eMLR - assumption testing

workflowr

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Last updated: 2021-08-04

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
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html	bc61ce3	Jens Müller	2020-11-30	Initial commit

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1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>% 
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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
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
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
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
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
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]	0.8670333	0.8665203	0.8675463
aou + nitrate	Atlantic	(26,26.5]	0.8971123	0.8882504	0.9059743
aou + nitrate	Atlantic	(26.5,26.75]	0.9468900	0.9385350	0.9552449
aou + nitrate	Atlantic	(26.75,27]	0.9073975	0.9034156	0.9113794
aou + nitrate	Atlantic	(27,27.25]	0.7942356	0.7855434	0.8029278
aou + nitrate	Atlantic	(27.25,27.5]	0.7223516	0.7101283	0.7345749
aou + nitrate	Atlantic	(27.5,27.75]	0.8141621	0.7986164	0.8297078
aou + nitrate	Atlantic	(27.75,27.85]	0.9283946	0.9129526	0.9438366
aou + nitrate	Atlantic	(27.85,27.95]	0.9368017	0.9272265	0.9463770
aou + nitrate	Atlantic	(27.95,28.05]	0.9400499	0.9373217	0.9427781
aou + nitrate	Atlantic	(28.05,28.1]	0.9603338	0.9584408	0.9622268
aou + nitrate	Atlantic	(28.1,28.15]	0.9757286	0.9739712	0.9774860
aou + nitrate	Atlantic	(28.15,28.2]	0.9840357	0.9822841	0.9857874
aou + nitrate	Atlantic	(28.2, Inf]	0.9257914	0.9110117	0.9405712
aou + nitrate	Indian	(-Inf,26]	0.9845298	0.9751051	0.9939544
aou + nitrate	Indian	(26,26.5]	0.9655573	0.9427177	0.9883969
aou + nitrate	Indian	(26.5,26.75]	0.9613702	0.9490965	0.9736438
aou + nitrate	Indian	(26.75,27]	0.9142904	0.8995609	0.9290198
aou + nitrate	Indian	(27,27.25]	0.8173437	0.7536460	0.8810414
aou + nitrate	Indian	(27.25,27.5]	0.8734569	0.8415493	0.9053645
aou + nitrate	Indian	(27.5,27.75]	0.9026064	0.8622073	0.9430054
aou + nitrate	Indian	(27.75,27.85]	0.8520494	0.7808938	0.9232049
aou + nitrate	Indian	(27.85,27.95]	0.8493361	0.8072582	0.8914140
aou + nitrate	Indian	(27.95,28.05]	0.7773502	0.6931563	0.8615441
aou + nitrate	Indian	(28.05,28.1]	0.8929070	0.8432993	0.9425147
aou + nitrate	Indian	(28.1,28.2]	0.8591484	0.7975080	0.9207888
aou + nitrate	Indian	(28.2,28.3]	0.3897439	0.3633043	0.4161835
aou + nitrate	Indian	(28.3,28.4]	0.5341778	0.4270904	0.6412653
aou + nitrate	Indian	(28.4, Inf]	0.8860373	0.8860373	0.8860373
aou + nitrate	Pacific	(-Inf,26]	0.8770645	0.8521258	0.9020032
aou + nitrate	Pacific	(26,26.5]	0.8889258	0.8769351	0.9009166
aou + nitrate	Pacific	(26.5,26.75]	0.8598742	0.8335686	0.8861798
aou + nitrate	Pacific	(26.75,27]	0.9212684	0.9078293	0.9347074
aou + nitrate	Pacific	(27,27.25]	0.9728591	0.9713035	0.9744147
aou + nitrate	Pacific	(27.25,27.5]	0.9779991	0.9767947	0.9792036
aou + nitrate	Pacific	(27.5,27.75]	0.9805531	0.9798339	0.9812722
aou + nitrate	Pacific	(27.75,27.85]	0.9881137	0.9875375	0.9886900
aou + nitrate	Pacific	(27.85,27.95]	0.9885140	0.9868291	0.9901988
aou + nitrate	Pacific	(27.95,28.05]	0.9766076	0.9705243	0.9826909
aou + nitrate	Pacific	(28.05,28.1]	0.9755557	0.9647884	0.9863231
aou + nitrate	Pacific	(28.1,28.2]	0.9803676	0.9785898	0.9821454
aou + nitrate	Pacific	(28.2,28.3]	0.0642056	0.0439099	0.0845013
aou + nitrate	Pacific	(28.3,28.4]	0.7966429	0.7965628	0.7967231
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + oxygen	Atlantic	(-Inf,26]	-0.9526672	-0.9688322	-0.9365022
aou + oxygen	Atlantic	(26,26.5]	-0.9198992	-0.9314304	-0.9083680
aou + oxygen	Atlantic	(26.5,26.75]	-0.9652579	-0.9674906	-0.9630252
aou + oxygen	Atlantic	(26.75,27]	-0.9716652	-0.9727556	-0.9705748
aou + oxygen	Atlantic	(27,27.25]	-0.9589987	-0.9643062	-0.9536912
aou + oxygen	Atlantic	(27.25,27.5]	-0.9397133	-0.9457459	-0.9336807
aou + oxygen	Atlantic	(27.5,27.75]	-0.9013216	-0.9082998	-0.8943433
aou + oxygen	Atlantic	(27.75,27.85]	-0.9470916	-0.9601017	-0.9340815
aou + oxygen	Atlantic	(27.85,27.95]	-0.9712516	-0.9745953	-0.9679079
aou + oxygen	Atlantic	(27.95,28.05]	-0.9715605	-0.9717315	-0.9713894
aou + oxygen	Atlantic	(28.05,28.1]	-0.9823956	-0.9824920	-0.9822991
aou + oxygen	Atlantic	(28.1,28.15]	-0.9903058	-0.9905065	-0.9901051
aou + oxygen	Atlantic	(28.15,28.2]	-0.9939537	-0.9951042	-0.9928032
aou + oxygen	Atlantic	(28.2, Inf]	-0.9830917	-0.9843912	-0.9817922
aou + oxygen	Indian	(-Inf,26]	-0.9954570	-0.9954758	-0.9954382
aou + oxygen	Indian	(26,26.5]	-0.9970319	-0.9970570	-0.9970068
aou + oxygen	Indian	(26.5,26.75]	-0.9979257	-0.9982666	-0.9975848
aou + oxygen	Indian	(26.75,27]	-0.9942078	-0.9967929	-0.9916228
aou + oxygen	Indian	(27,27.25]	-0.9934425	-0.9957661	-0.9911189
aou + oxygen	Indian	(27.25,27.5]	-0.9958803	-0.9969208	-0.9948398
aou + oxygen	Indian	(27.5,27.75]	-0.9968578	-0.9971723	-0.9965433
aou + oxygen	Indian	(27.75,27.85]	-0.9972541	-0.9980375	-0.9964706
aou + oxygen	Indian	(27.85,27.95]	-0.9950327	-0.9956664	-0.9943989
aou + oxygen	Indian	(27.95,28.05]	-0.9900510	-0.9914136	-0.9886884
aou + oxygen	Indian	(28.05,28.1]	-0.9898573	-0.9943689	-0.9853457
aou + oxygen	Indian	(28.1,28.2]	-0.9871422	-0.9927102	-0.9815742
aou + oxygen	Indian	(28.2,28.3]	-0.9816706	-0.9847790	-0.9785621
aou + oxygen	Indian	(28.3,28.4]	-0.9965104	-0.9977294	-0.9952913
aou + oxygen	Indian	(28.4, Inf]	-0.9998086	-0.9998086	-0.9998086
aou + oxygen	Pacific	(-Inf,26]	-0.8833479	-0.8974842	-0.8692115
aou + oxygen	Pacific	(26,26.5]	-0.9800039	-0.9814663	-0.9785416
aou + oxygen	Pacific	(26.5,26.75]	-0.9812553	-0.9832795	-0.9792311
aou + oxygen	Pacific	(26.75,27]	-0.9819613	-0.9855236	-0.9783991
aou + oxygen	Pacific	(27,27.25]	-0.9944490	-0.9945702	-0.9943279
aou + oxygen	Pacific	(27.25,27.5]	-0.9960851	-0.9961381	-0.9960321
aou + oxygen	Pacific	(27.5,27.75]	-0.9960866	-0.9967662	-0.9954070
aou + oxygen	Pacific	(27.75,27.85]	-0.9981515	-0.9989765	-0.9973265
aou + oxygen	Pacific	(27.85,27.95]	-0.9985340	-0.9991343	-0.9979337
aou + oxygen	Pacific	(27.95,28.05]	-0.9979312	-0.9987509	-0.9971115
aou + oxygen	Pacific	(28.05,28.1]	-0.9989657	-0.9991674	-0.9987639
aou + oxygen	Pacific	(28.1,28.2]	-0.9982974	-0.9986637	-0.9979311
aou + oxygen	Pacific	(28.2,28.3]	-0.9646281	-0.9698796	-0.9593766
aou + oxygen	Pacific	(28.3,28.4]	-0.9992215	-0.9993377	-0.9991054
aou + oxygen	Pacific	(28.4, Inf]	-0.9957301	-0.9957301	-0.9957301
aou + phosphate	Atlantic	(-Inf,26]	0.3490797	0.2916314	0.4065280
aou + phosphate	Atlantic	(26,26.5]	0.7201080	0.6928228	0.7473931
aou + phosphate	Atlantic	(26.5,26.75]	0.8717374	0.8539878	0.8894870
aou + phosphate	Atlantic	(26.75,27]	0.8320156	0.8208941	0.8431370
aou + phosphate	Atlantic	(27,27.25]	0.7119966	0.7110084	0.7129848
aou + phosphate	Atlantic	(27.25,27.5]	0.6510956	0.6323275	0.6698637
aou + phosphate	Atlantic	(27.5,27.75]	0.7808721	0.7670953	0.7946489
aou + phosphate	Atlantic	(27.75,27.85]	0.9110342	0.8898497	0.9322186
aou + phosphate	Atlantic	(27.85,27.95]	0.9283526	0.9191893	0.9375159
aou + phosphate	Atlantic	(27.95,28.05]	0.9343002	0.9323086	0.9362917
aou + phosphate	Atlantic	(28.05,28.1]	0.9567989	0.9533818	0.9602161
aou + phosphate	Atlantic	(28.1,28.15]	0.9732812	0.9722695	0.9742930
aou + phosphate	Atlantic	(28.15,28.2]	0.9841301	0.9835864	0.9846737
aou + phosphate	Atlantic	(28.2, Inf]	0.9232084	0.9096435	0.9367733
aou + phosphate	Indian	(-Inf,26]	0.9967247	0.9961001	0.9973493
aou + phosphate	Indian	(26,26.5]	0.9940188	0.9921343	0.9959032
aou + phosphate	Indian	(26.5,26.75]	0.9864147	0.9802012	0.9926282
aou + phosphate	Indian	(26.75,27]	0.9416324	0.9156877	0.9675771
aou + phosphate	Indian	(27,27.25]	0.8678144	0.7994906	0.9361381
aou + phosphate	Indian	(27.25,27.5]	0.9229196	0.8987656	0.9470735
aou + phosphate	Indian	(27.5,27.75]	0.9517634	0.9446446	0.9588823
aou + phosphate	Indian	(27.75,27.85]	0.9185886	0.8938006	0.9433767
aou + phosphate	Indian	(27.85,27.95]	0.8670742	0.8326460	0.9015024
aou + phosphate	Indian	(27.95,28.05]	0.7974290	0.7271790	0.8676791
aou + phosphate	Indian	(28.05,28.1]	0.9005194	0.8571134	0.9439254
aou + phosphate	Indian	(28.1,28.2]	0.8510687	0.7906973	0.9114401
aou + phosphate	Indian	(28.2,28.3]	0.3348242	0.2945397	0.3751087
aou + phosphate	Indian	(28.3,28.4]	0.5505226	0.4780118	0.6230334
aou + phosphate	Indian	(28.4, Inf]	0.9074781	0.9074781	0.9074781
aou + phosphate	Pacific	(-Inf,26]	0.8981246	0.8787153	0.9175339
aou + phosphate	Pacific	(26,26.5]	0.9451806	0.9419248	0.9484365
aou + phosphate	Pacific	(26.5,26.75]	0.9176709	0.8996746	0.9356672
aou + phosphate	Pacific	(26.75,27]	0.9373846	0.9196305	0.9551387
aou + phosphate	Pacific	(27,27.25]	0.9815045	0.9802784	0.9827306
aou + phosphate	Pacific	(27.25,27.5]	0.9829963	0.9828550	0.9831375
aou + phosphate	Pacific	(27.5,27.75]	0.9813191	0.9810450	0.9815932
aou + phosphate	Pacific	(27.75,27.85]	0.9857780	0.9854661	0.9860899
aou + phosphate	Pacific	(27.85,27.95]	0.9866980	0.9853040	0.9880920
aou + phosphate	Pacific	(27.95,28.05]	0.9799588	0.9777529	0.9821648
aou + phosphate	Pacific	(28.05,28.1]	0.9767148	0.9699904	0.9834392
aou + phosphate	Pacific	(28.1,28.2]	0.9736499	0.9708753	0.9764245
aou + phosphate	Pacific	(28.2,28.3]	0.1630148	0.0893792	0.2366505
aou + phosphate	Pacific	(28.3,28.4]	0.6446609	0.6017788	0.6875430
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + silicate	Atlantic	(-Inf,26]	0.1653602	0.0641571	0.2665634
aou + silicate	Atlantic	(26,26.5]	0.6458255	0.5681236	0.7235273
aou + silicate	Atlantic	(26.5,26.75]	0.8445708	0.8095143	0.8796272
aou + silicate	Atlantic	(26.75,27]	0.8273173	0.8054240	0.8492105
aou + silicate	Atlantic	(27,27.25]	0.6989731	0.6928683	0.7050780
aou + silicate	Atlantic	(27.25,27.5]	0.4205234	0.3894537	0.4515931
aou + silicate	Atlantic	(27.5,27.75]	0.5165839	0.4897321	0.5434358
aou + silicate	Atlantic	(27.75,27.85]	0.8156463	0.7962111	0.8350815
aou + silicate	Atlantic	(27.85,27.95]	0.8613975	0.8527948	0.8700003
aou + silicate	Atlantic	(27.95,28.05]	0.9137902	0.9126951	0.9148853
aou + silicate	Atlantic	(28.05,28.1]	0.9603953	0.9557199	0.9650708
