eMLR - assumption testing

workflowr

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Last updated: 2021-08-05

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
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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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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]	0.8573096	0.8470729	0.8675463
aou + nitrate	Atlantic	(26,26.5]	0.8950762	0.8886071	0.9015454
aou + nitrate	Atlantic	(26.5,26.75]	0.9466962	0.9379828	0.9554096
aou + nitrate	Atlantic	(26.75,27]	0.9055191	0.9027671	0.9082710
aou + nitrate	Atlantic	(27,27.25]	0.7864450	0.7809960	0.7918940
aou + nitrate	Atlantic	(27.25,27.5]	0.7192498	0.6921279	0.7463717
aou + nitrate	Atlantic	(27.5,27.75]	0.8303467	0.8066423	0.8540512
aou + nitrate	Atlantic	(27.75,27.85]	0.9263353	0.9100818	0.9425889
aou + nitrate	Atlantic	(27.85,27.95]	0.9345348	0.9274348	0.9416349
aou + nitrate	Atlantic	(27.95,28.05]	0.9386021	0.9348302	0.9423739
aou + nitrate	Atlantic	(28.05,28.1]	0.9600513	0.9563705	0.9637321
aou + nitrate	Atlantic	(28.1,28.15]	0.9817568	0.9803140	0.9831996
aou + nitrate	Atlantic	(28.15,28.2]	0.9860018	0.9838103	0.9881933
aou + nitrate	Atlantic	(28.2, Inf]	0.9269801	0.9139346	0.9400255
aou + nitrate	Indian	(-Inf,26]	0.9844497	0.9749543	0.9939450
aou + nitrate	Indian	(26,26.5]	0.9655296	0.9430580	0.9880012
aou + nitrate	Indian	(26.5,26.75]	0.9611436	0.9498405	0.9724466
aou + nitrate	Indian	(26.75,27]	0.9167349	0.8971003	0.9363695
aou + nitrate	Indian	(27,27.25]	0.8203889	0.7631727	0.8776051
aou + nitrate	Indian	(27.25,27.5]	0.8846971	0.8586277	0.9107665
aou + nitrate	Indian	(27.5,27.75]	0.9024532	0.8701886	0.9347178
aou + nitrate	Indian	(27.75,27.85]	0.8602386	0.7966117	0.9238655
aou + nitrate	Indian	(27.85,27.95]	0.8505917	0.8126256	0.8885579
aou + nitrate	Indian	(27.95,28.05]	0.7668937	0.6792882	0.8544992
aou + nitrate	Indian	(28.05,28.1]	0.8837166	0.8329340	0.9344992
aou + nitrate	Indian	(28.1,28.2]	0.8575537	0.8198725	0.8952348
aou + nitrate	Indian	(28.2,28.3]	0.4034401	0.3902579	0.4166223
aou + nitrate	Indian	(28.3,28.4]	0.6115835	0.5751181	0.6480490
aou + nitrate	Indian	(28.4, Inf]	0.9333814	0.9333814	0.9333814
aou + nitrate	Pacific	(-Inf,26]	0.8778385	0.8458717	0.9098053
aou + nitrate	Pacific	(26,26.5]	0.8894682	0.8771205	0.9018160
aou + nitrate	Pacific	(26.5,26.75]	0.8599349	0.8338920	0.8859779
aou + nitrate	Pacific	(26.75,27]	0.9211825	0.9079854	0.9343797
aou + nitrate	Pacific	(27,27.25]	0.9728490	0.9719034	0.9737946
aou + nitrate	Pacific	(27.25,27.5]	0.9781742	0.9769401	0.9794083
aou + nitrate	Pacific	(27.5,27.75]	0.9819481	0.9810307	0.9828655
aou + nitrate	Pacific	(27.75,27.85]	0.9895127	0.9892903	0.9897350
aou + nitrate	Pacific	(27.85,27.95]	0.9895840	0.9879516	0.9912165
aou + nitrate	Pacific	(27.95,28.05]	0.9789516	0.9741329	0.9837703
aou + nitrate	Pacific	(28.05,28.1]	0.9814186	0.9750522	0.9877850
aou + nitrate	Pacific	(28.1,28.2]	0.9808973	0.9793278	0.9824669
aou + nitrate	Pacific	(28.2,28.3]	0.0481150	0.0403991	0.0558308
aou + nitrate	Pacific	(28.3,28.4]	0.6471038	0.5144280	0.7797797
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + oxygen	Atlantic	(-Inf,26]	-0.9529793	-0.9694565	-0.9365022
aou + oxygen	Atlantic	(26,26.5]	-0.9165442	-0.9253106	-0.9077778
aou + oxygen	Atlantic	(26.5,26.75]	-0.9641799	-0.9675521	-0.9608076
aou + oxygen	Atlantic	(26.75,27]	-0.9705697	-0.9714465	-0.9696929
aou + oxygen	Atlantic	(27,27.25]	-0.9581494	-0.9642713	-0.9520275
aou + oxygen	Atlantic	(27.25,27.5]	-0.9403164	-0.9460246	-0.9346082
aou + oxygen	Atlantic	(27.5,27.75]	-0.9078613	-0.9178476	-0.8978749
aou + oxygen	Atlantic	(27.75,27.85]	-0.9450204	-0.9587629	-0.9312778
aou + oxygen	Atlantic	(27.85,27.95]	-0.9697321	-0.9732953	-0.9661690
aou + oxygen	Atlantic	(27.95,28.05]	-0.9706234	-0.9714000	-0.9698469
aou + oxygen	Atlantic	(28.05,28.1]	-0.9816744	-0.9819639	-0.9813849
aou + oxygen	Atlantic	(28.1,28.15]	-0.9913069	-0.9917632	-0.9908506
aou + oxygen	Atlantic	(28.15,28.2]	-0.9942553	-0.9956050	-0.9929056
aou + oxygen	Atlantic	(28.2, Inf]	-0.9838905	-0.9850392	-0.9827418
aou + oxygen	Indian	(-Inf,26]	-0.9955693	-0.9956049	-0.9955338
aou + oxygen	Indian	(26,26.5]	-0.9970060	-0.9970569	-0.9969552
aou + oxygen	Indian	(26.5,26.75]	-0.9978588	-0.9982347	-0.9974829
aou + oxygen	Indian	(26.75,27]	-0.9940607	-0.9969393	-0.9911821
aou + oxygen	Indian	(27,27.25]	-0.9937334	-0.9959508	-0.9915160
aou + oxygen	Indian	(27.25,27.5]	-0.9960287	-0.9969278	-0.9951297
aou + oxygen	Indian	(27.5,27.75]	-0.9969412	-0.9972190	-0.9966633
aou + oxygen	Indian	(27.75,27.85]	-0.9973152	-0.9981019	-0.9965284
aou + oxygen	Indian	(27.85,27.95]	-0.9950754	-0.9956345	-0.9945163
aou + oxygen	Indian	(27.95,28.05]	-0.9898264	-0.9910872	-0.9885656
aou + oxygen	Indian	(28.05,28.1]	-0.9889764	-0.9936600	-0.9842928
aou + oxygen	Indian	(28.1,28.2]	-0.9853578	-0.9891638	-0.9815517
aou + oxygen	Indian	(28.2,28.3]	-0.9858729	-0.9864384	-0.9853074
aou + oxygen	Indian	(28.3,28.4]	-0.9973607	-0.9984655	-0.9962558
aou + oxygen	Indian	(28.4, Inf]	-0.9998185	-0.9998185	-0.9998185
aou + oxygen	Pacific	(-Inf,26]	-0.8871278	-0.9050322	-0.8692234
aou + oxygen	Pacific	(26,26.5]	-0.9801937	-0.9817118	-0.9786755
aou + oxygen	Pacific	(26.5,26.75]	-0.9813763	-0.9828030	-0.9799496
aou + oxygen	Pacific	(26.75,27]	-0.9815425	-0.9847543	-0.9783306
aou + oxygen	Pacific	(27,27.25]	-0.9944823	-0.9945597	-0.9944050
aou + oxygen	Pacific	(27.25,27.5]	-0.9961700	-0.9961916	-0.9961484
aou + oxygen	Pacific	(27.5,27.75]	-0.9959717	-0.9965817	-0.9953617
aou + oxygen	Pacific	(27.75,27.85]	-0.9981932	-0.9989797	-0.9974067
aou + oxygen	Pacific	(27.85,27.95]	-0.9985095	-0.9991126	-0.9979064
aou + oxygen	Pacific	(27.95,28.05]	-0.9978292	-0.9987044	-0.9969540
aou + oxygen	Pacific	(28.05,28.1]	-0.9989403	-0.9991549	-0.9987258
aou + oxygen	Pacific	(28.1,28.2]	-0.9982113	-0.9985971	-0.9978254
aou + oxygen	Pacific	(28.2,28.3]	-0.9657465	-0.9721636	-0.9593294
aou + oxygen	Pacific	(28.3,28.4]	-0.9986641	-0.9989899	-0.9983382
aou + oxygen	Pacific	(28.4, Inf]	-0.9957301	-0.9957301	-0.9957301
aou + phosphate	Atlantic	(-Inf,26]	0.2880097	0.1694915	0.4065280
aou + phosphate	Atlantic	(26,26.5]	0.7094164	0.6902527	0.7285802
aou + phosphate	Atlantic	(26.5,26.75]	0.8700468	0.8506265	0.8894671
aou + phosphate	Atlantic	(26.75,27]	0.8291174	0.8194292	0.8388056
aou + phosphate	Atlantic	(27,27.25]	0.7008650	0.6978278	0.7039022
aou + phosphate	Atlantic	(27.25,27.5]	0.6478994	0.6100568	0.6857421
aou + phosphate	Atlantic	(27.5,27.75]	0.7986064	0.7755298	0.8216831
aou + phosphate	Atlantic	(27.75,27.85]	0.9079778	0.8861631	0.9297925
aou + phosphate	Atlantic	(27.85,27.95]	0.9247902	0.9186771	0.9309034
aou + phosphate	Atlantic	(27.95,28.05]	0.9334728	0.9305076	0.9364379
aou + phosphate	Atlantic	(28.05,28.1]	0.9567048	0.9513824	0.9620272
aou + phosphate	Atlantic	(28.1,28.15]	0.9786630	0.9753615	0.9819646
aou + phosphate	Atlantic	(28.15,28.2]	0.9851422	0.9832877	0.9869967
aou + phosphate	Atlantic	(28.2, Inf]	0.9236416	0.9106631	0.9366202
aou + phosphate	Indian	(-Inf,26]	0.9966299	0.9959794	0.9972803
aou + phosphate	Indian	(26,26.5]	0.9938614	0.9919207	0.9958021
aou + phosphate	Indian	(26.5,26.75]	0.9856545	0.9788575	0.9924515
aou + phosphate	Indian	(26.75,27]	0.9413986	0.9139917	0.9688055
aou + phosphate	Indian	(27,27.25]	0.8709490	0.8080563	0.9338417
aou + phosphate	Indian	(27.25,27.5]	0.9261213	0.9067448	0.9454978
aou + phosphate	Indian	(27.5,27.75]	0.9534401	0.9493427	0.9575376
aou + phosphate	Indian	(27.75,27.85]	0.9241829	0.9028459	0.9455199
aou + phosphate	Indian	(27.85,27.95]	0.8671240	0.8363741	0.8978739
aou + phosphate	Indian	(27.95,28.05]	0.7875998	0.7116904	0.8635091
aou + phosphate	Indian	(28.05,28.1]	0.8894905	0.8420304	0.9369506
aou + phosphate	Indian	(28.1,28.2]	0.8521625	0.8190301	0.8852949
aou + phosphate	Indian	(28.2,28.3]	0.3394748	0.2377567	0.4411928
aou + phosphate	Indian	(28.3,28.4]	0.6044498	0.4608842	0.7480155
aou + phosphate	Indian	(28.4, Inf]	0.9038791	0.9038791	0.9038791
aou + phosphate	Pacific	(-Inf,26]	0.8986372	0.8735017	0.9237726
aou + phosphate	Pacific	(26,26.5]	0.9457726	0.9420199	0.9495252
aou + phosphate	Pacific	(26.5,26.75]	0.9174057	0.9003964	0.9344151
aou + phosphate	Pacific	(26.75,27]	0.9355656	0.9185005	0.9526306
aou + phosphate	Pacific	(27,27.25]	0.9813708	0.9801818	0.9825598
aou + phosphate	Pacific	(27.25,27.5]	0.9832771	0.9831932	0.9833610
aou + phosphate	Pacific	(27.5,27.75]	0.9821613	0.9814829	0.9828398
aou + phosphate	Pacific	(27.75,27.85]	0.9878127	0.9877756	0.9878499
aou + phosphate	Pacific	(27.85,27.95]	0.9881224	0.9877392	0.9885056
aou + phosphate	Pacific	(27.95,28.05]	0.9827383	0.9824685	0.9830080
aou + phosphate	Pacific	(28.05,28.1]	0.9795173	0.9748536	0.9841810
aou + phosphate	Pacific	(28.1,28.2]	0.9735844	0.9717988	0.9753700
aou + phosphate	Pacific	(28.2,28.3]	0.1347850	0.0613316	0.2082383
aou + phosphate	Pacific	(28.3,28.4]	0.4938159	0.2191651	0.7684667
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + silicate	Atlantic	(-Inf,26]	0.1002033	0.0641571	0.1362495
aou + silicate	Atlantic	(26,26.5]	0.6313193	0.5682448	0.6943937
aou + silicate	Atlantic	(26.5,26.75]	0.8411256	0.8084852	0.8737660
aou + silicate	Atlantic	(26.75,27]	0.8221296	0.8000467	0.8442126
aou + silicate	Atlantic	(27,27.25]	0.6975110	0.6944521	0.7005699
aou + silicate	Atlantic	(27.25,27.5]	0.4251477	0.3763443	0.4739511
aou + silicate	Atlantic	(27.5,27.75]	0.5430915	0.5051966	0.5809864
aou + silicate	Atlantic	(27.75,27.85]	0.8151922	0.7955004	0.8348841
aou + silicate	Atlantic	(27.85,27.95]	0.8573262	0.8530489	0.8616035
aou + silicate	Atlantic	(27.95,28.05]	0.9119775	0.9106185	0.9133365
aou + silicate	Atlantic	(28.05,28.1]	0.9610953	0.9561637	0.9660269
aou + silicate	Atlantic	(28.1,28.15]	0.9780314	0.9756245	0.9804384
aou + silicate	Atlantic	(28.15,28.2]	0.9828051	0.9818315	0.9837788
aou + silicate	Atlantic	(28.2, Inf]	0.9296473	0.9275260	0.9317685
aou + silicate	Indian	(-Inf,26]	0.9266305	0.8964389	0.9568220
aou + silicate	Indian	(26,26.5]	0.9385415	0.9222455	0.9548375
aou + silicate	Indian	(26.5,26.75]	0.9594949	0.9510200	0.9679697
