	0.8647545
aou + phosphate	Indian	(28.05,28.1]	0.9020128	0.8597513	0.9442743
aou + phosphate	Indian	(28.1,28.2]	0.8627870	0.8157340	0.9098399
aou + phosphate	Indian	(28.2,28.3]	0.3203603	0.2831843	0.3575364
aou + phosphate	Indian	(28.3,28.4]	0.5498256	0.4798908	0.6197604
aou + phosphate	Indian	(28.4, Inf]	0.9074781	0.9074781	0.9074781
aou + phosphate	Pacific	(-Inf,26]	0.8449221	0.8095190	0.8803251
aou + phosphate	Pacific	(26,26.5]	0.8850930	0.8801341	0.8900518
aou + phosphate	Pacific	(26.5,26.75]	0.8443336	0.7893503	0.8993170
aou + phosphate	Pacific	(26.75,27]	0.9312365	0.9119301	0.9505428
aou + phosphate	Pacific	(27,27.25]	0.9800550	0.9800283	0.9800816
aou + phosphate	Pacific	(27.25,27.5]	0.9818702	0.9815379	0.9822025
aou + phosphate	Pacific	(27.5,27.75]	0.9800336	0.9798587	0.9802086
aou + phosphate	Pacific	(27.75,27.85]	0.9853510	0.9848637	0.9858383
aou + phosphate	Pacific	(27.85,27.95]	0.9850015	0.9842193	0.9857837
aou + phosphate	Pacific	(27.95,28.05]	0.9790018	0.9774786	0.9805249
aou + phosphate	Pacific	(28.05,28.1]	0.9769514	0.9710812	0.9828217
aou + phosphate	Pacific	(28.1,28.2]	0.9731641	0.9704181	0.9759101
aou + phosphate	Pacific	(28.2,28.3]	0.1327650	0.0270080	0.2385220
aou + phosphate	Pacific	(28.3,28.4]	0.6514885	0.6094209	0.6935562
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + silicate	Atlantic	(-Inf,26]	0.5169672	0.4215940	0.6123404
aou + silicate	Atlantic	(26,26.5]	0.7866490	0.7303125	0.8429855
aou + silicate	Atlantic	(26.5,26.75]	0.8394072	0.8088755	0.8699389
aou + silicate	Atlantic	(26.75,27]	0.7976178	0.7618781	0.8333574
aou + silicate	Atlantic	(27,27.25]	0.6248549	0.5979189	0.6517909
aou + silicate	Atlantic	(27.25,27.5]	0.3768964	0.3699480	0.3838449
aou + silicate	Atlantic	(27.5,27.75]	0.4849515	0.4642492	0.5056539
aou + silicate	Atlantic	(27.75,27.85]	0.7497022	0.7433942	0.7560102
aou + silicate	Atlantic	(27.85,27.95]	0.8100312	0.7966557	0.8234067
aou + silicate	Atlantic	(27.95,28.05]	0.8858662	0.8768618	0.8948706
aou + silicate	Atlantic	(28.05,28.1]	0.9558188	0.9536989	0.9579387
aou + silicate	Atlantic	(28.1,28.15]	0.9679130	0.9636402	0.9721858
aou + silicate	Atlantic	(28.15,28.2]	0.9803521	0.9800008	0.9807034
aou + silicate	Atlantic	(28.2, Inf]	0.9270930	0.9228014	0.9313845
aou + silicate	Indian	(-Inf,26]	0.9063416	0.8680370	0.9446461
aou + silicate	Indian	(26,26.5]	0.9413307	0.9284320	0.9542294
aou + silicate	Indian	(26.5,26.75]	0.9598588	0.9557035	0.9640141
aou + silicate	Indian	(26.75,27]	0.9641535	0.9605479	0.9677591
aou + silicate	Indian	(27,27.25]	0.8919960	0.8839049	0.9000870
aou + silicate	Indian	(27.25,27.5]	0.8671523	0.8607965	0.8735080
aou + silicate	Indian	(27.5,27.75]	0.8332586	0.8217204	0.8447969
aou + silicate	Indian	(27.75,27.85]	0.8296176	0.7745006	0.8847346
aou + silicate	Indian	(27.85,27.95]	0.8253699	0.7834710	0.8672688
aou + silicate	Indian	(27.95,28.05]	0.8476528	0.8081683	0.8871373
aou + silicate	Indian	(28.05,28.1]	0.9473032	0.9388964	0.9557101
aou + silicate	Indian	(28.1,28.2]	0.8223797	0.8179693	0.8267902
aou + silicate	Indian	(28.2,28.3]	0.3044569	0.1995269	0.4093868
aou + silicate	Indian	(28.3,28.4]	0.5656868	0.4950970	0.6362765
aou + silicate	Indian	(28.4, Inf]	0.9858653	0.9858653	0.9858653
aou + silicate	Pacific	(-Inf,26]	0.6233050	0.5506668	0.6959433
aou + silicate	Pacific	(26,26.5]	0.5229572	0.5145864	0.5313281
aou + silicate	Pacific	(26.5,26.75]	0.4129009	0.3323577	0.4934442
aou + silicate	Pacific	(26.75,27]	0.6923629	0.6668547	0.7178711
aou + silicate	Pacific	(27,27.25]	0.8869369	0.8857582	0.8881156
aou + silicate	Pacific	(27.25,27.5]	0.9181431	0.9172130	0.9190732
aou + silicate	Pacific	(27.5,27.75]	0.9238429	0.9163389	0.9313470
aou + silicate	Pacific	(27.75,27.85]	0.9668804	0.9654629	0.9682980
aou + silicate	Pacific	(27.85,27.95]	0.9641778	0.9630435	0.9653120
aou + silicate	Pacific	(27.95,28.05]	0.9498394	0.9411292	0.9585495
aou + silicate	Pacific	(28.05,28.1]	0.9612017	0.9532231	0.9691803
aou + silicate	Pacific	(28.1,28.2]	0.9386844	0.9313888	0.9459801
aou + silicate	Pacific	(28.2,28.3]	-0.0714034	-0.2788322	0.1360255
aou + silicate	Pacific	(28.3,28.4]	0.9150576	0.8904464	0.9396687
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.8553962	0.8349723	0.8758201
nitrate + phosphate	Atlantic	(26,26.5]	0.9577254	0.9515629	0.9638879
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9763301	0.9748848	0.9777753
nitrate + phosphate	Atlantic	(26.75,27]	0.9762618	0.9757413	0.9767822
nitrate + phosphate	Atlantic	(27,27.25]	0.9827707	0.9814977	0.9840438
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9882546	0.9872662	0.9892430
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9926194	0.9923398	0.9928991
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9946860	0.9939863	0.9953857
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9941813	0.9932582	0.9951044
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9940973	0.9934615	0.9947332
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9941601	0.9936068	0.9947134
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9950839	0.9942246	0.9959432
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9968361	0.9964163	0.9972559
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9973490	0.9971499	0.9975481
nitrate + phosphate	Indian	(-Inf,26]	0.9909842	0.9851483	0.9968200
nitrate + phosphate	Indian	(26,26.5]	0.9705294	0.9441239	0.9969350
nitrate + phosphate	Indian	(26.5,26.75]	0.9755257	0.9546693	0.9963820
nitrate + phosphate	Indian	(26.75,27]	0.9812467	0.9691964	0.9932971
nitrate + phosphate	Indian	(27,27.25]	0.9661374	0.9566327	0.9756421
nitrate + phosphate	Indian	(27.25,27.5]	0.9628565	0.9606417	0.9650712
nitrate + phosphate	Indian	(27.5,27.75]	0.9411238	0.9125018	0.9697458
nitrate + phosphate	Indian	(27.75,27.85]	0.9388920	0.9070537	0.9707304
nitrate + phosphate	Indian	(27.85,27.95]	0.9587980	0.9440997	0.9734962
nitrate + phosphate	Indian	(27.95,28.05]	0.9750026	0.9636960	0.9863093
nitrate + phosphate	Indian	(28.05,28.1]	0.9807112	0.9705596	0.9908627
nitrate + phosphate	Indian	(28.1,28.2]	0.9582101	0.9390060	0.9774142
nitrate + phosphate	Indian	(28.2,28.3]	0.7498998	0.6604309	0.8393686
nitrate + phosphate	Indian	(28.3,28.4]	0.6518685	0.5355392	0.7681977
nitrate + phosphate	Indian	(28.4, Inf]	0.8671801	0.8671801	0.8671801
nitrate + phosphate	Pacific	(-Inf,26]	0.9588751	0.9580074	0.9597429
nitrate + phosphate	Pacific	(26,26.5]	0.9484456	0.9399124	0.9569787
nitrate + phosphate	Pacific	(26.5,26.75]	0.9392826	0.9321807	0.9463845
nitrate + phosphate	Pacific	(26.75,27]	0.9762419	0.9751301	0.9773536
nitrate + phosphate	Pacific	(27,27.25]	0.9871396	0.9864420	0.9878373
nitrate + phosphate	Pacific	(27.25,27.5]	0.9908163	0.9900387	0.9915938
nitrate + phosphate	Pacific	(27.5,27.75]	0.9929672	0.9926578	0.9932765
nitrate + phosphate	Pacific	(27.75,27.85]	0.9914229	0.9900606	0.9927853
nitrate + phosphate	Pacific	(27.85,27.95]	0.9900427	0.9869409	0.9931444
nitrate + phosphate	Pacific	(27.95,28.05]	0.9759208	0.9614321	0.9904096
nitrate + phosphate	Pacific	(28.05,28.1]	0.9695913	0.9521565	0.9870261
nitrate + phosphate	Pacific	(28.1,28.2]	0.9760788	0.9698027	0.9823548
nitrate + phosphate	Pacific	(28.2,28.3]	0.4217882	0.4058226	0.4377537
nitrate + phosphate	Pacific	(28.3,28.4]	0.7589252	0.6802879	0.8375625
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + silicate	Atlantic	(-Inf,26]	0.6825932	0.5876659	0.7775205
nitrate + silicate	Atlantic	(26,26.5]	0.8795398	0.8519569	0.9071227
nitrate + silicate	Atlantic	(26.5,26.75]	0.9066989	0.8825994	0.9307984
nitrate + silicate	Atlantic	(26.75,27]	0.8769068	0.8429068	0.9109069
nitrate + silicate	Atlantic	(27,27.25]	0.8861245	0.8638457	0.9084033
nitrate + silicate	Atlantic	(27.25,27.5]	0.8241509	0.8149475	0.8333542
nitrate + silicate	Atlantic	(27.5,27.75]	0.8398657	0.8393620	0.8403694
nitrate + silicate	Atlantic	(27.75,27.85]	0.9331969	0.9315078	0.9348860
nitrate + silicate	Atlantic	(27.85,27.95]	0.9629208	0.9598268	0.9660147
nitrate + silicate	Atlantic	(27.95,28.05]	0.9801519	0.9791739	0.9811299
nitrate + silicate	Atlantic	(28.05,28.1]	0.9883251	0.9883047	0.9883456
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897596	0.9891448	0.9903744
nitrate + silicate	Atlantic	(28.15,28.2]	0.9888668	0.9886477	0.9890859
nitrate + silicate	Atlantic	(28.2, Inf]	0.9869383	0.9831939	0.9906827
nitrate + silicate	Indian	(-Inf,26]	0.9295389	0.8996085	0.9594694
nitrate + silicate	Indian	(26,26.5]	0.9488533	0.9373471	0.9603595
nitrate + silicate	Indian	(26.5,26.75]	0.9334290	0.9309164	0.9359417
nitrate + silicate	Indian	(26.75,27]	0.9049883	0.8841703	0.9258062
nitrate + silicate	Indian	(27,27.25]	0.9126334	0.8946158	0.9306510
nitrate + silicate	Indian	(27.25,27.5]	0.9077887	0.9040751	0.9115023
nitrate + silicate	Indian	(27.5,27.75]	0.7922699	0.7572302	0.8273097
nitrate + silicate	Indian	(27.75,27.85]	0.7616028	0.6996701	0.8235356
nitrate + silicate	Indian	(27.85,27.95]	0.8422633	0.8314711	0.8530555
nitrate + silicate	Indian	(27.95,28.05]	0.8849188	0.8719572	0.8978804
nitrate + silicate	Indian	(28.05,28.1]	0.9469144	0.9313688	0.9624600
nitrate + silicate	Indian	(28.1,28.2]	0.8860076	0.8727823	0.8992329