aou + silicate	Atlantic	(28.1,28.15]	0.9729540	0.9711473	0.9747608
aou + silicate	Atlantic	(28.15,28.2]	0.9808993	0.9795750	0.9822235
aou + silicate	Atlantic	(28.2, Inf]	0.9278621	0.9223495	0.9333748
aou + silicate	Indian	(-Inf,26]	0.9242228	0.8914655	0.9569802
aou + silicate	Indian	(26,26.5]	0.9382424	0.9224128	0.9540721
aou + silicate	Indian	(26.5,26.75]	0.9601350	0.9519014	0.9683686
aou + silicate	Indian	(26.75,27]	0.9702499	0.9698477	0.9706521
aou + silicate	Indian	(27,27.25]	0.9019485	0.8948089	0.9090882
aou + silicate	Indian	(27.25,27.5]	0.8794611	0.8627129	0.8962092
aou + silicate	Indian	(27.5,27.75]	0.8615961	0.8330980	0.8900943
aou + silicate	Indian	(27.75,27.85]	0.8595671	0.8343343	0.8847999
aou + silicate	Indian	(27.85,27.95]	0.8235164	0.7852195	0.8618132
aou + silicate	Indian	(27.95,28.05]	0.8484788	0.8080506	0.8889071
aou + silicate	Indian	(28.05,28.1]	0.9465337	0.9354343	0.9576331
aou + silicate	Indian	(28.1,28.2]	0.8268098	0.8211121	0.8325075
aou + silicate	Indian	(28.2,28.3]	0.3175522	0.1480231	0.4870814
aou + silicate	Indian	(28.3,28.4]	0.5573931	0.4812216	0.6335647
aou + silicate	Indian	(28.4, Inf]	0.9858653	0.9858653	0.9858653
aou + silicate	Pacific	(-Inf,26]	0.5715099	0.5100567	0.6329630
aou + silicate	Pacific	(26,26.5]	0.6152927	0.5963265	0.6342589
aou + silicate	Pacific	(26.5,26.75]	0.4820143	0.4450647	0.5189639
aou + silicate	Pacific	(26.75,27]	0.6843458	0.6563794	0.7123123
aou + silicate	Pacific	(27,27.25]	0.8882323	0.8869562	0.8895084
aou + silicate	Pacific	(27.25,27.5]	0.9183150	0.9179714	0.9186586
aou + silicate	Pacific	(27.5,27.75]	0.9328269	0.9282752	0.9373786
aou + silicate	Pacific	(27.75,27.85]	0.9715803	0.9697737	0.9733870
aou + silicate	Pacific	(27.85,27.95]	0.9679826	0.9654586	0.9705065
aou + silicate	Pacific	(27.95,28.05]	0.9512439	0.9419728	0.9605150
aou + silicate	Pacific	(28.05,28.1]	0.9613351	0.9531785	0.9694918
aou + silicate	Pacific	(28.1,28.2]	0.9381717	0.9291167	0.9472267
aou + silicate	Pacific	(28.2,28.3]	-0.0519914	-0.2890364	0.1850536
aou + silicate	Pacific	(28.3,28.4]	0.9162774	0.8974789	0.9350758
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.6019765	0.5537763	0.6501767
nitrate + phosphate	Atlantic	(26,26.5]	0.9085257	0.8861102	0.9309412
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9748661	0.9730080	0.9767243
nitrate + phosphate	Atlantic	(26.75,27]	0.9816584	0.9799451	0.9833717
nitrate + phosphate	Atlantic	(27,27.25]	0.9849383	0.9837030	0.9861736
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9892395	0.9890591	0.9894200
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9927016	0.9922396	0.9931636
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9948575	0.9940235	0.9956915
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9946556	0.9942933	0.9950180
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9931956	0.9917980	0.9945932
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9938646	0.9932944	0.9944348
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9948506	0.9940408	0.9956604
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9968634	0.9964716	0.9972552
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9972136	0.9969203	0.9975068
nitrate + phosphate	Indian	(-Inf,26]	0.9845735	0.9717529	0.9973941
nitrate + phosphate	Indian	(26,26.5]	0.9675184	0.9373429	0.9976938
nitrate + phosphate	Indian	(26.5,26.75]	0.9736218	0.9498679	0.9973758
nitrate + phosphate	Indian	(26.75,27]	0.9786614	0.9633318	0.9939909
nitrate + phosphate	Indian	(27,27.25]	0.9678450	0.9575178	0.9781723
nitrate + phosphate	Indian	(27.25,27.5]	0.9562029	0.9540471	0.9583586
nitrate + phosphate	Indian	(27.5,27.75]	0.9363237	0.8991346	0.9735128
nitrate + phosphate	Indian	(27.75,27.85]	0.9247502	0.8754223	0.9740782
nitrate + phosphate	Indian	(27.85,27.95]	0.9571640	0.9397880	0.9745400
nitrate + phosphate	Indian	(27.95,28.05]	0.9732005	0.9599319	0.9864691
nitrate + phosphate	Indian	(28.05,28.1]	0.9805903	0.9708321	0.9903485
nitrate + phosphate	Indian	(28.1,28.2]	0.9556796	0.9339463	0.9774129
nitrate + phosphate	Indian	(28.2,28.3]	0.7479726	0.6650019	0.8309432
nitrate + phosphate	Indian	(28.3,28.4]	0.6707526	0.5760319	0.7654733
nitrate + phosphate	Indian	(28.4, Inf]	0.8671801	0.8671801	0.8671801
nitrate + phosphate	Pacific	(-Inf,26]	0.9537322	0.9505812	0.9568832
nitrate + phosphate	Pacific	(26,26.5]	0.9487049	0.9374940	0.9599159
nitrate + phosphate	Pacific	(26.5,26.75]	0.9359234	0.9301292	0.9417176
nitrate + phosphate	Pacific	(26.75,27]	0.9745321	0.9739504	0.9751138
nitrate + phosphate	Pacific	(27,27.25]	0.9869073	0.9859230	0.9878917
nitrate + phosphate	Pacific	(27.25,27.5]	0.9906136	0.9904644	0.9907629
nitrate + phosphate	Pacific	(27.5,27.75]	0.9921212	0.9918239	0.9924184
nitrate + phosphate	Pacific	(27.75,27.85]	0.9910328	0.9896489	0.9924166
nitrate + phosphate	Pacific	(27.85,27.95]	0.9897335	0.9866071	0.9928599
nitrate + phosphate	Pacific	(27.95,28.05]	0.9760115	0.9612385	0.9907845
nitrate + phosphate	Pacific	(28.05,28.1]	0.9688470	0.9504774	0.9872166
nitrate + phosphate	Pacific	(28.1,28.2]	0.9764527	0.9700910	0.9828144
nitrate + phosphate	Pacific	(28.2,28.3]	0.4393345	0.4295963	0.4490727
nitrate + phosphate	Pacific	(28.3,28.4]	0.7704210	0.7114790	0.8293630
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + silicate	Atlantic	(-Inf,26]	0.4709870	0.3209015	0.6210725
nitrate + silicate	Atlantic	(26,26.5]	0.8338237	0.7816482	0.8859992
nitrate + silicate	Atlantic	(26.5,26.75]	0.9269563	0.8941956	0.9597171
nitrate + silicate	Atlantic	(26.75,27]	0.9206656	0.9029100	0.9384213
nitrate + silicate	Atlantic	(27,27.25]	0.9186592	0.9146925	0.9226258
nitrate + silicate	Atlantic	(27.25,27.5]	0.8383144	0.8187866	0.8578421
nitrate + silicate	Atlantic	(27.5,27.75]	0.8506305	0.8428538	0.8584072
nitrate + silicate	Atlantic	(27.75,27.85]	0.9422039	0.9401645	0.9442432
nitrate + silicate	Atlantic	(27.85,27.95]	0.9658406	0.9634432	0.9682380
nitrate + silicate	Atlantic	(27.95,28.05]	0.9790015	0.9788303	0.9791727
nitrate + silicate	Atlantic	(28.05,28.1]	0.9880558	0.9873469	0.9887647
nitrate + silicate	Atlantic	(28.1,28.15]	0.9896251	0.9889723	0.9902778
nitrate + silicate	Atlantic	(28.15,28.2]	0.9893677	0.9892258	0.9895095
nitrate + silicate	Atlantic	(28.2, Inf]	0.9873983	0.9842236	0.9905731
nitrate + silicate	Indian	(-Inf,26]	0.9518323	0.9389436	0.9647210
nitrate + silicate	Indian	(26,26.5]	0.9472212	0.9337212	0.9607212
nitrate + silicate	Indian	(26.5,26.75]	0.9537324	0.9447855	0.9626794
nitrate + silicate	Indian	(26.75,27]	0.9288020	0.9147899	0.9428141
nitrate + silicate	Indian	(27,27.25]	0.9169921	0.8994537	0.9345306
nitrate + silicate	Indian	(27.25,27.5]	0.9168106	0.9074476	0.9261737
nitrate + silicate	Indian	(27.5,27.75]	0.8298209	0.8245602	0.8350817
nitrate + silicate	Indian	(27.75,27.85]	0.7673407	0.7126595	0.8220219
nitrate + silicate	Indian	(27.85,27.95]	0.8400504	0.8251366	0.8549643
nitrate + silicate	Indian	(27.95,28.05]	0.8849055	0.8666173	0.9031936
nitrate + silicate	Indian	(28.05,28.1]	0.9461443	0.9299916	0.9622970
nitrate + silicate	Indian	(28.1,28.2]	0.8862182	0.8703244	0.9021119
nitrate + silicate	Indian	(28.2,28.3]	0.4696897	0.4627939	0.4765855
nitrate + silicate	Indian	(28.3,28.4]	0.5613891	0.4783035	0.6444748
nitrate + silicate	Indian	(28.4, Inf]	0.8550855	0.8550855	0.8550855
nitrate + silicate	Pacific	(-Inf,26]	0.7904806	0.7813513	0.7996098
nitrate + silicate	Pacific	(26,26.5]	0.7889033	0.7887847	0.7890220
nitrate + silicate	Pacific	(26.5,26.75]	0.7323107	0.7246526	0.7399687
nitrate + silicate	Pacific	(26.75,27]	0.8144297	0.8125909	0.8162684
nitrate + silicate	Pacific	(27,27.25]	0.8981713	0.8954145	0.9009282
nitrate + silicate	Pacific	(27.25,27.5]	0.8911965	0.8888925	0.8935005
nitrate + silicate	Pacific	(27.5,27.75]	0.8987503	0.8984924	0.8990083
nitrate + silicate	Pacific	(27.75,27.85]	0.9474291	0.9466782	0.9481800
nitrate + silicate	Pacific	(27.85,27.95]	0.9587457	0.9526402	0.9648513
nitrate + silicate	Pacific	(27.95,28.05]	0.9374253	0.9052869	0.9695638
nitrate + silicate	Pacific	(28.05,28.1]	0.9434269	0.9153637	0.9714901
nitrate + silicate	Pacific	(28.1,28.2]	0.9552983	0.9549425	0.9556542
nitrate + silicate	Pacific	(28.2,28.3]	0.4650287	0.2433097	0.6867476
nitrate + silicate	Pacific	(28.3,28.4]	0.8603820	0.8226923	0.8980717
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
oxygen + nitrate	Atlantic	(-Inf,26]	-0.7469510	-0.7494118	-0.7444903
oxygen + nitrate	Atlantic	(26,26.5]	-0.6776487	-0.7058452	-0.6494522
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8374464	-0.8586078	-0.8162850
oxygen + nitrate	Atlantic	(26.75,27]	-0.7889463	-0.7928491	-0.7850435
oxygen + nitrate	Atlantic	(27,27.25]	-0.6077884	-0.6295392	-0.5860375
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4684848	-0.4773072	-0.4596625
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5049196	-0.5450624	-0.4647767
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7708457	-0.8226797	-0.7190118
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8356794	-0.8571448	-0.8142140
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8432656	-0.8472411	-0.8392900
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9001539	-0.9031403	-0.8971674
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9425711	-0.9435313	-0.9416109
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9711410	-0.9719966	-0.9702854
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8620673	-0.8828357	-0.8412989
oxygen + nitrate	Indian	(-Inf,26]	-0.9694543	-0.9822928	-0.9566159
oxygen + nitrate	Indian	(26,26.5]	-0.9474529	-0.9758324	-0.9190733
oxygen + nitrate	Indian	(26.5,26.75]	-0.9447897	-0.9574968	-0.9320826
oxygen + nitrate	Indian	(26.75,27]	-0.8682345	-0.8985492	-0.8379199
oxygen + nitrate	Indian	(27,27.25]	-0.7494427	-0.8359393	-0.6629462
oxygen + nitrate	Indian	(27.25,27.5]	-0.8320490	-0.8717818	-0.7923162
oxygen + nitrate	Indian	(27.5,27.75]	-0.8824660	-0.9250657	-0.8398662
oxygen + nitrate	Indian	(27.75,27.85]	-0.8315870	-0.9089124	-0.7542616
oxygen + nitrate	Indian	(27.85,27.95]	-0.8053395	-0.8537896	-0.7568894
oxygen + nitrate	Indian	(27.95,28.05]	-0.6921323	-0.7936234	-0.5906411