aou + silicate	Indian	(26.75,27]	0.9710025	0.9706807	0.9713244
aou + silicate	Indian	(27,27.25]	0.9062796	0.8990397	0.9135195
aou + silicate	Indian	(27.25,27.5]	0.8828351	0.8652326	0.9004376
aou + silicate	Indian	(27.5,27.75]	0.8689192	0.8485390	0.8892995
aou + silicate	Indian	(27.75,27.85]	0.8651882	0.8407088	0.8896677
aou + silicate	Indian	(27.85,27.95]	0.8247248	0.7889377	0.8605119
aou + silicate	Indian	(27.95,28.05]	0.8456687	0.8004738	0.8908637
aou + silicate	Indian	(28.05,28.1]	0.9431003	0.9324904	0.9537102
aou + silicate	Indian	(28.1,28.2]	0.8179388	0.8169146	0.8189631
aou + silicate	Indian	(28.2,28.3]	0.3522571	0.1519990	0.5525151
aou + silicate	Indian	(28.3,28.4]	0.6718432	0.5764120	0.7672743
aou + silicate	Indian	(28.4, Inf]	0.9955983	0.9955983	0.9955983
aou + silicate	Pacific	(-Inf,26]	0.5772626	0.5022947	0.6522305
aou + silicate	Pacific	(26,26.5]	0.6165590	0.5969639	0.6361541
aou + silicate	Pacific	(26.5,26.75]	0.4821984	0.4398857	0.5245111
aou + silicate	Pacific	(26.75,27]	0.6802025	0.6544250	0.7059799
aou + silicate	Pacific	(27,27.25]	0.8898902	0.8894957	0.8902846
aou + silicate	Pacific	(27.25,27.5]	0.9203525	0.9202776	0.9204275
aou + silicate	Pacific	(27.5,27.75]	0.9299354	0.9258275	0.9340433
aou + silicate	Pacific	(27.75,27.85]	0.9744350	0.9740948	0.9747752
aou + silicate	Pacific	(27.85,27.95]	0.9693261	0.9665133	0.9721389
aou + silicate	Pacific	(27.95,28.05]	0.9534121	0.9458234	0.9610007
aou + silicate	Pacific	(28.05,28.1]	0.9636708	0.9572584	0.9700832
aou + silicate	Pacific	(28.1,28.2]	0.9379070	0.9317598	0.9440541
aou + silicate	Pacific	(28.2,28.3]	-0.0203621	-0.2282941	0.1875699
aou + silicate	Pacific	(28.3,28.4]	0.8734107	0.7949782	0.9518431
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.5811608	0.5121450	0.6501767
nitrate + phosphate	Atlantic	(26,26.5]	0.9049654	0.8856282	0.9243026
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9737032	0.9710125	0.9763940
nitrate + phosphate	Atlantic	(26.75,27]	0.9812053	0.9796331	0.9827775
nitrate + phosphate	Atlantic	(27,27.25]	0.9844930	0.9834235	0.9855625
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9889659	0.9883951	0.9895367
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9927746	0.9917490	0.9938002
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9953996	0.9941704	0.9966288
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9960183	0.9954854	0.9965513
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9958277	0.9951186	0.9965368
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9956585	0.9951111	0.9962058
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9964702	0.9960814	0.9968590
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9979118	0.9978135	0.9980101
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9979607	0.9979009	0.9980204
nitrate + phosphate	Indian	(-Inf,26]	0.9844243	0.9714191	0.9974296
nitrate + phosphate	Indian	(26,26.5]	0.9675213	0.9375707	0.9974718
nitrate + phosphate	Indian	(26.5,26.75]	0.9741636	0.9508594	0.9974677
nitrate + phosphate	Indian	(26.75,27]	0.9815065	0.9690863	0.9939268
nitrate + phosphate	Indian	(27,27.25]	0.9664602	0.9563802	0.9765402
nitrate + phosphate	Indian	(27.25,27.5]	0.9650318	0.9633635	0.9667001
nitrate + phosphate	Indian	(27.5,27.75]	0.9423658	0.9118326	0.9728991
nitrate + phosphate	Indian	(27.75,27.85]	0.9351468	0.8962700	0.9740237
nitrate + phosphate	Indian	(27.85,27.95]	0.9614803	0.9495455	0.9734151
nitrate + phosphate	Indian	(27.95,28.05]	0.9769389	0.9665419	0.9873360
nitrate + phosphate	Indian	(28.05,28.1]	0.9860291	0.9817291	0.9903292
nitrate + phosphate	Indian	(28.1,28.2]	0.9633757	0.9567207	0.9700308
nitrate + phosphate	Indian	(28.2,28.3]	0.7826237	0.7758274	0.7894200
nitrate + phosphate	Indian	(28.3,28.4]	0.6792421	0.6355763	0.7229079
nitrate + phosphate	Indian	(28.4, Inf]	0.9045684	0.9045684	0.9045684
nitrate + phosphate	Pacific	(-Inf,26]	0.9539188	0.9492069	0.9586306
nitrate + phosphate	Pacific	(26,26.5]	0.9486564	0.9371300	0.9601828
nitrate + phosphate	Pacific	(26.5,26.75]	0.9352072	0.9280897	0.9423247
nitrate + phosphate	Pacific	(26.75,27]	0.9754492	0.9743288	0.9765696
nitrate + phosphate	Pacific	(27,27.25]	0.9870082	0.9863925	0.9876238
nitrate + phosphate	Pacific	(27.25,27.5]	0.9902628	0.9897628	0.9907628
nitrate + phosphate	Pacific	(27.5,27.75]	0.9928738	0.9925171	0.9932305
nitrate + phosphate	Pacific	(27.75,27.85]	0.9927706	0.9918675	0.9936737
nitrate + phosphate	Pacific	(27.85,27.95]	0.9917446	0.9894560	0.9940332
nitrate + phosphate	Pacific	(27.95,28.05]	0.9830306	0.9729402	0.9931210
nitrate + phosphate	Pacific	(28.05,28.1]	0.9799865	0.9706898	0.9892832
nitrate + phosphate	Pacific	(28.1,28.2]	0.9774680	0.9707538	0.9841822
nitrate + phosphate	Pacific	(28.2,28.3]	0.4106057	0.3957003	0.4255111
nitrate + phosphate	Pacific	(28.3,28.4]	0.7417548	0.7323436	0.7511660
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + silicate	Atlantic	(-Inf,26]	0.4319791	0.3209015	0.5430567
nitrate + silicate	Atlantic	(26,26.5]	0.8294384	0.7830452	0.8758316
nitrate + silicate	Atlantic	(26.5,26.75]	0.9259554	0.8939088	0.9580019
nitrate + silicate	Atlantic	(26.75,27]	0.9208434	0.9020684	0.9396184
nitrate + silicate	Atlantic	(27,27.25]	0.9218604	0.9207761	0.9229446
nitrate + silicate	Atlantic	(27.25,27.5]	0.8510449	0.8374271	0.8646627
nitrate + silicate	Atlantic	(27.5,27.75]	0.8554303	0.8491452	0.8617153
nitrate + silicate	Atlantic	(27.75,27.85]	0.9444824	0.9405679	0.9483969
nitrate + silicate	Atlantic	(27.85,27.95]	0.9679114	0.9668585	0.9689643
nitrate + silicate	Atlantic	(27.95,28.05]	0.9824223	0.9821887	0.9826558
nitrate + silicate	Atlantic	(28.05,28.1]	0.9903577	0.9903441	0.9903713
nitrate + silicate	Atlantic	(28.1,28.15]	0.9917025	0.9917022	0.9917028
nitrate + silicate	Atlantic	(28.15,28.2]	0.9912064	0.9902478	0.9921649
nitrate + silicate	Atlantic	(28.2, Inf]	0.9878350	0.9837660	0.9919040
nitrate + silicate	Indian	(-Inf,26]	0.9537858	0.9427581	0.9648134
nitrate + silicate	Indian	(26,26.5]	0.9471100	0.9327685	0.9614515
nitrate + silicate	Indian	(26.5,26.75]	0.9523004	0.9433379	0.9612629
nitrate + silicate	Indian	(26.75,27]	0.9299178	0.9132354	0.9466003
nitrate + silicate	Indian	(27,27.25]	0.9156658	0.9008356	0.9304960
nitrate + silicate	Indian	(27.25,27.5]	0.9208477	0.9198466	0.9218488
nitrate + silicate	Indian	(27.5,27.75]	0.8346519	0.8339428	0.8353610
nitrate + silicate	Indian	(27.75,27.85]	0.7871585	0.7439218	0.8303952
nitrate + silicate	Indian	(27.85,27.95]	0.8460525	0.8334206	0.8586843
nitrate + silicate	Indian	(27.95,28.05]	0.8825098	0.8608263	0.9041934
nitrate + silicate	Indian	(28.05,28.1]	0.9446916	0.9299428	0.9594405
nitrate + silicate	Indian	(28.1,28.2]	0.8895552	0.8853750	0.8937354
nitrate + silicate	Indian	(28.2,28.3]	0.4231947	0.3589431	0.4874464
nitrate + silicate	Indian	(28.3,28.4]	0.6413609	0.5756835	0.7070383
nitrate + silicate	Indian	(28.4, Inf]	0.9365786	0.9365786	0.9365786
nitrate + silicate	Pacific	(-Inf,26]	0.7957391	0.7907796	0.8006986
nitrate + silicate	Pacific	(26,26.5]	0.7906353	0.7901748	0.7910959
nitrate + silicate	Pacific	(26.5,26.75]	0.7310144	0.7284220	0.7336067
nitrate + silicate	Pacific	(26.75,27]	0.8126746	0.8091938	0.8161553
nitrate + silicate	Pacific	(27,27.25]	0.8999121	0.8990855	0.9007387
nitrate + silicate	Pacific	(27.25,27.5]	0.8938560	0.8904368	0.8972752
nitrate + silicate	Pacific	(27.5,27.75]	0.8969425	0.8939380	0.8999470
nitrate + silicate	Pacific	(27.75,27.85]	0.9541614	0.9502943	0.9580285
nitrate + silicate	Pacific	(27.85,27.95]	0.9623614	0.9561107	0.9686120
nitrate + silicate	Pacific	(27.95,28.05]	0.9463850	0.9217128	0.9710573
nitrate + silicate	Pacific	(28.05,28.1]	0.9586996	0.9452007	0.9721985
nitrate + silicate	Pacific	(28.1,28.2]	0.9546724	0.9524282	0.9569165
nitrate + silicate	Pacific	(28.2,28.3]	0.4532285	0.2735912	0.6328658
nitrate + silicate	Pacific	(28.3,28.4]	0.7840542	0.7723477	0.7957608
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
oxygen + nitrate	Atlantic	(-Inf,26]	-0.7392595	-0.7444903	-0.7340287
oxygen + nitrate	Atlantic	(26,26.5]	-0.6672129	-0.6864134	-0.6480124
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8350197	-0.8593009	-0.8107386
oxygen + nitrate	Atlantic	(26.75,27]	-0.7834061	-0.7863270	-0.7804851
oxygen + nitrate	Atlantic	(27,27.25]	-0.5951235	-0.6141212	-0.5761259
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4651051	-0.4943466	-0.4358635
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5436777	-0.6022208	-0.4851346
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7625370	-0.8164050	-0.7086691
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8274435	-0.8453126	-0.8095745
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8374082	-0.8447622	-0.8300542
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8964207	-0.9033452	-0.8894962
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9533132	-0.9574628	-0.9491636
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9740471	-0.9762153	-0.9718789
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8664543	-0.8853582	-0.8475503
oxygen + nitrate	Indian	(-Inf,26]	-0.9696158	-0.9825333	-0.9566983
oxygen + nitrate	Indian	(26,26.5]	-0.9472590	-0.9752006	-0.9193174
oxygen + nitrate	Indian	(26.5,26.75]	-0.9441518	-0.9554979	-0.9328056
oxygen + nitrate	Indian	(26.75,27]	-0.8704504	-0.9078881	-0.8330126
oxygen + nitrate	Indian	(27,27.25]	-0.7548729	-0.8331761	-0.6765697
oxygen + nitrate	Indian	(27.25,27.5]	-0.8452748	-0.8785785	-0.8119711
oxygen + nitrate	Indian	(27.5,27.75]	-0.8822356	-0.9169936	-0.8474777
oxygen + nitrate	Indian	(27.75,27.85]	-0.8409449	-0.9105126	-0.7713772
oxygen + nitrate	Indian	(27.85,27.95]	-0.8065747	-0.8505766	-0.7625728
oxygen + nitrate	Indian	(27.95,28.05]	-0.6780760	-0.7832388	-0.5729131
oxygen + nitrate	Indian	(28.05,28.1]	-0.8117875	-0.8917527	-0.7318223
oxygen + nitrate	Indian	(28.1,28.2]	-0.7698003	-0.8275693	-0.7120314
oxygen + nitrate	Indian	(28.2,28.3]	-0.2778069	-0.3022092	-0.2534045
oxygen + nitrate	Indian	(28.3,28.4]	-0.5831341	-0.6019917	-0.5642764
oxygen + nitrate	Indian	(28.4, Inf]	-0.9331630	-0.9331630	-0.9331630