nitrate + silicate	Indian	(28.2,28.3]	0.4675143	0.4576480	0.4773806
nitrate + silicate	Indian	(28.3,28.4]	0.5459112	0.4339900	0.6578325
nitrate + silicate	Indian	(28.4, Inf]	0.8550855	0.8550855	0.8550855
nitrate + silicate	Pacific	(-Inf,26]	0.8455505	0.8402667	0.8508343
nitrate + silicate	Pacific	(26,26.5]	0.7934692	0.7883664	0.7985719
nitrate + silicate	Pacific	(26.5,26.75]	0.7459397	0.7392490	0.7526304
nitrate + silicate	Pacific	(26.75,27]	0.8232729	0.8185887	0.8279571
nitrate + silicate	Pacific	(27,27.25]	0.8971969	0.8952327	0.8991611
nitrate + silicate	Pacific	(27.25,27.5]	0.8940037	0.8907347	0.8972728
nitrate + silicate	Pacific	(27.5,27.75]	0.8949495	0.8934928	0.8964063
nitrate + silicate	Pacific	(27.75,27.85]	0.9472587	0.9462466	0.9482708
nitrate + silicate	Pacific	(27.85,27.95]	0.9594322	0.9529452	0.9659192
nitrate + silicate	Pacific	(27.95,28.05]	0.9365515	0.9053124	0.9677905
nitrate + silicate	Pacific	(28.05,28.1]	0.9437001	0.9161131	0.9712871
nitrate + silicate	Pacific	(28.1,28.2]	0.9554721	0.9548218	0.9561225
nitrate + silicate	Pacific	(28.2,28.3]	0.4846149	0.2737109	0.6955188
nitrate + silicate	Pacific	(28.3,28.4]	0.8446330	0.8094202	0.8798458
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8302722	-0.8547242	-0.8058201
oxygen + nitrate	Atlantic	(26,26.5]	-0.8486517	-0.8688089	-0.8284945
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8442036	-0.8625296	-0.8258776
oxygen + nitrate	Atlantic	(26.75,27]	-0.7062443	-0.7266042	-0.6858844
oxygen + nitrate	Atlantic	(27,27.25]	-0.5754815	-0.6045139	-0.5464490
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4510426	-0.4525533	-0.4495319
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5228529	-0.5425898	-0.5031161
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7050802	-0.7460332	-0.6641272
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7526778	-0.7913688	-0.7139869
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7646183	-0.7739757	-0.7552609
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8809381	-0.8871866	-0.8746895
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9270011	-0.9459393	-0.9080630
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9678524	-0.9743095	-0.9613953
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8550817	-0.8768948	-0.8332687
oxygen + nitrate	Indian	(-Inf,26]	-0.9726638	-0.9783641	-0.9669635
oxygen + nitrate	Indian	(26,26.5]	-0.9525364	-0.9768994	-0.9281733
oxygen + nitrate	Indian	(26.5,26.75]	-0.8990609	-0.9004927	-0.8976291
oxygen + nitrate	Indian	(26.75,27]	-0.7920043	-0.8543540	-0.7296545
oxygen + nitrate	Indian	(27,27.25]	-0.7178096	-0.8090610	-0.6265583
oxygen + nitrate	Indian	(27.25,27.5]	-0.8572131	-0.8968663	-0.8175599
oxygen + nitrate	Indian	(27.5,27.75]	-0.9120145	-0.9410536	-0.8829753
oxygen + nitrate	Indian	(27.75,27.85]	-0.8727041	-0.9102919	-0.8351163
oxygen + nitrate	Indian	(27.85,27.95]	-0.8208976	-0.8547734	-0.7870219
oxygen + nitrate	Indian	(27.95,28.05]	-0.6880890	-0.7876919	-0.5884860
oxygen + nitrate	Indian	(28.05,28.1]	-0.8323931	-0.9050510	-0.7597352
oxygen + nitrate	Indian	(28.1,28.2]	-0.7930934	-0.8708494	-0.7153374
oxygen + nitrate	Indian	(28.2,28.3]	-0.2359586	-0.2410963	-0.2308208
oxygen + nitrate	Indian	(28.3,28.4]	-0.4839775	-0.5976322	-0.3703228
oxygen + nitrate	Indian	(28.4, Inf]	-0.8864792	-0.8864792	-0.8864792
oxygen + nitrate	Pacific	(-Inf,26]	-0.5164728	-0.5738053	-0.4591403
oxygen + nitrate	Pacific	(26,26.5]	-0.6981382	-0.7009521	-0.6953244
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6705175	-0.7573192	-0.5837159
oxygen + nitrate	Pacific	(26.75,27]	-0.8409751	-0.8703591	-0.8115911
oxygen + nitrate	Pacific	(27,27.25]	-0.9495039	-0.9533193	-0.9456885
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9664302	-0.9676660	-0.9651944
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9720815	-0.9741383	-0.9700247
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9835379	-0.9864940	-0.9805817
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9806904	-0.9836338	-0.9777471
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9671712	-0.9673517	-0.9669907
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9700644	-0.9804134	-0.9597155
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9710896	-0.9714501	-0.9707291
oxygen + nitrate	Pacific	(28.2,28.3]	0.1039264	0.0659697	0.1418830
oxygen + nitrate	Pacific	(28.3,28.4]	-0.8036107	-0.8164484	-0.7907730
oxygen + nitrate	Pacific	(28.4, Inf]	-0.3146018	-0.3146018	-0.3146018
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5491320	-0.6160031	-0.4822609
oxygen + phosphate	Atlantic	(26,26.5]	-0.7098488	-0.7432484	-0.6764492
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7344008	-0.7607172	-0.7080844
oxygen + phosphate	Atlantic	(26.75,27]	-0.5749787	-0.5909020	-0.5590554
oxygen + phosphate	Atlantic	(27,27.25]	-0.4561512	-0.4748514	-0.4374510
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3505544	-0.3592767	-0.3418321
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4638507	-0.4858596	-0.4418418
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6692284	-0.7161019	-0.6223548
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7342323	-0.7714246	-0.6970400
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7543058	-0.7675750	-0.7410366
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8741888	-0.8781133	-0.8702642
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9219105	-0.9378613	-0.9059597
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9669235	-0.9716775	-0.9621695
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8510902	-0.8720986	-0.8300818
oxygen + phosphate	Indian	(-Inf,26]	-0.9808320	-0.9810173	-0.9806467
oxygen + phosphate	Indian	(26,26.5]	-0.9851011	-0.9905954	-0.9796068
oxygen + phosphate	Indian	(26.5,26.75]	-0.9265698	-0.9523323	-0.9008072
oxygen + phosphate	Indian	(26.75,27]	-0.8232396	-0.8984896	-0.7479897
oxygen + phosphate	Indian	(27,27.25]	-0.7800710	-0.8726389	-0.6875032
oxygen + phosphate	Indian	(27.25,27.5]	-0.8975900	-0.9278334	-0.8673465
oxygen + phosphate	Indian	(27.5,27.75]	-0.9410728	-0.9485854	-0.9335602
oxygen + phosphate	Indian	(27.75,27.85]	-0.9007091	-0.9154497	-0.8859684
oxygen + phosphate	Indian	(27.85,27.95]	-0.8216706	-0.8503165	-0.7930247
oxygen + phosphate	Indian	(27.95,28.05]	-0.7096899	-0.7964886	-0.6228912
oxygen + phosphate	Indian	(28.05,28.1]	-0.8398508	-0.9094002	-0.7703015
oxygen + phosphate	Indian	(28.1,28.2]	-0.7882811	-0.8628193	-0.7137429
oxygen + phosphate	Indian	(28.2,28.3]	-0.1694714	-0.2156073	-0.1233355
oxygen + phosphate	Indian	(28.3,28.4]	-0.5217733	-0.6024130	-0.4411336
oxygen + phosphate	Indian	(28.4, Inf]	-0.9045634	-0.9045634	-0.9045634
oxygen + phosphate	Pacific	(-Inf,26]	-0.5289375	-0.6033668	-0.4545081
oxygen + phosphate	Pacific	(26,26.5]	-0.7596158	-0.7692641	-0.7499674
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7192983	-0.8010443	-0.6375523
oxygen + phosphate	Pacific	(26.75,27]	-0.8528799	-0.8896632	-0.8160965
oxygen + phosphate	Pacific	(27,27.25]	-0.9589472	-0.9589652	-0.9589291
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9708418	-0.9716433	-0.9700402
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9708390	-0.9738037	-0.9678744
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9803168	-0.9825075	-0.9781260
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9780945	-0.9815410	-0.9746479
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9709320	-0.9737024	-0.9681616
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9715314	-0.9763960	-0.9666668
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9644725	-0.9649987	-0.9639463
oxygen + phosphate	Pacific	(28.2,28.3]	-0.0025257	-0.0703262	0.0652748
oxygen + phosphate	Pacific	(28.3,28.4]	-0.6505438	-0.6942470	-0.6068405
oxygen + phosphate	Pacific	(28.4, Inf]	0.4859734	0.4859734	0.4859734
oxygen + silicate	Atlantic	(-Inf,26]	-0.3622523	-0.4604317	-0.2640728
oxygen + silicate	Atlantic	(26,26.5]	-0.6312546	-0.7220004	-0.5405089
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7040142	-0.7404064	-0.6676220
oxygen + silicate	Atlantic	(26.75,27]	-0.6048184	-0.6727974	-0.5368394
oxygen + silicate	Atlantic	(27,27.25]	-0.4093583	-0.4545619	-0.3641547
oxygen + silicate	Atlantic	(27.25,27.5]	-0.0832604	-0.0960162	-0.0705047
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1296644	-0.1604650	-0.0988637
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5084831	-0.5354103	-0.4815558
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6209739	-0.6573488	-0.5845991
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7199135	-0.7394697	-0.7003573
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8818758	-0.8824784	-0.8812732
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9249229	-0.9370165	-0.9128293
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9702053	-0.9704727	-0.9699379
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8670549	-0.8726596	-0.8614501
oxygen + silicate	Indian	(-Inf,26]	-0.8679235	-0.9215426	-0.8143045
oxygen + silicate	Indian	(26,26.5]	-0.9252543	-0.9423070	-0.9082017
