eMLR - assumption testing

workflowr

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Last updated: 2021-08-03

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

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
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
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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
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
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
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
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
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
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]	0.9187982	0.9146127	0.9229837
aou + nitrate	Atlantic	(26,26.5]	0.9543650	0.9518201	0.9569098
aou + nitrate	Atlantic	(26.5,26.75]	0.9468158	0.9415439	0.9520877
aou + nitrate	Atlantic	(26.75,27]	0.8686369	0.8679641	0.8693097
aou + nitrate	Atlantic	(27,27.25]	0.7743412	0.7718486	0.7768338
aou + nitrate	Atlantic	(27.25,27.5]	0.7079252	0.6911185	0.7247319
aou + nitrate	Atlantic	(27.5,27.75]	0.8208319	0.8199131	0.8217507
aou + nitrate	Atlantic	(27.75,27.85]	0.9028624	0.8907376	0.9149872
aou + nitrate	Atlantic	(27.85,27.95]	0.9160578	0.9129072	0.9192085
aou + nitrate	Atlantic	(27.95,28.05]	0.9211958	0.9076596	0.9347320
aou + nitrate	Atlantic	(28.05,28.1]	0.9555651	0.9524907	0.9586395
aou + nitrate	Atlantic	(28.1,28.15]	0.9703312	0.9611823	0.9794801
aou + nitrate	Atlantic	(28.15,28.2]	0.9826308	0.9758536	0.9894080
aou + nitrate	Atlantic	(28.2, Inf]	0.9198964	0.8981149	0.9416779
aou + nitrate	Indian	(-Inf,26]	0.9840676	0.9755316	0.9926035
aou + nitrate	Indian	(26,26.5]	0.9761631	0.9563433	0.9959829
aou + nitrate	Indian	(26.5,26.75]	0.8131139	0.6692687	0.9569591
aou + nitrate	Indian	(26.75,27]	0.7146713	0.5136327	0.9157099
aou + nitrate	Indian	(27,27.25]	0.6307879	0.3474152	0.9141607
aou + nitrate	Indian	(27.25,27.5]	0.8709574	0.7844052	0.9575096
aou + nitrate	Indian	(27.5,27.75]	0.9042918	0.8470126	0.9615709
aou + nitrate	Indian	(27.75,27.85]	0.8644619	0.7924383	0.9364855
aou + nitrate	Indian	(27.85,27.95]	0.8367559	0.7733861	0.9001257
aou + nitrate	Indian	(27.95,28.05]	0.7098996	0.5743116	0.8454875
aou + nitrate	Indian	(28.05,28.1]	0.8574143	0.7992428	0.9155858
aou + nitrate	Indian	(28.1,28.2]	0.8406034	0.7821027	0.8991042
aou + nitrate	Indian	(28.2,28.3]	0.2391228	0.1131339	0.3651117
aou + nitrate	Indian	(28.3,28.4]	0.5993478	0.3669023	0.8317934
aou + nitrate	Indian	(28.4, Inf]	0.8910355	0.8910355	0.8910355
aou + nitrate	Pacific	(-Inf,26]	0.8644453	0.8309380	0.8979527
aou + nitrate	Pacific	(26,26.5]	0.8393741	0.8369746	0.8417737
aou + nitrate	Pacific	(26.5,26.75]	0.8010471	0.7440946	0.8579996
aou + nitrate	Pacific	(26.75,27]	0.9199301	0.9085862	0.9312740
aou + nitrate	Pacific	(27,27.25]	0.9722956	0.9705300	0.9740612
aou + nitrate	Pacific	(27.25,27.5]	0.9785570	0.9782170	0.9788969
aou + nitrate	Pacific	(27.5,27.75]	0.9815406	0.9807260	0.9823552
aou + nitrate	Pacific	(27.75,27.85]	0.9885275	0.9884025	0.9886524
aou + nitrate	Pacific	(27.85,27.95]	0.9875022	0.9860593	0.9889451
aou + nitrate	Pacific	(27.95,28.05]	0.9755188	0.9705698	0.9804677
aou + nitrate	Pacific	(28.05,28.1]	0.9760684	0.9654808	0.9866560
aou + nitrate	Pacific	(28.1,28.2]	0.9802321	0.9787258	0.9817384
aou + nitrate	Pacific	(28.2,28.3]	0.0606426	0.0569316	0.0643536
aou + nitrate	Pacific	(28.3,28.4]	0.7758610	0.7668924	0.7848296
aou + nitrate	Pacific	(28.4, Inf]	0.2799291	0.2799291	0.2799291
aou + oxygen	Atlantic	(-Inf,26]	-0.9425572	-0.9461915	-0.9389228
aou + oxygen	Atlantic	(26,26.5]	-0.9586270	-0.9652721	-0.9519820
aou + oxygen	Atlantic	(26.5,26.75]	-0.9617992	-0.9649103	-0.9586881
aou + oxygen	Atlantic	(26.75,27]	-0.9399630	-0.9571566	-0.9227694