oxygen + nitrate	Pacific	(-Inf,26]	-0.6086342	-0.6926054	-0.5246631
oxygen + nitrate	Pacific	(26,26.5]	-0.7982891	-0.8169819	-0.7795962
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7643641	-0.8028544	-0.7258738
oxygen + nitrate	Pacific	(26.75,27]	-0.8419503	-0.8698364	-0.8140642
oxygen + nitrate	Pacific	(27,27.25]	-0.9507421	-0.9524015	-0.9490827
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9676541	-0.9701185	-0.9651897
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9749563	-0.9760379	-0.9738746
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9869309	-0.9895423	-0.9843194
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9873578	-0.9878687	-0.9868468
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9715404	-0.9725246	-0.9705561
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9760216	-0.9820279	-0.9700152
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9721594	-0.9725589	-0.9717598
oxygen + nitrate	Pacific	(28.2,28.3]	0.0865215	0.0815762	0.0914668
oxygen + nitrate	Pacific	(28.3,28.4]	-0.6390140	-0.7802179	-0.4978101
oxygen + nitrate	Pacific	(28.4, Inf]	-0.3146018	-0.3146018	-0.3146018
oxygen + phosphate	Atlantic	(-Inf,26]	-0.0877173	-0.1794008	0.0039663
oxygen + phosphate	Atlantic	(26,26.5]	-0.3843008	-0.4285657	-0.3400359
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7128727	-0.7518847	-0.6738608
oxygen + phosphate	Atlantic	(26.75,27]	-0.6759879	-0.6871667	-0.6648091
oxygen + phosphate	Atlantic	(27,27.25]	-0.4831843	-0.4941477	-0.4722209
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3703045	-0.4082544	-0.3323547
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4907145	-0.5466082	-0.4348208
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7295807	-0.7930560	-0.6661054
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8104904	-0.8275850	-0.7933958
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8281940	-0.8345482	-0.8218398
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8900939	-0.8989047	-0.8812831
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9470185	-0.9534523	-0.9405847
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9720699	-0.9737774	-0.9703623
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8623812	-0.8814256	-0.8433367
oxygen + phosphate	Indian	(-Inf,26]	-0.9881441	-0.9904445	-0.9858436
oxygen + phosphate	Indian	(26,26.5]	-0.9853978	-0.9902393	-0.9805563
oxygen + phosphate	Indian	(26.5,26.75]	-0.9752039	-0.9868490	-0.9635588
oxygen + phosphate	Indian	(26.75,27]	-0.9020105	-0.9495986	-0.8544224
oxygen + phosphate	Indian	(27,27.25]	-0.8148775	-0.9028519	-0.7269032
oxygen + phosphate	Indian	(27.25,27.5]	-0.8947864	-0.9240171	-0.8655556
oxygen + phosphate	Indian	(27.5,27.75]	-0.9413317	-0.9478069	-0.9348565
oxygen + phosphate	Indian	(27.75,27.85]	-0.9052678	-0.9316639	-0.8788718
oxygen + phosphate	Indian	(27.85,27.95]	-0.8203303	-0.8576940	-0.7829666
oxygen + phosphate	Indian	(27.95,28.05]	-0.6998687	-0.7938590	-0.6058785
oxygen + phosphate	Indian	(28.05,28.1]	-0.8198489	-0.8968863	-0.7428115
oxygen + phosphate	Indian	(28.1,28.2]	-0.7668358	-0.8212781	-0.7123936
oxygen + phosphate	Indian	(28.2,28.3]	-0.2155079	-0.3160445	-0.1149712
oxygen + phosphate	Indian	(28.3,28.4]	-0.5791357	-0.7323109	-0.4259604
oxygen + phosphate	Indian	(28.4, Inf]	-0.9009519	-0.9009519	-0.9009519
oxygen + phosphate	Pacific	(-Inf,26]	-0.6694647	-0.7361883	-0.6027410
oxygen + phosphate	Pacific	(26,26.5]	-0.8704041	-0.8796026	-0.8612055
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8318676	-0.8595964	-0.8041388
oxygen + phosphate	Pacific	(26.75,27]	-0.8579578	-0.8916725	-0.8242430
oxygen + phosphate	Pacific	(27,27.25]	-0.9611174	-0.9630035	-0.9592313
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9738562	-0.9738953	-0.9738171
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9770801	-0.9779084	-0.9762517
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9866448	-0.9890994	-0.9841902
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9863518	-0.9878212	-0.9848824
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9754804	-0.9794980	-0.9714628
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9741978	-0.9780258	-0.9703697
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9645082	-0.9651011	-0.9639154
oxygen + phosphate	Pacific	(28.2,28.3]	-0.0029541	-0.0361293	0.0302211
oxygen + phosphate	Pacific	(28.3,28.4]	-0.4873648	-0.7709965	-0.2037331
oxygen + phosphate	Pacific	(28.4, Inf]	0.4859734	0.4859734	0.4859734
oxygen + silicate	Atlantic	(-Inf,26]	0.1091793	0.0396488	0.1787098
oxygen + silicate	Atlantic	(26,26.5]	-0.3406077	-0.4243715	-0.2568439
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7014702	-0.7317279	-0.6712125
oxygen + silicate	Atlantic	(26.75,27]	-0.6940553	-0.7204083	-0.6677023
oxygen + silicate	Atlantic	(27,27.25]	-0.4950617	-0.5150524	-0.4750711
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1336903	-0.1761520	-0.0912287
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1926139	-0.2606989	-0.1245289
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6202286	-0.6722705	-0.5681868
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7201684	-0.7334188	-0.7069181
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7937906	-0.7970173	-0.7905638
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8963493	-0.9056860	-0.8870127
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9478808	-0.9531348	-0.9426268
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9746651	-0.9771060	-0.9722242
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8747132	-0.8772862	-0.8721403
oxygen + silicate	Indian	(-Inf,26]	-0.9020785	-0.9409827	-0.8631743
oxygen + silicate	Indian	(26,26.5]	-0.9207579	-0.9421532	-0.8993626
oxygen + silicate	Indian	(26.5,26.75]	-0.9490166	-0.9592076	-0.9388255
oxygen + silicate	Indian	(26.75,27]	-0.9544760	-0.9591981	-0.9497540
oxygen + silicate	Indian	(27,27.25]	-0.8633094	-0.8820775	-0.8445412
oxygen + silicate	Indian	(27.25,27.5]	-0.8454307	-0.8610650	-0.8297964
oxygen + silicate	Indian	(27.5,27.75]	-0.8376444	-0.8591881	-0.8161007
oxygen + silicate	Indian	(27.75,27.85]	-0.8412418	-0.8710927	-0.8113910
oxygen + silicate	Indian	(27.85,27.95]	-0.7764672	-0.8208403	-0.7320941
oxygen + silicate	Indian	(27.95,28.05]	-0.7747580	-0.8355276	-0.7139884
oxygen + silicate	Indian	(28.05,28.1]	-0.8970133	-0.9250881	-0.8689384
oxygen + silicate	Indian	(28.1,28.2]	-0.7357063	-0.7456750	-0.7257376
oxygen + silicate	Indian	(28.2,28.3]	-0.2736851	-0.4722119	-0.0751582
oxygen + silicate	Indian	(28.3,28.4]	-0.6316765	-0.7425134	-0.5208397
oxygen + silicate	Indian	(28.4, Inf]	-0.9953913	-0.9953913	-0.9953913
oxygen + silicate	Pacific	(-Inf,26]	-0.2636889	-0.4043045	-0.1230734
oxygen + silicate	Pacific	(26,26.5]	-0.4846311	-0.5119211	-0.4573411
oxygen + silicate	Pacific	(26.5,26.75]	-0.3284915	-0.3831897	-0.2737934
oxygen + silicate	Pacific	(26.75,27]	-0.5438821	-0.5884224	-0.4993417
oxygen + silicate	Pacific	(27,27.25]	-0.8448846	-0.8456466	-0.8441227
oxygen + silicate	Pacific	(27.25,27.5]	-0.8889481	-0.8890329	-0.8888634
oxygen + silicate	Pacific	(27.5,27.75]	-0.9010104	-0.9086685	-0.8933522
oxygen + silicate	Pacific	(27.75,27.85]	-0.9666725	-0.9691355	-0.9642096
oxygen + silicate	Pacific	(27.85,27.95]	-0.9617966	-0.9636998	-0.9598935
oxygen + silicate	Pacific	(27.95,28.05]	-0.9388163	-0.9445559	-0.9330768
oxygen + silicate	Pacific	(28.05,28.1]	-0.9545685	-0.9610754	-0.9480616
oxygen + silicate	Pacific	(28.1,28.2]	-0.9189994	-0.9277725	-0.9102263
oxygen + silicate	Pacific	(28.2,28.3]	0.2208393	-0.0059288	0.4476074
oxygen + silicate	Pacific	(28.3,28.4]	-0.8681475	-0.9485222	-0.7877728
oxygen + silicate	Pacific	(28.4, Inf]	-0.7585805	-0.7585805	-0.7585805
sal + aou	Atlantic	(-Inf,26]	0.3651425	0.2792337	0.4510513
sal + aou	Atlantic	(26,26.5]	-0.0714336	-0.0768277	-0.0660394
sal + aou	Atlantic	(26.5,26.75]	-0.2814596	-0.3188856	-0.2440336
sal + aou	Atlantic	(26.75,27]	-0.1858728	-0.2271767	-0.1445690
sal + aou	Atlantic	(27,27.25]	-0.0176867	-0.0497461	0.0143726
sal + aou	Atlantic	(27.25,27.5]	-0.0089354	-0.0733436	0.0554729
sal + aou	Atlantic	(27.5,27.75]	-0.3682882	-0.3703836	-0.3661929
sal + aou	Atlantic	(27.75,27.85]	-0.4256314	-0.5209822	-0.3302806
sal + aou	Atlantic	(27.85,27.95]	-0.4422342	-0.5038857	-0.3805827
sal + aou	Atlantic	(27.95,28.05]	-0.5943124	-0.6445783	-0.5440464
sal + aou	Atlantic	(28.05,28.1]	-0.7436974	-0.7448611	-0.7425337
sal + aou	Atlantic	(28.1,28.15]	-0.8316978	-0.8342516	-0.8291441
sal + aou	Atlantic	(28.15,28.2]	-0.9080305	-0.9170865	-0.8989745
sal + aou	Atlantic	(28.2, Inf]	-0.7624258	-0.8244169	-0.7004346
sal + aou	Indian	(-Inf,26]	-0.6346225	-0.8238671	-0.4453778
sal + aou	Indian	(26,26.5]	-0.6416234	-0.8041194	-0.4791274
sal + aou	Indian	(26.5,26.75]	-0.2168646	-0.4546516	0.0209224
sal + aou	Indian	(26.75,27]	0.4614026	0.2834762	0.6393289
sal + aou	Indian	(27,27.25]	0.8690920	0.8516181	0.8865658
sal + aou	Indian	(27.25,27.5]	0.9503631	0.9363839	0.9643422
sal + aou	Indian	(27.5,27.75]	0.9585699	0.9535269	0.9636129
sal + aou	Indian	(27.75,27.85]	0.9428968	0.9239646	0.9618290
sal + aou	Indian	(27.85,27.95]	0.9058277	0.8921996	0.9194558
sal + aou	Indian	(27.95,28.05]	0.7134196	0.7024438	0.7243954
sal + aou	Indian	(28.05,28.1]	0.2709882	0.1707717	0.3712048
sal + aou	Indian	(28.1,28.2]	0.1612626	0.0731767	0.2493485
sal + aou	Indian	(28.2,28.3]	0.7611490	0.7585634	0.7637346
sal + aou	Indian	(28.3,28.4]	0.9184700	0.9130712	0.9238687
sal + aou	Indian	(28.4, Inf]	0.6206078	0.6206078	0.6206078
sal + aou	Pacific	(-Inf,26]	-0.0062363	-0.0367768	0.0243041
sal + aou	Pacific	(26,26.5]	-0.0407734	-0.0848782	0.0033314
sal + aou	Pacific	(26.5,26.75]	0.0964713	0.0888772	0.1040654
sal + aou	Pacific	(26.75,27]	-0.1013387	-0.1182592	-0.0844182
sal + aou	Pacific	(27,27.25]	-0.1735149	-0.1992279	-0.1478019
sal + aou	Pacific	(27.25,27.5]	0.0532070	0.0432957	0.0631182
sal + aou	Pacific	(27.5,27.75]	0.0277155	-0.0556161	0.1110470
sal + aou	Pacific	(27.75,27.85]	-0.2001127	-0.4221400	0.0219147
sal + aou	Pacific	(27.85,27.95]	-0.4304770	-0.6267718	-0.2341821