oxygen + silicate	Indian	(26.5,26.75]	-0.9449862	-0.9483550	-0.9416173
oxygen + silicate	Indian	(26.75,27]	-0.9355768	-0.9493680	-0.9217855
oxygen + silicate	Indian	(27,27.25]	-0.8452636	-0.8645721	-0.8259552
oxygen + silicate	Indian	(27.25,27.5]	-0.8305459	-0.8314909	-0.8296010
oxygen + silicate	Indian	(27.5,27.75]	-0.8002713	-0.8155756	-0.7849670
oxygen + silicate	Indian	(27.75,27.85]	-0.8024298	-0.8650198	-0.7398399
oxygen + silicate	Indian	(27.85,27.95]	-0.7845638	-0.8336666	-0.7354610
oxygen + silicate	Indian	(27.95,28.05]	-0.7784815	-0.8338254	-0.7231377
oxygen + silicate	Indian	(28.05,28.1]	-0.9068755	-0.9310929	-0.8826581
oxygen + silicate	Indian	(28.1,28.2]	-0.7473530	-0.7715741	-0.7231319
oxygen + silicate	Indian	(28.2,28.3]	-0.1995003	-0.3114690	-0.0875316
oxygen + silicate	Indian	(28.3,28.4]	-0.5198049	-0.6085804	-0.4310294
oxygen + silicate	Indian	(28.4, Inf]	-0.9856752	-0.9856752	-0.9856752
oxygen + silicate	Pacific	(-Inf,26]	-0.2368439	-0.3621973	-0.1114904
oxygen + silicate	Pacific	(26,26.5]	-0.3418887	-0.3486645	-0.3351128
oxygen + silicate	Pacific	(26.5,26.75]	-0.2332474	-0.3344540	-0.1320407
oxygen + silicate	Pacific	(26.75,27]	-0.5595151	-0.6039019	-0.5151283
oxygen + silicate	Pacific	(27,27.25]	-0.8411312	-0.8424126	-0.8398497
oxygen + silicate	Pacific	(27.25,27.5]	-0.8853782	-0.8868563	-0.8839002
oxygen + silicate	Pacific	(27.5,27.75]	-0.8894192	-0.9028411	-0.8759973
oxygen + silicate	Pacific	(27.75,27.85]	-0.9514618	-0.9569622	-0.9459613
oxygen + silicate	Pacific	(27.85,27.95]	-0.9495038	-0.9529771	-0.9460305
oxygen + silicate	Pacific	(27.95,28.05]	-0.9347999	-0.9411253	-0.9284745
oxygen + silicate	Pacific	(28.05,28.1]	-0.9527867	-0.9601819	-0.9453914
oxygen + silicate	Pacific	(28.1,28.2]	-0.9205267	-0.9305463	-0.9105072
oxygen + silicate	Pacific	(28.2,28.3]	0.2698819	0.0524334	0.4873304
oxygen + silicate	Pacific	(28.3,28.4]	-0.9116021	-0.9337992	-0.8894050
oxygen + silicate	Pacific	(28.4, Inf]	-0.7585805	-0.7585805	-0.7585805
sal + aou	Atlantic	(-Inf,26]	-0.0995212	-0.1329564	-0.0660860
sal + aou	Atlantic	(26,26.5]	-0.1830352	-0.1908381	-0.1752324
sal + aou	Atlantic	(26.5,26.75]	-0.2447018	-0.2851419	-0.2042617
sal + aou	Atlantic	(26.75,27]	-0.0220584	-0.0334768	-0.0106399
sal + aou	Atlantic	(27,27.25]	0.0640030	0.0381834	0.0898226
sal + aou	Atlantic	(27.25,27.5]	0.0273710	-0.0128548	0.0675968
sal + aou	Atlantic	(27.5,27.75]	-0.3011268	-0.3297156	-0.2725381
sal + aou	Atlantic	(27.75,27.85]	-0.3824024	-0.4591530	-0.3056519
sal + aou	Atlantic	(27.85,27.95]	-0.4003376	-0.4602954	-0.3403797
sal + aou	Atlantic	(27.95,28.05]	-0.5371918	-0.5627930	-0.5115906
sal + aou	Atlantic	(28.05,28.1]	-0.7241838	-0.7359587	-0.7124089
sal + aou	Atlantic	(28.1,28.15]	-0.7881458	-0.8281449	-0.7481466
sal + aou	Atlantic	(28.15,28.2]	-0.8926594	-0.9089555	-0.8763634
sal + aou	Atlantic	(28.2, Inf]	-0.7479885	-0.8088771	-0.6870999
sal + aou	Indian	(-Inf,26]	-0.5749827	-0.7500304	-0.3999350
sal + aou	Indian	(26,26.5]	-0.6529471	-0.7909452	-0.5149489
sal + aou	Indian	(26.5,26.75]	-0.0105274	-0.1875571	0.1665023
sal + aou	Indian	(26.75,27]	0.4867121	0.3501855	0.6232386
sal + aou	Indian	(27,27.25]	0.8844867	0.8681071	0.9008663
sal + aou	Indian	(27.25,27.5]	0.9561950	0.9442104	0.9681796
sal + aou	Indian	(27.5,27.75]	0.9611571	0.9577745	0.9645397
sal + aou	Indian	(27.75,27.85]	0.9515108	0.9404120	0.9626096
sal + aou	Indian	(27.85,27.95]	0.9266551	0.9234677	0.9298424
sal + aou	Indian	(27.95,28.05]	0.7145320	0.7124731	0.7165909
sal + aou	Indian	(28.05,28.1]	0.2326854	0.1068663	0.3585044
sal + aou	Indian	(28.1,28.2]	0.1522158	0.0085228	0.2959088
sal + aou	Indian	(28.2,28.3]	0.6316212	0.5967674	0.6664750
sal + aou	Indian	(28.3,28.4]	0.8937792	0.8930721	0.8944863
sal + aou	Indian	(28.4, Inf]	0.6315948	0.6315948	0.6315948
sal + aou	Pacific	(-Inf,26]	-0.1288862	-0.2120500	-0.0457224
sal + aou	Pacific	(26,26.5]	0.0498629	0.0317428	0.0679830
sal + aou	Pacific	(26.5,26.75]	0.1941283	0.1475344	0.2407223
sal + aou	Pacific	(26.75,27]	-0.0852890	-0.1076182	-0.0629599
sal + aou	Pacific	(27,27.25]	-0.1429022	-0.1539039	-0.1319005
sal + aou	Pacific	(27.25,27.5]	0.1046465	0.1017378	0.1075552
sal + aou	Pacific	(27.5,27.75]	0.2116869	0.0348193	0.3885546
sal + aou	Pacific	(27.75,27.85]	0.0569546	-0.1995415	0.3134506
sal + aou	Pacific	(27.85,27.95]	-0.1292748	-0.4497229	0.1911733
sal + aou	Pacific	(27.95,28.05]	-0.5512263	-0.7506618	-0.3517908
sal + aou	Pacific	(28.05,28.1]	-0.8725168	-0.8855981	-0.8594356
sal + aou	Pacific	(28.1,28.2]	-0.8343698	-0.8795711	-0.7891685
sal + aou	Pacific	(28.2,28.3]	0.8457762	0.8108306	0.8807218
sal + aou	Pacific	(28.3,28.4]	0.8299971	0.7268138	0.9331803
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.2373696	-0.2723212	-0.2024180
sal + nitrate	Atlantic	(26,26.5]	-0.3967256	-0.4057402	-0.3877111
sal + nitrate	Atlantic	(26.5,26.75]	-0.4970274	-0.5080005	-0.4860543
sal + nitrate	Atlantic	(26.75,27]	-0.4148601	-0.4168882	-0.4128321
sal + nitrate	Atlantic	(27,27.25]	-0.5005510	-0.5238382	-0.4772638
sal + nitrate	Atlantic	(27.25,27.5]	-0.6304879	-0.6389489	-0.6220269
sal + nitrate	Atlantic	(27.5,27.75]	-0.7417972	-0.7542633	-0.7293311
sal + nitrate	Atlantic	(27.75,27.85]	-0.6966984	-0.7395444	-0.6538524
sal + nitrate	Atlantic	(27.85,27.95]	-0.7027711	-0.7323233	-0.6732188
sal + nitrate	Atlantic	(27.95,28.05]	-0.8004474	-0.8261251	-0.7747697
sal + nitrate	Atlantic	(28.05,28.1]	-0.8661983	-0.8762419	-0.8561547
sal + nitrate	Atlantic	(28.1,28.15]	-0.8863501	-0.9046392	-0.8680610
sal + nitrate	Atlantic	(28.15,28.2]	-0.9356629	-0.9385448	-0.9327809
sal + nitrate	Atlantic	(28.2, Inf]	-0.9360099	-0.9539651	-0.9180548
sal + nitrate	Indian	(-Inf,26]	-0.5987318	-0.7670950	-0.4303687
sal + nitrate	Indian	(26,26.5]	-0.7946600	-0.8569550	-0.7323650
sal + nitrate	Indian	(26.5,26.75]	-0.3360697	-0.4918878	-0.1802516
sal + nitrate	Indian	(26.75,27]	0.0095023	-0.2159847	0.2349894
sal + nitrate	Indian	(27,27.25]	0.4362957	0.3004115	0.5721798
sal + nitrate	Indian	(27.25,27.5]	0.7655796	0.7438818	0.7872774
sal + nitrate	Indian	(27.5,27.75]	0.8532293	0.8179668	0.8884917
sal + nitrate	Indian	(27.75,27.85]	0.7534458	0.6832668	0.8236249
sal + nitrate	Indian	(27.85,27.95]	0.6384708	0.5891878	0.6877537
sal + nitrate	Indian	(27.95,28.05]	0.1518286	0.0335352	0.2701219
sal + nitrate	Indian	(28.05,28.1]	-0.1593915	-0.3768738	0.0580908
sal + nitrate	Indian	(28.1,28.2]	-0.2293240	-0.4302577	-0.0283902
sal + nitrate	Indian	(28.2,28.3]	-0.2189710	-0.2880894	-0.1498527
sal + nitrate	Indian	(28.3,28.4]	0.4369337	0.3458310	0.5280365
sal + nitrate	Indian	(28.4, Inf]	0.5836172	0.5836172	0.5836172
sal + nitrate	Pacific	(-Inf,26]	-0.4827656	-0.5143198	-0.4512114
sal + nitrate	Pacific	(26,26.5]	-0.4057032	-0.4293242	-0.3820821
sal + nitrate	Pacific	(26.5,26.75]	-0.3251332	-0.3734753	-0.2767911
sal + nitrate	Pacific	(26.75,27]	-0.3820646	-0.3990092	-0.3651200
sal + nitrate	Pacific	(27,27.25]	-0.2655385	-0.2847694	-0.2463076
sal + nitrate	Pacific	(27.25,27.5]	0.0697064	0.0652275	0.0741853
sal + nitrate	Pacific	(27.5,27.75]	0.1829908	0.0255804	0.3404012
sal + nitrate	Pacific	(27.75,27.85]	0.0392166	-0.1913106	0.2697438
sal + nitrate	Pacific	(27.85,27.95]	-0.1708497	-0.4584062	0.1167067
sal + nitrate	Pacific	(27.95,28.05]	-0.6200132	-0.7781817	-0.4618448
sal + nitrate	Pacific	(28.05,28.1]	-0.9073365	-0.9182051	-0.8964679
sal + nitrate	Pacific	(28.1,28.2]	-0.8779004	-0.9086710	-0.8471298
sal + nitrate	Pacific	(28.2,28.3]	0.0381700	0.0214555	0.0548844
sal + nitrate	Pacific	(28.3,28.4]	0.6296979	0.5351723	0.7242234
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + oxygen	Atlantic	(-Inf,26]	-0.1915517	-0.1981783	-0.1849252
sal + oxygen	Atlantic	(26,26.5]	-0.0857754	-0.1013298	-0.0702210
sal + oxygen	Atlantic	(26.5,26.75]	-0.0111140	-0.0550363	0.0328082
sal + oxygen	Atlantic	(26.75,27]	-0.2941178	-0.3146976	-0.2735380
sal + oxygen	Atlantic	(27,27.25]	-0.3562539	-0.3565521	-0.3559557
sal + oxygen	Atlantic	(27.25,27.5]	-0.3591812	-0.3776944	-0.3406680
sal + oxygen	Atlantic	(27.5,27.75]	-0.1075833	-0.1440308	-0.0711357
sal + oxygen	Atlantic	(27.75,27.85]	0.0508056	-0.0618630	0.1634743
sal + oxygen	Atlantic	(27.85,27.95]	0.1340948	0.0460336	0.2221561
sal + oxygen	Atlantic	(27.95,28.05]	0.2797478	0.2599453	0.2995503
sal + oxygen	Atlantic	(28.05,28.1]	0.5719086	0.5495456	0.5942715
sal + oxygen	Atlantic	(28.1,28.15]	0.6882061	0.6315387	0.7448735
sal + oxygen	Atlantic	(28.15,28.2]	0.8486365	0.8293500	0.8679229
sal + oxygen	Atlantic	(28.2, Inf]	0.6478234	0.5775157	0.7181312
sal + oxygen	Indian	(-Inf,26]	0.5709547	0.3763654	0.7655440
sal + oxygen	Indian	(26,26.5]	0.6036666	0.4588642	0.7484689
sal + oxygen	Indian	(26.5,26.75]	-0.0821428	-0.2434706	0.0791850
sal + oxygen	Indian	(26.75,27]	-0.5973718	-0.6965762	-0.4981673
sal + oxygen	Indian	(27,27.25]	-0.9270733	-0.9320380	-0.9221087
sal + oxygen	Indian	(27.25,27.5]	-0.9707501	-0.9833306	-0.9581697
sal + oxygen	Indian	(27.5,27.75]	-0.9617453	-0.9622950	-0.9611956
sal + oxygen	Indian	(27.75,27.85]	-0.9570056	-0.9663268	-0.9476843
sal + oxygen	Indian	(27.85,27.95]	-0.9446526	-0.9446685	-0.9446367