aou + oxygen	Atlantic	(27,27.25]	-0.9520584	-0.9639112	-0.9402056
aou + oxygen	Atlantic	(27.25,27.5]	-0.9398128	-0.9527984	-0.9268273
aou + oxygen	Atlantic	(27.5,27.75]	-0.9179860	-0.9257918	-0.9101802
aou + oxygen	Atlantic	(27.75,27.85]	-0.9410815	-0.9526532	-0.9295097
aou + oxygen	Atlantic	(27.85,27.95]	-0.9615376	-0.9644704	-0.9586047
aou + oxygen	Atlantic	(27.95,28.05]	-0.9605059	-0.9686563	-0.9523555
aou + oxygen	Atlantic	(28.05,28.1]	-0.9795380	-0.9816094	-0.9774666
aou + oxygen	Atlantic	(28.1,28.15]	-0.9887644	-0.9908947	-0.9866341
aou + oxygen	Atlantic	(28.15,28.2]	-0.9940896	-0.9960187	-0.9921604
aou + oxygen	Atlantic	(28.2, Inf]	-0.9828167	-0.9845923	-0.9810412
aou + oxygen	Indian	(-Inf,26]	-0.9828421	-0.9925989	-0.9730853
aou + oxygen	Indian	(26,26.5]	-0.9915618	-0.9989258	-0.9841978
aou + oxygen	Indian	(26.5,26.75]	-0.9739919	-0.9961857	-0.9517981
aou + oxygen	Indian	(26.75,27]	-0.9619210	-0.9940859	-0.9297562
aou + oxygen	Indian	(27,27.25]	-0.9875387	-0.9965168	-0.9785607
aou + oxygen	Indian	(27.25,27.5]	-0.9948383	-0.9978865	-0.9917900
aou + oxygen	Indian	(27.5,27.75]	-0.9960417	-0.9976178	-0.9944656
aou + oxygen	Indian	(27.75,27.85]	-0.9971750	-0.9977439	-0.9966060
aou + oxygen	Indian	(27.85,27.95]	-0.9966810	-0.9968932	-0.9964688
aou + oxygen	Indian	(27.95,28.05]	-0.9907623	-0.9918427	-0.9896819
aou + oxygen	Indian	(28.05,28.1]	-0.9839310	-0.9912762	-0.9765858
aou + oxygen	Indian	(28.1,28.2]	-0.9829497	-0.9911441	-0.9747553
aou + oxygen	Indian	(28.2,28.3]	-0.9841863	-0.9909744	-0.9773981
aou + oxygen	Indian	(28.3,28.4]	-0.9979058	-0.9982308	-0.9975809
aou + oxygen	Indian	(28.4, Inf]	-0.9998965	-0.9998965	-0.9998965
aou + oxygen	Pacific	(-Inf,26]	-0.8460847	-0.8650588	-0.8271105
aou + oxygen	Pacific	(26,26.5]	-0.9723736	-0.9730102	-0.9717369
aou + oxygen	Pacific	(26.5,26.75]	-0.9765905	-0.9795349	-0.9736461
aou + oxygen	Pacific	(26.75,27]	-0.9821432	-0.9845754	-0.9797111
aou + oxygen	Pacific	(27,27.25]	-0.9944612	-0.9946418	-0.9942805
aou + oxygen	Pacific	(27.25,27.5]	-0.9959279	-0.9960200	-0.9958359
aou + oxygen	Pacific	(27.5,27.75]	-0.9949936	-0.9958918	-0.9940955
aou + oxygen	Pacific	(27.75,27.85]	-0.9966397	-0.9977622	-0.9955171
aou + oxygen	Pacific	(27.85,27.95]	-0.9968791	-0.9983565	-0.9954018
aou + oxygen	Pacific	(27.95,28.05]	-0.9976007	-0.9987034	-0.9964980
aou + oxygen	Pacific	(28.05,28.1]	-0.9989498	-0.9991706	-0.9987289
aou + oxygen	Pacific	(28.1,28.2]	-0.9982552	-0.9986024	-0.9979079
aou + oxygen	Pacific	(28.2,28.3]	-0.9633180	-0.9698711	-0.9567650
aou + oxygen	Pacific	(28.3,28.4]	-0.9992750	-0.9993785	-0.9991714
aou + oxygen	Pacific	(28.4, Inf]	-0.9957301	-0.9957301	-0.9957301
aou + phosphate	Atlantic	(-Inf,26]	0.7116311	0.6800199	0.7432423
aou + phosphate	Atlantic	(26,26.5]	0.8693422	0.8691128	0.8695716
aou + phosphate	Atlantic	(26.5,26.75]	0.8776760	0.8691036	0.8862483
aou + phosphate	Atlantic	(26.75,27]	0.7839630	0.7708058	0.7971202
aou + phosphate	Atlantic	(27,27.25]	0.6870234	0.6717604	0.7022864
aou + phosphate	Atlantic	(27.25,27.5]	0.6312948	0.6037268	0.6588628
aou + phosphate	Atlantic	(27.5,27.75]	0.7851593	0.7842511	0.7860675
aou + phosphate	Atlantic	(27.75,27.85]	0.8820469	0.8670975	0.8969962
aou + phosphate	Atlantic	(27.85,27.95]	0.9041239	0.9009987	0.9072490
aou + phosphate	Atlantic	(27.95,28.05]	0.9162698	0.8991430	0.9333966
aou + phosphate	Atlantic	(28.05,28.1]	0.9526350	0.9510370	0.9542330
aou + phosphate	Atlantic	(28.1,28.15]	0.9684023	0.9617928	0.9750117
aou + phosphate	Atlantic	(28.15,28.2]	0.9838778	0.9785466	0.9892090
aou + phosphate	Atlantic	(28.2, Inf]	0.9171224	0.8960880	0.9381567
aou + phosphate	Indian	(-Inf,26]	0.9865202	0.9782961	0.9947442
aou + phosphate	Indian	(26,26.5]	0.9772062	0.9573259	0.9970865
aou + phosphate	Indian	(26.5,26.75]	0.8168077	0.6747813	0.9588340