sal + aou	Pacific	(27.95,28.05]	-0.6177884	-0.7580320	-0.4775448
sal + aou	Pacific	(28.05,28.1]	-0.8786524	-0.8926361	-0.8646688
sal + aou	Pacific	(28.1,28.2]	-0.8372247	-0.8901629	-0.7842865
sal + aou	Pacific	(28.2,28.3]	0.8475127	0.8245449	0.8704806
sal + aou	Pacific	(28.3,28.4]	0.8488836	0.7699433	0.9278239
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	0.0150601	0.0143513	0.0157688
sal + nitrate	Atlantic	(26,26.5]	-0.4077991	-0.4248696	-0.3907286
sal + nitrate	Atlantic	(26.5,26.75]	-0.5396762	-0.5464304	-0.5329219
sal + nitrate	Atlantic	(26.75,27]	-0.5577424	-0.5858317	-0.5296530
sal + nitrate	Atlantic	(27,27.25]	-0.5842747	-0.6074814	-0.5610679
sal + nitrate	Atlantic	(27.25,27.5]	-0.6486302	-0.6518537	-0.6454068
sal + nitrate	Atlantic	(27.5,27.75]	-0.7707971	-0.8047275	-0.7368668
sal + nitrate	Atlantic	(27.75,27.85]	-0.6928602	-0.7439714	-0.6417491
sal + nitrate	Atlantic	(27.85,27.95]	-0.6873642	-0.7312093	-0.6435191
sal + nitrate	Atlantic	(27.95,28.05]	-0.8024613	-0.8366615	-0.7682611
sal + nitrate	Atlantic	(28.05,28.1]	-0.8748271	-0.8851637	-0.8644905
sal + nitrate	Atlantic	(28.1,28.15]	-0.8988011	-0.9090662	-0.8885359
sal + nitrate	Atlantic	(28.15,28.2]	-0.9438249	-0.9453027	-0.9423471
sal + nitrate	Atlantic	(28.2, Inf]	-0.9398157	-0.9590778	-0.9205537
sal + nitrate	Indian	(-Inf,26]	-0.7196732	-0.8507524	-0.5885939
sal + nitrate	Indian	(26,26.5]	-0.7957141	-0.8757056	-0.7157225
sal + nitrate	Indian	(26.5,26.75]	-0.4435683	-0.6254677	-0.2616689
sal + nitrate	Indian	(26.75,27]	0.0955928	-0.1516346	0.3428201
sal + nitrate	Indian	(27,27.25]	0.4558560	0.3336371	0.5780749
sal + nitrate	Indian	(27.25,27.5]	0.7428828	0.7299450	0.7558206
sal + nitrate	Indian	(27.5,27.75]	0.8280947	0.7897662	0.8664232
sal + nitrate	Indian	(27.75,27.85]	0.7034555	0.5819420	0.8249690
sal + nitrate	Indian	(27.85,27.95]	0.5841869	0.5020164	0.6663574
sal + nitrate	Indian	(27.95,28.05]	0.1357220	0.0202885	0.2511555
sal + nitrate	Indian	(28.05,28.1]	-0.1588952	-0.3631167	0.0453264
sal + nitrate	Indian	(28.1,28.2]	-0.2677221	-0.4069159	-0.1285284
sal + nitrate	Indian	(28.2,28.3]	-0.0900688	-0.1162284	-0.0639092
sal + nitrate	Indian	(28.3,28.4]	0.5409635	0.5271093	0.5548178
sal + nitrate	Indian	(28.4, Inf]	0.6148375	0.6148375	0.6148375
sal + nitrate	Pacific	(-Inf,26]	-0.3343251	-0.3749197	-0.2937305
sal + nitrate	Pacific	(26,26.5]	-0.3807467	-0.4056187	-0.3558748
sal + nitrate	Pacific	(26.5,26.75]	-0.3097239	-0.3476677	-0.2717801
sal + nitrate	Pacific	(26.75,27]	-0.3904510	-0.4091333	-0.3717687
sal + nitrate	Pacific	(27,27.25]	-0.2916133	-0.3207329	-0.2624937
sal + nitrate	Pacific	(27.25,27.5]	0.0268047	0.0241653	0.0294440
sal + nitrate	Pacific	(27.5,27.75]	0.0092226	-0.0518920	0.0703372
sal + nitrate	Pacific	(27.75,27.85]	-0.2091448	-0.3907253	-0.0275644
sal + nitrate	Pacific	(27.85,27.95]	-0.4483268	-0.6133834	-0.2832702
sal + nitrate	Pacific	(27.95,28.05]	-0.6767329	-0.7822049	-0.5712610
sal + nitrate	Pacific	(28.05,28.1]	-0.9112618	-0.9202891	-0.9022345
sal + nitrate	Pacific	(28.1,28.2]	-0.8825479	-0.9204554	-0.8446404
sal + nitrate	Pacific	(28.2,28.3]	0.0290966	-0.0234199	0.0816130
sal + nitrate	Pacific	(28.3,28.4]	0.4789645	0.3957283	0.5622006
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + oxygen	Atlantic	(-Inf,26]	-0.6104296	-0.6396206	-0.5812386
sal + oxygen	Atlantic	(26,26.5]	-0.3193252	-0.3325759	-0.3060745
sal + oxygen	Atlantic	(26.5,26.75]	0.0212121	-0.0308460	0.0732701
sal + oxygen	Atlantic	(26.75,27]	-0.0500290	-0.0882222	-0.0118359
sal + oxygen	Atlantic	(27,27.25]	-0.2615190	-0.2720390	-0.2509990
sal + oxygen	Atlantic	(27.25,27.5]	-0.3224067	-0.3671176	-0.2776957
sal + oxygen	Atlantic	(27.5,27.75]	-0.0399353	-0.0604944	-0.0193762
sal + oxygen	Atlantic	(27.75,27.85]	0.1177641	-0.0279572	0.2634854
sal + oxygen	Atlantic	(27.85,27.95]	0.2220011	0.1403203	0.3036820
sal + oxygen	Atlantic	(27.95,28.05]	0.3977812	0.3388160	0.4567465
sal + oxygen	Atlantic	(28.05,28.1]	0.6084249	0.6082336	0.6086161
sal + oxygen	Atlantic	(28.1,28.15]	0.7541752	0.7538724	0.7544780
sal + oxygen	Atlantic	(28.15,28.2]	0.8708059	0.8619965	0.8796152
sal + oxygen	Atlantic	(28.2, Inf]	0.6707511	0.5989296	0.7425725
sal + oxygen	Indian	(-Inf,26]	0.6105557	0.4027973	0.8183141
sal + oxygen	Indian	(26,26.5]	0.5905551	0.4180138	0.7630964
sal + oxygen	Indian	(26.5,26.75]	0.1589424	-0.0757607	0.3936455
sal + oxygen	Indian	(26.75,27]	-0.5503806	-0.6945345	-0.4062267
sal + oxygen	Indian	(27,27.25]	-0.9146704	-0.9193224	-0.9100184
sal + oxygen	Indian	(27.25,27.5]	-0.9674481	-0.9814564	-0.9534398
sal + oxygen	Indian	(27.5,27.75]	-0.9616610	-0.9626325	-0.9606895
sal + oxygen	Indian	(27.75,27.85]	-0.9489789	-0.9654341	-0.9325237
sal + oxygen	Indian	(27.85,27.95]	-0.9274115	-0.9352207	-0.9196023
sal + oxygen	Indian	(27.95,28.05]	-0.7941517	-0.8107972	-0.7775063
sal + oxygen	Indian	(28.05,28.1]	-0.4011077	-0.4657667	-0.3364488
sal + oxygen	Indian	(28.1,28.2]	-0.3030447	-0.3659853	-0.2401041
sal + oxygen	Indian	(28.2,28.3]	-0.8333617	-0.8348295	-0.8318939
sal + oxygen	Indian	(28.3,28.4]	-0.9177727	-0.9253507	-0.9101947
sal + oxygen	Indian	(28.4, Inf]	-0.6189252	-0.6189252	-0.6189252
sal + oxygen	Pacific	(-Inf,26]	-0.3719681	-0.4379469	-0.3059893
sal + oxygen	Pacific	(26,26.5]	-0.1449235	-0.1969662	-0.0928808
sal + oxygen	Pacific	(26.5,26.75]	-0.2800958	-0.2947247	-0.2654669
sal + oxygen	Pacific	(26.75,27]	-0.0839123	-0.1174782	-0.0503464
sal + oxygen	Pacific	(27,27.25]	0.0758686	0.0503489	0.1013882
sal + oxygen	Pacific	(27.25,27.5]	-0.1241952	-0.1340105	-0.1143800
sal + oxygen	Pacific	(27.5,27.75]	-0.0803506	-0.1706222	0.0099209
sal + oxygen	Pacific	(27.75,27.85]	0.1590337	-0.0797902	0.3978575
sal + oxygen	Pacific	(27.85,27.95]	0.4039472	0.1893361	0.6185584
sal + oxygen	Pacific	(27.95,28.05]	0.5904375	0.4267165	0.7541585
sal + oxygen	Pacific	(28.05,28.1]	0.8667701	0.8469032	0.8866369
sal + oxygen	Pacific	(28.1,28.2]	0.8108761	0.7498623	0.8718898
sal + oxygen	Pacific	(28.2,28.3]	-0.8461271	-0.8620876	-0.8301667
sal + oxygen	Pacific	(28.3,28.4]	-0.8465552	-0.9170661	-0.7760443
sal + oxygen	Pacific	(28.4, Inf]	0.1489891	0.1489891	0.1489891
sal + phosphate	Atlantic	(-Inf,26]	-0.5791986	-0.6097589	-0.5486383
sal + phosphate	Atlantic	(26,26.5]	-0.7213394	-0.7364757	-0.7062030
sal + phosphate	Atlantic	(26.5,26.75]	-0.7026609	-0.7067501	-0.6985717
sal + phosphate	Atlantic	(26.75,27]	-0.6889537	-0.7054084	-0.6724991
sal + phosphate	Atlantic	(27,27.25]	-0.6948935	-0.7086701	-0.6811170
sal + phosphate	Atlantic	(27.25,27.5]	-0.7279207	-0.7289600	-0.7268814
sal + phosphate	Atlantic	(27.5,27.75]	-0.8115103	-0.8379199	-0.7851007
sal + phosphate	Atlantic	(27.75,27.85]	-0.7282103	-0.7703200	-0.6861005
sal + phosphate	Atlantic	(27.85,27.95]	-0.7113291	-0.7532150	-0.6694432
sal + phosphate	Atlantic	(27.95,28.05]	-0.8127334	-0.8462595	-0.7792073
sal + phosphate	Atlantic	(28.05,28.1]	-0.8850679	-0.8951363	-0.8749995
sal + phosphate	Atlantic	(28.1,28.15]	-0.9107630	-0.9204492	-0.9010769
sal + phosphate	Atlantic	(28.15,28.2]	-0.9492396	-0.9514108	-0.9470684
sal + phosphate	Atlantic	(28.2, Inf]	-0.9439170	-0.9633306	-0.9245033
sal + phosphate	Indian	(-Inf,26]	-0.6370444	-0.8393678	-0.4347209
sal + phosphate	Indian	(26,26.5]	-0.6750166	-0.8616213	-0.4884118
sal + phosphate	Indian	(26.5,26.75]	-0.3127595	-0.6063174	-0.0192017
sal + phosphate	Indian	(26.75,27]	0.1873368	-0.1130845	0.4877580
sal + phosphate	Indian	(27,27.25]	0.5657667	0.3964813	0.7350521
sal + phosphate	Indian	(27.25,27.5]	0.8267769	0.7907484	0.8628055
sal + phosphate	Indian	(27.5,27.75]	0.9054786	0.8886982	0.9222590
sal + phosphate	Indian	(27.75,27.85]	0.8228108	0.7599967	0.8856250
sal + phosphate	Indian	(27.85,27.95]	0.6431345	0.5610601	0.7252089
sal + phosphate	Indian	(27.95,28.05]	0.1786930	0.0657479	0.2916380
sal + phosphate	Indian	(28.05,28.1]	-0.1377363	-0.3503588	0.0748863
sal + phosphate	Indian	(28.1,28.2]	-0.2653589	-0.4196077	-0.1111102
sal + phosphate	Indian	(28.2,28.3]	-0.1275797	-0.2022438	-0.0529157
sal + phosphate	Indian	(28.3,28.4]	0.5366076	0.3758732	0.6973420
sal + phosphate	Indian	(28.4, Inf]	0.5216787	0.5216787	0.5216787
sal + phosphate	Pacific	(-Inf,26]	-0.2037771	-0.2240295	-0.1835246
sal + phosphate	Pacific	(26,26.5]	-0.3042412	-0.3354369	-0.2730455
sal + phosphate	Pacific	(26.5,26.75]	-0.2465107	-0.2726149	-0.2204066
sal + phosphate	Pacific	(26.75,27]	-0.3865104	-0.4128903	-0.3601304
sal + phosphate	Pacific	(27,27.25]	-0.2865523	-0.3045776	-0.2685269
sal + phosphate	Pacific	(27.25,27.5]	0.0273709	0.0196685	0.0350734
sal + phosphate	Pacific	(27.5,27.75]	0.0260860	-0.0404526	0.0926246
sal + phosphate	Pacific	(27.75,27.85]	-0.1817321	-0.3691821	0.0057179
sal + phosphate	Pacific	(27.85,27.95]	-0.4415501	-0.6136962	-0.2694040
sal + phosphate	Pacific	(27.95,28.05]	-0.6805349	-0.7888666	-0.5722032
sal + phosphate	Pacific	(28.05,28.1]	-0.9184494	-0.9298174	-0.9070814
sal + phosphate	Pacific	(28.1,28.2]	-0.8848114	-0.9206628	-0.8489600
sal + phosphate	Pacific	(28.2,28.3]	0.0336041	0.0002472	0.0669609
sal + phosphate	Pacific	(28.3,28.4]	0.3440171	0.1181517	0.5698826
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + silicate	Atlantic	(-Inf,26]	-0.6728335	-0.6985543	-0.6471126
sal + silicate	Atlantic	(26,26.5]	-0.6462743	-0.6489344	-0.6436143
sal + silicate	Atlantic	(26.5,26.75]	-0.6122002	-0.6421573	-0.5822430
sal + silicate	Atlantic	(26.75,27]	-0.5693516	-0.6077685	-0.5309347
sal + silicate	Atlantic	(27,27.25]	-0.6165758	-0.6456305	-0.5875210
sal + silicate	Atlantic	(27.25,27.5]	-0.7505787	-0.7606285	-0.7405289
sal + silicate	Atlantic	(27.5,27.75]	-0.7989760	-0.8091792	-0.7887728
sal + silicate	Atlantic	(27.75,27.85]	-0.7123670	-0.7752462	-0.6494879
sal + silicate	Atlantic	(27.85,27.95]	-0.7504823	-0.7980837	-0.7028809
sal + silicate	Atlantic	(27.95,28.05]	-0.8359979	-0.8701909	-0.8018048
sal + silicate	Atlantic	(28.05,28.1]	-0.8815193	-0.8937955	-0.8692430
sal + silicate	Atlantic	(28.1,28.15]	-0.9044107	-0.9138538	-0.8949677
sal + silicate	Atlantic	(28.15,28.2]	-0.9231809	-0.9283893	-0.9179725
sal + silicate	Atlantic	(28.2, Inf]	-0.9126025	-0.9546312	-0.8705739