oxygen + nitrate	Indian	(28.05,28.1]	-0.8285743	-0.9057264	-0.7514223
oxygen + nitrate	Indian	(28.1,28.2]	-0.7819303	-0.8731554	-0.6907051
oxygen + nitrate	Indian	(28.2,28.3]	-0.2508020	-0.2597588	-0.2418452
oxygen + nitrate	Indian	(28.3,28.4]	-0.5043131	-0.5894766	-0.4191496
oxygen + nitrate	Indian	(28.4, Inf]	-0.8864792	-0.8864792	-0.8864792
oxygen + nitrate	Pacific	(-Inf,26]	-0.6015997	-0.6695451	-0.5336543
oxygen + nitrate	Pacific	(26,26.5]	-0.7968492	-0.8149370	-0.7787614
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7636109	-0.8047499	-0.7224719
oxygen + nitrate	Pacific	(26.75,27]	-0.8435377	-0.8728543	-0.8142210
oxygen + nitrate	Pacific	(27,27.25]	-0.9508108	-0.9532265	-0.9483950
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9673424	-0.9697167	-0.9649681
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9736664	-0.9763561	-0.9709767
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9859182	-0.9890630	-0.9827735
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9866304	-0.9869353	-0.9863256
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9695995	-0.9719622	-0.9672369
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9698518	-0.9806138	-0.9590899
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9719512	-0.9720463	-0.9718561
oxygen + nitrate	Pacific	(28.2,28.3]	0.0747858	0.0292900	0.1202815
oxygen + nitrate	Pacific	(28.3,28.4]	-0.7956930	-0.7978000	-0.7935861
oxygen + nitrate	Pacific	(28.4, Inf]	-0.3146018	-0.3146018	-0.3146018
oxygen + phosphate	Atlantic	(-Inf,26]	-0.1489813	-0.1794008	-0.1185617
oxygen + phosphate	Atlantic	(26,26.5]	-0.4064944	-0.4685196	-0.3444691
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7181972	-0.7515493	-0.6848451
oxygen + phosphate	Atlantic	(26.75,27]	-0.6832666	-0.6954545	-0.6710787
oxygen + phosphate	Atlantic	(27,27.25]	-0.4994507	-0.5135408	-0.4853605
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3734344	-0.3868531	-0.3600158
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4510352	-0.4873099	-0.4147604
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7394301	-0.8004512	-0.6784089
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8206039	-0.8414935	-0.7997142
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8330416	-0.8362260	-0.8298572
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8933854	-0.8981684	-0.8886025
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9367211	-0.9392495	-0.9341928
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9703218	-0.9711292	-0.9695145
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8586151	-0.8782868	-0.8389435
oxygen + phosphate	Indian	(-Inf,26]	-0.9880586	-0.9902371	-0.9858801
oxygen + phosphate	Indian	(26,26.5]	-0.9856670	-0.9904988	-0.9808353
oxygen + phosphate	Indian	(26.5,26.75]	-0.9764549	-0.9871842	-0.9657257
oxygen + phosphate	Indian	(26.75,27]	-0.9029845	-0.9476714	-0.8582975
oxygen + phosphate	Indian	(27,27.25]	-0.8099439	-0.9046685	-0.7152194
oxygen + phosphate	Indian	(27.25,27.5]	-0.8904863	-0.9262573	-0.8547153
oxygen + phosphate	Indian	(27.5,27.75]	-0.9405401	-0.9503386	-0.9307416
oxygen + phosphate	Indian	(27.75,27.85]	-0.8992395	-0.9289316	-0.8695475
oxygen + phosphate	Indian	(27.85,27.95]	-0.8203660	-0.8621523	-0.7785797
oxygen + phosphate	Indian	(27.95,28.05]	-0.7128962	-0.8007527	-0.6250398
oxygen + phosphate	Indian	(28.05,28.1]	-0.8381732	-0.9094736	-0.7668728
oxygen + phosphate	Indian	(28.1,28.2]	-0.7745744	-0.8668157	-0.6823332
oxygen + phosphate	Indian	(28.2,28.3]	-0.1939590	-0.2576147	-0.1303033
oxygen + phosphate	Indian	(28.3,28.4]	-0.5245036	-0.6074266	-0.4415806
oxygen + phosphate	Indian	(28.4, Inf]	-0.9045634	-0.9045634	-0.9045634
oxygen + phosphate	Pacific	(-Inf,26]	-0.6642397	-0.7181031	-0.6103764
oxygen + phosphate	Pacific	(26,26.5]	-0.8688784	-0.8773259	-0.8604310
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8320807	-0.8629864	-0.8011750
oxygen + phosphate	Pacific	(26.75,27]	-0.8617460	-0.8973776	-0.8261144
oxygen + phosphate	Pacific	(27,27.25]	-0.9612330	-0.9630806	-0.9593853
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9733663	-0.9735448	-0.9731877
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9762958	-0.9780343	-0.9745572
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9849681	-0.9867867	-0.9831494
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9851513	-0.9854524	-0.9848502
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9730106	-0.9742740	-0.9717472
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9714308	-0.9773066	-0.9655551
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9650330	-0.9657432	-0.9643228
oxygen + phosphate	Pacific	(28.2,28.3]	-0.0347649	-0.0768988	0.0073690
oxygen + phosphate	Pacific	(28.3,28.4]	-0.6439830	-0.6879733	-0.5999928
oxygen + phosphate	Pacific	(28.4, Inf]	0.4859734	0.4859734	0.4859734
oxygen + silicate	Atlantic	(-Inf,26]	0.0430362	-0.0926374	0.1787098
oxygen + silicate	Atlantic	(26,26.5]	-0.3699297	-0.4812548	-0.2586046
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7094080	-0.7464506	-0.6723654
oxygen + silicate	Atlantic	(26.75,27]	-0.7046737	-0.7321601	-0.6771873
oxygen + silicate	Atlantic	(27,27.25]	-0.5008782	-0.5213615	-0.4803949
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1334371	-0.1506355	-0.1162386
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1486252	-0.1947565	-0.1024938
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6256240	-0.6787716	-0.5724765
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7304645	-0.7505935	-0.7103355
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8003363	-0.8017420	-0.7989306
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8982080	-0.9056127	-0.8908034
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9380824	-0.9414091	-0.9347557
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9720005	-0.9752138	-0.9687872
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8694783	-0.8765870	-0.8623697
oxygen + silicate	Indian	(-Inf,26]	-0.8989101	-0.9413415	-0.8564787
oxygen + silicate	Indian	(26,26.5]	-0.9205744	-0.9413847	-0.8997641
oxygen + silicate	Indian	(26.5,26.75]	-0.9496882	-0.9596914	-0.9396850
oxygen + silicate	Indian	(26.75,27]	-0.9536532	-0.9569569	-0.9503495
oxygen + silicate	Indian	(27,27.25]	-0.8569428	-0.8757741	-0.8381114
oxygen + silicate	Indian	(27.25,27.5]	-0.8407970	-0.8547578	-0.8268362
oxygen + silicate	Indian	(27.5,27.75]	-0.8291756	-0.8597145	-0.7986367
oxygen + silicate	Indian	(27.75,27.85]	-0.8360715	-0.8664550	-0.8056880
oxygen + silicate	Indian	(27.85,27.95]	-0.7765645	-0.8247965	-0.7283325
oxygen + silicate	Indian	(27.95,28.05]	-0.7796057	-0.8357077	-0.7235036
oxygen + silicate	Indian	(28.05,28.1]	-0.9055418	-0.9338860	-0.8771977
oxygen + silicate	Indian	(28.1,28.2]	-0.7538889	-0.7800783	-0.7276996
oxygen + silicate	Indian	(28.2,28.3]	-0.2168048	-0.4047162	-0.0288935
oxygen + silicate	Indian	(28.3,28.4]	-0.5083758	-0.6035599	-0.4131917
oxygen + silicate	Indian	(28.4, Inf]	-0.9856752	-0.9856752	-0.9856752
oxygen + silicate	Pacific	(-Inf,26]	-0.2518719	-0.3686809	-0.1350629
oxygen + silicate	Pacific	(26,26.5]	-0.4825182	-0.5099291	-0.4551074
oxygen + silicate	Pacific	(26.5,26.75]	-0.3274632	-0.3788396	-0.2760868
oxygen + silicate	Pacific	(26.75,27]	-0.5502428	-0.5983624	-0.5021232
oxygen + silicate	Pacific	(27,27.25]	-0.8426599	-0.8441278	-0.8411919
oxygen + silicate	Pacific	(27.25,27.5]	-0.8861124	-0.8866379	-0.8855869
oxygen + silicate	Pacific	(27.5,27.75]	-0.9050857	-0.9137281	-0.8964434
oxygen + silicate	Pacific	(27.75,27.85]	-0.9630718	-0.9682447	-0.9578990
oxygen + silicate	Pacific	(27.85,27.95]	-0.9603370	-0.9618338	-0.9588401
oxygen + silicate	Pacific	(27.95,28.05]	-0.9369863	-0.9443498	-0.9296227
oxygen + silicate	Pacific	(28.05,28.1]	-0.9529974	-0.9606704	-0.9453243
oxygen + silicate	Pacific	(28.1,28.2]	-0.9196873	-0.9319618	-0.9074128
oxygen + silicate	Pacific	(28.2,28.3]	0.2517692	0.0054769	0.4980616
oxygen + silicate	Pacific	(28.3,28.4]	-0.9138180	-0.9299370	-0.8976991
oxygen + silicate	Pacific	(28.4, Inf]	-0.7585805	-0.7585805	-0.7585805
sal + aou	Atlantic	(-Inf,26]	0.3282811	0.2792337	0.3773284
sal + aou	Atlantic	(26,26.5]	-0.0732666	-0.0812258	-0.0653075
sal + aou	Atlantic	(26.5,26.75]	-0.2774375	-0.3225292	-0.2323459
sal + aou	Atlantic	(26.75,27]	-0.1793437	-0.2339377	-0.1247497
sal + aou	Atlantic	(27,27.25]	-0.0322873	-0.0535185	-0.0110561
sal + aou	Atlantic	(27.25,27.5]	-0.0146219	-0.0497340	0.0204901
sal + aou	Atlantic	(27.5,27.75]	-0.3568820	-0.3728512	-0.3409129
sal + aou	Atlantic	(27.75,27.85]	-0.4438760	-0.5357754	-0.3519766
sal + aou	Atlantic	(27.85,27.95]	-0.4645941	-0.5333221	-0.3958661
sal + aou	Atlantic	(27.95,28.05]	-0.5966819	-0.6449257	-0.5484381
sal + aou	Atlantic	(28.05,28.1]	-0.7408613	-0.7464001	-0.7353225
sal + aou	Atlantic	(28.1,28.15]	-0.8129305	-0.8259269	-0.7999340
sal + aou	Atlantic	(28.15,28.2]	-0.9022806	-0.9059011	-0.8986601
sal + aou	Atlantic	(28.2, Inf]	-0.7567445	-0.8134436	-0.7000453
sal + aou	Indian	(-Inf,26]	-0.6169052	-0.8230518	-0.4107586
sal + aou	Indian	(26,26.5]	-0.6376855	-0.8042113	-0.4711596
sal + aou	Indian	(26.5,26.75]	-0.2079799	-0.4458434	0.0298836
sal + aou	Indian	(26.75,27]	0.4744417	0.3037098	0.6451736
sal + aou	Indian	(27,27.25]	0.8643381	0.8464182	0.8822580
sal + aou	Indian	(27.25,27.5]	0.9477119	0.9326272	0.9627966
sal + aou	Indian	(27.5,27.75]	0.9554104	0.9476469	0.9631740
sal + aou	Indian	(27.75,27.85]	0.9369205	0.9141950	0.9596459
sal + aou	Indian	(27.85,27.95]	0.9045469	0.8911761	0.9179177
sal + aou	Indian	(27.95,28.05]	0.7134482	0.7039018	0.7229946
sal + aou	Indian	(28.05,28.1]	0.2447062	0.1303590	0.3590533
sal + aou	Indian	(28.1,28.2]	0.1967094	0.0891905	0.3042284
sal + aou	Indian	(28.2,28.3]	0.6539272	0.5555149	0.7523395
sal + aou	Indian	(28.3,28.4]	0.8895596	0.8816412	0.8974779
sal + aou	Indian	(28.4, Inf]	0.6315948	0.6315948	0.6315948
sal + aou	Pacific	(-Inf,26]	-0.0003482	-0.0133321	0.0126358
sal + aou	Pacific	(26,26.5]	-0.0397606	-0.0874631	0.0079419
sal + aou	Pacific	(26.5,26.75]	0.0876901	0.0828662	0.0925141
sal + aou	Pacific	(26.75,27]	-0.1028786	-0.1139855	-0.0917717