sal + oxygen	Indian	(27.95,28.05]	-0.7946014	-0.8042492	-0.7849536
sal + oxygen	Indian	(28.05,28.1]	-0.3581421	-0.4477273	-0.2685569
sal + oxygen	Indian	(28.1,28.2]	-0.2850527	-0.3930780	-0.1770274
sal + oxygen	Indian	(28.2,28.3]	-0.7444741	-0.7722004	-0.7167478
sal + oxygen	Indian	(28.3,28.4]	-0.8953991	-0.8989376	-0.8918606
sal + oxygen	Indian	(28.4, Inf]	-0.6303807	-0.6303807	-0.6303807
sal + oxygen	Pacific	(-Inf,26]	-0.3298157	-0.4300344	-0.2295970
sal + oxygen	Pacific	(26,26.5]	-0.2693614	-0.2848228	-0.2539000
sal + oxygen	Pacific	(26.5,26.75]	-0.3931737	-0.4496295	-0.3367179
sal + oxygen	Pacific	(26.75,27]	-0.0981453	-0.1373619	-0.0589287
sal + oxygen	Pacific	(27,27.25]	0.0441667	0.0340441	0.0542893
sal + oxygen	Pacific	(27.25,27.5]	-0.1777388	-0.1798264	-0.1756513
sal + oxygen	Pacific	(27.5,27.75]	-0.2759902	-0.4612523	-0.0907282
sal + oxygen	Pacific	(27.75,27.85]	-0.1219044	-0.3920114	0.1482027
sal + oxygen	Pacific	(27.85,27.95]	0.0740621	-0.2721466	0.4202709
sal + oxygen	Pacific	(27.95,28.05]	0.5187983	0.2916192	0.7459773
sal + oxygen	Pacific	(28.05,28.1]	0.8599507	0.8411789	0.8787224
sal + oxygen	Pacific	(28.1,28.2]	0.8090766	0.7557613	0.8623918
sal + oxygen	Pacific	(28.2,28.3]	-0.8409205	-0.8695904	-0.8122507
sal + oxygen	Pacific	(28.3,28.4]	-0.8290026	-0.9272919	-0.7307132
sal + oxygen	Pacific	(28.4, Inf]	0.1489891	0.1489891	0.1489891
sal + phosphate	Atlantic	(-Inf,26]	-0.5030563	-0.5508129	-0.4552996
sal + phosphate	Atlantic	(26,26.5]	-0.6099611	-0.6306327	-0.5892894
sal + phosphate	Atlantic	(26.5,26.75]	-0.6560869	-0.6597039	-0.6524699
sal + phosphate	Atlantic	(26.75,27]	-0.5792670	-0.5856235	-0.5729104
sal + phosphate	Atlantic	(27,27.25]	-0.6266584	-0.6403314	-0.6129853
sal + phosphate	Atlantic	(27.25,27.5]	-0.7157064	-0.7191354	-0.7122773
sal + phosphate	Atlantic	(27.5,27.75]	-0.7881587	-0.7981951	-0.7781223
sal + phosphate	Atlantic	(27.75,27.85]	-0.7328635	-0.7694835	-0.6962434
sal + phosphate	Atlantic	(27.85,27.95]	-0.7253609	-0.7558106	-0.6949112
sal + phosphate	Atlantic	(27.95,28.05]	-0.8111678	-0.8383271	-0.7840084
sal + phosphate	Atlantic	(28.05,28.1]	-0.8776530	-0.8878266	-0.8674794
sal + phosphate	Atlantic	(28.1,28.15]	-0.8985883	-0.9171402	-0.8800363
sal + phosphate	Atlantic	(28.15,28.2]	-0.9415105	-0.9462877	-0.9367333
sal + phosphate	Atlantic	(28.2, Inf]	-0.9395234	-0.9583177	-0.9207292
sal + phosphate	Indian	(-Inf,26]	-0.5532224	-0.7588314	-0.3476133
sal + phosphate	Indian	(26,26.5]	-0.6874416	-0.8515116	-0.5233716
sal + phosphate	Indian	(26.5,26.75]	-0.2472404	-0.4891038	-0.0053771
sal + phosphate	Indian	(26.75,27]	0.0821289	-0.1911513	0.3554091
sal + phosphate	Indian	(27,27.25]	0.5420789	0.3727700	0.7113878
sal + phosphate	Indian	(27.25,27.5]	0.8391022	0.7998212	0.8783833
sal + phosphate	Indian	(27.5,27.75]	0.9133305	0.8937095	0.9329514
sal + phosphate	Indian	(27.75,27.85]	0.8307191	0.7916125	0.8698258
sal + phosphate	Indian	(27.85,27.95]	0.6705049	0.6165728	0.7244371
sal + phosphate	Indian	(27.95,28.05]	0.1948051	0.0818088	0.3078014
sal + phosphate	Indian	(28.05,28.1]	-0.1438859	-0.3712256	0.0834537
sal + phosphate	Indian	(28.1,28.2]	-0.2335131	-0.4495990	-0.0174272
sal + phosphate	Indian	(28.2,28.3]	-0.2817475	-0.3579777	-0.2055173
sal + phosphate	Indian	(28.3,28.4]	0.4630117	0.3556585	0.5703649
sal + phosphate	Indian	(28.4, Inf]	0.5278349	0.5278349	0.5278349
sal + phosphate	Pacific	(-Inf,26]	-0.4337622	-0.4564694	-0.4110550
sal + phosphate	Pacific	(26,26.5]	-0.3466494	-0.3734189	-0.3198799
sal + phosphate	Pacific	(26.5,26.75]	-0.2826474	-0.3242897	-0.2410051
sal + phosphate	Pacific	(26.75,27]	-0.3823936	-0.4076803	-0.3571069
sal + phosphate	Pacific	(27,27.25]	-0.2631150	-0.2710406	-0.2551895
sal + phosphate	Pacific	(27.25,27.5]	0.0663851	0.0622999	0.0704702
sal + phosphate	Pacific	(27.5,27.75]	0.1826911	0.0279647	0.3374174
sal + phosphate	Pacific	(27.75,27.85]	0.0457391	-0.1841631	0.2756413
sal + phosphate	Pacific	(27.85,27.95]	-0.1751290	-0.4655786	0.1153207
sal + phosphate	Pacific	(27.95,28.05]	-0.6212418	-0.7842599	-0.4582237
sal + phosphate	Pacific	(28.05,28.1]	-0.9104902	-0.9175719	-0.9034084
sal + phosphate	Pacific	(28.1,28.2]	-0.8795907	-0.9087409	-0.8504405
sal + phosphate	Pacific	(28.2,28.3]	0.0495580	-0.0161751	0.1152911
sal + phosphate	Pacific	(28.3,28.4]	0.5266045	0.5003642	0.5528447
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + silicate	Atlantic	(-Inf,26]	-0.5300117	-0.5503964	-0.5096270
sal + silicate	Atlantic	(26,26.5]	-0.5797242	-0.6241196	-0.5353288
sal + silicate	Atlantic	(26.5,26.75]	-0.5727278	-0.6162847	-0.5291709
sal + silicate	Atlantic	(26.75,27]	-0.4749240	-0.5163781	-0.4334699
sal + silicate	Atlantic	(27,27.25]	-0.5713603	-0.5889614	-0.5537592
sal + silicate	Atlantic	(27.25,27.5]	-0.7374648	-0.7663200	-0.7086096
sal + silicate	Atlantic	(27.5,27.75]	-0.7856388	-0.7873992	-0.7838785
sal + silicate	Atlantic	(27.75,27.85]	-0.7390932	-0.7932602	-0.6849262
sal + silicate	Atlantic	(27.85,27.95]	-0.7728530	-0.8018428	-0.7438632
sal + silicate	Atlantic	(27.95,28.05]	-0.8310888	-0.8583577	-0.8038199
sal + silicate	Atlantic	(28.05,28.1]	-0.8718401	-0.8861223	-0.8575579
sal + silicate	Atlantic	(28.1,28.15]	-0.8904761	-0.9113343	-0.8696180
sal + silicate	Atlantic	(28.15,28.2]	-0.9117553	-0.9203776	-0.9031331
sal + silicate	Atlantic	(28.2, Inf]	-0.9049669	-0.9444331	-0.8655007
sal + silicate	Indian	(-Inf,26]	-0.7215998	-0.8163162	-0.6268834
sal + silicate	Indian	(26,26.5]	-0.7872287	-0.8615647	-0.7128927
sal + silicate	Indian	(26.5,26.75]	-0.1359755	-0.2766289	0.0046779
sal + silicate	Indian	(26.75,27]	0.3428497	0.1896285	0.4960709
sal + silicate	Indian	(27,27.25]	0.6261363	0.5818218	0.6704507
sal + silicate	Indian	(27.25,27.5]	0.7328192	0.7036629	0.7619755
sal + silicate	Indian	(27.5,27.75]	0.7897709	0.7645494	0.8149924
sal + silicate	Indian	(27.75,27.85]	0.8064577	0.7536814	0.8592340
sal + silicate	Indian	(27.85,27.95]	0.7148976	0.6415225	0.7882728
sal + silicate	Indian	(27.95,28.05]	0.4028127	0.3145582	0.4910671
sal + silicate	Indian	(28.05,28.1]	0.0477285	-0.1196509	0.2151078
sal + silicate	Indian	(28.1,28.2]	-0.0869944	-0.2242369	0.0502481
sal + silicate	Indian	(28.2,28.3]	0.1278677	0.0008262	0.2549092
sal + silicate	Indian	(28.3,28.4]	0.5888181	0.5170260	0.6606101
sal + silicate	Indian	(28.4, Inf]	0.6335676	0.6335676	0.6335676
sal + silicate	Pacific	(-Inf,26]	-0.6587551	-0.6828859	-0.6346242
sal + silicate	Pacific	(26,26.5]	-0.6627239	-0.6693539	-0.6560939
sal + silicate	Pacific	(26.5,26.75]	-0.6960757	-0.7310697	-0.6610817
sal + silicate	Pacific	(26.75,27]	-0.6990835	-0.7171161	-0.6810509
sal + silicate	Pacific	(27,27.25]	-0.5091509	-0.5128575	-0.5054444
sal + silicate	Pacific	(27.25,27.5]	-0.1729188	-0.1808501	-0.1649874
sal + silicate	Pacific	(27.5,27.75]	0.0719960	-0.0487366	0.1927286
sal + silicate	Pacific	(27.75,27.85]	-0.0122857	-0.2342859	0.2097145
sal + silicate	Pacific	(27.85,27.95]	-0.1607896	-0.4259638	0.1043845
sal + silicate	Pacific	(27.95,28.05]	-0.5191721	-0.6574917	-0.3808525
sal + silicate	Pacific	(28.05,28.1]	-0.8419245	-0.8557702	-0.8280788
sal + silicate	Pacific	(28.1,28.2]	-0.8783364	-0.9143688	-0.8423039
sal + silicate	Pacific	(28.2,28.3]	0.0334466	-0.1896226	0.2565157
sal + silicate	Pacific	(28.3,28.4]	0.7160661	0.6723834	0.7597488
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.8065359	0.7950956	0.8179762
sal + temp	Atlantic	(26,26.5]	0.9636408	0.9627909	0.9644908
sal + temp	Atlantic	(26.5,26.75]	0.9779536	0.9777551	0.9781520
sal + temp	Atlantic	(26.75,27]	0.9693883	0.9680438	0.9707328
sal + temp	Atlantic	(27,27.25]	0.9773493	0.9767915	0.9779071
sal + temp	Atlantic	(27.25,27.5]	0.9760543	0.9744631	0.9776456
sal + temp	Atlantic	(27.5,27.75]	0.9670055	0.9662518	0.9677593
sal + temp	Atlantic	(27.75,27.85]	0.9781581	0.9737644	0.9825518
sal + temp	Atlantic	(27.85,27.95]	0.9592130	0.9569523	0.9614737
sal + temp	Atlantic	(27.95,28.05]	0.9513691	0.9510642	0.9516740
sal + temp	Atlantic	(28.05,28.1]	0.9689608	0.9683817	0.9695398
sal + temp	Atlantic	(28.1,28.15]	0.9617621	0.9496055	0.9739186
sal + temp	Atlantic	(28.15,28.2]	0.7374437	0.5558026	0.9190848
sal + temp	Atlantic	(28.2, Inf]	0.4462590	0.4216765	0.4708415
sal + temp	Indian	(-Inf,26]	0.1168833	0.0762295	0.1575370
sal + temp	Indian	(26,26.5]	0.8625560	0.8612359	0.8638761
sal + temp	Indian	(26.5,26.75]	0.9630420	0.9562462	0.9698379
sal + temp	Indian	(26.75,27]	0.9770407	0.9694304	0.9846511
sal + temp	Indian	(27,27.25]	0.9669549	0.9663567	0.9675532
sal + temp	Indian	(27.25,27.5]	0.9508951	0.9361071	0.9656832
sal + temp	Indian	(27.5,27.75]	0.9106722	0.8898796	0.9314649
sal + temp	Indian	(27.75,27.85]	0.9430967	0.9330114	0.9531820
sal + temp	Indian	(27.85,27.95]	0.9552581	0.9482278	0.9622884
sal + temp	Indian	(27.95,28.05]	0.9494397	0.9385484	0.9603310
sal + temp	Indian	(28.05,28.1]	0.9330738	0.9242957	0.9418518
sal + temp	Indian	(28.1,28.2]	0.8505857	0.8414387	0.8597327
sal + temp	Indian	(28.2,28.3]	0.9117085	0.9082728	0.9151442
sal + temp	Indian	(28.3,28.4]	0.9103754	0.8985694	0.9221814
sal + temp	Indian	(28.4, Inf]	0.6085735	0.6085735	0.6085735