sal + silicate	Indian	(-Inf,26]	-0.8193281	-0.8950852	-0.7435710
sal + silicate	Indian	(26,26.5]	-0.7872143	-0.8773188	-0.6971098
sal + silicate	Indian	(26.5,26.75]	-0.3592275	-0.5379814	-0.1804736
sal + silicate	Indian	(26.75,27]	0.3539216	0.1809848	0.5268583
sal + silicate	Indian	(27,27.25]	0.6283480	0.5845677	0.6721283
sal + silicate	Indian	(27.25,27.5]	0.7296296	0.6796477	0.7796116
sal + silicate	Indian	(27.5,27.75]	0.7921217	0.7314177	0.8528257
sal + silicate	Indian	(27.75,27.85]	0.8277295	0.8044637	0.8509954
sal + silicate	Indian	(27.85,27.95]	0.6860118	0.6123221	0.7597015
sal + silicate	Indian	(27.95,28.05]	0.3923374	0.3107681	0.4739067
sal + silicate	Indian	(28.05,28.1]	0.0657228	-0.0838660	0.2153117
sal + silicate	Indian	(28.1,28.2]	-0.0847113	-0.1665283	-0.0028942
sal + silicate	Indian	(28.2,28.3]	0.3094239	0.2103021	0.4085456
sal + silicate	Indian	(28.3,28.4]	0.6892883	0.6049005	0.7736760
sal + silicate	Indian	(28.4, Inf]	0.6377222	0.6377222	0.6377222
sal + silicate	Pacific	(-Inf,26]	-0.6047512	-0.6709007	-0.5386018
sal + silicate	Pacific	(26,26.5]	-0.6242065	-0.6339583	-0.6144548
sal + silicate	Pacific	(26.5,26.75]	-0.6989695	-0.7315092	-0.6664298
sal + silicate	Pacific	(26.75,27]	-0.7194107	-0.7404065	-0.6984150
sal + silicate	Pacific	(27,27.25]	-0.5299029	-0.5429331	-0.5168727
sal + silicate	Pacific	(27.25,27.5]	-0.2111396	-0.2230221	-0.1992572
sal + silicate	Pacific	(27.5,27.75]	-0.0496153	-0.1093717	0.0101411
sal + silicate	Pacific	(27.75,27.85]	-0.1906818	-0.3780009	-0.0033627
sal + silicate	Pacific	(27.85,27.95]	-0.3837909	-0.5503612	-0.2172207
sal + silicate	Pacific	(27.95,28.05]	-0.5842841	-0.6695042	-0.4990640
sal + silicate	Pacific	(28.05,28.1]	-0.8551406	-0.8591438	-0.8511374
sal + silicate	Pacific	(28.1,28.2]	-0.8853489	-0.9278418	-0.8428560
sal + silicate	Pacific	(28.2,28.3]	0.0872176	-0.1411344	0.3155695
sal + silicate	Pacific	(28.3,28.4]	0.6732421	0.6196694	0.7268148
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.9291968	0.9203438	0.9380499
sal + temp	Atlantic	(26,26.5]	0.9632858	0.9604868	0.9660849
sal + temp	Atlantic	(26.5,26.75]	0.9881404	0.9880727	0.9882081
sal + temp	Atlantic	(26.75,27]	0.9813086	0.9809602	0.9816571
sal + temp	Atlantic	(27,27.25]	0.9793930	0.9780707	0.9807153
sal + temp	Atlantic	(27.25,27.5]	0.9761969	0.9747783	0.9776154
sal + temp	Atlantic	(27.5,27.75]	0.9692829	0.9686945	0.9698713
sal + temp	Atlantic	(27.75,27.85]	0.9854491	0.9845373	0.9863609
sal + temp	Atlantic	(27.85,27.95]	0.9644496	0.9606673	0.9682319
sal + temp	Atlantic	(27.95,28.05]	0.9456797	0.9433634	0.9479959
sal + temp	Atlantic	(28.05,28.1]	0.9698022	0.9690338	0.9705706
sal + temp	Atlantic	(28.1,28.15]	0.9614720	0.9485488	0.9743951
sal + temp	Atlantic	(28.15,28.2]	0.7192650	0.5153712	0.9231587
sal + temp	Atlantic	(28.2, Inf]	0.4081515	0.3797721	0.4365309
sal + temp	Indian	(-Inf,26]	0.4974683	0.4799324	0.5150041
sal + temp	Indian	(26,26.5]	0.8725162	0.8713662	0.8736663
sal + temp	Indian	(26.5,26.75]	0.9311821	0.9173525	0.9450116
sal + temp	Indian	(26.75,27]	0.9666063	0.9552615	0.9779512
sal + temp	Indian	(27,27.25]	0.9619398	0.9614417	0.9624380
sal + temp	Indian	(27.25,27.5]	0.9447784	0.9279105	0.9616462
sal + temp	Indian	(27.5,27.75]	0.8988258	0.8655058	0.9321459
sal + temp	Indian	(27.75,27.85]	0.9307847	0.9101311	0.9514382
sal + temp	Indian	(27.85,27.95]	0.9372954	0.9309026	0.9436882
sal + temp	Indian	(27.95,28.05]	0.9500117	0.9382795	0.9617438
sal + temp	Indian	(28.05,28.1]	0.9399292	0.9304970	0.9493613
sal + temp	Indian	(28.1,28.2]	0.8565103	0.8408479	0.8721727
sal + temp	Indian	(28.2,28.3]	0.9204943	0.9136842	0.9273044
sal + temp	Indian	(28.3,28.4]	0.9260528	0.9178572	0.9342485
sal + temp	Indian	(28.4, Inf]	0.5978745	0.5978745	0.5978745
sal + temp	Pacific	(-Inf,26]	0.7816467	0.7591090	0.8041844
sal + temp	Pacific	(26,26.5]	0.9280940	0.9217848	0.9344033
sal + temp	Pacific	(26.5,26.75]	0.9748833	0.9727101	0.9770565
sal + temp	Pacific	(26.75,27]	0.9685758	0.9655033	0.9716482
sal + temp	Pacific	(27,27.25]	0.9316193	0.9296360	0.9336027
sal + temp	Pacific	(27.25,27.5]	0.8012666	0.7989888	0.8035445
sal + temp	Pacific	(27.5,27.75]	0.5775410	0.5333143	0.6217677
sal + temp	Pacific	(27.75,27.85]	0.7131812	0.6302320	0.7961303
sal + temp	Pacific	(27.85,27.95]	0.5227649	0.3834364	0.6620933
sal + temp	Pacific	(27.95,28.05]	0.4078117	0.2679119	0.5477115
sal + temp	Pacific	(28.05,28.1]	0.1450870	0.0949462	0.1952277
sal + temp	Pacific	(28.1,28.2]	-0.5752843	-0.6758942	-0.4746743
sal + temp	Pacific	(28.2,28.3]	0.6865951	0.6619564	0.7112338
sal + temp	Pacific	(28.3,28.4]	0.8458424	0.7859278	0.9057570
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7115912	0.7059055	0.7172769
silicate + phosphate	Atlantic	(26,26.5]	0.8875137	0.8460531	0.9289744
silicate + phosphate	Atlantic	(26.5,26.75]	0.9298183	0.9065502	0.9530865
silicate + phosphate	Atlantic	(26.75,27]	0.9243449	0.9116114	0.9370784
silicate + phosphate	Atlantic	(27,27.25]	0.9334105	0.9326719	0.9341491
silicate + phosphate	Atlantic	(27.25,27.5]	0.8857260	0.8737828	0.8976691
silicate + phosphate	Atlantic	(27.5,27.75]	0.8792165	0.8707041	0.8877289
silicate + phosphate	Atlantic	(27.75,27.85]	0.9525480	0.9505152	0.9545809
silicate + phosphate	Atlantic	(27.85,27.95]	0.9732188	0.9721142	0.9743234
silicate + phosphate	Atlantic	(27.95,28.05]	0.9843611	0.9839425	0.9847798
silicate + phosphate	Atlantic	(28.05,28.1]	0.9910228	0.9908834	0.9911622
silicate + phosphate	Atlantic	(28.1,28.15]	0.9929477	0.9928105	0.9930850
silicate + phosphate	Atlantic	(28.15,28.2]	0.9904481	0.9894919	0.9914042
silicate + phosphate	Atlantic	(28.2, Inf]	0.9876963	0.9833047	0.9920879
silicate + phosphate	Indian	(-Inf,26]	0.9329150	0.9015664	0.9642637
silicate + phosphate	Indian	(26,26.5]	0.9468752	0.9312934	0.9624569
silicate + phosphate	Indian	(26.5,26.75]	0.9611142	0.9562799	0.9659485
silicate + phosphate	Indian	(26.75,27]	0.9446161	0.9294922	0.9597400
silicate + phosphate	Indian	(27,27.25]	0.9285172	0.9250737	0.9319606
silicate + phosphate	Indian	(27.25,27.5]	0.9168097	0.8889842	0.9446352
silicate + phosphate	Indian	(27.5,27.75]	0.8680029	0.8264771	0.9095287
silicate + phosphate	Indian	(27.75,27.85]	0.8821643	0.8770571	0.8872715
silicate + phosphate	Indian	(27.85,27.95]	0.9048723	0.9035562	0.9061884
silicate + phosphate	Indian	(27.95,28.05]	0.9100848	0.8991884	0.9209812
silicate + phosphate	Indian	(28.05,28.1]	0.9459924	0.9345152	0.9574695
silicate + phosphate	Indian	(28.1,28.2]	0.8710289	0.8695548	0.8725030
silicate + phosphate	Indian	(28.2,28.3]	0.4350882	0.3463414	0.5238349
silicate + phosphate	Indian	(28.3,28.4]	0.6052225	0.4980363	0.7124087
silicate + phosphate	Indian	(28.4, Inf]	0.9093008	0.9093008	0.9093008
silicate + phosphate	Pacific	(-Inf,26]	0.6698705	0.6630419	0.6766991
silicate + phosphate	Pacific	(26,26.5]	0.7335942	0.7267639	0.7404244
silicate + phosphate	Pacific	(26.5,26.75]	0.6755390	0.6749116	0.6761664
silicate + phosphate	Pacific	(26.75,27]	0.8063824	0.7989304	0.8138344
silicate + phosphate	Pacific	(27,27.25]	0.9053092	0.9012829	0.9093356
silicate + phosphate	Pacific	(27.25,27.5]	0.8988338	0.8981478	0.8995199
silicate + phosphate	Pacific	(27.5,27.75]	0.8936590	0.8927642	0.8945538
silicate + phosphate	Pacific	(27.75,27.85]	0.9556060	0.9528627	0.9583494
silicate + phosphate	Pacific	(27.85,27.95]	0.9667606	0.9623494	0.9711717
silicate + phosphate	Pacific	(27.95,28.05]	0.9617198	0.9526925	0.9707471
silicate + phosphate	Pacific	(28.05,28.1]	0.9610291	0.9506767	0.9713816
silicate + phosphate	Pacific	(28.1,28.2]	0.9490324	0.9449830	0.9530818
silicate + phosphate	Pacific	(28.2,28.3]	0.3782881	0.3555640	0.4010122
silicate + phosphate	Pacific	(28.3,28.4]	0.6886010	0.6039432	0.7732588
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
temp + aou	Atlantic	(-Inf,26]	0.3224369	0.2065777	0.4382961
temp + aou	Atlantic	(26,26.5]	-0.1236088	-0.1323514	-0.1148662
temp + aou	Atlantic	(26.5,26.75]	-0.2985338	-0.3321066	-0.2649610
temp + aou	Atlantic	(26.75,27]	-0.1621733	-0.1912412	-0.1331055
temp + aou	Atlantic	(27,27.25]	0.0455271	0.0099899	0.0810643
temp + aou	Atlantic	(27.25,27.5]	0.0368950	-0.0230996	0.0968897
temp + aou	Atlantic	(27.5,27.75]	-0.3171735	-0.3249903	-0.3093567
temp + aou	Atlantic	(27.75,27.85]	-0.4158077	-0.4969073	-0.3347081
temp + aou	Atlantic	(27.85,27.95]	-0.3927082	-0.4409611	-0.3444552
temp + aou	Atlantic	(27.95,28.05]	-0.4893977	-0.5211072	-0.4576881
temp + aou	Atlantic	(28.05,28.1]	-0.6294475	-0.6326062	-0.6262888
temp + aou	Atlantic	(28.1,28.15]	-0.6917817	-0.7246960	-0.6588673
temp + aou	Atlantic	(28.15,28.2]	-0.5419741	-0.7720943	-0.3118539
temp + aou	Atlantic	(28.2, Inf]	-0.0191501	-0.0347546	-0.0035455
temp + aou	Indian	(-Inf,26]	-0.5055128	-0.6034407	-0.4075848
temp + aou	Indian	(26,26.5]	-0.4747014	-0.5908598	-0.3585430
temp + aou	Indian	(26.5,26.75]	-0.1444623	-0.3274934	0.0385689
temp + aou	Indian	(26.75,27]	0.3326126	0.1610487	0.5041765
temp + aou	Indian	(27,27.25]	0.7640169	0.7174508	0.8105831
temp + aou	Indian	(27.25,27.5]	0.8682787	0.8346846	0.9018729
temp + aou	Indian	(27.5,27.75]	0.9016023	0.8836151	0.9195895
temp + aou	Indian	(27.75,27.85]	0.9321140	0.9108054	0.9534225
temp + aou	Indian	(27.85,27.95]	0.8997378	0.8973215	0.9021542
temp + aou	Indian	(27.95,28.05]	0.7619706	0.7373960	0.7865451
temp + aou	Indian	(28.05,28.1]	0.4759490	0.3890461	0.5628518
temp + aou	Indian	(28.1,28.2]	0.4867109	0.4005086	0.5729131
temp + aou	Indian	(28.2,28.3]	0.6856410	0.6690598	0.7022222
temp + aou	Indian	(28.3,28.4]	0.9443458	0.9334297	0.9552618
temp + aou	Indian	(28.4, Inf]	0.9937461	0.9937461	0.9937461
temp + aou	Pacific	(-Inf,26]	-0.0893312	-0.1305348	-0.0481277
temp + aou	Pacific	(26,26.5]	-0.1501747	-0.1862391	-0.1141104
temp + aou	Pacific	(26.5,26.75]	0.0977682	0.0824922	0.1130442
temp + aou	Pacific	(26.75,27]	-0.0914936	-0.1062275	-0.0767598
temp + aou	Pacific	(27,27.25]	-0.2145201	-0.2628536	-0.1661867
temp + aou	Pacific	(27.25,27.5]	-0.0271826	-0.0408619	-0.0135034
temp + aou	Pacific	(27.5,27.75]	0.0767545	-0.0491475	0.2026565
temp + aou	Pacific	(27.75,27.85]	-0.0640434	-0.3086522	0.1805654
temp + aou	Pacific	(27.85,27.95]	-0.1062198	-0.3165664	0.1041268