sal + aou	Pacific	(27,27.25]	-0.1716105	-0.1922506	-0.1509703
sal + aou	Pacific	(27.25,27.5]	0.0589035	0.0524548	0.0653522
sal + aou	Pacific	(27.5,27.75]	0.0185878	-0.0788980	0.1160735
sal + aou	Pacific	(27.75,27.85]	-0.1984479	-0.4284319	0.0315360
sal + aou	Pacific	(27.85,27.95]	-0.4252581	-0.6252290	-0.2252872
sal + aou	Pacific	(27.95,28.05]	-0.6228807	-0.7569565	-0.4888048
sal + aou	Pacific	(28.05,28.1]	-0.8743896	-0.8834133	-0.8653659
sal + aou	Pacific	(28.1,28.2]	-0.8476062	-0.8812870	-0.8139254
sal + aou	Pacific	(28.2,28.3]	0.8457023	0.8142188	0.8771858
sal + aou	Pacific	(28.3,28.4]	0.8354158	0.7376944	0.9331371
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.0079485	-0.0316659	0.0157688
sal + nitrate	Atlantic	(26,26.5]	-0.4022743	-0.4139837	-0.3905649
sal + nitrate	Atlantic	(26.5,26.75]	-0.5361060	-0.5509822	-0.5212298
sal + nitrate	Atlantic	(26.75,27]	-0.5485422	-0.5862941	-0.5107903
sal + nitrate	Atlantic	(27,27.25]	-0.5858103	-0.6064611	-0.5651595
sal + nitrate	Atlantic	(27.25,27.5]	-0.6485629	-0.6500681	-0.6470576
sal + nitrate	Atlantic	(27.5,27.75]	-0.7844748	-0.8156109	-0.7533387
sal + nitrate	Atlantic	(27.75,27.85]	-0.7027885	-0.7495931	-0.6559839
sal + nitrate	Atlantic	(27.85,27.95]	-0.6975266	-0.7413373	-0.6537158
sal + nitrate	Atlantic	(27.95,28.05]	-0.7969147	-0.8333067	-0.7605227
sal + nitrate	Atlantic	(28.05,28.1]	-0.8668918	-0.8779860	-0.8557976
sal + nitrate	Atlantic	(28.1,28.15]	-0.8915170	-0.9055212	-0.8775129
sal + nitrate	Atlantic	(28.15,28.2]	-0.9393966	-0.9406853	-0.9381079
sal + nitrate	Atlantic	(28.2, Inf]	-0.9367287	-0.9532221	-0.9202353
sal + nitrate	Indian	(-Inf,26]	-0.7026155	-0.8494758	-0.5557551
sal + nitrate	Indian	(26,26.5]	-0.7921868	-0.8746975	-0.7096761
sal + nitrate	Indian	(26.5,26.75]	-0.4344151	-0.6128479	-0.2559824
sal + nitrate	Indian	(26.75,27]	0.1035346	-0.1251738	0.3322430
sal + nitrate	Indian	(27,27.25]	0.4420869	0.3093626	0.5748113
sal + nitrate	Indian	(27.25,27.5]	0.7208395	0.7053191	0.7363600
sal + nitrate	Indian	(27.5,27.75]	0.8207299	0.7780847	0.8633751
sal + nitrate	Indian	(27.75,27.85]	0.6807190	0.5427469	0.8186910
sal + nitrate	Indian	(27.85,27.95]	0.5827513	0.4962636	0.6692389
sal + nitrate	Indian	(27.95,28.05]	0.1562945	0.0445876	0.2680013
sal + nitrate	Indian	(28.05,28.1]	-0.1542608	-0.3672329	0.0587113
sal + nitrate	Indian	(28.1,28.2]	-0.2098658	-0.3959373	-0.0237943
sal + nitrate	Indian	(28.2,28.3]	-0.1851828	-0.3047280	-0.0656377
sal + nitrate	Indian	(28.3,28.4]	0.4563254	0.4004107	0.5122401
sal + nitrate	Indian	(28.4, Inf]	0.5836172	0.5836172	0.5836172
sal + nitrate	Pacific	(-Inf,26]	-0.3265045	-0.3746969	-0.2783121
sal + nitrate	Pacific	(26,26.5]	-0.3813058	-0.4100414	-0.3525703
sal + nitrate	Pacific	(26.5,26.75]	-0.3189374	-0.3709154	-0.2669595
sal + nitrate	Pacific	(26.75,27]	-0.3891122	-0.4145754	-0.3636490
sal + nitrate	Pacific	(27,27.25]	-0.2883612	-0.3114000	-0.2653223
sal + nitrate	Pacific	(27.25,27.5]	0.0337743	0.0303883	0.0371603
sal + nitrate	Pacific	(27.5,27.75]	0.0066983	-0.0754948	0.0888915
sal + nitrate	Pacific	(27.75,27.85]	-0.1999923	-0.3943152	-0.0056694
sal + nitrate	Pacific	(27.85,27.95]	-0.4373778	-0.6086959	-0.2660596
sal + nitrate	Pacific	(27.95,28.05]	-0.6806085	-0.7829453	-0.5782718
sal + nitrate	Pacific	(28.05,28.1]	-0.9081942	-0.9157370	-0.9006515
sal + nitrate	Pacific	(28.1,28.2]	-0.8895459	-0.9104093	-0.8686825
sal + nitrate	Pacific	(28.2,28.3]	0.0676113	0.0619859	0.0732366
sal + nitrate	Pacific	(28.3,28.4]	0.6150366	0.5432580	0.6868152
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + oxygen	Atlantic	(-Inf,26]	-0.5837459	-0.5862532	-0.5812386
sal + oxygen	Atlantic	(26,26.5]	-0.3088007	-0.3269120	-0.2906893
sal + oxygen	Atlantic	(26.5,26.75]	0.0210672	-0.0346636	0.0767980
sal + oxygen	Atlantic	(26.75,27]	-0.0518243	-0.1023850	-0.0012636
sal + oxygen	Atlantic	(27,27.25]	-0.2446719	-0.2472730	-0.2420708
sal + oxygen	Atlantic	(27.25,27.5]	-0.3186510	-0.3348271	-0.3024749
sal + oxygen	Atlantic	(27.5,27.75]	-0.0674526	-0.0696005	-0.0653047
sal + oxygen	Atlantic	(27.75,27.85]	0.1435314	0.0022444	0.2848184
sal + oxygen	Atlantic	(27.85,27.95]	0.2526218	0.1633853	0.3418584
sal + oxygen	Atlantic	(27.95,28.05]	0.4044419	0.3496477	0.4592361
sal + oxygen	Atlantic	(28.05,28.1]	0.6084148	0.6012495	0.6155801
sal + oxygen	Atlantic	(28.1,28.15]	0.7270280	0.7131548	0.7409012
sal + oxygen	Atlantic	(28.15,28.2]	0.8625946	0.8616813	0.8635079
sal + oxygen	Atlantic	(28.2, Inf]	0.6601371	0.5947315	0.7255427
sal + oxygen	Indian	(-Inf,26]	0.5918376	0.3663646	0.8173107
sal + oxygen	Indian	(26,26.5]	0.5869021	0.4102142	0.7635900
sal + oxygen	Indian	(26.5,26.75]	0.1507600	-0.0842572	0.3857772
sal + oxygen	Indian	(26.75,27]	-0.5619117	-0.7014182	-0.4224052
sal + oxygen	Indian	(27,27.25]	-0.9119256	-0.9167544	-0.9070967
sal + oxygen	Indian	(27.25,27.5]	-0.9656531	-0.9808005	-0.9505056
sal + oxygen	Indian	(27.5,27.75]	-0.9590882	-0.9618447	-0.9563316
sal + oxygen	Indian	(27.75,27.85]	-0.9439273	-0.9635318	-0.9243229
sal + oxygen	Indian	(27.85,27.95]	-0.9265843	-0.9339683	-0.9192003
sal + oxygen	Indian	(27.95,28.05]	-0.7928294	-0.8090800	-0.7765789
sal + oxygen	Indian	(28.05,28.1]	-0.3700517	-0.4482530	-0.2918504
sal + oxygen	Indian	(28.1,28.2]	-0.3283234	-0.3988692	-0.2577776
sal + oxygen	Indian	(28.2,28.3]	-0.7574366	-0.8299784	-0.6848947
sal + oxygen	Indian	(28.3,28.4]	-0.8912869	-0.8951087	-0.8874652
sal + oxygen	Indian	(28.4, Inf]	-0.6303807	-0.6303807	-0.6303807
sal + oxygen	Pacific	(-Inf,26]	-0.3823025	-0.4250113	-0.3395938
sal + oxygen	Pacific	(26,26.5]	-0.1468359	-0.2021021	-0.0915697
sal + oxygen	Pacific	(26.5,26.75]	-0.2722910	-0.2777093	-0.2668726
sal + oxygen	Pacific	(26.75,27]	-0.0799864	-0.1097880	-0.0501849
sal + oxygen	Pacific	(27,27.25]	0.0736618	0.0534830	0.0938406
sal + oxygen	Pacific	(27.25,27.5]	-0.1309437	-0.1376190	-0.1242683
sal + oxygen	Pacific	(27.5,27.75]	-0.0694602	-0.1748055	0.0358851
sal + oxygen	Pacific	(27.75,27.85]	0.1569101	-0.0901328	0.4039531
sal + oxygen	Pacific	(27.85,27.95]	0.3993127	0.1809314	0.6176940
sal + oxygen	Pacific	(27.95,28.05]	0.5969598	0.4405089	0.7534107
sal + oxygen	Pacific	(28.05,28.1]	0.8622050	0.8479425	0.8764676
sal + oxygen	Pacific	(28.1,28.2]	0.8233858	0.7822994	0.8644722
sal + oxygen	Pacific	(28.2,28.3]	-0.8408381	-0.8648992	-0.8167770
sal + oxygen	Pacific	(28.3,28.4]	-0.8347259	-0.9288556	-0.7405962
sal + oxygen	Pacific	(28.4, Inf]	0.1489891	0.1489891	0.1489891
sal + phosphate	Atlantic	(-Inf,26]	-0.5612137	-0.5737892	-0.5486383
sal + phosphate	Atlantic	(26,26.5]	-0.7114999	-0.7361206	-0.6868792
sal + phosphate	Atlantic	(26.5,26.75]	-0.6971767	-0.7018133	-0.6925401
sal + phosphate	Atlantic	(26.75,27]	-0.6799193	-0.7046797	-0.6551589
sal + phosphate	Atlantic	(27,27.25]	-0.6943134	-0.7057238	-0.6829030
sal + phosphate	Atlantic	(27.25,27.5]	-0.7280712	-0.7311235	-0.7250188
sal + phosphate	Atlantic	(27.5,27.75]	-0.8223579	-0.8471681	-0.7975476
sal + phosphate	Atlantic	(27.75,27.85]	-0.7368186	-0.7761531	-0.6974842
sal + phosphate	Atlantic	(27.85,27.95]	-0.7194087	-0.7627437	-0.6760737
sal + phosphate	Atlantic	(27.95,28.05]	-0.8092203	-0.8436391	-0.7748015
sal + phosphate	Atlantic	(28.05,28.1]	-0.8786205	-0.8897175	-0.8675235
sal + phosphate	Atlantic	(28.1,28.15]	-0.9043893	-0.9186471	-0.8901315
sal + phosphate	Atlantic	(28.15,28.2]	-0.9444772	-0.9448748	-0.9440795
sal + phosphate	Atlantic	(28.2, Inf]	-0.9406587	-0.9575730	-0.9237445
sal + phosphate	Indian	(-Inf,26]	-0.6191888	-0.8379399	-0.4004377
sal + phosphate	Indian	(26,26.5]	-0.6707774	-0.8609875	-0.4805673
sal + phosphate	Indian	(26.5,26.75]	-0.3008937	-0.5928289	-0.0089585
sal + phosphate	Indian	(26.75,27]	0.2017567	-0.0881961	0.4917096
sal + phosphate	Indian	(27,27.25]	0.5523364	0.3750408	0.7296320
sal + phosphate	Indian	(27.25,27.5]	0.8192265	0.7756553	0.8627978
sal + phosphate	Indian	(27.5,27.75]	0.9012001	0.8816736	0.9207266
sal + phosphate	Indian	(27.75,27.85]	0.8087573	0.7381843	0.8793303
sal + phosphate	Indian	(27.85,27.95]	0.6419625	0.5564473	0.7274777
sal + phosphate	Indian	(27.95,28.05]	0.1969836	0.0902366	0.3037305
sal + phosphate	Indian	(28.05,28.1]	-0.1338787	-0.3524852	0.0847279
sal + phosphate	Indian	(28.1,28.2]	-0.2158778	-0.4244770	-0.0072787
sal + phosphate	Indian	(28.2,28.3]	-0.2344412	-0.3678297	-0.1010527
sal + phosphate	Indian	(28.3,28.4]	0.4589636	0.3522463	0.5656810
sal + phosphate	Indian	(28.4, Inf]	0.5278349	0.5278349	0.5278349
sal + phosphate	Pacific	(-Inf,26]	-0.1924478	-0.2217508	-0.1631448
sal + phosphate	Pacific	(26,26.5]	-0.3053925	-0.3404510	-0.2703340
sal + phosphate	Pacific	(26.5,26.75]	-0.2535370	-0.2941067	-0.2129674
sal + phosphate	Pacific	(26.75,27]	-0.3825269	-0.4168764	-0.3481774
sal + phosphate	Pacific	(27,27.25]	-0.2843901	-0.2972373	-0.2715430
sal + phosphate	Pacific	(27.25,27.5]	0.0342403	0.0278159	0.0406647
sal + phosphate	Pacific	(27.5,27.75]	0.0222696	-0.0648066	0.1093457
sal + phosphate	Pacific	(27.75,27.85]	-0.1741105	-0.3752493	0.0270284
sal + phosphate	Pacific	(27.85,27.95]	-0.4329055	-0.6116460	-0.2541650
sal + phosphate	Pacific	(27.95,28.05]	-0.6842671	-0.7888663	-0.5796679
sal + phosphate	Pacific	(28.05,28.1]	-0.9115049	-0.9161503	-0.9068595
sal + phosphate	Pacific	(28.1,28.2]	-0.8913899	-0.9108940	-0.8718859
sal + phosphate	Pacific	(28.2,28.3]	0.0833564	0.0437191	0.1229938
sal + phosphate	Pacific	(28.3,28.4]	0.5122578	0.4664553	0.5580604
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + silicate	Atlantic	(-Inf,26]	-0.6508179	-0.6985543	-0.6030815
sal + silicate	Atlantic	(26,26.5]	-0.6248959	-0.6487106	-0.6010812
sal + silicate	Atlantic	(26.5,26.75]	-0.6014878	-0.6446034	-0.5583722
sal + silicate	Atlantic	(26.75,27]	-0.5518156	-0.6046618	-0.4989693
sal + silicate	Atlantic	(27,27.25]	-0.6197720	-0.6404682	-0.5990757
sal + silicate	Atlantic	(27.25,27.5]	-0.7370403	-0.7572380	-0.7168425
sal + silicate	Atlantic	(27.5,27.75]	-0.7995866	-0.8050832	-0.7940900
sal + silicate	Atlantic	(27.75,27.85]	-0.7226278	-0.7736869	-0.6715687
sal + silicate	Atlantic	(27.85,27.95]	-0.7573096	-0.7977625	-0.7168567
sal + silicate	Atlantic	(27.95,28.05]	-0.8301911	-0.8641143	-0.7962679