aou + phosphate	Indian	(26.75,27]	0.7161224	0.5126460	0.9195989
aou + phosphate	Indian	(27,27.25]	0.6418238	0.3666260	0.9170215
aou + phosphate	Indian	(27.25,27.5]	0.8877839	0.8267269	0.9488409
aou + phosphate	Indian	(27.5,27.75]	0.9396954	0.9145401	0.9648507
aou + phosphate	Indian	(27.75,27.85]	0.9003393	0.8635692	0.9371094
aou + phosphate	Indian	(27.85,27.95]	0.8334383	0.7910613	0.8758152
aou + phosphate	Indian	(27.95,28.05]	0.7167853	0.6075751	0.8259954
aou + phosphate	Indian	(28.05,28.1]	0.8527214	0.7965107	0.9089321
aou + phosphate	Indian	(28.1,28.2]	0.8214805	0.7853111	0.8576498
aou + phosphate	Indian	(28.2,28.3]	0.1504157	-0.0490593	0.3498907
aou + phosphate	Indian	(28.3,28.4]	0.6134068	0.6111960	0.6156176
aou + phosphate	Indian	(28.4, Inf]	0.9080952	0.9080952	0.9080952
aou + phosphate	Pacific	(-Inf,26]	0.8540254	0.8103440	0.8977068
aou + phosphate	Pacific	(26,26.5]	0.8878926	0.8793879	0.8963973
aou + phosphate	Pacific	(26.5,26.75]	0.8451030	0.7938676	0.8963383
aou + phosphate	Pacific	(26.75,27]	0.9329277	0.9154648	0.9503906
aou + phosphate	Pacific	(27,27.25]	0.9802740	0.9800718	0.9804762
aou + phosphate	Pacific	(27.25,27.5]	0.9819302	0.9818715	0.9819888
aou + phosphate	Pacific	(27.5,27.75]	0.9805402	0.9804509	0.9806294
aou + phosphate	Pacific	(27.75,27.85]	0.9858653	0.9854707	0.9862600
aou + phosphate	Pacific	(27.85,27.95]	0.9853440	0.9845630	0.9861250
aou + phosphate	Pacific	(27.95,28.05]	0.9784940	0.9773493	0.9796386
aou + phosphate	Pacific	(28.05,28.1]	0.9771466	0.9708687	0.9834245
aou + phosphate	Pacific	(28.1,28.2]	0.9741888	0.9720841	0.9762935
aou + phosphate	Pacific	(28.2,28.3]	0.1235189	0.0480779	0.1989598
aou + phosphate	Pacific	(28.3,28.4]	0.5600640	0.4313703	0.6887577
aou + phosphate	Pacific	(28.4, Inf]	-0.5534213	-0.5534213	-0.5534213
aou + silicate	Atlantic	(-Inf,26]	0.5020886	0.3754372	0.6287400
aou + silicate	Atlantic	(26,26.5]	0.7995644	0.7577735	0.8413552
aou + silicate	Atlantic	(26.5,26.75]	0.8454705	0.8161292	0.8748117
aou + silicate	Atlantic	(26.75,27]	0.8189276	0.7962800	0.8415753
aou + silicate	Atlantic	(27,27.25]	0.6431133	0.6355650	0.6506616
aou + silicate	Atlantic	(27.25,27.5]	0.3796826	0.3418592	0.4175061
aou + silicate	Atlantic	(27.5,27.75]	0.4995411	0.4816575	0.5174248
aou + silicate	Atlantic	(27.75,27.85]	0.7541838	0.7527154	0.7556521
aou + silicate	Atlantic	(27.85,27.95]	0.8272129	0.8236105	0.8308153
aou + silicate	Atlantic	(27.95,28.05]	0.8968754	0.8747049	0.9190459
aou + silicate	Atlantic	(28.05,28.1]	0.9579257	0.9579095	0.9579418
aou + silicate	Atlantic	(28.1,28.15]	0.9695190	0.9645803	0.9744578
aou + silicate	Atlantic	(28.15,28.2]	0.9798023	0.9771293	0.9824752
aou + silicate	Atlantic	(28.2, Inf]	0.9282270	0.9204803	0.9359737
aou + silicate	Indian	(-Inf,26]	0.9161737	0.9039199	0.9284275
aou + silicate	Indian	(26,26.5]	0.9488684	0.9238803	0.9738566
aou + silicate	Indian	(26.5,26.75]	0.9349834	0.8861559	0.9838108
aou + silicate	Indian	(26.75,27]	0.9159552	0.8489994	0.9829109
aou + silicate	Indian	(27,27.25]	0.8282278	0.7193725	0.9370831
aou + silicate	Indian	(27.25,27.5]	0.8707913	0.8258448	0.9157378
aou + silicate	Indian	(27.5,27.75]	0.8329777	0.7593172	0.9066382
aou + silicate	Indian	(27.75,27.85]	0.7741420	0.6517885	0.8964955
aou + silicate	Indian	(27.85,27.95]	0.7819361	0.7227591	0.8411131
aou + silicate	Indian	(27.95,28.05]	0.8007366	0.7390117	0.8624614
aou + silicate	Indian	(28.05,28.1]	0.9314897	0.9121790	0.9508004
aou + silicate	Indian	(28.1,28.2]	0.8185672	0.7897095	0.8474249
aou + silicate	Indian	(28.2,28.3]	0.3017280	0.2181746	0.3852815
aou + silicate	Indian	(28.3,28.4]	0.6639320	0.5994385	0.7284254
aou + silicate	Indian	(28.4, Inf]	0.9859466	0.9859466	0.9859466
aou + silicate	Pacific	(-Inf,26]	0.6358183	0.5513298	0.7203069
aou + silicate	Pacific	(26,26.5]	0.5312465	0.5233669	0.5391262