sal + temp	Pacific	(-Inf,26]	0.7722315	0.7548393	0.7896237
sal + temp	Pacific	(26,26.5]	0.9465663	0.9444183	0.9487142
sal + temp	Pacific	(26.5,26.75]	0.9767526	0.9754129	0.9780923
sal + temp	Pacific	(26.75,27]	0.9701912	0.9672907	0.9730918
sal + temp	Pacific	(27,27.25]	0.9321302	0.9295637	0.9346968
sal + temp	Pacific	(27.25,27.5]	0.8129549	0.8095504	0.8163594
sal + temp	Pacific	(27.5,27.75]	0.6914952	0.5984905	0.7844999
sal + temp	Pacific	(27.75,27.85]	0.8284902	0.7565557	0.9004247
sal + temp	Pacific	(27.85,27.95]	0.7060968	0.5541531	0.8580405
sal + temp	Pacific	(27.95,28.05]	0.4514933	0.2758719	0.6271146
sal + temp	Pacific	(28.05,28.1]	0.1331038	0.0735416	0.1926660
sal + temp	Pacific	(28.1,28.2]	-0.5843555	-0.6798092	-0.4889017
sal + temp	Pacific	(28.2,28.3]	0.6796031	0.6437693	0.7154369
sal + temp	Pacific	(28.3,28.4]	0.8264541	0.7394614	0.9134467
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7855107	0.7638018	0.8072196
silicate + phosphate	Atlantic	(26,26.5]	0.9118320	0.8904180	0.9332459
silicate + phosphate	Atlantic	(26.5,26.75]	0.9160498	0.8995037	0.9325958
silicate + phosphate	Atlantic	(26.75,27]	0.8909799	0.8732614	0.9086984
silicate + phosphate	Atlantic	(27,27.25]	0.9027208	0.8812072	0.9242343
silicate + phosphate	Atlantic	(27.25,27.5]	0.8571294	0.8447795	0.8694793
silicate + phosphate	Atlantic	(27.5,27.75]	0.8643729	0.8636322	0.8651136
silicate + phosphate	Atlantic	(27.75,27.85]	0.9425787	0.9410515	0.9441060
silicate + phosphate	Atlantic	(27.85,27.95]	0.9681380	0.9655644	0.9707115
silicate + phosphate	Atlantic	(27.95,28.05]	0.9816463	0.9807913	0.9825013
silicate + phosphate	Atlantic	(28.05,28.1]	0.9890914	0.9889435	0.9892393
silicate + phosphate	Atlantic	(28.1,28.15]	0.9912227	0.9910988	0.9913467
silicate + phosphate	Atlantic	(28.15,28.2]	0.9882960	0.9881609	0.9884311
silicate + phosphate	Atlantic	(28.2, Inf]	0.9866607	0.9827826	0.9905387
silicate + phosphate	Indian	(-Inf,26]	0.9153900	0.8737463	0.9570337
silicate + phosphate	Indian	(26,26.5]	0.9494400	0.9369183	0.9619616
silicate + phosphate	Indian	(26.5,26.75]	0.9420346	0.9378742	0.9461951
silicate + phosphate	Indian	(26.75,27]	0.9195241	0.8981963	0.9408519
silicate + phosphate	Indian	(27,27.25]	0.9229412	0.9224826	0.9233998
silicate + phosphate	Indian	(27.25,27.5]	0.9087804	0.8823538	0.9352069
silicate + phosphate	Indian	(27.5,27.75]	0.8455128	0.8326848	0.8583408
silicate + phosphate	Indian	(27.75,27.85]	0.8589117	0.8442378	0.8735856
silicate + phosphate	Indian	(27.85,27.95]	0.8994899	0.8975546	0.9014252
silicate + phosphate	Indian	(27.95,28.05]	0.9085509	0.9030599	0.9140420
silicate + phosphate	Indian	(28.05,28.1]	0.9467844	0.9332964	0.9602724
silicate + phosphate	Indian	(28.1,28.2]	0.8736078	0.8625338	0.8846817
silicate + phosphate	Indian	(28.2,28.3]	0.4537900	0.4224094	0.4851706
silicate + phosphate	Indian	(28.3,28.4]	0.5439617	0.4904405	0.5974830
silicate + phosphate	Indian	(28.4, Inf]	0.9037388	0.9037388	0.9037388
silicate + phosphate	Pacific	(-Inf,26]	0.7922445	0.7890532	0.7954359
silicate + phosphate	Pacific	(26,26.5]	0.7445764	0.7373238	0.7518291
silicate + phosphate	Pacific	(26.5,26.75]	0.6960558	0.6911216	0.7009899
silicate + phosphate	Pacific	(26.75,27]	0.8176900	0.8099540	0.8254260
silicate + phosphate	Pacific	(27,27.25]	0.9034767	0.8979902	0.9089632
silicate + phosphate	Pacific	(27.25,27.5]	0.8994918	0.8984770	0.9005066
silicate + phosphate	Pacific	(27.5,27.75]	0.8952611	0.8951663	0.8953559
silicate + phosphate	Pacific	(27.75,27.85]	0.9492895	0.9482782	0.9503008
silicate + phosphate	Pacific	(27.85,27.95]	0.9641883	0.9592174	0.9691593
silicate + phosphate	Pacific	(27.95,28.05]	0.9567373	0.9464644	0.9670102
silicate + phosphate	Pacific	(28.05,28.1]	0.9594571	0.9486741	0.9702401
silicate + phosphate	Pacific	(28.1,28.2]	0.9483493	0.9460318	0.9506668
silicate + phosphate	Pacific	(28.2,28.3]	0.3705241	0.3515374	0.3895107
silicate + phosphate	Pacific	(28.3,28.4]	0.7584405	0.7050142	0.8118669
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
temp + aou	Atlantic	(-Inf,26]	-0.1219614	-0.1370607	-0.1068621
temp + aou	Atlantic	(26,26.5]	-0.2229658	-0.2332675	-0.2126641
temp + aou	Atlantic	(26.5,26.75]	-0.2270284	-0.2654926	-0.1885642
temp + aou	Atlantic	(26.75,27]	0.0396846	0.0364530	0.0429163
temp + aou	Atlantic	(27,27.25]	0.1323903	0.1024937	0.1622869
temp + aou	Atlantic	(27.25,27.5]	0.0795746	0.0400872	0.1190621
temp + aou	Atlantic	(27.5,27.75]	-0.2320783	-0.2710272	-0.1931294
temp + aou	Atlantic	(27.75,27.85]	-0.3327392	-0.3842847	-0.2811938
temp + aou	Atlantic	(27.85,27.95]	-0.3146371	-0.3638802	-0.2653940
temp + aou	Atlantic	(27.95,28.05]	-0.4162301	-0.4213272	-0.4111330
temp + aou	Atlantic	(28.05,28.1]	-0.6006465	-0.6185925	-0.5827004
temp + aou	Atlantic	(28.1,28.15]	-0.6329464	-0.7147136	-0.5511793
temp + aou	Atlantic	(28.15,28.2]	-0.5300494	-0.7509790	-0.3091198
temp + aou	Atlantic	(28.2, Inf]	-0.0314545	-0.0403475	-0.0225615
temp + aou	Indian	(-Inf,26]	-0.2819255	-0.3730899	-0.1907611
temp + aou	Indian	(26,26.5]	-0.4914528	-0.5842930	-0.3986125
temp + aou	Indian	(26.5,26.75]	0.0262799	-0.1272114	0.1797713
temp + aou	Indian	(26.75,27]	0.3886621	0.2626536	0.5146706
temp + aou	Indian	(27,27.25]	0.7959613	0.7582450	0.8336775
temp + aou	Indian	(27.25,27.5]	0.8878269	0.8562278	0.9194261
temp + aou	Indian	(27.5,27.75]	0.9243838	0.9137313	0.9350363
temp + aou	Indian	(27.75,27.85]	0.9449861	0.9353701	0.9546021
temp + aou	Indian	(27.85,27.95]	0.9260112	0.9247171	0.9273052
temp + aou	Indian	(27.95,28.05]	0.7626481	0.7457830	0.7795132
temp + aou	Indian	(28.05,28.1]	0.4518444	0.3465254	0.5571635
temp + aou	Indian	(28.1,28.2]	0.4882737	0.3668852	0.6096621
temp + aou	Indian	(28.2,28.3]	0.6127542	0.5892401	0.6362683
temp + aou	Indian	(28.3,28.4]	0.9228542	0.9148173	0.9308911
temp + aou	Indian	(28.4, Inf]	0.9934609	0.9934609	0.9934609
temp + aou	Pacific	(-Inf,26]	-0.2110771	-0.2507540	-0.1714002
temp + aou	Pacific	(26,26.5]	0.0043786	0.0032559	0.0055012
temp + aou	Pacific	(26.5,26.75]	0.2065548	0.1481445	0.2649652
temp + aou	Pacific	(26.75,27]	-0.0789892	-0.1036946	-0.0542839
temp + aou	Pacific	(27,27.25]	-0.1815415	-0.2104819	-0.1526011
temp + aou	Pacific	(27.25,27.5]	0.0446200	0.0324445	0.0567956
temp + aou	Pacific	(27.5,27.75]	0.2817066	0.0852602	0.4781529
temp + aou	Pacific	(27.75,27.85]	0.2105246	-0.0012695	0.4223187
temp + aou	Pacific	(27.85,27.95]	0.1458783	-0.1179860	0.4097425
temp + aou	Pacific	(27.95,28.05]	0.0074219	-0.2115040	0.2263478
temp + aou	Pacific	(28.05,28.1]	0.0043917	-0.1709812	0.1797646
temp + aou	Pacific	(28.1,28.2]	0.8183695	0.8166560	0.8200831
temp + aou	Pacific	(28.2,28.3]	0.6608383	0.6130788	0.7085978
temp + aou	Pacific	(28.3,28.4]	0.9740418	0.9680492	0.9800343
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	-0.2026511	-0.2222695	-0.1830327
temp + nitrate	Atlantic	(26,26.5]	-0.4524912	-0.4529949	-0.4519875
temp + nitrate	Atlantic	(26.5,26.75]	-0.4778099	-0.4842418	-0.4713781
temp + nitrate	Atlantic	(26.75,27]	-0.3186038	-0.3420152	-0.2951923
temp + nitrate	Atlantic	(27,27.25]	-0.4177360	-0.4389601	-0.3965119
temp + nitrate	Atlantic	(27.25,27.5]	-0.5750100	-0.5779152	-0.5721047
temp + nitrate	Atlantic	(27.5,27.75]	-0.6919160	-0.7077305	-0.6761015
temp + nitrate	Atlantic	(27.75,27.85]	-0.6748803	-0.6965779	-0.6531827
temp + nitrate	Atlantic	(27.85,27.95]	-0.6556460	-0.6721430	-0.6391489
temp + nitrate	Atlantic	(27.95,28.05]	-0.7163157	-0.7194885	-0.7131430
temp + nitrate	Atlantic	(28.05,28.1]	-0.7765649	-0.7893722	-0.7637575
temp + nitrate	Atlantic	(28.1,28.15]	-0.7637860	-0.8138324	-0.7137397
temp + nitrate	Atlantic	(28.15,28.2]	-0.5649704	-0.7806869	-0.3492539
temp + nitrate	Atlantic	(28.2, Inf]	-0.2663825	-0.2772483	-0.2555167
temp + nitrate	Indian	(-Inf,26]	-0.3423280	-0.4277223	-0.2569338
temp + nitrate	Indian	(26,26.5]	-0.6347222	-0.6673443	-0.6021001
temp + nitrate	Indian	(26.5,26.75]	-0.2943534	-0.4366665	-0.1520404
temp + nitrate	Indian	(26.75,27]	-0.0985587	-0.3042800	0.1071626
temp + nitrate	Indian	(27,27.25]	0.2780884	0.1122737	0.4439031
temp + nitrate	Indian	(27.25,27.5]	0.6188486	0.5224786	0.7152187
temp + nitrate	Indian	(27.5,27.75]	0.7991273	0.7607754	0.8374793
temp + nitrate	Indian	(27.75,27.85]	0.7727201	0.7271367	0.8183035
temp + nitrate	Indian	(27.85,27.95]	0.6480020	0.6153403	0.6806637
temp + nitrate	Indian	(27.95,28.05]	0.2298377	0.1377149	0.3219606
temp + nitrate	Indian	(28.05,28.1]	0.0758542	-0.1301685	0.2818770
temp + nitrate	Indian	(28.1,28.2]	0.1226378	-0.0787933	0.3240690
temp + nitrate	Indian	(28.2,28.3]	-0.2695397	-0.3464781	-0.1926013
temp + nitrate	Indian	(28.3,28.4]	0.4530572	0.3950683	0.5110461
temp + nitrate	Indian	(28.4, Inf]	0.8864199	0.8864199	0.8864199
temp + nitrate	Pacific	(-Inf,26]	-0.5200999	-0.5228126	-0.5173872
temp + nitrate	Pacific	(26,26.5]	-0.4764868	-0.4860551	-0.4669185
temp + nitrate	Pacific	(26.5,26.75]	-0.3360120	-0.3763626	-0.2956613
temp + nitrate	Pacific	(26.75,27]	-0.4012770	-0.4147560	-0.3877981
temp + nitrate	Pacific	(27,27.25]	-0.3369237	-0.3741586	-0.2996888
temp + nitrate	Pacific	(27.25,27.5]	-0.0407213	-0.0458596	-0.0355829