temp + aou	Pacific	(27.95,28.05]	-0.0255666	-0.2222624	0.1711292
temp + aou	Pacific	(28.05,28.1]	-0.0262001	-0.2057582	0.1533581
temp + aou	Pacific	(28.1,28.2]	0.8145350	0.8105956	0.8184744
temp + aou	Pacific	(28.2,28.3]	0.6544675	0.6071363	0.7017987
temp + aou	Pacific	(28.3,28.4]	0.9665597	0.9577282	0.9753913
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	0.0292636	-0.0055257	0.0640529
temp + nitrate	Atlantic	(26,26.5]	-0.4927723	-0.5058694	-0.4796752
temp + nitrate	Atlantic	(26.5,26.75]	-0.5620554	-0.5623798	-0.5617311
temp + nitrate	Atlantic	(26.75,27]	-0.5413195	-0.5564042	-0.5262348
temp + nitrate	Atlantic	(27,27.25]	-0.5262420	-0.5488436	-0.5036404
temp + nitrate	Atlantic	(27.25,27.5]	-0.5986211	-0.6058598	-0.5913824
temp + nitrate	Atlantic	(27.5,27.75]	-0.7315347	-0.7694070	-0.6936623
temp + nitrate	Atlantic	(27.75,27.85]	-0.6953120	-0.7319324	-0.6586916
temp + nitrate	Atlantic	(27.85,27.95]	-0.6610704	-0.6916113	-0.6305295
temp + nitrate	Atlantic	(27.95,28.05]	-0.7252465	-0.7445034	-0.7059895
temp + nitrate	Atlantic	(28.05,28.1]	-0.7909012	-0.8026710	-0.7791314
temp + nitrate	Atlantic	(28.1,28.15]	-0.7830043	-0.8209390	-0.7450697
temp + nitrate	Atlantic	(28.15,28.2]	-0.5661961	-0.8008043	-0.3315878
temp + nitrate	Atlantic	(28.2, Inf]	-0.2358026	-0.2414897	-0.2301155
temp + nitrate	Indian	(-Inf,26]	-0.5899671	-0.6557127	-0.5242215
temp + nitrate	Indian	(26,26.5]	-0.6358268	-0.6867057	-0.5849478
temp + nitrate	Indian	(26.5,26.75]	-0.3664204	-0.5115194	-0.2213214
temp + nitrate	Indian	(26.75,27]	-0.0429626	-0.2734387	0.1875136
temp + nitrate	Indian	(27,27.25]	0.2821151	0.1193108	0.4449195
temp + nitrate	Indian	(27.25,27.5]	0.5709190	0.4807820	0.6610560
temp + nitrate	Indian	(27.5,27.75]	0.7186421	0.6548250	0.7824593
temp + nitrate	Indian	(27.75,27.85]	0.7095932	0.6015028	0.8176836
temp + nitrate	Indian	(27.85,27.95]	0.5842204	0.5302836	0.6381573
temp + nitrate	Indian	(27.95,28.05]	0.2162755	0.1277884	0.3047627
temp + nitrate	Indian	(28.05,28.1]	0.0633145	-0.1332782	0.2599072
temp + nitrate	Indian	(28.1,28.2]	0.0750397	-0.0754297	0.2255090
temp + nitrate	Indian	(28.2,28.3]	-0.2089882	-0.2699624	-0.1480139
temp + nitrate	Indian	(28.3,28.4]	0.5627170	0.5540290	0.5714051
temp + nitrate	Indian	(28.4, Inf]	0.9281132	0.9281132	0.9281132
temp + nitrate	Pacific	(-Inf,26]	-0.4307803	-0.4485056	-0.4130550
temp + nitrate	Pacific	(26,26.5]	-0.5012475	-0.5206871	-0.4818078
temp + nitrate	Pacific	(26.5,26.75]	-0.3267402	-0.3588780	-0.2946025
temp + nitrate	Pacific	(26.75,27]	-0.4078919	-0.4275729	-0.3882109
temp + nitrate	Pacific	(27,27.25]	-0.3651707	-0.4148871	-0.3154544
temp + nitrate	Pacific	(27.25,27.5]	-0.1050274	-0.1052250	-0.1048297
temp + nitrate	Pacific	(27.5,27.75]	0.0422463	-0.0679302	0.1524229
temp + nitrate	Pacific	(27.75,27.85]	-0.0718293	-0.2804840	0.1368254
temp + nitrate	Pacific	(27.85,27.95]	-0.1123415	-0.2938048	0.0691218
temp + nitrate	Pacific	(27.95,28.05]	-0.0860462	-0.2481633	0.0760709
temp + nitrate	Pacific	(28.05,28.1]	-0.0658518	-0.2408394	0.1091357
temp + nitrate	Pacific	(28.1,28.2]	0.7648253	0.7514070	0.7782436
temp + nitrate	Pacific	(28.2,28.3]	-0.3215133	-0.3431570	-0.2998697
temp + nitrate	Pacific	(28.3,28.4]	0.6969063	0.6013474	0.7924652
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + oxygen	Atlantic	(-Inf,26]	-0.5905261	-0.6448921	-0.5361602
temp + oxygen	Atlantic	(26,26.5]	-0.2823525	-0.3115588	-0.2531463
temp + oxygen	Atlantic	(26.5,26.75]	0.0354347	-0.0126199	0.0834892
temp + oxygen	Atlantic	(26.75,27]	-0.0795728	-0.1053573	-0.0537883
temp + oxygen	Atlantic	(27,27.25]	-0.3283850	-0.3418363	-0.3149337
temp + oxygen	Atlantic	(27.25,27.5]	-0.3738032	-0.4139649	-0.3336415
temp + oxygen	Atlantic	(27.5,27.75]	-0.1083272	-0.1238430	-0.0928115
temp + oxygen	Atlantic	(27.75,27.85]	0.0995323	-0.0310201	0.2300846
temp + oxygen	Atlantic	(27.85,27.95]	0.1573254	0.0911343	0.2235165
temp + oxygen	Atlantic	(27.95,28.05]	0.2656248	0.2274956	0.3037540
temp + oxygen	Atlantic	(28.05,28.1]	0.4705421	0.4683214	0.4727628
temp + oxygen	Atlantic	(28.1,28.15]	0.5933246	0.5592562	0.6273930
temp + oxygen	Atlantic	(28.15,28.2]	0.4551975	0.1986502	0.7117448
temp + oxygen	Atlantic	(28.2, Inf]	-0.1554667	-0.1779537	-0.1329797
temp + oxygen	Indian	(-Inf,26]	0.4231816	0.3206520	0.5257112
temp + oxygen	Indian	(26,26.5]	0.4060458	0.2847447	0.5273469
temp + oxygen	Indian	(26.5,26.75]	0.0810928	-0.0978225	0.2600081
temp + oxygen	Indian	(26.75,27]	-0.4301607	-0.5700648	-0.2902566
temp + oxygen	Indian	(27,27.25]	-0.8307407	-0.8597262	-0.8017552
temp + oxygen	Indian	(27.25,27.5]	-0.9087450	-0.9327422	-0.8847479
temp + oxygen	Indian	(27.5,27.75]	-0.9325019	-0.9462293	-0.9187745
temp + oxygen	Indian	(27.75,27.85]	-0.9557612	-0.9699158	-0.9416066
temp + oxygen	Indian	(27.85,27.95]	-0.9381517	-0.9382309	-0.9380724
temp + oxygen	Indian	(27.95,28.05]	-0.8451196	-0.8701315	-0.8201077
temp + oxygen	Indian	(28.05,28.1]	-0.5968134	-0.6500961	-0.5435307
temp + oxygen	Indian	(28.1,28.2]	-0.6115660	-0.6701651	-0.5529668
temp + oxygen	Indian	(28.2,28.3]	-0.7861545	-0.7994455	-0.7728635
temp + oxygen	Indian	(28.3,28.4]	-0.9464078	-0.9578064	-0.9350092
temp + oxygen	Indian	(28.4, Inf]	-0.9955910	-0.9955910	-0.9955910
temp + oxygen	Pacific	(-Inf,26]	-0.3753100	-0.4489748	-0.3016452
temp + oxygen	Pacific	(26,26.5]	-0.0480201	-0.0920905	-0.0039497
temp + oxygen	Pacific	(26.5,26.75]	-0.2866547	-0.3084794	-0.2648300
temp + oxygen	Pacific	(26.75,27]	-0.0996090	-0.1310557	-0.0681623
temp + oxygen	Pacific	(27,27.25]	0.1110701	0.0626211	0.1595191
temp + oxygen	Pacific	(27.25,27.5]	-0.0602749	-0.0741827	-0.0463672
temp + oxygen	Pacific	(27.5,27.75]	-0.1646290	-0.2957812	-0.0334767
temp + oxygen	Pacific	(27.75,27.85]	0.0073394	-0.2507529	0.2654316
temp + oxygen	Pacific	(27.85,27.95]	0.0543149	-0.1678873	0.2765172
temp + oxygen	Pacific	(27.95,28.05]	-0.0359627	-0.2459318	0.1740063
temp + oxygen	Pacific	(28.05,28.1]	-0.0063369	-0.1917286	0.1790548
temp + oxygen	Pacific	(28.1,28.2]	-0.8345513	-0.8351052	-0.8339975
temp + oxygen	Pacific	(28.2,28.3]	-0.7984025	-0.8233368	-0.7734682
temp + oxygen	Pacific	(28.3,28.4]	-0.9651882	-0.9798275	-0.9505490
temp + oxygen	Pacific	(28.4, Inf]	-0.9209396	-0.9209396	-0.9209396
temp + phosphate	Atlantic	(-Inf,26]	-0.4956899	-0.5285264	-0.4628535
temp + phosphate	Atlantic	(26,26.5]	-0.7483812	-0.7593390	-0.7374234
temp + phosphate	Atlantic	(26.5,26.75]	-0.7140119	-0.7239055	-0.7041184
temp + phosphate	Atlantic	(26.75,27]	-0.6668054	-0.6719255	-0.6616852
temp + phosphate	Atlantic	(27,27.25]	-0.6361296	-0.6497805	-0.6224788
temp + phosphate	Atlantic	(27.25,27.5]	-0.6833135	-0.6938718	-0.6727552
temp + phosphate	Atlantic	(27.5,27.75]	-0.7767635	-0.8075901	-0.7459370
temp + phosphate	Atlantic	(27.75,27.85]	-0.7312363	-0.7594244	-0.7030483
temp + phosphate	Atlantic	(27.85,27.95]	-0.6858671	-0.7155230	-0.6562112
temp + phosphate	Atlantic	(27.95,28.05]	-0.7384667	-0.7575031	-0.7194302
temp + phosphate	Atlantic	(28.05,28.1]	-0.8023407	-0.8138011	-0.7908804
temp + phosphate	Atlantic	(28.1,28.15]	-0.7996684	-0.8366448	-0.7626919
temp + phosphate	Atlantic	(28.15,28.2]	-0.5750085	-0.8088180	-0.3411990
temp + phosphate	Atlantic	(28.2, Inf]	-0.2405110	-0.2464905	-0.2345315
temp + phosphate	Indian	(-Inf,26]	-0.5392569	-0.6469327	-0.4315811
temp + phosphate	Indian	(26,26.5]	-0.5312008	-0.6745138	-0.3878879
temp + phosphate	Indian	(26.5,26.75]	-0.2591293	-0.4916574	-0.0266012
temp + phosphate	Indian	(26.75,27]	0.0387867	-0.2350050	0.3125783
temp + phosphate	Indian	(27,27.25]	0.3860352	0.1842234	0.5878470
temp + phosphate	Indian	(27.25,27.5]	0.6565782	0.5545007	0.7586557
temp + phosphate	Indian	(27.5,27.75]	0.8127377	0.7777585	0.8477168
temp + phosphate	Indian	(27.75,27.85]	0.7824124	0.7206926	0.8441321
temp + phosphate	Indian	(27.85,27.95]	0.5964103	0.5463452	0.6464755
temp + phosphate	Indian	(27.95,28.05]	0.2444935	0.1624124	0.3265745
temp + phosphate	Indian	(28.05,28.1]	0.0849247	-0.1134034	0.2832529
temp + phosphate	Indian	(28.1,28.2]	0.0801374	-0.0762528	0.2365277
temp + phosphate	Indian	(28.2,28.3]	-0.2440805	-0.3165900	-0.1715711
temp + phosphate	Indian	(28.3,28.4]	0.5159373	0.3340263	0.6978483
temp + phosphate	Indian	(28.4, Inf]	0.8861692	0.8861692	0.8861692
temp + phosphate	Pacific	(-Inf,26]	-0.3395459	-0.3425942	-0.3364976
temp + phosphate	Pacific	(26,26.5]	-0.4236206	-0.4474774	-0.3997639
temp + phosphate	Pacific	(26.5,26.75]	-0.2613877	-0.2837706	-0.2390047
temp + phosphate	Pacific	(26.75,27]	-0.3970736	-0.4268321	-0.3673152
temp + phosphate	Pacific	(27,27.25]	-0.3498386	-0.3877852	-0.3118921
temp + phosphate	Pacific	(27.25,27.5]	-0.0920775	-0.1045008	-0.0796542
temp + phosphate	Pacific	(27.5,27.75]	0.0640594	-0.0506731	0.1787919
temp + phosphate	Pacific	(27.75,27.85]	-0.0471679	-0.2571712	0.1628354
temp + phosphate	Pacific	(27.85,27.95]	-0.1021395	-0.2881636	0.0838845
temp + phosphate	Pacific	(27.95,28.05]	-0.0845492	-0.2502686	0.0811703
temp + phosphate	Pacific	(28.05,28.1]	-0.0521104	-0.2176499	0.1134291
temp + phosphate	Pacific	(28.1,28.2]	0.7670641	0.7465513	0.7875769
temp + phosphate	Pacific	(28.2,28.3]	-0.1705680	-0.1770315	-0.1641046
temp + phosphate	Pacific	(28.3,28.4]	0.5563153	0.3537731	0.7588576
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + silicate	Atlantic	(-Inf,26]	-0.5956789	-0.6432235	-0.5481344
temp + silicate	Atlantic	(26,26.5]	-0.6648235	-0.6691820	-0.6604650
temp + silicate	Atlantic	(26.5,26.75]	-0.6374675	-0.6688886	-0.6060464
temp + silicate	Atlantic	(26.75,27]	-0.5617517	-0.5893807	-0.5341228
temp + silicate	Atlantic	(27,27.25]	-0.5815259	-0.6093886	-0.5536631
temp + silicate	Atlantic	(27.25,27.5]	-0.7678972	-0.7752752	-0.7605193
temp + silicate	Atlantic	(27.5,27.75]	-0.8355720	-0.8554201	-0.8157239
temp + silicate	Atlantic	(27.75,27.85]	-0.7460462	-0.7959257	-0.6961667
temp + silicate	Atlantic	(27.85,27.95]	-0.7522731	-0.7889502	-0.7155959
temp + silicate	Atlantic	(27.95,28.05]	-0.7790282	-0.8016030	-0.7564534
temp + silicate	Atlantic	(28.05,28.1]	-0.7973147	-0.8127447	-0.7818848
temp + silicate	Atlantic	(28.1,28.15]	-0.7900249	-0.8259836	-0.7540663