sal + silicate	Atlantic	(28.05,28.1]	-0.8761296	-0.8892135	-0.8630456
sal + silicate	Atlantic	(28.1,28.15]	-0.8978245	-0.9119463	-0.8837027
sal + silicate	Atlantic	(28.15,28.2]	-0.9175937	-0.9184301	-0.9167572
sal + silicate	Atlantic	(28.2, Inf]	-0.9101570	-0.9440985	-0.8762154
sal + silicate	Indian	(-Inf,26]	-0.8102706	-0.8949276	-0.7256135
sal + silicate	Indian	(26,26.5]	-0.7849219	-0.8773029	-0.6925409
sal + silicate	Indian	(26.5,26.75]	-0.3523284	-0.5314650	-0.1731918
sal + silicate	Indian	(26.75,27]	0.3632850	0.2004314	0.5261385
sal + silicate	Indian	(27,27.25]	0.6126787	0.5702407	0.6551167
sal + silicate	Indian	(27.25,27.5]	0.7185262	0.6669245	0.7701279
sal + silicate	Indian	(27.5,27.75]	0.7725527	0.6929702	0.8521352
sal + silicate	Indian	(27.75,27.85]	0.8226344	0.7981779	0.8470908
sal + silicate	Indian	(27.85,27.95]	0.6867057	0.6082218	0.7651895
sal + silicate	Indian	(27.95,28.05]	0.4013917	0.3190381	0.4837454
sal + silicate	Indian	(28.05,28.1]	0.0569906	-0.1072911	0.2212722
sal + silicate	Indian	(28.1,28.2]	-0.0523261	-0.1702237	0.0655715
sal + silicate	Indian	(28.2,28.3]	0.1471214	-0.0634695	0.3577123
sal + silicate	Indian	(28.3,28.4]	0.5711968	0.5039661	0.6384275
sal + silicate	Indian	(28.4, Inf]	0.6335676	0.6335676	0.6335676
sal + silicate	Pacific	(-Inf,26]	-0.6023301	-0.6665877	-0.5380726
sal + silicate	Pacific	(26,26.5]	-0.6241749	-0.6322886	-0.6160613
sal + silicate	Pacific	(26.5,26.75]	-0.7040500	-0.7403386	-0.6677613
sal + silicate	Pacific	(26.75,27]	-0.7175085	-0.7422580	-0.6927591
sal + silicate	Pacific	(27,27.25]	-0.5312367	-0.5429452	-0.5195282
sal + silicate	Pacific	(27.25,27.5]	-0.2136058	-0.2207673	-0.2064443
sal + silicate	Pacific	(27.5,27.75]	-0.0558880	-0.1210844	0.0093083
sal + silicate	Pacific	(27.75,27.85]	-0.1990254	-0.3898216	-0.0082291
sal + silicate	Pacific	(27.85,27.95]	-0.3802996	-0.5497192	-0.2108801
sal + silicate	Pacific	(27.95,28.05]	-0.5844893	-0.6609416	-0.5080371
sal + silicate	Pacific	(28.05,28.1]	-0.8444049	-0.8609270	-0.8278828
sal + silicate	Pacific	(28.1,28.2]	-0.8931635	-0.9110390	-0.8752880
sal + silicate	Pacific	(28.2,28.3]	0.0450621	-0.2141479	0.3042721
sal + silicate	Pacific	(28.3,28.4]	0.7143392	0.6791602	0.7495182
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.9476850	0.9380499	0.9573201
sal + temp	Atlantic	(26,26.5]	0.9617717	0.9600053	0.9635380
sal + temp	Atlantic	(26.5,26.75]	0.9879972	0.9875346	0.9884598
sal + temp	Atlantic	(26.75,27]	0.9807191	0.9799654	0.9814729
sal + temp	Atlantic	(27,27.25]	0.9791176	0.9779738	0.9802615
sal + temp	Atlantic	(27.25,27.5]	0.9756173	0.9738766	0.9773579
sal + temp	Atlantic	(27.5,27.75]	0.9695231	0.9685509	0.9704953
sal + temp	Atlantic	(27.75,27.85]	0.9856814	0.9844936	0.9868693
sal + temp	Atlantic	(27.85,27.95]	0.9631652	0.9594471	0.9668834
sal + temp	Atlantic	(27.95,28.05]	0.9441511	0.9432541	0.9450481
sal + temp	Atlantic	(28.05,28.1]	0.9679497	0.9675368	0.9683625
sal + temp	Atlantic	(28.1,28.15]	0.9611416	0.9479466	0.9743366
sal + temp	Atlantic	(28.15,28.2]	0.7293981	0.5376121	0.9211842
sal + temp	Atlantic	(28.2, Inf]	0.4470622	0.4371909	0.4569336
sal + temp	Indian	(-Inf,26]	0.4910257	0.4766845	0.5053668
sal + temp	Indian	(26,26.5]	0.8717265	0.8708908	0.8725622
sal + temp	Indian	(26.5,26.75]	0.9307752	0.9184413	0.9431092
sal + temp	Indian	(26.75,27]	0.9673703	0.9571241	0.9776164
sal + temp	Indian	(27,27.25]	0.9615519	0.9608389	0.9622649
sal + temp	Indian	(27.25,27.5]	0.9442503	0.9246555	0.9638451
sal + temp	Indian	(27.5,27.75]	0.8997685	0.8647359	0.9348011
sal + temp	Indian	(27.75,27.85]	0.9280310	0.9065252	0.9495369
sal + temp	Indian	(27.85,27.95]	0.9369089	0.9303026	0.9435152
sal + temp	Indian	(27.95,28.05]	0.9477663	0.9343368	0.9611959
sal + temp	Indian	(28.05,28.1]	0.9344248	0.9244957	0.9443539
sal + temp	Indian	(28.1,28.2]	0.8620465	0.8446164	0.8794765
sal + temp	Indian	(28.2,28.3]	0.9081673	0.8995098	0.9168249
sal + temp	Indian	(28.3,28.4]	0.9061408	0.9012961	0.9109855
sal + temp	Indian	(28.4, Inf]	0.6085735	0.6085735	0.6085735
sal + temp	Pacific	(-Inf,26]	0.7774298	0.7586134	0.7962463
sal + temp	Pacific	(26,26.5]	0.9284830	0.9227660	0.9342000
sal + temp	Pacific	(26.5,26.75]	0.9752988	0.9734891	0.9771085
sal + temp	Pacific	(26.75,27]	0.9679370	0.9643975	0.9714765
sal + temp	Pacific	(27,27.25]	0.9311815	0.9271387	0.9352243
sal + temp	Pacific	(27.25,27.5]	0.8045537	0.8022011	0.8069062
sal + temp	Pacific	(27.5,27.75]	0.5663352	0.5156404	0.6170300
sal + temp	Pacific	(27.75,27.85]	0.7152776	0.6349212	0.7956340
sal + temp	Pacific	(27.85,27.95]	0.5197175	0.3826907	0.6567443
sal + temp	Pacific	(27.95,28.05]	0.4028662	0.2676467	0.5380857
sal + temp	Pacific	(28.05,28.1]	0.1310898	0.0794293	0.1827502
sal + temp	Pacific	(28.1,28.2]	-0.6008324	-0.6682487	-0.5334160
sal + temp	Pacific	(28.2,28.3]	0.6821058	0.6536053	0.7106063
sal + temp	Pacific	(28.3,28.4]	0.8312036	0.7458104	0.9165967
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.6805221	0.6551387	0.7059055
silicate + phosphate	Atlantic	(26,26.5]	0.8839566	0.8454741	0.9224391
silicate + phosphate	Atlantic	(26.5,26.75]	0.9289440	0.9068620	0.9510260
silicate + phosphate	Atlantic	(26.75,27]	0.9224263	0.9123766	0.9324761
silicate + phosphate	Atlantic	(27,27.25]	0.9311794	0.9282108	0.9341481
silicate + phosphate	Atlantic	(27.25,27.5]	0.8697155	0.8476498	0.8917812
silicate + phosphate	Atlantic	(27.5,27.75]	0.8719136	0.8605776	0.8832497
silicate + phosphate	Atlantic	(27.75,27.85]	0.9489992	0.9476753	0.9503230
silicate + phosphate	Atlantic	(27.85,27.95]	0.9701053	0.9681027	0.9721078
silicate + phosphate	Atlantic	(27.95,28.05]	0.9809515	0.9799376	0.9819654
silicate + phosphate	Atlantic	(28.05,28.1]	0.9888348	0.9886189	0.9890507
silicate + phosphate	Atlantic	(28.1,28.15]	0.9909765	0.9908995	0.9910536
silicate + phosphate	Atlantic	(28.15,28.2]	0.9890160	0.9880644	0.9899677
silicate + phosphate	Atlantic	(28.2, Inf]	0.9869136	0.9832248	0.9906024
silicate + phosphate	Indian	(-Inf,26]	0.9304920	0.8967984	0.9641857
silicate + phosphate	Indian	(26,26.5]	0.9462492	0.9310905	0.9614078
silicate + phosphate	Indian	(26.5,26.75]	0.9623830	0.9569327	0.9678334
silicate + phosphate	Indian	(26.75,27]	0.9440027	0.9306703	0.9573350
silicate + phosphate	Indian	(27,27.25]	0.9262942	0.9250932	0.9274952
silicate + phosphate	Indian	(27.25,27.5]	0.9142790	0.8850630	0.9434949
silicate + phosphate	Indian	(27.5,27.75]	0.8548829	0.8049707	0.9047951
silicate + phosphate	Indian	(27.75,27.85]	0.8683175	0.8664514	0.8701836
silicate + phosphate	Indian	(27.85,27.95]	0.9003120	0.8981967	0.9024272
silicate + phosphate	Indian	(27.95,28.05]	0.9098631	0.9024477	0.9172785
silicate + phosphate	Indian	(28.05,28.1]	0.9472117	0.9344013	0.9600221
silicate + phosphate	Indian	(28.1,28.2]	0.8714292	0.8588578	0.8840005
silicate + phosphate	Indian	(28.2,28.3]	0.4672907	0.4311176	0.5034637
silicate + phosphate	Indian	(28.3,28.4]	0.5359854	0.4958754	0.5760955
silicate + phosphate	Indian	(28.4, Inf]	0.9037388	0.9037388	0.9037388
silicate + phosphate	Pacific	(-Inf,26]	0.6641880	0.6624275	0.6659484
silicate + phosphate	Pacific	(26,26.5]	0.7321799	0.7268753	0.7374845
silicate + phosphate	Pacific	(26.5,26.75]	0.6747867	0.6689988	0.6805745
silicate + phosphate	Pacific	(26.75,27]	0.8078375	0.8029548	0.8127202
silicate + phosphate	Pacific	(27,27.25]	0.9043127	0.8987687	0.9098567
silicate + phosphate	Pacific	(27.25,27.5]	0.8964676	0.8943742	0.8985609
silicate + phosphate	Pacific	(27.5,27.75]	0.8959442	0.8927298	0.8991586
silicate + phosphate	Pacific	(27.75,27.85]	0.9478954	0.9463505	0.9494403
silicate + phosphate	Pacific	(27.85,27.95]	0.9635083	0.9590985	0.9679181
silicate + phosphate	Pacific	(27.95,28.05]	0.9577932	0.9465302	0.9690561
silicate + phosphate	Pacific	(28.05,28.1]	0.9595324	0.9484423	0.9706224
silicate + phosphate	Pacific	(28.1,28.2]	0.9485177	0.9464423	0.9505932
silicate + phosphate	Pacific	(28.2,28.3]	0.3750073	0.3680653	0.3819494
silicate + phosphate	Pacific	(28.3,28.4]	0.7710133	0.7268487	0.8151779
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
temp + aou	Atlantic	(-Inf,26]	0.2865050	0.2065777	0.3664323
temp + aou	Atlantic	(26,26.5]	-0.1262196	-0.1337999	-0.1186393
temp + aou	Atlantic	(26.5,26.75]	-0.2936751	-0.3343149	-0.2530353
temp + aou	Atlantic	(26.75,27]	-0.1555873	-0.2003226	-0.1108520
temp + aou	Atlantic	(27,27.25]	0.0309399	0.0085624	0.0533174
temp + aou	Atlantic	(27.25,27.5]	0.0306208	-0.0025943	0.0638359
temp + aou	Atlantic	(27.5,27.75]	-0.3078021	-0.3302590	-0.2853453
temp + aou	Atlantic	(27.75,27.85]	-0.4306083	-0.5117020	-0.3495147
temp + aou	Atlantic	(27.85,27.95]	-0.4070516	-0.4641308	-0.3499724
temp + aou	Atlantic	(27.95,28.05]	-0.4938478	-0.5219710	-0.4657246
temp + aou	Atlantic	(28.05,28.1]	-0.6235100	-0.6291780	-0.6178419
temp + aou	Atlantic	(28.1,28.15]	-0.6671324	-0.7141375	-0.6201272
temp + aou	Atlantic	(28.15,28.2]	-0.5436631	-0.7493192	-0.3380070
temp + aou	Atlantic	(28.2, Inf]	-0.0432610	-0.0667215	-0.0198005
temp + aou	Indian	(-Inf,26]	-0.4898393	-0.5983862	-0.3812923
temp + aou	Indian	(26,26.5]	-0.4720071	-0.5982277	-0.3457865
temp + aou	Indian	(26.5,26.75]	-0.1269959	-0.3051572	0.0511653
temp + aou	Indian	(26.75,27]	0.3450424	0.1822207	0.5078641
temp + aou	Indian	(27,27.25]	0.7550795	0.7117732	0.7983857
temp + aou	Indian	(27.25,27.5]	0.8652867	0.8271785	0.9033950
temp + aou	Indian	(27.5,27.75]	0.9011186	0.8831318	0.9191054
temp + aou	Indian	(27.75,27.85]	0.9292511	0.9067667	0.9517355
temp + aou	Indian	(27.85,27.95]	0.8977187	0.8948498	0.9005876
temp + aou	Indian	(27.95,28.05]	0.7610245	0.7391640	0.7828849
temp + aou	Indian	(28.05,28.1]	0.4577457	0.3640033	0.5514880
temp + aou	Indian	(28.1,28.2]	0.5152647	0.4129682	0.6175612
temp + aou	Indian	(28.2,28.3]	0.6440247	0.6276501	0.6603993
temp + aou	Indian	(28.3,28.4]	0.9239088	0.9158279	0.9319897
temp + aou	Indian	(28.4, Inf]	0.9934609	0.9934609	0.9934609
temp + aou	Pacific	(-Inf,26]	-0.0892895	-0.0970786	-0.0815004
temp + aou	Pacific	(26,26.5]	-0.1477012	-0.1851598	-0.1102425
temp + aou	Pacific	(26.5,26.75]	0.0888032	0.0843857	0.0932207
temp + aou	Pacific	(26.75,27]	-0.0907378	-0.1019877	-0.0794879
temp + aou	Pacific	(27,27.25]	-0.2140797	-0.2594705	-0.1686889