aou + silicate	Pacific	(26.5,26.75]	0.4134637	0.3347888	0.4921386
aou + silicate	Pacific	(26.75,27]	0.6909443	0.6664197	0.7154690
aou + silicate	Pacific	(27,27.25]	0.8880044	0.8870386	0.8889701
aou + silicate	Pacific	(27.25,27.5]	0.9185349	0.9181190	0.9189508
aou + silicate	Pacific	(27.5,27.75]	0.9232953	0.9148365	0.9317540
aou + silicate	Pacific	(27.75,27.85]	0.9665371	0.9658512	0.9672231
aou + silicate	Pacific	(27.85,27.95]	0.9638245	0.9629582	0.9646907
aou + silicate	Pacific	(27.95,28.05]	0.9502888	0.9410924	0.9594852
aou + silicate	Pacific	(28.05,28.1]	0.9610068	0.9532082	0.9688053
aou + silicate	Pacific	(28.1,28.2]	0.9395848	0.9319175	0.9472522
aou + silicate	Pacific	(28.2,28.3]	-0.0393030	-0.2196112	0.1410053
aou + silicate	Pacific	(28.3,28.4]	0.8680555	0.7985894	0.9375215
aou + silicate	Pacific	(28.4, Inf]	0.7462225	0.7462225	0.7462225
nitrate + phosphate	Atlantic	(-Inf,26]	0.8462042	0.8381554	0.8542530
nitrate + phosphate	Atlantic	(26,26.5]	0.9579138	0.9514923	0.9643354
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9756809	0.9756021	0.9757596
nitrate + phosphate	Atlantic	(26.75,27]	0.9755602	0.9733395	0.9777810
nitrate + phosphate	Atlantic	(27,27.25]	0.9821528	0.9795263	0.9847793
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9873822	0.9852220	0.9895425
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9920598	0.9914694	0.9926502
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9945251	0.9940824	0.9949678
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9944645	0.9937990	0.9951301
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9936010	0.9922840	0.9949181
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9938515	0.9927359	0.9949671
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9948010	0.9934265	0.9961755
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9966646	0.9959866	0.9973425
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9969238	0.9962893	0.9975584
nitrate + phosphate	Indian	(-Inf,26]	0.9950001	0.9928449	0.9971552
nitrate + phosphate	Indian	(26,26.5]	0.9938145	0.9902569	0.9973722
nitrate + phosphate	Indian	(26.5,26.75]	0.9927476	0.9876477	0.9978474
nitrate + phosphate	Indian	(26.75,27]	0.9924435	0.9875842	0.9973027
nitrate + phosphate	Indian	(27,27.25]	0.9867678	0.9766947	0.9968408
nitrate + phosphate	Indian	(27.25,27.5]	0.9750011	0.9600754	0.9899267
nitrate + phosphate	Indian	(27.5,27.75]	0.9374962	0.9011332	0.9738592
nitrate + phosphate	Indian	(27.75,27.85]	0.9257930	0.8867166	0.9648693
nitrate + phosphate	Indian	(27.85,27.95]	0.9550625	0.9381495	0.9719755
nitrate + phosphate	Indian	(27.95,28.05]	0.9698568	0.9522107	0.9875029
nitrate + phosphate	Indian	(28.05,28.1]	0.9813672	0.9746829	0.9880516
nitrate + phosphate	Indian	(28.1,28.2]	0.9506178	0.9404262	0.9608094
nitrate + phosphate	Indian	(28.2,28.3]	0.6291415	0.5580848	0.7001981
nitrate + phosphate	Indian	(28.3,28.4]	0.6175011	0.4758431	0.7591591
nitrate + phosphate	Indian	(28.4, Inf]	0.8779315	0.8779315	0.8779315
nitrate + phosphate	Pacific	(-Inf,26]	0.9593165	0.9576090	0.9610241
nitrate + phosphate	Pacific	(26,26.5]	0.9490926	0.9421828	0.9560023
nitrate + phosphate	Pacific	(26.5,26.75]	0.9391683	0.9329852	0.9453513
nitrate + phosphate	Pacific	(26.75,27]	0.9753481	0.9753055	0.9753907
nitrate + phosphate	Pacific	(27,27.25]	0.9873855	0.9867759	0.9879952
nitrate + phosphate	Pacific	(27.25,27.5]	0.9911956	0.9908731	0.9915181
nitrate + phosphate	Pacific	(27.5,27.75]	0.9929179	0.9926756	0.9931601
nitrate + phosphate	Pacific	(27.75,27.85]	0.9920084	0.9909214	0.9930954
nitrate + phosphate	Pacific	(27.85,27.95]	0.9906187	0.9875040	0.9937334
nitrate + phosphate	Pacific	(27.95,28.05]	0.9763612	0.9609366	0.9917858
nitrate + phosphate	Pacific	(28.05,28.1]	0.9694240	0.9513024	0.9875457
nitrate + phosphate	Pacific	(28.1,28.2]	0.9772026	0.9714698	0.9829355