temp + nitrate	Pacific	(27.5,27.75]	0.2390564	0.0552059	0.4229068
temp + nitrate	Pacific	(27.75,27.85]	0.1903127	-0.0045016	0.3851271
temp + nitrate	Pacific	(27.85,27.95]	0.1082760	-0.1286608	0.3452128
temp + nitrate	Pacific	(27.95,28.05]	-0.0609106	-0.2387185	0.1168973
temp + nitrate	Pacific	(28.05,28.1]	-0.0441807	-0.2216773	0.1333159
temp + nitrate	Pacific	(28.1,28.2]	0.7691535	0.7611026	0.7772043
temp + nitrate	Pacific	(28.2,28.3]	-0.3347431	-0.3862737	-0.2832125
temp + nitrate	Pacific	(28.3,28.4]	0.8328648	0.8065200	0.8592096
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + oxygen	Atlantic	(-Inf,26]	-0.2210263	-0.2328898	-0.2091627
temp + oxygen	Atlantic	(26,26.5]	-0.0551673	-0.0906175	-0.0197172
temp + oxygen	Atlantic	(26.5,26.75]	-0.0399977	-0.0816762	0.0016809
temp + oxygen	Atlantic	(26.75,27]	-0.3682574	-0.4040207	-0.3324940
temp + oxygen	Atlantic	(27,27.25]	-0.4278861	-0.4313687	-0.4244034
temp + oxygen	Atlantic	(27.25,27.5]	-0.4161682	-0.4338660	-0.3984705
temp + oxygen	Atlantic	(27.5,27.75]	-0.1931158	-0.2387405	-0.1474911
temp + oxygen	Atlantic	(27.75,27.85]	-0.0137456	-0.0976806	0.0701894
temp + oxygen	Atlantic	(27.85,27.95]	0.0285139	-0.0476248	0.1046526
temp + oxygen	Atlantic	(27.95,28.05]	0.1311799	0.1173666	0.1449931
temp + oxygen	Atlantic	(28.05,28.1]	0.4230740	0.3935741	0.4525739
temp + oxygen	Atlantic	(28.1,28.15]	0.5106678	0.4079395	0.6133961
temp + oxygen	Atlantic	(28.15,28.2]	0.4365951	0.1875226	0.6856676
temp + oxygen	Atlantic	(28.2, Inf]	-0.1514101	-0.1675315	-0.1352887
temp + oxygen	Indian	(-Inf,26]	0.1593928	0.0561093	0.2626763
temp + oxygen	Indian	(26,26.5]	0.4237547	0.3293707	0.5181386
temp + oxygen	Indian	(26.5,26.75]	-0.1220490	-0.2597864	0.0156885
temp + oxygen	Indian	(26.75,27]	-0.5084621	-0.5987908	-0.4181335
temp + oxygen	Indian	(27,27.25]	-0.8584344	-0.8809501	-0.8359188
temp + oxygen	Indian	(27.25,27.5]	-0.9234411	-0.9452042	-0.9016780
temp + oxygen	Indian	(27.5,27.75]	-0.9507495	-0.9580170	-0.9434819
temp + oxygen	Indian	(27.75,27.85]	-0.9665408	-0.9722928	-0.9607887
temp + oxygen	Indian	(27.85,27.95]	-0.9561590	-0.9579431	-0.9543749
temp + oxygen	Indian	(27.95,28.05]	-0.8454506	-0.8647796	-0.8261216
temp + oxygen	Indian	(28.05,28.1]	-0.5693478	-0.6398193	-0.4988763
temp + oxygen	Indian	(28.1,28.2]	-0.6059460	-0.6895936	-0.5222983
temp + oxygen	Indian	(28.2,28.3]	-0.7441766	-0.7677559	-0.7205973
temp + oxygen	Indian	(28.3,28.4]	-0.9295691	-0.9376772	-0.9214611
temp + oxygen	Indian	(28.4, Inf]	-0.9953737	-0.9953737	-0.9953737
temp + oxygen	Pacific	(-Inf,26]	-0.3402095	-0.3952999	-0.2851190
temp + oxygen	Pacific	(26,26.5]	-0.2382623	-0.2402737	-0.2362508
temp + oxygen	Pacific	(26.5,26.75]	-0.4108858	-0.4784996	-0.3432719
temp + oxygen	Pacific	(26.75,27]	-0.1099024	-0.1515927	-0.0682121
temp + oxygen	Pacific	(27,27.25]	0.0767669	0.0487380	0.1047957
temp + oxygen	Pacific	(27.25,27.5]	-0.1342139	-0.1457702	-0.1226576
temp + oxygen	Pacific	(27.5,27.75]	-0.3731459	-0.5707041	-0.1755876
temp + oxygen	Pacific	(27.75,27.85]	-0.2857868	-0.5058926	-0.0656811
temp + oxygen	Pacific	(27.85,27.95]	-0.2169456	-0.4951216	0.0612303
temp + oxygen	Pacific	(27.95,28.05]	-0.0706013	-0.3047850	0.1635824
temp + oxygen	Pacific	(28.05,28.1]	-0.0370706	-0.2182433	0.1441022
temp + oxygen	Pacific	(28.1,28.2]	-0.8374622	-0.8389951	-0.8359292
temp + oxygen	Pacific	(28.2,28.3]	-0.8051742	-0.8321042	-0.7782442
temp + oxygen	Pacific	(28.3,28.4]	-0.9747476	-0.9827262	-0.9667690
temp + oxygen	Pacific	(28.4, Inf]	-0.9209396	-0.9209396	-0.9209396
temp + phosphate	Atlantic	(-Inf,26]	-0.4263838	-0.4693316	-0.3834360
temp + phosphate	Atlantic	(26,26.5]	-0.6322230	-0.6432287	-0.6212174
temp + phosphate	Atlantic	(26.5,26.75]	-0.6282502	-0.6284412	-0.6280591
temp + phosphate	Atlantic	(26.75,27]	-0.4792300	-0.5045699	-0.4538900
temp + phosphate	Atlantic	(27,27.25]	-0.5443610	-0.5562101	-0.5325119
temp + phosphate	Atlantic	(27.25,27.5]	-0.6651513	-0.6670164	-0.6632862
temp + phosphate	Atlantic	(27.5,27.75]	-0.7437704	-0.7578723	-0.7296684
temp + phosphate	Atlantic	(27.75,27.85]	-0.7124661	-0.7295580	-0.6953741
temp + phosphate	Atlantic	(27.85,27.95]	-0.6796649	-0.6981188	-0.6612110
temp + phosphate	Atlantic	(27.95,28.05]	-0.7289596	-0.7345898	-0.7233293
temp + phosphate	Atlantic	(28.05,28.1]	-0.7893888	-0.8022479	-0.7765296
temp + phosphate	Atlantic	(28.1,28.15]	-0.7802802	-0.8306467	-0.7299138
temp + phosphate	Atlantic	(28.15,28.2]	-0.5744875	-0.7921966	-0.3567785
temp + phosphate	Atlantic	(28.2, Inf]	-0.2715732	-0.2821059	-0.2610406
temp + phosphate	Indian	(-Inf,26]	-0.3189325	-0.4218749	-0.2159902
temp + phosphate	Indian	(26,26.5]	-0.5471031	-0.6663740	-0.4278323
temp + phosphate	Indian	(26.5,26.75]	-0.2219580	-0.4324350	-0.0114811
temp + phosphate	Indian	(26.75,27]	-0.0335867	-0.2780146	0.2108412
temp + phosphate	Indian	(27,27.25]	0.3780965	0.1888472	0.5673459
temp + phosphate	Indian	(27.25,27.5]	0.6880656	0.5856872	0.7904441
temp + phosphate	Indian	(27.5,27.75]	0.8385412	0.8151710	0.8619114
temp + phosphate	Indian	(27.75,27.85]	0.7924697	0.7658084	0.8191310
temp + phosphate	Indian	(27.85,27.95]	0.6395645	0.6082558	0.6708731
temp + phosphate	Indian	(27.95,28.05]	0.2580612	0.1758824	0.3402400
temp + phosphate	Indian	(28.05,28.1]	0.0909531	-0.1192745	0.3011807
temp + phosphate	Indian	(28.1,28.2]	0.1210025	-0.0876492	0.3296542
temp + phosphate	Indian	(28.2,28.3]	-0.3237525	-0.3812372	-0.2662677
temp + phosphate	Indian	(28.3,28.4]	0.4484112	0.3213793	0.5754432
temp + phosphate	Indian	(28.4, Inf]	0.8902578	0.8902578	0.8902578
temp + phosphate	Pacific	(-Inf,26]	-0.4674550	-0.4814052	-0.4535048
temp + phosphate	Pacific	(26,26.5]	-0.4182447	-0.4307918	-0.4056977
temp + phosphate	Pacific	(26.5,26.75]	-0.2947269	-0.3324363	-0.2570175
temp + phosphate	Pacific	(26.75,27]	-0.3950706	-0.4193917	-0.3707494
temp + phosphate	Pacific	(27,27.25]	-0.3244309	-0.3489697	-0.2998921
temp + phosphate	Pacific	(27.25,27.5]	-0.0346751	-0.0507646	-0.0185855
temp + phosphate	Pacific	(27.5,27.75]	0.2390469	0.0593048	0.4187890
temp + phosphate	Pacific	(27.75,27.85]	0.1913756	-0.0019249	0.3846760
temp + phosphate	Pacific	(27.85,27.95]	0.1062878	-0.1315465	0.3441220
temp + phosphate	Pacific	(27.95,28.05]	-0.0592854	-0.2464676	0.1278969
temp + phosphate	Pacific	(28.05,28.1]	-0.0282868	-0.1917055	0.1351320
temp + phosphate	Pacific	(28.1,28.2]	0.7723629	0.7578117	0.7869141
temp + phosphate	Pacific	(28.2,28.3]	-0.1799093	-0.2163149	-0.1435037
temp + phosphate	Pacific	(28.3,28.4]	0.6909921	0.6833185	0.6986656
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + silicate	Atlantic	(-Inf,26]	-0.4090480	-0.4580376	-0.3600584
temp + silicate	Atlantic	(26,26.5]	-0.6001960	-0.6461160	-0.5542759
temp + silicate	Atlantic	(26.5,26.75]	-0.5703116	-0.6173615	-0.5232618
temp + silicate	Atlantic	(26.75,27]	-0.4222701	-0.4507440	-0.3937963
temp + silicate	Atlantic	(27,27.25]	-0.5301550	-0.5516529	-0.5086572
temp + silicate	Atlantic	(27.25,27.5]	-0.7546727	-0.7752691	-0.7340762
temp + silicate	Atlantic	(27.5,27.75]	-0.8228298	-0.8265621	-0.8190975
temp + silicate	Atlantic	(27.75,27.85]	-0.7625374	-0.8019275	-0.7231473
temp + silicate	Atlantic	(27.85,27.95]	-0.7591526	-0.7780400	-0.7402653
temp + silicate	Atlantic	(27.95,28.05]	-0.7631934	-0.7724329	-0.7539538
temp + silicate	Atlantic	(28.05,28.1]	-0.7804684	-0.8004731	-0.7604636
temp + silicate	Atlantic	(28.1,28.15]	-0.7678276	-0.8217383	-0.7139170
temp + silicate	Atlantic	(28.15,28.2]	-0.5262065	-0.7516177	-0.3007954
temp + silicate	Atlantic	(28.2, Inf]	-0.2247758	-0.2403546	-0.2091971
temp + silicate	Indian	(-Inf,26]	-0.4706344	-0.4714410	-0.4698279
temp + silicate	Indian	(26,26.5]	-0.6089974	-0.6402021	-0.5777927
temp + silicate	Indian	(26.5,26.75]	-0.0845722	-0.2080623	0.0389180
temp + silicate	Indian	(26.75,27]	0.2430678	0.1044363	0.3816994
temp + silicate	Indian	(27,27.25]	0.4860208	0.4161343	0.5559073
temp + silicate	Indian	(27.25,27.5]	0.5870266	0.5438963	0.6301570
temp + silicate	Indian	(27.5,27.75]	0.6222712	0.5888950	0.6556474
temp + silicate	Indian	(27.75,27.85]	0.6848287	0.5959947	0.7736628
temp + silicate	Indian	(27.85,27.95]	0.6190528	0.5547089	0.6833967
temp + silicate	Indian	(27.95,28.05]	0.3884391	0.3289140	0.4479641
temp + silicate	Indian	(28.05,28.1]	0.2660747	0.1160178	0.4161315
temp + silicate	Indian	(28.1,28.2]	0.2206089	0.0762345	0.3649834
temp + silicate	Indian	(28.2,28.3]	0.0296874	-0.0831400	0.1425148
temp + silicate	Indian	(28.3,28.4]	0.5976628	0.4999825	0.6953431
temp + silicate	Indian	(28.4, Inf]	0.9807079	0.9807079	0.9807079
temp + silicate	Pacific	(-Inf,26]	-0.6052347	-0.6589381	-0.5515314
temp + silicate	Pacific	(26,26.5]	-0.7013383	-0.7051601	-0.6975165
temp + silicate	Pacific	(26.5,26.75]	-0.6909978	-0.7194765	-0.6625191
temp + silicate	Pacific	(26.75,27]	-0.6887343	-0.7054057	-0.6720629
temp + silicate	Pacific	(27,27.25]	-0.5402287	-0.5590363	-0.5214210
temp + silicate	Pacific	(27.25,27.5]	-0.2827169	-0.2978548	-0.2675791
temp + silicate	Pacific	(27.5,27.75]	-0.0204839	-0.1938852	0.1529173
temp + silicate	Pacific	(27.75,27.85]	0.0636570	-0.1364281	0.2637422