temp + aou	Pacific	(27.25,27.5]	-0.0280593	-0.0332722	-0.0228463
temp + aou	Pacific	(27.5,27.75]	0.0772582	-0.0507147	0.2052310
temp + aou	Pacific	(27.75,27.85]	-0.0627271	-0.3068890	0.1814348
temp + aou	Pacific	(27.85,27.95]	-0.1115209	-0.3376593	0.1146176
temp + aou	Pacific	(27.95,28.05]	-0.0328774	-0.2261118	0.1603569
temp + aou	Pacific	(28.05,28.1]	-0.0016538	-0.1663355	0.1630280
temp + aou	Pacific	(28.1,28.2]	0.8167196	0.8142082	0.8192309
temp + aou	Pacific	(28.2,28.3]	0.6614586	0.6208294	0.7020877
temp + aou	Pacific	(28.3,28.4]	0.9782927	0.9750200	0.9815655
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	-0.0101691	-0.0148125	-0.0055257
temp + nitrate	Atlantic	(26,26.5]	-0.4892444	-0.4971953	-0.4812934
temp + nitrate	Atlantic	(26.5,26.75]	-0.5580215	-0.5651666	-0.5508765
temp + nitrate	Atlantic	(26.75,27]	-0.5321829	-0.5590527	-0.5053131
temp + nitrate	Atlantic	(27,27.25]	-0.5270711	-0.5452387	-0.5089035
temp + nitrate	Atlantic	(27.25,27.5]	-0.5977168	-0.6075778	-0.5878557
temp + nitrate	Atlantic	(27.5,27.75]	-0.7464558	-0.7836120	-0.7092996
temp + nitrate	Atlantic	(27.75,27.85]	-0.7009095	-0.7363205	-0.6654986
temp + nitrate	Atlantic	(27.85,27.95]	-0.6633414	-0.6951594	-0.6315234
temp + nitrate	Atlantic	(27.95,28.05]	-0.7205460	-0.7404696	-0.7006223
temp + nitrate	Atlantic	(28.05,28.1]	-0.7789924	-0.7888399	-0.7691449
temp + nitrate	Atlantic	(28.1,28.15]	-0.7722406	-0.8167471	-0.7277340
temp + nitrate	Atlantic	(28.15,28.2]	-0.5698178	-0.7827748	-0.3568608
temp + nitrate	Atlantic	(28.2, Inf]	-0.2690600	-0.2738342	-0.2642858
temp + nitrate	Indian	(-Inf,26]	-0.5754330	-0.6523207	-0.4985454
temp + nitrate	Indian	(26,26.5]	-0.6333254	-0.6910009	-0.5756499
temp + nitrate	Indian	(26.5,26.75]	-0.3489540	-0.4861148	-0.2117932
temp + nitrate	Indian	(26.75,27]	-0.0368668	-0.2474173	0.1736837
temp + nitrate	Indian	(27,27.25]	0.2630307	0.0940202	0.4320412
temp + nitrate	Indian	(27.25,27.5]	0.5496950	0.4486009	0.6507890
temp + nitrate	Indian	(27.5,27.75]	0.7193476	0.6493067	0.7893884
temp + nitrate	Indian	(27.75,27.85]	0.6932490	0.5752985	0.8111995
temp + nitrate	Indian	(27.85,27.95]	0.5809617	0.5222619	0.6396615
temp + nitrate	Indian	(27.95,28.05]	0.2351415	0.1473779	0.3229052
temp + nitrate	Indian	(28.05,28.1]	0.0766890	-0.1238608	0.2772389
temp + nitrate	Indian	(28.1,28.2]	0.1313747	-0.0712878	0.3340373
temp + nitrate	Indian	(28.2,28.3]	-0.2379380	-0.3459956	-0.1298805
temp + nitrate	Indian	(28.3,28.4]	0.4849050	0.4541511	0.5156589
temp + nitrate	Indian	(28.4, Inf]	0.8864199	0.8864199	0.8864199
temp + nitrate	Pacific	(-Inf,26]	-0.4305736	-0.4699293	-0.3912178
temp + nitrate	Pacific	(26,26.5]	-0.5009755	-0.5219884	-0.4799626
temp + nitrate	Pacific	(26.5,26.75]	-0.3356675	-0.3806880	-0.2906470
temp + nitrate	Pacific	(26.75,27]	-0.4047327	-0.4293381	-0.3801273
temp + nitrate	Pacific	(27,27.25]	-0.3634341	-0.4107469	-0.3161213
temp + nitrate	Pacific	(27.25,27.5]	-0.1056571	-0.1127632	-0.0985510
temp + nitrate	Pacific	(27.5,27.75]	0.0414332	-0.0716011	0.1544674
temp + nitrate	Pacific	(27.75,27.85]	-0.0640023	-0.2760086	0.1480040
temp + nitrate	Pacific	(27.85,27.95]	-0.1119693	-0.3104448	0.0865062
temp + nitrate	Pacific	(27.95,28.05]	-0.0909090	-0.2487935	0.0669755
temp + nitrate	Pacific	(28.05,28.1]	-0.0490803	-0.2162183	0.1180578
temp + nitrate	Pacific	(28.1,28.2]	0.7676842	0.7654108	0.7699575
temp + nitrate	Pacific	(28.2,28.3]	-0.2899891	-0.3705339	-0.2094443
temp + nitrate	Pacific	(28.3,28.4]	0.8152933	0.7897859	0.8408006
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + oxygen	Atlantic	(-Inf,26]	-0.5606838	-0.5852075	-0.5361602
temp + oxygen	Atlantic	(26,26.5]	-0.2711828	-0.3065992	-0.2357663
temp + oxygen	Atlantic	(26.5,26.75]	0.0343618	-0.0168533	0.0855768
temp + oxygen	Atlantic	(26.75,27]	-0.0814981	-0.1220760	-0.0409202
temp + oxygen	Atlantic	(27,27.25]	-0.3119023	-0.3154324	-0.3083722
temp + oxygen	Atlantic	(27.25,27.5]	-0.3698480	-0.3843368	-0.3553593
temp + oxygen	Atlantic	(27.5,27.75]	-0.1336305	-0.1410795	-0.1261814
temp + oxygen	Atlantic	(27.75,27.85]	0.1218895	-0.0075549	0.2513340
temp + oxygen	Atlantic	(27.85,27.95]	0.1790545	0.1037805	0.2543286
temp + oxygen	Atlantic	(27.95,28.05]	0.2742986	0.2425424	0.3060548
temp + oxygen	Atlantic	(28.05,28.1]	0.4672072	0.4603459	0.4740684
temp + oxygen	Atlantic	(28.1,28.15]	0.5599046	0.5086698	0.6111393
temp + oxygen	Atlantic	(28.15,28.2]	0.4538632	0.2247665	0.6829599
temp + oxygen	Atlantic	(28.2, Inf]	-0.1361162	-0.1671033	-0.1051290
temp + oxygen	Indian	(-Inf,26]	0.4057608	0.2917270	0.5197946
temp + oxygen	Indian	(26,26.5]	0.4037017	0.2722919	0.5351114
temp + oxygen	Indian	(26.5,26.75]	0.0643861	-0.1098271	0.2385992
temp + oxygen	Indian	(26.75,27]	-0.4413178	-0.5750806	-0.3075550
temp + oxygen	Indian	(27,27.25]	-0.8244064	-0.8501176	-0.7986952
temp + oxygen	Indian	(27.25,27.5]	-0.9068963	-0.9340292	-0.8797634
temp + oxygen	Indian	(27.5,27.75]	-0.9321513	-0.9460255	-0.9182771
temp + oxygen	Indian	(27.75,27.85]	-0.9536793	-0.9688111	-0.9385475
temp + oxygen	Indian	(27.85,27.95]	-0.9366828	-0.9366837	-0.9366820
temp + oxygen	Indian	(27.95,28.05]	-0.8435111	-0.8668468	-0.8201755
temp + oxygen	Indian	(28.05,28.1]	-0.5751157	-0.6347248	-0.5155066
temp + oxygen	Indian	(28.1,28.2]	-0.6298989	-0.6946943	-0.5651035
temp + oxygen	Indian	(28.2,28.3]	-0.7650035	-0.7663422	-0.7636647
temp + oxygen	Indian	(28.3,28.4]	-0.9293958	-0.9378567	-0.9209350
temp + oxygen	Indian	(28.4, Inf]	-0.9953737	-0.9953737	-0.9953737
temp + oxygen	Pacific	(-Inf,26]	-0.3843751	-0.4189378	-0.3498124
temp + oxygen	Pacific	(26,26.5]	-0.0514695	-0.0966103	-0.0063287
temp + oxygen	Pacific	(26.5,26.75]	-0.2785396	-0.2928792	-0.2642001
temp + oxygen	Pacific	(26.75,27]	-0.0979895	-0.1280148	-0.0679642
temp + oxygen	Pacific	(27,27.25]	0.1102964	0.0652542	0.1553387
temp + oxygen	Pacific	(27.25,27.5]	-0.0603708	-0.0661748	-0.0545668
temp + oxygen	Pacific	(27.5,27.75]	-0.1637459	-0.2978438	-0.0296479
temp + oxygen	Pacific	(27.75,27.85]	0.0054465	-0.2526825	0.2635755
temp + oxygen	Pacific	(27.85,27.95]	0.0602579	-0.1778730	0.2983888
temp + oxygen	Pacific	(27.95,28.05]	-0.0272133	-0.2333184	0.1788919
temp + oxygen	Pacific	(28.05,28.1]	-0.0306477	-0.2004731	0.1391777
temp + oxygen	Pacific	(28.1,28.2]	-0.8357334	-0.8403605	-0.8311063
temp + oxygen	Pacific	(28.2,28.3]	-0.8064572	-0.8283476	-0.7845668
temp + oxygen	Pacific	(28.3,28.4]	-0.9796625	-0.9845133	-0.9748117
temp + oxygen	Pacific	(28.4, Inf]	-0.9209396	-0.9209396	-0.9209396
temp + phosphate	Atlantic	(-Inf,26]	-0.4817347	-0.5006158	-0.4628535
temp + phosphate	Atlantic	(26,26.5]	-0.7395564	-0.7602096	-0.7189031
temp + phosphate	Atlantic	(26.5,26.75]	-0.7081086	-0.7096778	-0.7065394
temp + phosphate	Atlantic	(26.75,27]	-0.6577635	-0.6732992	-0.6422278
temp + phosphate	Atlantic	(27,27.25]	-0.6349138	-0.6446876	-0.6251400
temp + phosphate	Atlantic	(27.25,27.5]	-0.6823737	-0.6931663	-0.6715810
temp + phosphate	Atlantic	(27.5,27.75]	-0.7891056	-0.8194894	-0.7587218
temp + phosphate	Atlantic	(27.75,27.85]	-0.7358977	-0.7644679	-0.7073275
temp + phosphate	Atlantic	(27.85,27.95]	-0.6865421	-0.7189472	-0.6541370
temp + phosphate	Atlantic	(27.95,28.05]	-0.7351088	-0.7542335	-0.7159842
temp + phosphate	Atlantic	(28.05,28.1]	-0.7918318	-0.8016333	-0.7820303
temp + phosphate	Atlantic	(28.1,28.15]	-0.7900638	-0.8340617	-0.7460659
temp + phosphate	Atlantic	(28.15,28.2]	-0.5772959	-0.7917505	-0.3628414
temp + phosphate	Atlantic	(28.2, Inf]	-0.2749445	-0.2792697	-0.2706193
temp + phosphate	Indian	(-Inf,26]	-0.5242882	-0.6421984	-0.4063780
temp + phosphate	Indian	(26,26.5]	-0.5274770	-0.6806733	-0.3742808
temp + phosphate	Indian	(26.5,26.75]	-0.2388329	-0.4651903	-0.0124755
temp + phosphate	Indian	(26.75,27]	0.0521238	-0.2101926	0.3144401
temp + phosphate	Indian	(27,27.25]	0.3696153	0.1638821	0.5753486
temp + phosphate	Indian	(27.25,27.5]	0.6474996	0.5281429	0.7668563
temp + phosphate	Indian	(27.5,27.75]	0.8160302	0.7763450	0.8557155
temp + phosphate	Indian	(27.75,27.85]	0.7719898	0.7060310	0.8379485
temp + phosphate	Indian	(27.85,27.95]	0.5943561	0.5382405	0.6504717
temp + phosphate	Indian	(27.95,28.05]	0.2607494	0.1823208	0.3391781
temp + phosphate	Indian	(28.05,28.1]	0.0967980	-0.1044512	0.2980473
temp + phosphate	Indian	(28.1,28.2]	0.1287318	-0.0874509	0.3449146
temp + phosphate	Indian	(28.2,28.3]	-0.2814527	-0.3719255	-0.1909799
temp + phosphate	Indian	(28.3,28.4]	0.4561869	0.3324127	0.5799612
temp + phosphate	Indian	(28.4, Inf]	0.8902578	0.8902578	0.8902578
temp + phosphate	Pacific	(-Inf,26]	-0.3372726	-0.3602423	-0.3143028
temp + phosphate	Pacific	(26,26.5]	-0.4237754	-0.4495352	-0.3980157
temp + phosphate	Pacific	(26.5,26.75]	-0.2678867	-0.3036001	-0.2321733
temp + phosphate	Pacific	(26.75,27]	-0.3913073	-0.4265617	-0.3560528
temp + phosphate	Pacific	(27,27.25]	-0.3489751	-0.3839317	-0.3140184
temp + phosphate	Pacific	(27.25,27.5]	-0.0937660	-0.0994145	-0.0881175
temp + phosphate	Pacific	(27.5,27.75]	0.0631611	-0.0546312	0.1809534
temp + phosphate	Pacific	(27.75,27.85]	-0.0401534	-0.2548144	0.1745076
temp + phosphate	Pacific	(27.85,27.95]	-0.1038409	-0.3071333	0.0994516
temp + phosphate	Pacific	(27.95,28.05]	-0.0906953	-0.2548509	0.0734602
temp + phosphate	Pacific	(28.05,28.1]	-0.0318068	-0.1854406	0.1218270
temp + phosphate	Pacific	(28.1,28.2]	0.7715849	0.7640126	0.7791571
temp + phosphate	Pacific	(28.2,28.3]	-0.1409939	-0.1692645	-0.1127233
temp + phosphate	Pacific	(28.3,28.4]	0.6700125	0.6696958	0.6703292
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + silicate	Atlantic	(-Inf,26]	-0.5744429	-0.6432235	-0.5056623
temp + silicate	Atlantic	(26,26.5]	-0.6442160	-0.6691837	-0.6192483
temp + silicate	Atlantic	(26.5,26.75]	-0.6267078	-0.6699254	-0.5834901
temp + silicate	Atlantic	(26.75,27]	-0.5453932	-0.5888436	-0.5019428
temp + silicate	Atlantic	(27,27.25]	-0.5846128	-0.6021749	-0.5670508
temp + silicate	Atlantic	(27.25,27.5]	-0.7538069	-0.7582315	-0.7493824
temp + silicate	Atlantic	(27.5,27.75]	-0.8384442	-0.8537396	-0.8231488
temp + silicate	Atlantic	(27.75,27.85]	-0.7531195	-0.7941332	-0.7121059
temp + silicate	Atlantic	(27.85,27.95]	-0.7544333	-0.7859110	-0.7229556