nitrate + phosphate	Pacific	(28.2,28.3]	0.4337755	0.4057619	0.4617892
nitrate + phosphate	Pacific	(28.3,28.4]	0.7327340	0.7018641	0.7636039
nitrate + phosphate	Pacific	(28.4, Inf]	0.5083042	0.5083042	0.5083042
nitrate + silicate	Atlantic	(-Inf,26]	0.6552289	0.5248280	0.7856298
nitrate + silicate	Atlantic	(26,26.5]	0.8865258	0.8680955	0.9049561
nitrate + silicate	Atlantic	(26.5,26.75]	0.9054179	0.8852989	0.9255369
nitrate + silicate	Atlantic	(26.75,27]	0.8748030	0.8543631	0.8952428
nitrate + silicate	Atlantic	(27,27.25]	0.8858880	0.8729794	0.8987966
nitrate + silicate	Atlantic	(27.25,27.5]	0.8214862	0.7966021	0.8463702
nitrate + silicate	Atlantic	(27.5,27.75]	0.8451496	0.8327087	0.8575905
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348568	0.9299388	0.9397748
nitrate + silicate	Atlantic	(27.85,27.95]	0.9646340	0.9604979	0.9687700
nitrate + silicate	Atlantic	(27.95,28.05]	0.9798638	0.9795140	0.9802136
nitrate + silicate	Atlantic	(28.05,28.1]	0.9879917	0.9872346	0.9887488
nitrate + silicate	Atlantic	(28.1,28.15]	0.9894159	0.9881536	0.9906782
nitrate + silicate	Atlantic	(28.15,28.2]	0.9886400	0.9873516	0.9899284
nitrate + silicate	Atlantic	(28.2, Inf]	0.9854825	0.9794704	0.9914947
nitrate + silicate	Indian	(-Inf,26]	0.9447661	0.9355220	0.9540102
nitrate + silicate	Indian	(26,26.5]	0.9420088	0.9077660	0.9762516
nitrate + silicate	Indian	(26.5,26.75]	0.8413726	0.7238169	0.9589284
nitrate + silicate	Indian	(26.75,27]	0.8157221	0.6907269	0.9407174
nitrate + silicate	Indian	(27,27.25]	0.8753832	0.7892456	0.9615209
nitrate + silicate	Indian	(27.25,27.5]	0.9253086	0.9040814	0.9465358
nitrate + silicate	Indian	(27.5,27.75]	0.7854939	0.6877295	0.8832582
nitrate + silicate	Indian	(27.75,27.85]	0.7026399	0.5622266	0.8430532
nitrate + silicate	Indian	(27.85,27.95]	0.8141114	0.7640511	0.8641717
nitrate + silicate	Indian	(27.95,28.05]	0.8648573	0.8152406	0.9144739
nitrate + silicate	Indian	(28.05,28.1]	0.9418729	0.9119296	0.9718162
nitrate + silicate	Indian	(28.1,28.2]	0.8862004	0.8582934	0.9141075
nitrate + silicate	Indian	(28.2,28.3]	0.5505621	0.4837728	0.6173514
nitrate + silicate	Indian	(28.3,28.4]	0.5786252	0.4183143	0.7389361
nitrate + silicate	Indian	(28.4, Inf]	0.8582881	0.8582881	0.8582881
nitrate + silicate	Pacific	(-Inf,26]	0.8427575	0.8390953	0.8464196
nitrate + silicate	Pacific	(26,26.5]	0.7924495	0.7923045	0.7925945
nitrate + silicate	Pacific	(26.5,26.75]	0.7477190	0.7430062	0.7524319
nitrate + silicate	Pacific	(26.75,27]	0.8235355	0.8224148	0.8246563
nitrate + silicate	Pacific	(27,27.25]	0.8984050	0.8963477	0.9004624
nitrate + silicate	Pacific	(27.25,27.5]	0.8959082	0.8917790	0.9000375
nitrate + silicate	Pacific	(27.5,27.75]	0.8952499	0.8948490	0.8956509
nitrate + silicate	Pacific	(27.75,27.85]	0.9466791	0.9466780	0.9466801
nitrate + silicate	Pacific	(27.85,27.95]	0.9591603	0.9526999	0.9656207
nitrate + silicate	Pacific	(27.95,28.05]	0.9368429	0.9042197	0.9694662
nitrate + silicate	Pacific	(28.05,28.1]	0.9434122	0.9155704	0.9712539
nitrate + silicate	Pacific	(28.1,28.2]	0.9557994	0.9548005	0.9567983
nitrate + silicate	Pacific	(28.2,28.3]	0.4976383	0.3227550	0.6725216
nitrate + silicate	Pacific	(28.3,28.4]	0.8413920	0.8094549	0.8733291
nitrate + silicate	Pacific	(28.4, Inf]	0.8397115	0.8397115	0.8397115
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8333536	-0.8530668	-0.8136404
oxygen + nitrate	Atlantic	(26,26.5]	-0.8455837	-0.8518472	-0.8393201
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8410057	-0.8455801	-0.8364313
oxygen + nitrate	Atlantic	(26.75,27]	-0.7199482	-0.7395924	-0.7003040
oxygen + nitrate	Atlantic	(27,27.25]	-0.5937564	-0.6174259	-0.5700869
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4529322	-0.4582576	-0.4476068
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5519805	-0.5642636	-0.5396974