temp + silicate	Atlantic	(28.15,28.2]	-0.5304979	-0.7728014	-0.2881945
temp + silicate	Atlantic	(28.2, Inf]	-0.1962225	-0.2197581	-0.1726870
temp + silicate	Indian	(-Inf,26]	-0.6442840	-0.6618225	-0.6267455
temp + silicate	Indian	(26,26.5]	-0.6101365	-0.6594624	-0.5608106
temp + silicate	Indian	(26.5,26.75]	-0.2668465	-0.3984484	-0.1352446
temp + silicate	Indian	(26.75,27]	0.2250848	0.0644079	0.3857617
temp + silicate	Indian	(27,27.25]	0.4738676	0.3944307	0.5533046
temp + silicate	Indian	(27.25,27.5]	0.5748195	0.5549515	0.5946875
temp + silicate	Indian	(27.5,27.75]	0.6271432	0.6201413	0.6341450
temp + silicate	Indian	(27.75,27.85]	0.7084136	0.6455576	0.7712696
temp + silicate	Indian	(27.85,27.95]	0.5599319	0.4967175	0.6231463
temp + silicate	Indian	(27.95,28.05]	0.3790979	0.3251655	0.4330303
temp + silicate	Indian	(28.05,28.1]	0.2688027	0.1332571	0.4043483
temp + silicate	Indian	(28.1,28.2]	0.2071827	0.1088063	0.3055591
temp + silicate	Indian	(28.2,28.3]	0.1394731	0.0139266	0.2650195
temp + silicate	Indian	(28.3,28.4]	0.7078448	0.6223000	0.7933897
temp + silicate	Indian	(28.4, Inf]	0.9902261	0.9902261	0.9902261
temp + silicate	Pacific	(-Inf,26]	-0.5614954	-0.6268583	-0.4961326
temp + silicate	Pacific	(26,26.5]	-0.6849286	-0.6924474	-0.6774098
temp + silicate	Pacific	(26.5,26.75]	-0.7003044	-0.7311766	-0.6694322
temp + silicate	Pacific	(26.75,27]	-0.7063705	-0.7287607	-0.6839804
temp + silicate	Pacific	(27,27.25]	-0.5628013	-0.5954411	-0.5301616
temp + silicate	Pacific	(27.25,27.5]	-0.3440613	-0.3575980	-0.3305245
temp + silicate	Pacific	(27.5,27.75]	-0.2096785	-0.3165932	-0.1027637
temp + silicate	Pacific	(27.75,27.85]	-0.1564445	-0.3824677	0.0695787
temp + silicate	Pacific	(27.85,27.95]	-0.2037354	-0.4246170	0.0171463
temp + silicate	Pacific	(27.95,28.05]	-0.1863089	-0.3987982	0.0261803
temp + silicate	Pacific	(28.05,28.1]	-0.0815812	-0.2640336	0.1008713
temp + silicate	Pacific	(28.1,28.2]	0.6797634	0.6689135	0.6906134
temp + silicate	Pacific	(28.2,28.3]	-0.4216410	-0.6155260	-0.2277560
temp + silicate	Pacific	(28.3,28.4]	0.9016483	0.8497174	0.9535791
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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]	0.5374664	0.4627560	0.6121767
aou	Atlantic	(26,26.5]	0.0120318	-0.1033713	0.1274349
aou	Atlantic	(26.5,26.75]	-0.4044288	-0.4164246	-0.3924329
aou	Atlantic	(26.75,27]	-0.3143144	-0.3556676	-0.2729611
aou	Atlantic	(27,27.25]	-0.2424547	-0.2780180	-0.2068914
aou	Atlantic	(27.25,27.5]	-0.3641078	-0.4281836	-0.3000319
aou	Atlantic	(27.5,27.75]	-0.7285034	-0.7452003	-0.7118065
aou	Atlantic	(27.75,27.85]	-0.8827268	-0.9188828	-0.8465709
aou	Atlantic	(27.85,27.95]	-0.8988391	-0.9089172	-0.8887610
aou	Atlantic	(27.95,28.05]	-0.8719746	-0.8796654	-0.8642837
aou	Atlantic	(28.05,28.1]	-0.8604174	-0.8743863	-0.8464486
aou	Atlantic	(28.1,28.15]	-0.9075856	-0.9238363	-0.8913349
aou	Atlantic	(28.15,28.2]	-0.9240192	-0.9308209	-0.9172175
aou	Atlantic	(28.2, Inf]	-0.8582593	-0.8757634	-0.8407552
aou	Indian	(-Inf,26]	-0.7727517	-0.9170993	-0.6284041
aou	Indian	(26,26.5]	-0.9317463	-0.9608005	-0.9026921
aou	Indian	(26.5,26.75]	-0.8611777	-0.9289851	-0.7933702
aou	Indian	(26.75,27]	-0.5432108	-0.7034983	-0.3829233
aou	Indian	(27,27.25]	0.0565101	-0.1965926	0.3096128
aou	Indian	(27.25,27.5]	0.5131889	0.4437129	0.5826649
aou	Indian	(27.5,27.75]	0.5029700	0.4416409	0.5642990
aou	Indian	(27.75,27.85]	0.1604158	-0.0334316	0.3542632
aou	Indian	(27.85,27.95]	0.0868353	-0.0390795	0.2127502
aou	Indian	(27.95,28.05]	0.0979063	-0.0217213	0.2175339
aou	Indian	(28.05,28.1]	-0.0379977	-0.1034237	0.0274283
aou	Indian	(28.1,28.2]	0.0477567	-0.0026624	0.0981758
aou	Indian	(28.2,28.3]	0.1447990	0.0667870	0.2228109
aou	Indian	(28.3,28.4]	-0.0322860	-0.1529472	0.0883752
aou	Indian	(28.4, Inf]	-0.8203450	-0.8203450	-0.8203450
aou	Pacific	(-Inf,26]	-0.2739468	-0.3589100	-0.1889836
aou	Pacific	(26,26.5]	-0.7073927	-0.7685837	-0.6462016
aou	Pacific	(26.5,26.75]	-0.5975039	-0.7040317	-0.4909761
aou	Pacific	(26.75,27]	-0.6029066	-0.7021700	-0.5036433
aou	Pacific	(27,27.25]	0.0893297	0.0017218	0.1769376
aou	Pacific	(27.25,27.5]	0.5958734	0.5691753	0.6225714
aou	Pacific	(27.5,27.75]	0.7382238	0.7204329	0.7560148
aou	Pacific	(27.75,27.85]	0.8244342	0.8117471	0.8371214
aou	Pacific	(27.85,27.95]	0.7906127	0.7776056	0.8036199
aou	Pacific	(27.95,28.05]	0.6011570	0.5963251	0.6059889
aou	Pacific	(28.05,28.1]	0.3347231	0.3333608	0.3360854
aou	Pacific	(28.1,28.2]	0.3069554	0.2647023	0.3492085
aou	Pacific	(28.2,28.3]	0.0054484	-0.0170627	0.0279595
aou	Pacific	(28.3,28.4]	-0.1655653	-0.6646511	0.3335204
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2312509	0.1885700	0.2739317
nitrate	Atlantic	(26,26.5]	-0.3037679	-0.4243483	-0.1831876
nitrate	Atlantic	(26.5,26.75]	-0.6221497	-0.6584915	-0.5858079
nitrate	Atlantic	(26.75,27]	-0.6494784	-0.6706053	-0.6283515
nitrate	Atlantic	(27,27.25]	-0.7589808	-0.7881388	-0.7298229
nitrate	Atlantic	(27.25,27.5]	-0.8869672	-0.9022007	-0.8717337
nitrate	Atlantic	(27.5,27.75]	-0.9664515	-0.9672438	-0.9656591
nitrate	Atlantic	(27.75,27.85]	-0.9672454	-0.9677260	-0.9667648
nitrate	Atlantic	(27.85,27.95]	-0.9503965	-0.9548138	-0.9459791
nitrate	Atlantic	(27.95,28.05]	-0.9253825	-0.9360856	-0.9146795
nitrate	Atlantic	(28.05,28.1]	-0.9043197	-0.9147302	-0.8939091
nitrate	Atlantic	(28.1,28.15]	-0.9251827	-0.9374592	-0.9129061
nitrate	Atlantic	(28.15,28.2]	-0.9510394	-0.9634595	-0.9386193
nitrate	Atlantic	(28.2, Inf]	-0.9772577	-0.9774722	-0.9770433
nitrate	Indian	(-Inf,26]	-0.7446256	-0.8834164	-0.6058348
nitrate	Indian	(26,26.5]	-0.9069873	-0.9100097	-0.9039649
nitrate	Indian	(26.5,26.75]	-0.8916889	-0.9071340	-0.8762438
nitrate	Indian	(26.75,27]	-0.7563097	-0.8122557	-0.7003638
nitrate	Indian	(27,27.25]	-0.3498495	-0.4420115	-0.2576876
nitrate	Indian	(27.25,27.5]	0.3216554	0.3167590	0.3265518
nitrate	Indian	(27.5,27.75]	0.4382287	0.4017751	0.4746823
nitrate	Indian	(27.75,27.85]	0.0103223	-0.1618932	0.1825379
nitrate	Indian	(27.85,27.95]	-0.1539987	-0.2418835	-0.0661140
nitrate	Indian	(27.95,28.05]	-0.3202725	-0.3212234	-0.3193216
nitrate	Indian	(28.05,28.1]	-0.2959394	-0.3356434	-0.2562353
nitrate	Indian	(28.1,28.2]	-0.2193909	-0.2312586	-0.2075231
nitrate	Indian	(28.2,28.3]	-0.3063456	-0.3666284	-0.2460629
nitrate	Indian	(28.3,28.4]	-0.3749890	-0.3851424	-0.3648355
nitrate	Indian	(28.4, Inf]	-0.8334888	-0.8334888	-0.8334888
nitrate	Pacific	(-Inf,26]	-0.2905355	-0.3627956	-0.2182754
nitrate	Pacific	(26,26.5]	-0.8139196	-0.8740058	-0.7538333
nitrate	Pacific	(26.5,26.75]	-0.7646804	-0.8123014	-0.7170593
nitrate	Pacific	(26.75,27]	-0.7210191	-0.7706627	-0.6713755
nitrate	Pacific	(27,27.25]	0.0524285	-0.0256000	0.1304571
nitrate	Pacific	(27.25,27.5]	0.5281946	0.5038471	0.5525421
nitrate	Pacific	(27.5,27.75]	0.6753236	0.6677317	0.6829154
nitrate	Pacific	(27.75,27.85]	0.7848945	0.7825388	0.7872502
nitrate	Pacific	(27.85,27.95]	0.7530163	0.7461746	0.7598579
nitrate	Pacific	(27.95,28.05]	0.5558723	0.5513789	0.5603657
nitrate	Pacific	(28.05,28.1]	0.3012578	0.2965250	0.3059906
nitrate	Pacific	(28.1,28.2]	0.2712414	0.2212902	0.3211927
nitrate	Pacific	(28.2,28.3]	-0.2350349	-0.3969411	-0.0731287
nitrate	Pacific	(28.3,28.4]	-0.4119117	-0.5520641	-0.2717594
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
oxygen	Atlantic	(-Inf,26]	-0.5486395	-0.6543072	-0.4429718
oxygen	Atlantic	(26,26.5]	-0.2735833	-0.3663777	-0.1807889
oxygen	Atlantic	(26.5,26.75]	0.2053882	0.1865307	0.2242457
oxygen	Atlantic	(26.75,27]	0.1073627	0.0600322	0.1546932
oxygen	Atlantic	(27,27.25]	-0.0060845	-0.0300534	0.0178844
oxygen	Atlantic	(27.25,27.5]	0.0668945	0.0013248	0.1324642
oxygen	Atlantic	(27.5,27.75]	0.4139042	0.3655186	0.4622897
oxygen	Atlantic	(27.75,27.85]	0.7082044	0.6209418	0.7954671
oxygen	Atlantic	(27.85,27.95]	0.7995360	0.7733683	0.8257037
oxygen	Atlantic	(27.95,28.05]	0.7849781	0.7843013	0.7856549
oxygen	Atlantic	(28.05,28.1]	0.8126287	0.7981227	0.8271348
oxygen	Atlantic	(28.1,28.15]	0.8919322	0.8711964	0.9126679
oxygen	Atlantic	(28.15,28.2]	0.9258028	0.9189509	0.9326547
oxygen	Atlantic	(28.2, Inf]	0.7877179	0.7626669	0.8127688
oxygen	Indian	(-Inf,26]	0.8047422	0.6759608	0.9335236
oxygen	Indian	(26,26.5]	0.9286480	0.8997568	0.9575393
oxygen	Indian	(26.5,26.75]	0.8437303	0.7669592	0.9205015
oxygen	Indian	(26.75,27]	0.4694104	0.2773624	0.6614584
oxygen	Indian	(27,27.25]	-0.1362770	-0.4114879	0.1389338
oxygen	Indian	(27.25,27.5]	-0.5323239	-0.6139541	-0.4506938
oxygen	Indian	(27.5,27.75]	-0.4780630	-0.5434847	-0.4126413
oxygen	Indian	(27.75,27.85]	-0.1575148	-0.3565729	0.0415432
oxygen	Indian	(27.85,27.95]	-0.1098121	-0.2324910	0.0128668
oxygen	Indian	(27.95,28.05]	-0.1654368	-0.2956394	-0.0352341
oxygen	Indian	(28.05,28.1]	-0.0220760	-0.1167985	0.0726465
oxygen	Indian	(28.1,28.2]	-0.1103601	-0.1771476	-0.0435725
oxygen	Indian	(28.2,28.3]	-0.1941324	-0.2647733	-0.1234914
oxygen	Indian	(28.3,28.4]	0.0034726	-0.1253557	0.1323009
oxygen	Indian	(28.4, Inf]	0.8178081	0.8178081	0.8178081
oxygen	Pacific	(-Inf,26]	0.4153470	0.3317359	0.4989580
oxygen	Pacific	(26,26.5]	0.6135352	0.5489953	0.6780752
oxygen	Pacific	(26.5,26.75]	0.4877042	0.3637602	0.6116482
oxygen	Pacific	(26.75,27]	0.5306800	0.4052966	0.6560634
oxygen	Pacific	(27,27.25]	-0.0594424	-0.1491605	0.0302756
oxygen	Pacific	(27.25,27.5]	-0.5538963	-0.5797212	-0.5280713
oxygen	Pacific	(27.5,27.75]	-0.6962051	-0.7173924	-0.6750178
oxygen	Pacific	(27.75,27.85]	-0.8042911	-0.8207421	-0.7878401
oxygen	Pacific	(27.85,27.95]	-0.7751521	-0.7905734	-0.7597307
oxygen	Pacific	(27.95,28.05]	-0.5914692	-0.5973413	-0.5855970
oxygen	Pacific	(28.05,28.1]	-0.3385936	-0.3406267	-0.3365605
oxygen	Pacific	(28.1,28.2]	-0.3127031	-0.3557220	-0.2696842
oxygen	Pacific	(28.2,28.3]	-0.0703125	-0.0821046	-0.0585204
oxygen	Pacific	(28.3,28.4]	0.1673358	-0.3281794	0.6628510
oxygen	Pacific	(28.4, Inf]	0.3547662	0.3547662	0.3547662
phosphate	Atlantic	(-Inf,26]	-0.2272623	-0.3077533	-0.1467713
phosphate	Atlantic	(26,26.5]	-0.5441715	-0.6466291	-0.4417138
phosphate	Atlantic	(26.5,26.75]	-0.7355754	-0.7737086	-0.6974423