temp + silicate	Pacific	(27.85,27.95]	0.0036094	-0.2541632	0.2613819
temp + silicate	Pacific	(27.95,28.05]	-0.1542025	-0.3892704	0.0808654
temp + silicate	Pacific	(28.05,28.1]	-0.0436455	-0.2155985	0.1283075
temp + silicate	Pacific	(28.1,28.2]	0.6875424	0.6786640	0.6964209
temp + silicate	Pacific	(28.2,28.3]	-0.4489302	-0.6345036	-0.2633567
temp + silicate	Pacific	(28.3,28.4]	0.9369465	0.9317015	0.9421916
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]	0.4499257	0.3824342	0.5174171
aou	Atlantic	(26,26.5]	-0.1346642	-0.2468734	-0.0224551
aou	Atlantic	(26.5,26.75]	-0.3567324	-0.3567609	-0.3567040
aou	Atlantic	(26.75,27]	-0.2420160	-0.2658319	-0.2182001
aou	Atlantic	(27,27.25]	-0.2220713	-0.2453372	-0.1988054
aou	Atlantic	(27.25,27.5]	-0.3517774	-0.3864487	-0.3171061
aou	Atlantic	(27.5,27.75]	-0.7024147	-0.7276642	-0.6771653
aou	Atlantic	(27.75,27.85]	-0.8445672	-0.8775430	-0.8115914
aou	Atlantic	(27.85,27.95]	-0.8508660	-0.8758785	-0.8258535
aou	Atlantic	(27.95,28.05]	-0.8141274	-0.8166377	-0.8116171
aou	Atlantic	(28.05,28.1]	-0.8322470	-0.8342590	-0.8302350
aou	Atlantic	(28.1,28.15]	-0.8395224	-0.8780782	-0.8009665
aou	Atlantic	(28.15,28.2]	-0.8953492	-0.8960766	-0.8946219
aou	Atlantic	(28.2, Inf]	-0.8557791	-0.8731265	-0.8384317
aou	Indian	(-Inf,26]	-0.6339700	-0.7719566	-0.4959834
aou	Indian	(26,26.5]	-0.8631140	-0.9567720	-0.7694559
aou	Indian	(26.5,26.75]	-0.7010561	-0.8064298	-0.5956823
aou	Indian	(26.75,27]	-0.3413396	-0.4952421	-0.1874371
aou	Indian	(27,27.25]	0.1973579	-0.0079481	0.4026639
aou	Indian	(27.25,27.5]	0.5216719	0.4705713	0.5727726
aou	Indian	(27.5,27.75]	0.4246355	0.3500833	0.4991877
aou	Indian	(27.75,27.85]	0.1004610	0.0138790	0.1870429
aou	Indian	(27.85,27.95]	0.1897250	0.0294445	0.3500055
aou	Indian	(27.95,28.05]	0.0682259	-0.0552032	0.1916549
aou	Indian	(28.05,28.1]	-0.0763992	-0.1234513	-0.0293471
aou	Indian	(28.1,28.2]	0.0859685	0.0800645	0.0918724
aou	Indian	(28.2,28.3]	0.0673942	0.0225609	0.1122275
aou	Indian	(28.3,28.4]	-0.0253922	-0.1478586	0.0970742
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.0873718	-0.1994384	0.0246948
aou	Pacific	(26,26.5]	-0.5042979	-0.5683008	-0.4402951
aou	Pacific	(26.5,26.75]	-0.3563174	-0.5538512	-0.1587837
aou	Pacific	(26.75,27]	-0.5466148	-0.6746494	-0.4185803
aou	Pacific	(27,27.25]	0.0868516	-0.0004207	0.1741240
aou	Pacific	(27.25,27.5]	0.6017941	0.5804192	0.6231690
aou	Pacific	(27.5,27.75]	0.7068592	0.6679452	0.7457732
aou	Pacific	(27.75,27.85]	0.7699746	0.7432024	0.7967469
aou	Pacific	(27.85,27.95]	0.7571778	0.7295986	0.7847571
aou	Pacific	(27.95,28.05]	0.5726176	0.5693898	0.5758455
aou	Pacific	(28.05,28.1]	0.3315010	0.3235419	0.3394601
aou	Pacific	(28.1,28.2]	0.2982033	0.2529148	0.3434919
aou	Pacific	(28.2,28.3]	0.0268871	-0.0021045	0.0558787
aou	Pacific	(28.3,28.4]	-0.4062938	-0.6484878	-0.1640999
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2505687	0.1480872	0.3530503
nitrate	Atlantic	(26,26.5]	-0.3231124	-0.4262342	-0.2199907
nitrate	Atlantic	(26.5,26.75]	-0.5759901	-0.6026117	-0.5493686
nitrate	Atlantic	(26.75,27]	-0.6583284	-0.6805198	-0.6361369
nitrate	Atlantic	(27,27.25]	-0.7637743	-0.7902986	-0.7372501
nitrate	Atlantic	(27.25,27.5]	-0.8859454	-0.8987852	-0.8731056
nitrate	Atlantic	(27.5,27.75]	-0.9646133	-0.9662548	-0.9629717
nitrate	Atlantic	(27.75,27.85]	-0.9582839	-0.9595606	-0.9570071
nitrate	Atlantic	(27.85,27.95]	-0.9351430	-0.9365147	-0.9337714
nitrate	Atlantic	(27.95,28.05]	-0.8944956	-0.9027770	-0.8862143
nitrate	Atlantic	(28.05,28.1]	-0.8827899	-0.8836085	-0.8819713
nitrate	Atlantic	(28.1,28.15]	-0.8729067	-0.9032093	-0.8426042
nitrate	Atlantic	(28.15,28.2]	-0.9243824	-0.9291622	-0.9196027
nitrate	Atlantic	(28.2, Inf]	-0.9762132	-0.9775637	-0.9748627
nitrate	Indian	(-Inf,26]	-0.6105823	-0.7455796	-0.4755850
nitrate	Indian	(26,26.5]	-0.8463466	-0.9105296	-0.7821636
nitrate	Indian	(26.5,26.75]	-0.8352911	-0.8733289	-0.7972532
nitrate	Indian	(26.75,27]	-0.6936324	-0.7326608	-0.6546040
nitrate	Indian	(27,27.25]	-0.2792052	-0.3339966	-0.2244137
nitrate	Indian	(27.25,27.5]	0.3500932	0.3203355	0.3798509
nitrate	Indian	(27.5,27.75]	0.3659386	0.3049066	0.4269707
nitrate	Indian	(27.75,27.85]	-0.0206725	-0.1197305	0.0783855
nitrate	Indian	(27.85,27.95]	-0.0538565	-0.1955964	0.0878833
nitrate	Indian	(27.95,28.05]	-0.3216981	-0.3472647	-0.2961315
nitrate	Indian	(28.05,28.1]	-0.3048735	-0.3361623	-0.2735847
nitrate	Indian	(28.1,28.2]	-0.1536445	-0.2184068	-0.0888821
nitrate	Indian	(28.2,28.3]	-0.3387344	-0.3766876	-0.3007812
nitrate	Indian	(28.3,28.4]	-0.3926641	-0.4080039	-0.3773244
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.1862454	-0.2544170	-0.1180737
nitrate	Pacific	(26,26.5]	-0.7653714	-0.8288026	-0.7019402
nitrate	Pacific	(26.5,26.75]	-0.6945936	-0.7625642	-0.6266231
nitrate	Pacific	(26.75,27]	-0.6843701	-0.7562360	-0.6125043
nitrate	Pacific	(27,27.25]	0.0432615	-0.0421859	0.1287088
nitrate	Pacific	(27.25,27.5]	0.5348866	0.5162345	0.5535388
nitrate	Pacific	(27.5,27.75]	0.6450463	0.6171520	0.6729406
nitrate	Pacific	(27.75,27.85]	0.7294864	0.7062893	0.7526835
nitrate	Pacific	(27.85,27.95]	0.7264870	0.7096063	0.7433677
nitrate	Pacific	(27.95,28.05]	0.5353682	0.5336620	0.5370744
nitrate	Pacific	(28.05,28.1]	0.3014721	0.2945119	0.3084324
nitrate	Pacific	(28.1,28.2]	0.2639187	0.2092074	0.3186300
nitrate	Pacific	(28.2,28.3]	-0.2413737	-0.4168930	-0.0658544
nitrate	Pacific	(28.3,28.4]	-0.5018625	-0.5580534	-0.4456715
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
oxygen	Atlantic	(-Inf,26]	-0.3309459	-0.3981068	-0.2637849
oxygen	Atlantic	(26,26.5]	-0.0321027	-0.1491443	0.0849390
oxygen	Atlantic	(26.5,26.75]	0.1896514	0.1687241	0.2105786
oxygen	Atlantic	(26.75,27]	0.0608286	0.0302950	0.0913621
oxygen	Atlantic	(27,27.25]	-0.0105196	-0.0238462	0.0028071
oxygen	Atlantic	(27.25,27.5]	0.0526455	0.0236087	0.0816823
oxygen	Atlantic	(27.5,27.75]	0.3803190	0.3440108	0.4166272
oxygen	Atlantic	(27.75,27.85]	0.6382694	0.5670358	0.7095029
oxygen	Atlantic	(27.85,27.95]	0.7056211	0.6535485	0.7576937
oxygen	Atlantic	(27.95,28.05]	0.6824083	0.6682000	0.6966165
oxygen	Atlantic	(28.05,28.1]	0.7754063	0.7713265	0.7794861
oxygen	Atlantic	(28.1,28.15]	0.8126456	0.7685261	0.8567651
oxygen	Atlantic	(28.15,28.2]	0.8970026	0.8956937	0.8983116
oxygen	Atlantic	(28.2, Inf]	0.7796717	0.7539824	0.8053609
oxygen	Indian	(-Inf,26]	0.6986335	0.5680746	0.8291923
oxygen	Indian	(26,26.5]	0.8624855	0.7713534	0.9536176
oxygen	Indian	(26.5,26.75]	0.6441953	0.5197886	0.7686021
oxygen	Indian	(26.75,27]	0.2290776	0.0395558	0.4185995
oxygen	Indian	(27,27.25]	-0.2776302	-0.4976857	-0.0575748
oxygen	Indian	(27.25,27.5]	-0.5375514	-0.6005426	-0.4745603
oxygen	Indian	(27.5,27.75]	-0.3993824	-0.4737561	-0.3250086
oxygen	Indian	(27.75,27.85]	-0.0965325	-0.1773697	-0.0156953
oxygen	Indian	(27.85,27.95]	-0.2146604	-0.3689772	-0.0603436
oxygen	Indian	(27.95,28.05]	-0.1323469	-0.2627829	-0.0019110
oxygen	Indian	(28.05,28.1]	0.0217594	-0.0526420	0.0961608
oxygen	Indian	(28.1,28.2]	-0.1349096	-0.1453229	-0.1244964
oxygen	Indian	(28.2,28.3]	-0.1423833	-0.1981375	-0.0866292
oxygen	Indian	(28.3,28.4]	-0.0073152	-0.1381248	0.1234945
oxygen	Indian	(28.4, Inf]	NA	NA	NA
oxygen	Pacific	(-Inf,26]	0.2580198	0.1305491	0.3854905
oxygen	Pacific	(26,26.5]	0.3388459	0.2807572	0.3969345
oxygen	Pacific	(26.5,26.75]	0.2020885	-0.0218093	0.4259863
oxygen	Pacific	(26.75,27]	0.4702091	0.3158949	0.6245234
oxygen	Pacific	(27,27.25]	-0.0591080	-0.1453712	0.0271552
oxygen	Pacific	(27.25,27.5]	-0.5599885	-0.5811022	-0.5388749
oxygen	Pacific	(27.5,27.75]	-0.6582069	-0.7042840	-0.6121297
oxygen	Pacific	(27.75,27.85]	-0.7376871	-0.7708159	-0.7045584
oxygen	Pacific	(27.85,27.95]	-0.7311691	-0.7679436	-0.6943945
oxygen	Pacific	(27.95,28.05]	-0.5632122	-0.5636741	-0.5627503
oxygen	Pacific	(28.05,28.1]	-0.3357076	-0.3439221	-0.3274931
oxygen	Pacific	(28.1,28.2]	-0.3035611	-0.3491948	-0.2579274
oxygen	Pacific	(28.2,28.3]	-0.0858907	-0.0879494	-0.0838320
oxygen	Pacific	(28.3,28.4]	0.4093548	0.1735418	0.6451678
oxygen	Pacific	(28.4, Inf]	0.3547662	0.3547662	0.3547662
phosphate	Atlantic	(-Inf,26]	0.1543577	0.0632132	0.2455021
phosphate	Atlantic	(26,26.5]	-0.4910597	-0.5764386	-0.4056807
phosphate	Atlantic	(26.5,26.75]	-0.6811358	-0.7071946	-0.6550771
phosphate	Atlantic	(26.75,27]	-0.7518814	-0.7566820	-0.7470809
phosphate	Atlantic	(27,27.25]	-0.8437871	-0.8558975	-0.8316767
phosphate	Atlantic	(27.25,27.5]	-0.9315260	-0.9365748	-0.9264772
phosphate	Atlantic	(27.5,27.75]	-0.9780019	-0.9791190	-0.9768847
phosphate	Atlantic	(27.75,27.85]	-0.9669120	-0.9681110	-0.9657131
phosphate	Atlantic	(27.85,27.95]	-0.9431327	-0.9445938	-0.9416715
phosphate	Atlantic	(27.95,28.05]	-0.9042313	-0.9111840	-0.8972786
phosphate	Atlantic	(28.05,28.1]	-0.8877096	-0.8894408	-0.8859784
phosphate	Atlantic	(28.1,28.15]	-0.8742356	-0.9066141	-0.8418570
phosphate	Atlantic	(28.15,28.2]	-0.9273823	-0.9338772	-0.9208874
phosphate	Atlantic	(28.2, Inf]	-0.9814521	-0.9829124	-0.9799919
phosphate	Indian	(-Inf,26]	-0.6320595	-0.7752768	-0.4888423
phosphate	Indian	(26,26.5]	-0.8731859	-0.9687574	-0.7776144
phosphate	Indian	(26.5,26.75]	-0.8575395	-0.9106447	-0.8044342