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7150167	-0.7574200	-0.6726135
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7795469	-0.7893678	-0.7697261
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7877302	-0.8290949	-0.7463655
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8855593	-0.8948920	-0.8762265
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9297460	-0.9482848	-0.9112073
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9687643	-0.9792539	-0.9582747
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8522257	-0.8850598	-0.8193915
oxygen + nitrate	Indian	(-Inf,26]	-0.9495140	-0.9747453	-0.9242826
oxygen + nitrate	Indian	(26,26.5]	-0.9469237	-0.9916902	-0.9021572
oxygen + nitrate	Indian	(26.5,26.75]	-0.6766368	-0.9286224	-0.4246513
oxygen + nitrate	Indian	(26.75,27]	-0.5175798	-0.8672224	-0.1679373
oxygen + nitrate	Indian	(27,27.25]	-0.5146923	-0.8781178	-0.1512667
oxygen + nitrate	Indian	(27.25,27.5]	-0.8231644	-0.9387772	-0.7075516
oxygen + nitrate	Indian	(27.5,27.75]	-0.8874331	-0.9511621	-0.8237042
oxygen + nitrate	Indian	(27.75,27.85]	-0.8486166	-0.9258262	-0.7714069
oxygen + nitrate	Indian	(27.85,27.95]	-0.8016440	-0.8682943	-0.7349937
oxygen + nitrate	Indian	(27.95,28.05]	-0.6195620	-0.7756562	-0.4634677
oxygen + nitrate	Indian	(28.05,28.1]	-0.7588533	-0.8572650	-0.6604415
oxygen + nitrate	Indian	(28.1,28.2]	-0.7403465	-0.8385559	-0.6421370
oxygen + nitrate	Indian	(28.2,28.3]	-0.1215877	-0.2303723	-0.0128031
oxygen + nitrate	Indian	(28.3,28.4]	-0.5863688	-0.8154475	-0.3572900
oxygen + nitrate	Indian	(28.4, Inf]	-0.8897348	-0.8897348	-0.8897348
oxygen + nitrate	Pacific	(-Inf,26]	-0.5363492	-0.6220771	-0.4506212
oxygen + nitrate	Pacific	(26,26.5]	-0.7051902	-0.7121671	-0.6982134
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6712600	-0.7535749	-0.5889451
oxygen + nitrate	Pacific	(26.75,27]	-0.8412062	-0.8645230	-0.8178894
oxygen + nitrate	Pacific	(27,27.25]	-0.9497659	-0.9528698	-0.9466619
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9669440	-0.9683494	-0.9655386
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9726867	-0.9738610	-0.9715124
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9835016	-0.9860426	-0.9809605
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9807374	-0.9834525	-0.9780223
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9669793	-0.9671336	-0.9668250
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9703194	-0.9808408	-0.9597979
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9717168	-0.9719666	-0.9714670
oxygen + nitrate	Pacific	(28.2,28.3]	0.0889422	0.0706814	0.1072030
oxygen + nitrate	Pacific	(28.3,28.4]	-0.7739537	-0.7854266	-0.7624809
oxygen + nitrate	Pacific	(28.4, Inf]	-0.3146018	-0.3146018	-0.3146018
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5546171	-0.6065449	-0.5026894
oxygen + phosphate	Atlantic	(26,26.5]	-0.7064558	-0.7222395	-0.6906722
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7290981	-0.7355759	-0.7226203
oxygen + phosphate	Atlantic	(26.75,27]	-0.5868495	-0.5998013	-0.5738976
oxygen + phosphate	Atlantic	(27,27.25]	-0.4745486	-0.4822413	-0.4668558
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3521420	-0.3554548	-0.3488291
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4942445	-0.5104654	-0.4780237
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6796039	-0.7264307	-0.6327770
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7588281	-0.7692243	-0.7484319
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7782266	-0.8244085	-0.7320446
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8790796	-0.8869837	-0.8711756
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9245832	-0.9401535	-0.9090128