temp + silicate	Atlantic	(27.95,28.05]	-0.7738874	-0.7957935	-0.7519814
temp + silicate	Atlantic	(28.05,28.1]	-0.7887613	-0.8034321	-0.7740904
temp + silicate	Atlantic	(28.1,28.15]	-0.7799825	-0.8238976	-0.7360674
temp + silicate	Atlantic	(28.15,28.2]	-0.5332358	-0.7508075	-0.3156641
temp + silicate	Atlantic	(28.2, Inf]	-0.2331882	-0.2600868	-0.2062896
temp + silicate	Indian	(-Inf,26]	-0.6348549	-0.6548031	-0.6149067
temp + silicate	Indian	(26,26.5]	-0.6077336	-0.6653721	-0.5500951
temp + silicate	Indian	(26.5,26.75]	-0.2526918	-0.3797306	-0.1256529
temp + silicate	Indian	(26.75,27]	0.2342952	0.0843759	0.3842144
temp + silicate	Indian	(27,27.25]	0.4530416	0.3803081	0.5257750
temp + silicate	Indian	(27.25,27.5]	0.5646078	0.5362746	0.5929410
temp + silicate	Indian	(27.5,27.75]	0.6144885	0.5952604	0.6337165
temp + silicate	Indian	(27.75,27.85]	0.7030874	0.6394491	0.7667256
temp + silicate	Indian	(27.85,27.95]	0.5628393	0.4910481	0.6346305
temp + silicate	Indian	(27.95,28.05]	0.3857031	0.3312241	0.4401820
temp + silicate	Indian	(28.05,28.1]	0.2704300	0.1236490	0.4172111
temp + silicate	Indian	(28.1,28.2]	0.2467837	0.1101470	0.3834204
temp + silicate	Indian	(28.2,28.3]	0.0462012	-0.1305736	0.2229760
temp + silicate	Indian	(28.3,28.4]	0.5911585	0.4918991	0.6904180
temp + silicate	Indian	(28.4, Inf]	0.9807079	0.9807079	0.9807079
temp + silicate	Pacific	(-Inf,26]	-0.5598918	-0.6324364	-0.4873473
temp + silicate	Pacific	(26,26.5]	-0.6840186	-0.6872814	-0.6807559
temp + silicate	Pacific	(26.5,26.75]	-0.7065983	-0.7394876	-0.6737090
temp + silicate	Pacific	(26.75,27]	-0.7032115	-0.7277346	-0.6786884
temp + silicate	Pacific	(27,27.25]	-0.5659111	-0.5990867	-0.5327355
temp + silicate	Pacific	(27.25,27.5]	-0.3494147	-0.3549027	-0.3439267
temp + silicate	Pacific	(27.5,27.75]	-0.2001871	-0.3060193	-0.0943549
temp + silicate	Pacific	(27.75,27.85]	-0.1651032	-0.3841894	0.0539830
temp + silicate	Pacific	(27.85,27.95]	-0.2117018	-0.4457357	0.0223321
temp + silicate	Pacific	(27.95,28.05]	-0.1927140	-0.3983655	0.0129375
temp + silicate	Pacific	(28.05,28.1]	-0.0510840	-0.2141539	0.1119858
temp + silicate	Pacific	(28.1,28.2]	0.6821177	0.6765147	0.6877207
temp + silicate	Pacific	(28.2,28.3]	-0.4338450	-0.6402601	-0.2274298
temp + silicate	Pacific	(28.3,28.4]	0.9319500	0.9294628	0.9344372
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
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]	0.5555608	0.4627560	0.6483656
aou	Atlantic	(26,26.5]	0.0159702	-0.1104028	0.1423431
aou	Atlantic	(26.5,26.75]	-0.3984700	-0.4064866	-0.3904534
aou	Atlantic	(26.75,27]	-0.3130145	-0.3632828	-0.2627462
aou	Atlantic	(27,27.25]	-0.2550913	-0.2798729	-0.2303096
aou	Atlantic	(27.25,27.5]	-0.3605643	-0.4003560	-0.3207726
aou	Atlantic	(27.5,27.75]	-0.7027110	-0.7085539	-0.6968682
aou	Atlantic	(27.75,27.85]	-0.8800799	-0.9151142	-0.8450456
aou	Atlantic	(27.85,27.95]	-0.8892482	-0.9068145	-0.8716820
aou	Atlantic	(27.95,28.05]	-0.8372529	-0.8573167	-0.8171891
aou	Atlantic	(28.05,28.1]	-0.8440804	-0.8531873	-0.8349734
aou	Atlantic	(28.1,28.15]	-0.8503135	-0.8926385	-0.8079885
aou	Atlantic	(28.15,28.2]	-0.9041087	-0.9120409	-0.8961765
aou	Atlantic	(28.2, Inf]	-0.8608478	-0.8760491	-0.8456464
aou	Indian	(-Inf,26]	-0.7705081	-0.9134808	-0.6275354
aou	Indian	(26,26.5]	-0.9332092	-0.9605228	-0.9058956
aou	Indian	(26.5,26.75]	-0.8689477	-0.9314029	-0.8064925
aou	Indian	(26.75,27]	-0.5368641	-0.6901609	-0.3835673
aou	Indian	(27,27.25]	0.0452463	-0.2115781	0.3020707
aou	Indian	(27.25,27.5]	0.4972577	0.4184831	0.5760323
aou	Indian	(27.5,27.75]	0.4418017	0.3581872	0.5254162
aou	Indian	(27.75,27.85]	0.1273722	-0.0711049	0.3258492
aou	Indian	(27.85,27.95]	0.0799806	-0.0939938	0.2539550
aou	Indian	(27.95,28.05]	0.0684324	-0.0747425	0.2116074
aou	Indian	(28.05,28.1]	-0.0462955	-0.0756754	-0.0169157
aou	Indian	(28.1,28.2]	0.1117454	0.0857984	0.1376924
aou	Indian	(28.2,28.3]	0.1047719	0.0984595	0.1110842
aou	Indian	(28.3,28.4]	-0.0280478	-0.1165690	0.0604733
aou	Indian	(28.4, Inf]	NA	NA	NA
aou	Pacific	(-Inf,26]	-0.2678710	-0.3640917	-0.1716504
aou	Pacific	(26,26.5]	-0.7036389	-0.7638752	-0.6434027
aou	Pacific	(26.5,26.75]	-0.5994359	-0.7092263	-0.4896455
aou	Pacific	(26.75,27]	-0.6048522	-0.7058054	-0.5038991
aou	Pacific	(27,27.25]	0.0723865	-0.0290812	0.1738543
aou	Pacific	(27.25,27.5]	0.5904582	0.5626955	0.6182209
aou	Pacific	(27.5,27.75]	0.7341699	0.7102372	0.7581026
aou	Pacific	(27.75,27.85]	0.7948130	0.7705583	0.8190677
aou	Pacific	(27.85,27.95]	0.7778039	0.7636827	0.7919250
aou	Pacific	(27.95,28.05]	0.5871324	0.5688528	0.6054121
aou	Pacific	(28.05,28.1]	0.3243387	0.3240354	0.3246420
aou	Pacific	(28.1,28.2]	0.3124407	0.2685748	0.3563066
aou	Pacific	(28.2,28.3]	-0.0059318	-0.0354145	0.0235509
aou	Pacific	(28.3,28.4]	-0.3996151	-0.6206594	-0.1785708
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2451132	0.1885700	0.3016563
nitrate	Atlantic	(26,26.5]	-0.3023166	-0.4314693	-0.1731640
nitrate	Atlantic	(26.5,26.75]	-0.6218099	-0.6596792	-0.5839407
nitrate	Atlantic	(26.75,27]	-0.6457801	-0.6723744	-0.6191858
nitrate	Atlantic	(27,27.25]	-0.7618931	-0.7864387	-0.7373474
nitrate	Atlantic	(27.25,27.5]	-0.8854481	-0.8981369	-0.8727593
nitrate	Atlantic	(27.5,27.75]	-0.9618842	-0.9628085	-0.9609600
nitrate	Atlantic	(27.75,27.85]	-0.9609040	-0.9649260	-0.9568820
nitrate	Atlantic	(27.85,27.95]	-0.9373286	-0.9412374	-0.9334198
nitrate	Atlantic	(27.95,28.05]	-0.8877461	-0.9089872	-0.8665050
nitrate	Atlantic	(28.05,28.1]	-0.8894769	-0.9025124	-0.8764414
nitrate	Atlantic	(28.1,28.15]	-0.8775562	-0.9185052	-0.8366073
nitrate	Atlantic	(28.15,28.2]	-0.9317692	-0.9358308	-0.9277077
nitrate	Atlantic	(28.2, Inf]	-0.9753472	-0.9771967	-0.9734978
nitrate	Indian	(-Inf,26]	-0.7395601	-0.8778696	-0.6012505
nitrate	Indian	(26,26.5]	-0.9106087	-0.9132685	-0.9079489
nitrate	Indian	(26.5,26.75]	-0.8949398	-0.9075076	-0.8823721
nitrate	Indian	(26.75,27]	-0.7483991	-0.8009198	-0.6958784
nitrate	Indian	(27,27.25]	-0.3639697	-0.4558216	-0.2721178
nitrate	Indian	(27.25,27.5]	0.3145459	0.2970386	0.3320533
nitrate	Indian	(27.5,27.75]	0.3952171	0.3432202	0.4472141
nitrate	Indian	(27.75,27.85]	-0.0126838	-0.1930244	0.1676568
nitrate	Indian	(27.85,27.95]	-0.1425523	-0.2770553	-0.0080493
nitrate	Indian	(27.95,28.05]	-0.3210132	-0.3585447	-0.2834817
nitrate	Indian	(28.05,28.1]	-0.2705933	-0.3235490	-0.2176377
nitrate	Indian	(28.1,28.2]	-0.1400325	-0.2398907	-0.0401742
nitrate	Indian	(28.2,28.3]	-0.3213408	-0.3916874	-0.2509942
nitrate	Indian	(28.3,28.4]	-0.4240197	-0.4365139	-0.4115254
nitrate	Indian	(28.4, Inf]	NA	NA	NA
nitrate	Pacific	(-Inf,26]	-0.2830460	-0.3612767	-0.2048153
nitrate	Pacific	(26,26.5]	-0.8135636	-0.8708140	-0.7563133
nitrate	Pacific	(26.5,26.75]	-0.7644930	-0.8121167	-0.7168693
nitrate	Pacific	(26.75,27]	-0.7210804	-0.7712687	-0.6708920
nitrate	Pacific	(27,27.25]	0.0346014	-0.0600490	0.1292519
nitrate	Pacific	(27.25,27.5]	0.5196760	0.4919775	0.5473744
nitrate	Pacific	(27.5,27.75]	0.6660079	0.6457574	0.6862583
nitrate	Pacific	(27.75,27.85]	0.7482597	0.7291557	0.7673637
nitrate	Pacific	(27.85,27.95]	0.7376096	0.7292271	0.7459920
nitrate	Pacific	(27.95,28.05]	0.5470791	0.5317375	0.5624207
nitrate	Pacific	(28.05,28.1]	0.2965787	0.2958198	0.2973377
nitrate	Pacific	(28.1,28.2]	0.2786226	0.2265399	0.3307053
nitrate	Pacific	(28.2,28.3]	-0.2432869	-0.4237845	-0.0627893
nitrate	Pacific	(28.3,28.4]	-0.5197334	-0.5581124	-0.4813543
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
oxygen	Atlantic	(-Inf,26]	-0.5857749	-0.7285779	-0.4429718
oxygen	Atlantic	(26,26.5]	-0.2717150	-0.3809954	-0.1624347
oxygen	Atlantic	(26.5,26.75]	0.1997997	0.1769147	0.2226848
oxygen	Atlantic	(26.75,27]	0.1106632	0.0550809	0.1662454
oxygen	Atlantic	(27,27.25]	0.0088523	-0.0061098	0.0238144
oxygen	Atlantic	(27.25,27.5]	0.0620087	0.0230933	0.1009241
oxygen	Atlantic	(27.5,27.75]	0.3654676	0.3383607	0.3925745
oxygen	Atlantic	(27.75,27.85]	0.7130037	0.6333138	0.7926936
oxygen	Atlantic	(27.85,27.95]	0.7963966	0.7660121	0.8267811
oxygen	Atlantic	(27.95,28.05]	0.7561142	0.7374464	0.7747819
oxygen	Atlantic	(28.05,28.1]	0.7991853	0.7915173	0.8068533
oxygen	Atlantic	(28.1,28.15]	0.8302436	0.7927180	0.8677692
oxygen	Atlantic	(28.15,28.2]	0.9068945	0.9020784	0.9117107
oxygen	Atlantic	(28.2, Inf]	0.7872864	0.7642464	0.8103264
oxygen	Indian	(-Inf,26]	0.8040766	0.6765929	0.9315604
oxygen	Indian	(26,26.5]	0.9300287	0.9033168	0.9567405
oxygen	Indian	(26.5,26.75]	0.8526859	0.7821299	0.9232419
oxygen	Indian	(26.75,27]	0.4637903	0.2811032	0.6464775
oxygen	Indian	(27,27.25]	-0.1260138	-0.4039674	0.1519397
oxygen	Indian	(27.25,27.5]	-0.5156088	-0.6087008	-0.4225168
oxygen	Indian	(27.5,27.75]	-0.4140332	-0.5030315	-0.3250349
oxygen	Indian	(27.75,27.85]	-0.1238449	-0.3268517	0.0791620
oxygen	Indian	(27.85,27.95]	-0.1002930	-0.2702466	0.0696606
oxygen	Indian	(27.95,28.05]	-0.1313784	-0.2820306	0.0192739
oxygen	Indian	(28.05,28.1]	-0.0043426	-0.0613718	0.0526866
oxygen	Indian	(28.1,28.2]	-0.1630473	-0.1674358	-0.1586587
oxygen	Indian	(28.2,28.3]	-0.1729179	-0.2040001	-0.1418357
oxygen	Indian	(28.3,28.4]	-0.0048967	-0.1047080	0.0949146
oxygen	Indian	(28.4, Inf]	NA	NA	NA
oxygen	Pacific	(-Inf,26]	0.4147240	0.3129452	0.5165028
oxygen	Pacific	(26,26.5]	0.6082858	0.5442634	0.6723082
oxygen	Pacific	(26.5,26.75]	0.4903779	0.3611100	0.6196457
oxygen	Pacific	(26.75,27]	0.5344482	0.4069611	0.6619353
oxygen	Pacific	(27,27.25]	-0.0422538	-0.1453711	0.0608635
oxygen	Pacific	(27.25,27.5]	-0.5479020	-0.5755141	-0.5202899
oxygen	Pacific	(27.5,27.75]	-0.6940287	-0.7216617	-0.6663957
oxygen	Pacific	(27.75,27.85]	-0.7734405	-0.8029090	-0.7439720
oxygen	Pacific	(27.85,27.95]	-0.7625025	-0.7795669	-0.7454380
oxygen	Pacific	(27.95,28.05]	-0.5783741	-0.5951067	-0.5616415
oxygen	Pacific	(28.05,28.1]	-0.3283238	-0.3283344	-0.3283132
oxygen	Pacific	(28.1,28.2]	-0.3182610	-0.3625182	-0.2740037
oxygen	Pacific	(28.2,28.3]	-0.0551301	-0.0591077	-0.0511525
oxygen	Pacific	(28.3,28.4]	0.4018865	0.1851717	0.6186012
oxygen	Pacific	(28.4, Inf]	0.3547662	0.3547662	0.3547662
phosphate	Atlantic	(-Inf,26]	-0.2351488	-0.3235264	-0.1467713