phosphate	Atlantic	(26.75,27]	-0.7610634	-0.7712163	-0.7509106
phosphate	Atlantic	(27,27.25]	-0.8413452	-0.8583814	-0.8243089
phosphate	Atlantic	(27.25,27.5]	-0.9300542	-0.9375404	-0.9225681
phosphate	Atlantic	(27.5,27.75]	-0.9781827	-0.9787533	-0.9776120
phosphate	Atlantic	(27.75,27.85]	-0.9739273	-0.9762889	-0.9715657
phosphate	Atlantic	(27.85,27.95]	-0.9540513	-0.9597089	-0.9483937
phosphate	Atlantic	(27.95,28.05]	-0.9309709	-0.9430819	-0.9188600
phosphate	Atlantic	(28.05,28.1]	-0.9082757	-0.9190007	-0.8975507
phosphate	Atlantic	(28.1,28.15]	-0.9274288	-0.9376130	-0.9172446
phosphate	Atlantic	(28.15,28.2]	-0.9528121	-0.9644145	-0.9412098
phosphate	Atlantic	(28.2, Inf]	-0.9815833	-0.9816469	-0.9815197
phosphate	Indian	(-Inf,26]	-0.7670507	-0.9138312	-0.6202702
phosphate	Indian	(26,26.5]	-0.9428794	-0.9722908	-0.9134679
phosphate	Indian	(26.5,26.75]	-0.9144081	-0.9543654	-0.8744507
phosphate	Indian	(26.75,27]	-0.7644778	-0.8343701	-0.6945855
phosphate	Indian	(27,27.25]	-0.3671708	-0.4865094	-0.2478323
phosphate	Indian	(27.25,27.5]	0.2828190	0.2585351	0.3071030
phosphate	Indian	(27.5,27.75]	0.3816535	0.3323761	0.4309310
phosphate	Indian	(27.75,27.85]	-0.0203331	-0.1832990	0.1426328
phosphate	Indian	(27.85,27.95]	-0.2025587	-0.2934864	-0.1116311
phosphate	Indian	(27.95,28.05]	-0.3512956	-0.3518639	-0.3507272
phosphate	Indian	(28.05,28.1]	-0.3397264	-0.3783567	-0.3010960
phosphate	Indian	(28.1,28.2]	-0.3152627	-0.3186017	-0.3119236
phosphate	Indian	(28.2,28.3]	-0.5511856	-0.5649236	-0.5374475
phosphate	Indian	(28.3,28.4]	-0.6115781	-0.6750749	-0.5480814
phosphate	Indian	(28.4, Inf]	-0.9376916	-0.9376916	-0.9376916
phosphate	Pacific	(-Inf,26]	-0.2879830	-0.3437554	-0.2322105
phosphate	Pacific	(26,26.5]	-0.8469105	-0.8913290	-0.8024920
phosphate	Pacific	(26.5,26.75]	-0.8141392	-0.8602262	-0.7680521
phosphate	Pacific	(26.75,27]	-0.7559432	-0.7994442	-0.7124422
phosphate	Pacific	(27,27.25]	0.0261151	-0.0590713	0.1113016
phosphate	Pacific	(27.25,27.5]	0.5166203	0.4849046	0.5483360
phosphate	Pacific	(27.5,27.75]	0.6494152	0.6368312	0.6619991
phosphate	Pacific	(27.75,27.85]	0.7543261	0.7481269	0.7605254
phosphate	Pacific	(27.85,27.95]	0.7196423	0.7108606	0.7284240
phosphate	Pacific	(27.95,28.05]	0.5059566	0.5018185	0.5100947
phosphate	Pacific	(28.05,28.1]	0.2087587	0.1836464	0.2338711
phosphate	Pacific	(28.1,28.2]	0.1606822	0.0945140	0.2268504
phosphate	Pacific	(28.2,28.3]	-0.7103625	-0.7703205	-0.6504044
phosphate	Pacific	(28.3,28.4]	-0.7368339	-0.7993919	-0.6742760
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
sal	Atlantic	(-Inf,26]	0.4707101	0.2894469	0.6519733
sal	Atlantic	(26,26.5]	0.6972701	0.5973109	0.7972293
sal	Atlantic	(26.5,26.75]	0.8012981	0.7515193	0.8510770
sal	Atlantic	(26.75,27]	0.8985473	0.8800746	0.9170200
sal	Atlantic	(27,27.25]	0.8857783	0.8752288	0.8963278
sal	Atlantic	(27.25,27.5]	0.8504631	0.8268792	0.8740470
sal	Atlantic	(27.5,27.75]	0.8318084	0.8044998	0.8591169
sal	Atlantic	(27.75,27.85]	0.7261714	0.7100746	0.7422681
sal	Atlantic	(27.85,27.95]	0.6341539	0.6185226	0.6497851
sal	Atlantic	(27.95,28.05]	0.6842755	0.6681222	0.7004287
sal	Atlantic	(28.05,28.1]	0.7317943	0.7269334	0.7366551
sal	Atlantic	(28.1,28.15]	0.7792826	0.7737024	0.7848628
sal	Atlantic	(28.15,28.2]	0.8672034	0.8443380	0.8900688
sal	Atlantic	(28.2, Inf]	0.9551149	0.9460467	0.9641831
sal	Indian	(-Inf,26]	0.6141244	0.5004291	0.7278197
sal	Indian	(26,26.5]	0.6437754	0.4902987	0.7972520
sal	Indian	(26.5,26.75]	0.3875377	0.0789765	0.6960989
sal	Indian	(26.75,27]	0.2495178	-0.1310063	0.6300420
sal	Indian	(27,27.25]	0.3155210	-0.0401462	0.6711882
sal	Indian	(27.25,27.5]	0.4784242	0.3094008	0.6474476
sal	Indian	(27.5,27.75]	0.4636359	0.3187561	0.6085158
sal	Indian	(27.75,27.85]	0.2002458	-0.0240216	0.4245132
sal	Indian	(27.85,27.95]	0.2278560	0.0798384	0.3758736
sal	Indian	(27.95,28.05]	0.4669737	0.3387346	0.5952129
sal	Indian	(28.05,28.1]	0.3815822	0.1864220	0.5767423
sal	Indian	(28.1,28.2]	0.3281289	0.2370462	0.4192115
sal	Indian	(28.2,28.3]	0.2428641	0.2022734	0.2834547
sal	Indian	(28.3,28.4]	-0.0260501	-0.1283113	0.0762112
sal	Indian	(28.4, Inf]	-0.4262985	-0.4262985	-0.4262985
sal	Pacific	(-Inf,26]	-0.0659987	-0.0707529	-0.0612444
sal	Pacific	(26,26.5]	0.4592004	0.4270005	0.4914003
sal	Pacific	(26.5,26.75]	0.4303378	0.3632415	0.4974342
sal	Pacific	(26.75,27]	0.3302023	0.2468620	0.4135427
sal	Pacific	(27,27.25]	-0.4214392	-0.4261209	-0.4167575
sal	Pacific	(27.25,27.5]	-0.4871393	-0.4979995	-0.4762791
sal	Pacific	(27.5,27.75]	-0.2948485	-0.3593218	-0.2303752
sal	Pacific	(27.75,27.85]	-0.4061270	-0.5805746	-0.2316794
sal	Pacific	(27.85,27.95]	-0.4231749	-0.5586243	-0.2877255
sal	Pacific	(27.95,28.05]	-0.2911608	-0.3524603	-0.2298613
sal	Pacific	(28.05,28.1]	-0.1877996	-0.2055218	-0.1700774
sal	Pacific	(28.1,28.2]	-0.1847697	-0.2235870	-0.1459524
sal	Pacific	(28.2,28.3]	0.0075879	-0.0369153	0.0520911
sal	Pacific	(28.3,28.4]	0.0071054	-0.4465407	0.4607514
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	-0.2521123	-0.3297293	-0.1744953
silicate	Atlantic	(26,26.5]	-0.5037586	-0.6263138	-0.3812035
silicate	Atlantic	(26.5,26.75]	-0.6463010	-0.7010154	-0.5915867
silicate	Atlantic	(26.75,27]	-0.6541529	-0.6700181	-0.6382876
silicate	Atlantic	(27,27.25]	-0.7549062	-0.7680643	-0.7417481
silicate	Atlantic	(27.25,27.5]	-0.8710110	-0.8832507	-0.8587712
silicate	Atlantic	(27.5,27.75]	-0.8531775	-0.8689627	-0.8373922
silicate	Atlantic	(27.75,27.85]	-0.8862795	-0.8906066	-0.8819525
silicate	Atlantic	(27.85,27.95]	-0.8882749	-0.9009074	-0.8756424
silicate	Atlantic	(27.95,28.05]	-0.8836103	-0.9015096	-0.8657111
silicate	Atlantic	(28.05,28.1]	-0.8732264	-0.8885104	-0.8579423
silicate	Atlantic	(28.1,28.15]	-0.9103099	-0.9230037	-0.8976162
silicate	Atlantic	(28.15,28.2]	-0.9440036	-0.9592162	-0.9287909
silicate	Atlantic	(28.2, Inf]	-0.9627337	-0.9706473	-0.9548201
silicate	Indian	(-Inf,26]	-0.7257305	-0.8374308	-0.6140302
silicate	Indian	(26,26.5]	-0.9133228	-0.9242400	-0.9024056
silicate	Indian	(26.5,26.75]	-0.8738637	-0.9305695	-0.8171580
silicate	Indian	(26.75,27]	-0.5955172	-0.7341045	-0.4569299
silicate	Indian	(27,27.25]	-0.1651682	-0.3321418	0.0018053
silicate	Indian	(27.25,27.5]	0.4418992	0.4316460	0.4521523
silicate	Indian	(27.5,27.75]	0.6241300	0.6020465	0.6462136
silicate	Indian	(27.75,27.85]	0.2110586	0.1290034	0.2931139
silicate	Indian	(27.85,27.95]	0.0072612	-0.0671125	0.0816350
silicate	Indian	(27.95,28.05]	-0.1065412	-0.1274716	-0.0856108
silicate	Indian	(28.05,28.1]	-0.1662670	-0.1828390	-0.1496950
silicate	Indian	(28.1,28.2]	-0.1546894	-0.1716770	-0.1377018
silicate	Indian	(28.2,28.3]	-0.1639031	-0.1651288	-0.1626775
silicate	Indian	(28.3,28.4]	-0.3147822	-0.3511998	-0.2783646
silicate	Indian	(28.4, Inf]	-0.8260447	-0.8260447	-0.8260447
silicate	Pacific	(-Inf,26]	-0.2371943	-0.3125077	-0.1618809
silicate	Pacific	(26,26.5]	-0.7044134	-0.7373294	-0.6714973
silicate	Pacific	(26.5,26.75]	-0.6175743	-0.6287755	-0.6063730
silicate	Pacific	(26.75,27]	-0.5038111	-0.5149014	-0.4927208
silicate	Pacific	(27,27.25]	0.3399575	0.2809551	0.3989599
silicate	Pacific	(27.25,27.5]	0.7988544	0.7816560	0.8160529
silicate	Pacific	(27.5,27.75]	0.8768992	0.8739376	0.8798608
silicate	Pacific	(27.75,27.85]	0.8592911	0.8539268	0.8646554
silicate	Pacific	(27.85,27.95]	0.7870770	0.7743442	0.7998097
silicate	Pacific	(27.95,28.05]	0.5764074	0.5738717	0.5789432
silicate	Pacific	(28.05,28.1]	0.3000519	0.2916586	0.3084453
silicate	Pacific	(28.1,28.2]	0.2623562	0.2410351	0.2836773
silicate	Pacific	(28.2,28.3]	-0.2455432	-0.2611738	-0.2299126
silicate	Pacific	(28.3,28.4]	-0.3711240	-0.6898025	-0.0524454
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	0.2862498	0.1101572	0.4623424
temp	Atlantic	(26,26.5]	0.6619384	0.5868040	0.7370728
temp	Atlantic	(26.5,26.75]	0.7851816	0.7197573	0.8506059
temp	Atlantic	(26.75,27]	0.8706702	0.8393479	0.9019925
temp	Atlantic	(27,27.25]	0.8373747	0.8182532	0.8564963
temp	Atlantic	(27.25,27.5]	0.8028878	0.7656437	0.8401319
temp	Atlantic	(27.5,27.75]	0.7849043	0.7558282	0.8139803
temp	Atlantic	(27.75,27.85]	0.7170006	0.7155308	0.7184704
temp	Atlantic	(27.85,27.95]	0.6189326	0.6119415	0.6259236
temp	Atlantic	(27.95,28.05]	0.6415113	0.6411778	0.6418447
temp	Atlantic	(28.05,28.1]	0.6585033	0.6538158	0.6631909
temp	Atlantic	(28.1,28.15]	0.6414976	0.6009793	0.6820158
temp	Atlantic	(28.15,28.2]	0.4097384	0.1857183	0.6337586
temp	Atlantic	(28.2, Inf]	0.2825512	0.2701411	0.2949612
temp	Indian	(-Inf,26]	0.0402791	-0.0717668	0.1523250
temp	Indian	(26,26.5]	0.4368930	0.3447493	0.5290367
temp	Indian	(26.5,26.75]	0.3293952	0.0770818	0.5817086
temp	Indian	(26.75,27]	0.3851550	0.0771631	0.6931469
temp	Indian	(27,27.25]	0.4848497	0.1898532	0.7798463
temp	Indian	(27.25,27.5]	0.5512933	0.4251889	0.6773977
temp	Indian	(27.5,27.75]	0.3235353	0.2561591	0.3909115
temp	Indian	(27.75,27.85]	0.1292662	-0.0744071	0.3329395
temp	Indian	(27.85,27.95]	0.1777439	0.0755981	0.2798898
temp	Indian	(27.95,28.05]	0.3831709	0.2660589	0.5002828
temp	Indian	(28.05,28.1]	0.3114733	0.1470483	0.4758983
temp	Indian	(28.1,28.2]	0.2861785	0.1970785	0.3752785
temp	Indian	(28.2,28.3]	0.2700642	0.2418665	0.2982619
temp	Indian	(28.3,28.4]	0.0093259	-0.1425485	0.1612003
temp	Indian	(28.4, Inf]	-0.8068571	-0.8068571	-0.8068571
temp	Pacific	(-Inf,26]	-0.3937197	-0.3988349	-0.3886045
temp	Pacific	(26,26.5]	0.5033362	0.4703866	0.5362859
temp	Pacific	(26.5,26.75]	0.4468642	0.3743597	0.5193687
temp	Pacific	(26.75,27]	0.3692162	0.2827876	0.4556448
temp	Pacific	(27,27.25]	-0.2751854	-0.2799531	-0.2704178
temp	Pacific	(27.25,27.5]	-0.4654373	-0.4848603	-0.4460144
temp	Pacific	(27.5,27.75]	-0.3801139	-0.4722077	-0.2880200
temp	Pacific	(27.75,27.85]	-0.3688810	-0.5826323	-0.1551297
temp	Pacific	(27.85,27.95]	-0.3590996	-0.5362279	-0.1819713
temp	Pacific	(27.95,28.05]	-0.1767319	-0.3032193	-0.0502444
temp	Pacific	(28.05,28.1]	-0.0749351	-0.1318632	-0.0180071
temp	Pacific	(28.1,28.2]	0.2353490	0.1645309	0.3061670
temp	Pacific	(28.2,28.3]	0.0934432	0.0595076	0.1273789
temp	Pacific	(28.3,28.4]	-0.2019776	-0.6361919	0.2322366
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