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9690384	-0.9779535	-0.9601233
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8485782	-0.8808166	-0.8163398
oxygen + phosphate	Indian	(-Inf,26]	-0.9532462	-0.9783751	-0.9281173
oxygen + phosphate	Indian	(26,26.5]	-0.9464952	-0.9937966	-0.8991937
oxygen + phosphate	Indian	(26.5,26.75]	-0.6796256	-0.9313567	-0.4278946
oxygen + phosphate	Indian	(26.75,27]	-0.5197591	-0.8726766	-0.1668417
oxygen + phosphate	Indian	(27,27.25]	-0.5271481	-0.8821548	-0.1721414
oxygen + phosphate	Indian	(27.25,27.5]	-0.8421262	-0.9297973	-0.7544550
oxygen + phosphate	Indian	(27.5,27.75]	-0.9222989	-0.9536492	-0.8909486
oxygen + phosphate	Indian	(27.75,27.85]	-0.8796867	-0.9181086	-0.8412648
oxygen + phosphate	Indian	(27.85,27.95]	-0.7936957	-0.8363527	-0.7510388
oxygen + phosphate	Indian	(27.95,28.05]	-0.6247949	-0.7528778	-0.4967120
oxygen + phosphate	Indian	(28.05,28.1]	-0.7540173	-0.8516846	-0.6563500
oxygen + phosphate	Indian	(28.1,28.2]	-0.7202653	-0.7937060	-0.6468246
oxygen + phosphate	Indian	(28.2,28.3]	-0.0370726	-0.1954725	0.1213273
oxygen + phosphate	Indian	(28.3,28.4]	-0.5961791	-0.5987350	-0.5936232
oxygen + phosphate	Indian	(28.4, Inf]	-0.9056796	-0.9056796	-0.9056796
oxygen + phosphate	Pacific	(-Inf,26]	-0.5493823	-0.6480260	-0.4507386
oxygen + phosphate	Pacific	(26,26.5]	-0.7645349	-0.7786012	-0.7504686
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7202198	-0.7962807	-0.6441589
oxygen + phosphate	Pacific	(26.75,27]	-0.8557743	-0.8874371	-0.8241115
oxygen + phosphate	Pacific	(27,27.25]	-0.9593225	-0.9593620	-0.9592831
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9707684	-0.9707872	-0.9707496
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9715111	-0.9740448	-0.9689773
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9807980	-0.9829486	-0.9786475
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9783438	-0.9817727	-0.9749150
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9699404	-0.9736613	-0.9662196
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9718774	-0.9771921	-0.9665627
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9656460	-0.9657072	-0.9655848
oxygen + phosphate	Pacific	(28.2,28.3]	0.0149335	-0.0222842	0.0521513
oxygen + phosphate	Pacific	(28.3,28.4]	-0.5569827	-0.6896301	-0.4243353
oxygen + phosphate	Pacific	(28.4, Inf]	0.4859734	0.4859734	0.4859734
oxygen + silicate	Atlantic	(-Inf,26]	-0.3626410	-0.4915246	-0.2337575
oxygen + silicate	Atlantic	(26,26.5]	-0.6442525	-0.7182398	-0.5702651
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7106769	-0.7557018	-0.6656520
oxygen + silicate	Atlantic	(26.75,27]	-0.6299226	-0.6961848	-0.5636604
oxygen + silicate	Atlantic	(27,27.25]	-0.4365791	-0.4701525	-0.4030058
oxygen + silicate	Atlantic	(27.25,27.5]	-0.0916692	-0.0941049	-0.0892334
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1661275	-0.1706039	-0.1616510
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5223310	-0.5418915	-0.5027704
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6557476	-0.6576513	-0.6538439
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7477004	-0.8009866	-0.6944141
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8879248	-0.8921177	-0.8837320
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9287029	-0.9415866	-0.9158192
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9700892	-0.9744547	-0.9657238
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8682019	-0.8806774	-0.8557264
oxygen + silicate	Indian	(-Inf,26]	-0.8763982	-0.8961356	-0.8566609
oxygen + silicate	Indian	(26,26.5]	-0.9325048	-0.9683096	-0.8967001
oxygen + silicate	Indian	(26.5,26.75]	-0.8844659	-0.9739813	-0.7949506
oxygen + silicate	Indian	(26.75,27]	-0.8243288	-0.9655696	-0.6830880
oxygen + silicate	Indian	(27,27.25]	-0.7456321	-0.9098074	-0.5814567