phosphate	Indian	(26.75,27]	-0.7003486	-0.7468851	-0.6538121
phosphate	Indian	(27,27.25]	-0.2878545	-0.3702519	-0.2054570
phosphate	Indian	(27.25,27.5]	0.3033108	0.2931630	0.3134587
phosphate	Indian	(27.5,27.75]	0.3081677	0.2483186	0.3680169
phosphate	Indian	(27.75,27.85]	-0.0731931	-0.1631374	0.0167512
phosphate	Indian	(27.85,27.95]	-0.1178597	-0.2551724	0.0194531
phosphate	Indian	(27.95,28.05]	-0.3605226	-0.3779538	-0.3430914
phosphate	Indian	(28.05,28.1]	-0.3570996	-0.4054184	-0.3087808
phosphate	Indian	(28.1,28.2]	-0.2651809	-0.3466239	-0.1837380
phosphate	Indian	(28.2,28.3]	-0.6362399	-0.6509243	-0.6215556
phosphate	Indian	(28.3,28.4]	-0.6257826	-0.6417643	-0.6098008
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2482556	-0.3159342	-0.1805769
phosphate	Pacific	(26,26.5]	-0.7978206	-0.8540772	-0.7415640
phosphate	Pacific	(26.5,26.75]	-0.7441030	-0.8117470	-0.6764589
phosphate	Pacific	(26.75,27]	-0.7244809	-0.7870826	-0.6618793
phosphate	Pacific	(27,27.25]	0.0178563	-0.0736479	0.1093606
phosphate	Pacific	(27.25,27.5]	0.5243003	0.4979290	0.5506716
phosphate	Pacific	(27.5,27.75]	0.6250383	0.5961665	0.6539102
phosphate	Pacific	(27.75,27.85]	0.6971054	0.6768557	0.7173551
phosphate	Pacific	(27.85,27.95]	0.6888024	0.6750766	0.7025281
phosphate	Pacific	(27.95,28.05]	0.4641356	0.4356248	0.4926464
phosphate	Pacific	(28.05,28.1]	0.1933520	0.1565996	0.2301044
phosphate	Pacific	(28.1,28.2]	0.1487918	0.0786865	0.2188971
phosphate	Pacific	(28.2,28.3]	-0.7012050	-0.7580079	-0.6444021
phosphate	Pacific	(28.3,28.4]	-0.7919134	-0.8802700	-0.7035569
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
sal	Atlantic	(-Inf,26]	-0.0123078	-0.0151934	-0.0094222
sal	Atlantic	(26,26.5]	0.6707333	0.6151775	0.7262892
sal	Atlantic	(26.5,26.75]	0.7449472	0.7039170	0.7859775
sal	Atlantic	(26.75,27]	0.7009685	0.6395316	0.7624053
sal	Atlantic	(27,27.25]	0.8025662	0.7869167	0.8182158
sal	Atlantic	(27.25,27.5]	0.8408624	0.8248467	0.8568781
sal	Atlantic	(27.5,27.75]	0.8165909	0.8083280	0.8248538
sal	Atlantic	(27.75,27.85]	0.7250428	0.7117918	0.7382939
sal	Atlantic	(27.85,27.95]	0.6486410	0.6381447	0.6591372
sal	Atlantic	(27.95,28.05]	0.6728836	0.6365412	0.7092260
sal	Atlantic	(28.05,28.1]	0.7122755	0.7081975	0.7163535
sal	Atlantic	(28.1,28.15]	0.7232030	0.6756741	0.7707318
sal	Atlantic	(28.15,28.2]	0.8282662	0.8136975	0.8428349
sal	Atlantic	(28.2, Inf]	0.9466100	0.9389792	0.9542408
sal	Indian	(-Inf,26]	0.5531330	0.3938764	0.7123896
sal	Indian	(26,26.5]	0.5948497	0.5296696	0.6600299
sal	Indian	(26.5,26.75]	0.5139202	0.2587529	0.7690876
sal	Indian	(26.75,27]	0.4844767	0.2081950	0.7607584
sal	Indian	(27,27.25]	0.4406519	0.1608202	0.7204836
sal	Indian	(27.25,27.5]	0.4942484	0.3510181	0.6374787
sal	Indian	(27.5,27.75]	0.4090420	0.2685778	0.5495061
sal	Indian	(27.75,27.85]	0.1429388	0.0336312	0.2522464
sal	Indian	(27.85,27.95]	0.3136016	0.1538938	0.4733094
sal	Indian	(27.95,28.05]	0.4249371	0.3070524	0.5428217
sal	Indian	(28.05,28.1]	0.3629182	0.1873426	0.5384939
sal	Indian	(28.1,28.2]	0.2886971	0.2295756	0.3478187
sal	Indian	(28.2,28.3]	0.3020671	0.2211394	0.3829948
sal	Indian	(28.3,28.4]	-0.0101758	-0.1042693	0.0839177
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	0.0251885	0.0196461	0.0307309
sal	Pacific	(26,26.5]	0.5817853	0.5636359	0.5999347
sal	Pacific	(26.5,26.75]	0.5523790	0.4617750	0.6429829
sal	Pacific	(26.75,27]	0.3530654	0.2700811	0.4360497
sal	Pacific	(27,27.25]	-0.3998987	-0.4205247	-0.3792727
sal	Pacific	(27.25,27.5]	-0.4470272	-0.4479055	-0.4461489
sal	Pacific	(27.5,27.75]	-0.2038846	-0.2949010	-0.1128682
sal	Pacific	(27.75,27.85]	-0.2742146	-0.4626829	-0.0857462
sal	Pacific	(27.85,27.95]	-0.2813176	-0.4592488	-0.1033864
sal	Pacific	(27.95,28.05]	-0.2463663	-0.3070602	-0.1856724
sal	Pacific	(28.05,28.1]	-0.1854436	-0.2030241	-0.1678630
sal	Pacific	(28.1,28.2]	-0.1794507	-0.2251686	-0.1337327
sal	Pacific	(28.2,28.3]	0.0247889	-0.0136457	0.0632236
sal	Pacific	(28.3,28.4]	-0.2525781	-0.5133589	0.0082028
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	0.0252377	-0.0641426	0.1146179
silicate	Atlantic	(26,26.5]	-0.4712278	-0.5517852	-0.3906704
silicate	Atlantic	(26.5,26.75]	-0.5777318	-0.6109070	-0.5445567
silicate	Atlantic	(26.75,27]	-0.5443038	-0.5492230	-0.5393847
silicate	Atlantic	(27,27.25]	-0.7374095	-0.7508981	-0.7239208
silicate	Atlantic	(27.25,27.5]	-0.8389717	-0.8589675	-0.8189759
silicate	Atlantic	(27.5,27.75]	-0.8413001	-0.8516329	-0.8309673
silicate	Atlantic	(27.75,27.85]	-0.8722570	-0.8802786	-0.8642354
silicate	Atlantic	(27.85,27.95]	-0.8743960	-0.8858693	-0.8629228
silicate	Atlantic	(27.95,28.05]	-0.8523180	-0.8545591	-0.8500769
silicate	Atlantic	(28.05,28.1]	-0.8512672	-0.8569508	-0.8455836
silicate	Atlantic	(28.1,28.15]	-0.8539171	-0.8837538	-0.8240804
silicate	Atlantic	(28.15,28.2]	-0.9141976	-0.9222156	-0.9061796
silicate	Atlantic	(28.2, Inf]	-0.9604504	-0.9660633	-0.9548375
silicate	Indian	(-Inf,26]	-0.5536908	-0.6261117	-0.4812698
silicate	Indian	(26,26.5]	-0.8492689	-0.9282715	-0.7702662
silicate	Indian	(26.5,26.75]	-0.7344302	-0.8264292	-0.6424312
silicate	Indian	(26.75,27]	-0.4437432	-0.5643852	-0.3231012
silicate	Indian	(27,27.25]	-0.0691396	-0.2144404	0.0761612
silicate	Indian	(27.25,27.5]	0.4742896	0.4344270	0.5141521
silicate	Indian	(27.5,27.75]	0.5802340	0.5686528	0.5918153
silicate	Indian	(27.75,27.85]	0.1843431	0.1306528	0.2380334
silicate	Indian	(27.85,27.95]	0.0749553	-0.0390048	0.1889153
silicate	Indian	(27.95,28.05]	-0.1289794	-0.1748868	-0.0830720
silicate	Indian	(28.05,28.1]	-0.1951617	-0.2153772	-0.1749462
silicate	Indian	(28.1,28.2]	-0.1106750	-0.1307843	-0.0905657
silicate	Indian	(28.2,28.3]	-0.2169994	-0.2908253	-0.1431736
silicate	Indian	(28.3,28.4]	-0.3370995	-0.3630561	-0.3111428
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.1909085	-0.2465386	-0.1352783
silicate	Pacific	(26,26.5]	-0.7209554	-0.7589235	-0.6829873
silicate	Pacific	(26.5,26.75]	-0.6188325	-0.6272103	-0.6104548
silicate	Pacific	(26.75,27]	-0.4881314	-0.4962448	-0.4800181
silicate	Pacific	(27,27.25]	0.3345056	0.2707308	0.3982805
silicate	Pacific	(27.25,27.5]	0.8028492	0.7908761	0.8148223
silicate	Pacific	(27.5,27.75]	0.8611843	0.8473338	0.8750348
silicate	Pacific	(27.75,27.85]	0.8301222	0.8206704	0.8395740
silicate	Pacific	(27.85,27.95]	0.7704998	0.7528406	0.7881590
silicate	Pacific	(27.95,28.05]	0.5492765	0.5360595	0.5624935
silicate	Pacific	(28.05,28.1]	0.2912709	0.2822349	0.3003068
silicate	Pacific	(28.1,28.2]	0.2600869	0.2302523	0.2899216
silicate	Pacific	(28.2,28.3]	-0.1993776	-0.2240020	-0.1747531
silicate	Pacific	(28.3,28.4]	-0.5658758	-0.6702978	-0.4614539
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	-0.3622557	-0.3863684	-0.3381430
temp	Atlantic	(26,26.5]	0.6178267	0.5831487	0.6525047
temp	Atlantic	(26.5,26.75]	0.6828656	0.6256886	0.7400426
temp	Atlantic	(26.75,27]	0.5675821	0.4844168	0.6507473
temp	Atlantic	(27,27.25]	0.7211314	0.6937685	0.7484943
temp	Atlantic	(27.25,27.5]	0.7864649	0.7600397	0.8128901
temp	Atlantic	(27.5,27.75]	0.7620513	0.7523101	0.7717925
temp	Atlantic	(27.75,27.85]	0.6956616	0.6893794	0.7019438
temp	Atlantic	(27.85,27.95]	0.6189515	0.6188640	0.6190390
temp	Atlantic	(27.95,28.05]	0.6283668	0.6098103	0.6469232
temp	Atlantic	(28.05,28.1]	0.6364362	0.6342991	0.6385733
temp	Atlantic	(28.1,28.15]	0.5925014	0.5177014	0.6673014
temp	Atlantic	(28.15,28.2]	0.3817779	0.1747136	0.5888423
temp	Atlantic	(28.2, Inf]	0.3095117	0.2928269	0.3261965
temp	Indian	(-Inf,26]	-0.3890621	-0.4417087	-0.3364155
temp	Indian	(26,26.5]	0.3904920	0.3840373	0.3969467
temp	Indian	(26.5,26.75]	0.4816950	0.2598667	0.7035234
temp	Indian	(26.75,27]	0.5773554	0.3605733	0.7941375
temp	Indian	(27,27.25]	0.5832501	0.3641935	0.8023068
temp	Indian	(27.25,27.5]	0.5501540	0.4416608	0.6586471
temp	Indian	(27.5,27.75]	0.2724357	0.2034180	0.3414534
temp	Indian	(27.75,27.85]	0.0784029	0.0180467	0.1387591
temp	Indian	(27.85,27.95]	0.2804190	0.1536087	0.4072294
temp	Indian	(27.95,28.05]	0.3446361	0.2378926	0.4513796
temp	Indian	(28.05,28.1]	0.2767310	0.1167717	0.4366902
temp	Indian	(28.1,28.2]	0.2529362	0.2064648	0.2994076
temp	Indian	(28.2,28.3]	0.2826386	0.2121632	0.3531141
temp	Indian	(28.3,28.4]	0.0220866	-0.1302757	0.1744489
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.4208500	-0.4538007	-0.3878993
temp	Pacific	(26,26.5]	0.6239491	0.6151659	0.6327323
temp	Pacific	(26.5,26.75]	0.5826882	0.4835715	0.6818049
temp	Pacific	(26.75,27]	0.3919923	0.3094257	0.4745589
temp	Pacific	(27,27.25]	-0.2555762	-0.2776826	-0.2334699
temp	Pacific	(27.25,27.5]	-0.4084393	-0.4148829	-0.4019957
temp	Pacific	(27.5,27.75]	-0.2319235	-0.3593857	-0.1044613
temp	Pacific	(27.75,27.85]	-0.1967551	-0.3638107	-0.0296996
temp	Pacific	(27.85,27.95]	-0.1900905	-0.3673183	-0.0128627
temp	Pacific	(27.95,28.05]	-0.1307153	-0.2456309	-0.0157997
temp	Pacific	(28.05,28.1]	-0.0389618	-0.0849996	0.0070760
temp	Pacific	(28.1,28.2]	0.2249063	0.1703586	0.2794541
temp	Pacific	(28.2,28.3]	0.1197171	0.0899561	0.1494780
temp	Pacific	(28.3,28.4]	-0.4477773	-0.6313189	-0.2642357
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