phosphate	Atlantic	(26,26.5]	-0.5411999	-0.6501016	-0.4322981
phosphate	Atlantic	(26.5,26.75]	-0.7373933	-0.7806347	-0.6941520
phosphate	Atlantic	(26.75,27]	-0.7575712	-0.7713758	-0.7437667
phosphate	Atlantic	(27,27.25]	-0.8431068	-0.8556760	-0.8305376
phosphate	Atlantic	(27.25,27.5]	-0.9298180	-0.9352833	-0.9243528
phosphate	Atlantic	(27.5,27.75]	-0.9765358	-0.9774058	-0.9756659
phosphate	Atlantic	(27.75,27.85]	-0.9700619	-0.9716643	-0.9684596
phosphate	Atlantic	(27.85,27.95]	-0.9451187	-0.9479666	-0.9422707
phosphate	Atlantic	(27.95,28.05]	-0.8994174	-0.9189630	-0.8798718
phosphate	Atlantic	(28.05,28.1]	-0.8958874	-0.9083559	-0.8834189
phosphate	Atlantic	(28.1,28.15]	-0.8805166	-0.9240409	-0.8369923
phosphate	Atlantic	(28.15,28.2]	-0.9365762	-0.9400654	-0.9330871
phosphate	Atlantic	(28.2, Inf]	-0.9805459	-0.9819011	-0.9791907
phosphate	Indian	(-Inf,26]	-0.7631525	-0.9092448	-0.6170601
phosphate	Indian	(26,26.5]	-0.9436577	-0.9719186	-0.9153969
phosphate	Indian	(26.5,26.75]	-0.9183850	-0.9557145	-0.8810554
phosphate	Indian	(26.75,27]	-0.7589786	-0.8261838	-0.6917734
phosphate	Indian	(27,27.25]	-0.3788303	-0.4937082	-0.2639524
phosphate	Indian	(27.25,27.5]	0.2643042	0.2426250	0.2859833
phosphate	Indian	(27.5,27.75]	0.3104592	0.2462174	0.3747011
phosphate	Indian	(27.75,27.85]	-0.0672857	-0.2213305	0.0867590
phosphate	Indian	(27.85,27.95]	-0.1986902	-0.3288344	-0.0685461
phosphate	Indian	(27.95,28.05]	-0.3620966	-0.3927491	-0.3314442
phosphate	Indian	(28.05,28.1]	-0.3267788	-0.3926450	-0.2609127
phosphate	Indian	(28.1,28.2]	-0.2581306	-0.3762609	-0.1400002
phosphate	Indian	(28.2,28.3]	-0.6151864	-0.6598493	-0.5705235
phosphate	Indian	(28.3,28.4]	-0.6372468	-0.6647324	-0.6097613
phosphate	Indian	(28.4, Inf]	NA	NA	NA
phosphate	Pacific	(-Inf,26]	-0.2823080	-0.3493676	-0.2152484
phosphate	Pacific	(26,26.5]	-0.8457708	-0.8887856	-0.8027561
phosphate	Pacific	(26.5,26.75]	-0.8139750	-0.8611307	-0.7668192
phosphate	Pacific	(26.75,27]	-0.7564306	-0.8010598	-0.7118013
phosphate	Pacific	(27,27.25]	0.0096312	-0.0904270	0.1096894
phosphate	Pacific	(27.25,27.5]	0.5097269	0.4754869	0.5439668
phosphate	Pacific	(27.5,27.75]	0.6402587	0.6159489	0.6645686
phosphate	Pacific	(27.75,27.85]	0.7108713	0.6922261	0.7295165
phosphate	Pacific	(27.85,27.95]	0.6982946	0.6925313	0.7040578
phosphate	Pacific	(27.95,28.05]	0.4754836	0.4361389	0.5148283
phosphate	Pacific	(28.05,28.1]	0.1858935	0.1535419	0.2182451
phosphate	Pacific	(28.1,28.2]	0.1650527	0.0944138	0.2356916
phosphate	Pacific	(28.2,28.3]	-0.7194784	-0.7910229	-0.6479338
phosphate	Pacific	(28.3,28.4]	-0.7942277	-0.8564037	-0.7320516
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
sal	Atlantic	(-Inf,26]	0.4983175	0.2894469	0.7071882
sal	Atlantic	(26,26.5]	0.6987007	0.5958041	0.8015974
sal	Atlantic	(26.5,26.75]	0.8105359	0.7487713	0.8723005
sal	Atlantic	(26.75,27]	0.8977334	0.8793125	0.9161544
sal	Atlantic	(27,27.25]	0.8900801	0.8782804	0.9018797
sal	Atlantic	(27.25,27.5]	0.8560978	0.8300808	0.8821147
sal	Atlantic	(27.5,27.75]	0.8459798	0.8232620	0.8686975
sal	Atlantic	(27.75,27.85]	0.7318762	0.7067528	0.7569995
sal	Atlantic	(27.85,27.95]	0.6394610	0.6037747	0.6751473
sal	Atlantic	(27.95,28.05]	0.6573662	0.6085201	0.7062122
sal	Atlantic	(28.05,28.1]	0.7175625	0.6952027	0.7399222
sal	Atlantic	(28.1,28.15]	0.7343610	0.6744079	0.7943141
sal	Atlantic	(28.15,28.2]	0.8404403	0.8340341	0.8468465
sal	Atlantic	(28.2, Inf]	0.9469431	0.9400590	0.9538272
sal	Indian	(-Inf,26]	0.5924185	0.4619111	0.7229260
sal	Indian	(26,26.5]	0.6460955	0.4924911	0.7996999
sal	Indian	(26.5,26.75]	0.3719645	0.0675071	0.6764219
sal	Indian	(26.75,27]	0.2460083	-0.1225978	0.6146143
sal	Indian	(27,27.25]	0.3126000	-0.0356723	0.6608723
sal	Indian	(27.25,27.5]	0.4555069	0.2682136	0.6428003
sal	Indian	(27.5,27.75]	0.3901544	0.2165799	0.5637289
sal	Indian	(27.75,27.85]	0.1588031	-0.0629756	0.3805818
sal	Indian	(27.85,27.95]	0.2040750	0.0122886	0.3958615
sal	Indian	(27.95,28.05]	0.4231670	0.2900912	0.5562427
sal	Indian	(28.05,28.1]	0.3492764	0.1819537	0.5165991
sal	Indian	(28.1,28.2]	0.3208386	0.2477631	0.3939142
sal	Indian	(28.2,28.3]	0.3019146	0.2247512	0.3790780
sal	Indian	(28.3,28.4]	-0.0135044	-0.0882086	0.0611998
sal	Indian	(28.4, Inf]	NA	NA	NA
sal	Pacific	(-Inf,26]	-0.0821214	-0.1079034	-0.0563394
sal	Pacific	(26,26.5]	0.4647983	0.4325754	0.4970211
sal	Pacific	(26.5,26.75]	0.4289199	0.3521203	0.5057195
sal	Pacific	(26.75,27]	0.3243593	0.2391044	0.4096142
sal	Pacific	(27,27.25]	-0.4199503	-0.4244981	-0.4154026
sal	Pacific	(27.25,27.5]	-0.4958592	-0.4966755	-0.4950429
sal	Pacific	(27.5,27.75]	-0.3078330	-0.3631105	-0.2525556
sal	Pacific	(27.75,27.85]	-0.4155764	-0.5735922	-0.2575605
sal	Pacific	(27.85,27.95]	-0.4171576	-0.5441898	-0.2901253
sal	Pacific	(27.95,28.05]	-0.2750582	-0.3086184	-0.2414979
sal	Pacific	(28.05,28.1]	-0.1810354	-0.1974092	-0.1646616
sal	Pacific	(28.1,28.2]	-0.1931169	-0.2376177	-0.1486161
sal	Pacific	(28.2,28.3]	-0.0161137	-0.0447852	0.0125579
sal	Pacific	(28.3,28.4]	-0.2565565	-0.4977872	-0.0153257
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	-0.2621105	-0.3497256	-0.1744953
silicate	Atlantic	(26,26.5]	-0.4988655	-0.6189966	-0.3787344
silicate	Atlantic	(26.5,26.75]	-0.6459634	-0.7010600	-0.5908669
silicate	Atlantic	(26.75,27]	-0.6446563	-0.6691094	-0.6202031
silicate	Atlantic	(27,27.25]	-0.7595616	-0.7644253	-0.7546978
silicate	Atlantic	(27.25,27.5]	-0.8518546	-0.8766663	-0.8270428
silicate	Atlantic	(27.5,27.75]	-0.8425313	-0.8621136	-0.8229490
silicate	Atlantic	(27.75,27.85]	-0.8780443	-0.8789143	-0.8771742
silicate	Atlantic	(27.85,27.95]	-0.8757664	-0.8808261	-0.8707067
silicate	Atlantic	(27.95,28.05]	-0.8453594	-0.8603076	-0.8304113
silicate	Atlantic	(28.05,28.1]	-0.8578082	-0.8668568	-0.8487597
silicate	Atlantic	(28.1,28.15]	-0.8593209	-0.9019084	-0.8167333
silicate	Atlantic	(28.15,28.2]	-0.9247282	-0.9265843	-0.9228722
silicate	Atlantic	(28.2, Inf]	-0.9614969	-0.9670215	-0.9559723
silicate	Indian	(-Inf,26]	-0.7185198	-0.8237089	-0.6133306
silicate	Indian	(26,26.5]	-0.9140225	-0.9246508	-0.9033942
silicate	Indian	(26.5,26.75]	-0.8810400	-0.9323224	-0.8297575
silicate	Indian	(26.75,27]	-0.5895210	-0.7224001	-0.4566419
silicate	Indian	(27,27.25]	-0.1804376	-0.3568990	-0.0039763
silicate	Indian	(27.25,27.5]	0.4288621	0.4134904	0.4442338
silicate	Indian	(27.5,27.75]	0.5830495	0.5592453	0.6068538
silicate	Indian	(27.75,27.85]	0.1816844	0.0897054	0.2736634
silicate	Indian	(27.85,27.95]	-0.0029701	-0.1241043	0.1181641
silicate	Indian	(27.95,28.05]	-0.1320058	-0.1950272	-0.0689844
silicate	Indian	(28.05,28.1]	-0.1646036	-0.1647678	-0.1644393
silicate	Indian	(28.1,28.2]	-0.0924112	-0.1417474	-0.0430749
silicate	Indian	(28.2,28.3]	-0.1912317	-0.3169347	-0.0655287
silicate	Indian	(28.3,28.4]	-0.3620860	-0.3649919	-0.3591801
silicate	Indian	(28.4, Inf]	NA	NA	NA
silicate	Pacific	(-Inf,26]	-0.2292229	-0.2926821	-0.1657638
silicate	Pacific	(26,26.5]	-0.7039867	-0.7324123	-0.6755612
silicate	Pacific	(26.5,26.75]	-0.6145248	-0.6253258	-0.6037238
silicate	Pacific	(26.75,27]	-0.5024174	-0.5069785	-0.4978562
silicate	Pacific	(27,27.25]	0.3261061	0.2562769	0.3959353
silicate	Pacific	(27.25,27.5]	0.7974404	0.7813515	0.8135293
silicate	Pacific	(27.5,27.75]	0.8690564	0.8614108	0.8767019
silicate	Pacific	(27.75,27.85]	0.8397748	0.8315254	0.8480242
silicate	Pacific	(27.85,27.95]	0.7764360	0.7642758	0.7885961
silicate	Pacific	(27.95,28.05]	0.5631469	0.5398016	0.5864922
silicate	Pacific	(28.05,28.1]	0.2843495	0.2828600	0.2858389
silicate	Pacific	(28.1,28.2]	0.2723811	0.2469569	0.2978053
silicate	Pacific	(28.2,28.3]	-0.2205561	-0.2583692	-0.1827430
silicate	Pacific	(28.3,28.4]	-0.5809360	-0.6505728	-0.5112993
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	0.3534263	0.1101572	0.5966954
temp	Atlantic	(26,26.5]	0.6642677	0.5896740	0.7388615
temp	Atlantic	(26.5,26.75]	0.7941094	0.7173411	0.8708776
temp	Atlantic	(26.75,27]	0.8682521	0.8379295	0.8985747
temp	Atlantic	(27,27.25]	0.8397464	0.8204404	0.8590523
temp	Atlantic	(27.25,27.5]	0.8058781	0.7678500	0.8439063
temp	Atlantic	(27.5,27.75]	0.7993755	0.7725917	0.8261593
temp	Atlantic	(27.75,27.85]	0.7188661	0.7047693	0.7329629
temp	Atlantic	(27.85,27.95]	0.6158456	0.5898183	0.6418728
temp	Atlantic	(27.95,28.05]	0.6170460	0.5830895	0.6510024
temp	Atlantic	(28.05,28.1]	0.6389512	0.6225632	0.6553392
temp	Atlantic	(28.1,28.15]	0.6040602	0.5150256	0.6930948
temp	Atlantic	(28.15,28.2]	0.3939477	0.1716157	0.6162798
temp	Atlantic	(28.2, Inf]	0.3132426	0.3077725	0.3187127
temp	Indian	(-Inf,26]	0.0119733	-0.0871352	0.1110818
temp	Indian	(26,26.5]	0.4364181	0.3391544	0.5336818
temp	Indian	(26.5,26.75]	0.3056711	0.0611132	0.5502291
temp	Indian	(26.75,27]	0.3830054	0.0865355	0.6794753
temp	Indian	(27,27.25]	0.4809327	0.1957574	0.7661081
temp	Indian	(27.25,27.5]	0.5298808	0.3849790	0.6747825
temp	Indian	(27.5,27.75]	0.2516645	0.1558717	0.3474573
temp	Indian	(27.75,27.85]	0.0947859	-0.1110780	0.3006497
temp	Indian	(27.85,27.95]	0.1589814	0.0156292	0.3023336
temp	Indian	(27.95,28.05]	0.3416329	0.2172251	0.4660408
temp	Indian	(28.05,28.1]	0.2651616	0.1152667	0.4150566
temp	Indian	(28.1,28.2]	0.2825063	0.2269934	0.3380192
temp	Indian	(28.2,28.3]	0.2935522	0.2214756	0.3656287
temp	Indian	(28.3,28.4]	0.0129711	-0.1167459	0.1426880
temp	Indian	(28.4, Inf]	NA	NA	NA
temp	Pacific	(-Inf,26]	-0.4033497	-0.4329341	-0.3737652
temp	Pacific	(26,26.5]	0.5064935	0.4759384	0.5370486
temp	Pacific	(26.5,26.75]	0.4449621	0.3647202	0.5252039
temp	Pacific	(26.75,27]	0.3637690	0.2762704	0.4512677
temp	Pacific	(27,27.25]	-0.2733832	-0.2769455	-0.2698208
temp	Pacific	(27.25,27.5]	-0.4664461	-0.4746234	-0.4582688
temp	Pacific	(27.5,27.75]	-0.3664480	-0.4595867	-0.2733093
temp	Pacific	(27.75,27.85]	-0.3826750	-0.5709897	-0.1943603
temp	Pacific	(27.85,27.95]	-0.3590741	-0.5350347	-0.1831134
temp	Pacific	(27.95,28.05]	-0.1604848	-0.2670830	-0.0538866
temp	Pacific	(28.05,28.1]	-0.0526748	-0.0952157	-0.0101338
temp	Pacific	(28.1,28.2]	0.2427015	0.1867606	0.2986424
temp	Pacific	(28.2,28.3]	0.0839901	0.0612290	0.1067512
temp	Pacific	(28.3,28.4]	-0.4381378	-0.5885282	-0.2877474
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