oxygen + silicate	Indian	(27.25,27.5]	-0.8253414	-0.8923862	-0.7582965
oxygen + silicate	Indian	(27.5,27.75]	-0.7921944	-0.8810803	-0.7033085
oxygen + silicate	Indian	(27.75,27.85]	-0.7419769	-0.8698405	-0.6141134
oxygen + silicate	Indian	(27.85,27.95]	-0.7413030	-0.8008615	-0.6817446
oxygen + silicate	Indian	(27.95,28.05]	-0.7256687	-0.8002245	-0.6511130
oxygen + silicate	Indian	(28.05,28.1]	-0.8656994	-0.9084991	-0.8228997
oxygen + silicate	Indian	(28.1,28.2]	-0.7287261	-0.7859030	-0.6715492
oxygen + silicate	Indian	(28.2,28.3]	-0.1963395	-0.2784990	-0.1141800
oxygen + silicate	Indian	(28.3,28.4]	-0.6303576	-0.6969107	-0.5638044
oxygen + silicate	Indian	(28.4, Inf]	-0.9857307	-0.9857307	-0.9857307
oxygen + silicate	Pacific	(-Inf,26]	-0.2635307	-0.4213053	-0.1057560
oxygen + silicate	Pacific	(26,26.5]	-0.3527905	-0.3639494	-0.3416315
oxygen + silicate	Pacific	(26.5,26.75]	-0.2333945	-0.3316844	-0.1351046
oxygen + silicate	Pacific	(26.75,27]	-0.5579236	-0.5976704	-0.5181769
oxygen + silicate	Pacific	(27,27.25]	-0.8426354	-0.8437877	-0.8414832
oxygen + silicate	Pacific	(27.25,27.5]	-0.8856429	-0.8865060	-0.8847798
oxygen + silicate	Pacific	(27.5,27.75]	-0.8887894	-0.9034784	-0.8741004
oxygen + silicate	Pacific	(27.75,27.85]	-0.9509546	-0.9555188	-0.9463904
oxygen + silicate	Pacific	(27.85,27.95]	-0.9490178	-0.9526122	-0.9454235
oxygen + silicate	Pacific	(27.95,28.05]	-0.9349319	-0.9414635	-0.9284003
oxygen + silicate	Pacific	(28.05,28.1]	-0.9525816	-0.9597374	-0.9454258
oxygen + silicate	Pacific	(28.1,28.2]	-0.9211006	-0.9314729	-0.9107283
oxygen + silicate	Pacific	(28.2,28.3]	0.2487172	0.0536541	0.4437803
oxygen + silicate	Pacific	(28.3,28.4]	-0.8646462	-0.9322842	-0.7970081
oxygen + silicate	Pacific	(28.4, Inf]	-0.7585805	-0.7585805	-0.7585805
sal + aou	Atlantic	(-Inf,26]	-0.0833088	-0.0836521	-0.0829654
sal + aou	Atlantic	(26,26.5]	-0.2145461	-0.2357858	-0.1933063
sal + aou	Atlantic	(26.5,26.75]	-0.2311422	-0.2718214	-0.1904630
sal + aou	Atlantic	(26.75,27]	-0.0061838	-0.0868422	0.0744747
sal + aou	Atlantic	(27,27.25]	0.0654745	-0.0272242	0.1581731
sal + aou	Atlantic	(27.25,27.5]	0.0356779	-0.0623985	0.1337542
sal + aou	Atlantic	(27.5,27.75]	-0.2999815	-0.3063511	-0.2936120
sal + aou	Atlantic	(27.75,27.85]	-0.3762321	-0.4532273	-0.2992369
sal + aou	Atlantic	(27.85,27.95]	-0.4169818	-0.4624714	-0.3714922
sal + aou	Atlantic	(27.95,28.05]	-0.5552065	-0.5604927	-0.5499204
sal + aou	Atlantic	(28.05,28.1]	-0.7285733	-0.7511622	-0.7059843
sal + aou	Atlantic	(28.1,28.15]	-0.7945190	-0.8339256	-0.7551125
sal + aou	Atlantic	(28.15,28.2]	-0.8938702	-0.9207293	-0.8670111
sal + aou	Atlantic	(28.2, Inf]	-0.7389218	-0.8195855	-0.6582582
sal + aou	Indian	(-Inf,26]	-0.6956407	-0.8114462	-0.5798352
sal + aou	Indian	(26,26.5]	-0.7832461	-0.9005172	-0.6659749
sal + aou	Indian	(26.5,26.75]	-0.0156119	-0.0516986	0.0204748
sal + aou	Indian	(26.75,27]	0.3586919	0.1918968	0.5254870
sal + aou	Indian	(27,27.25]	0.8692733	0.7987246	0.9398221
sal + aou	Indian	(27.25,27.5]	0.9664202	0.9470540	0.9857863
sal + aou	Indian	(27.5,27.75]	0.9695124	0.9537207	0.9853041
sal + aou	Indian	(27.75,27.85]	0.9399780	0.9123799	0.9675761
sal + aou	Indian	(27.85,27.95]	0.9291440	0.9187232	0.9395649
sal + aou	Indian	(27.95,28.05]	0.7740516	0.7615130	0.7865902
sal + aou	Indian	(28.05,28.1]	0.2451851	0.1375091	0.3528611
sal + aou	Indian	(28.1,28.2]	0.2479265	0.1026442	0.3932089
sal + aou	Indian	(28.2,28.3]	0.8007335	0.6453489	0.9561181
sal + aou	Indian	(28.3,28.4]	0.9253435	0.9027991	0.9478880
sal + aou	Indian	(28.4, Inf]	0.6277084	0.6277084	0.6277084
sal + aou	Pacific	(-Inf,26]	-0.1338563	-0.2244906	-0.0432219
sal + aou	Pacific	(26,26.5]	0.0420411	0.0373382	0.0467441
sal + aou	Pacific	(26.5,26.75]	0.1987441	0.1612283	0.2362598
sal + aou	Pacific	(26.75,27]	-0.0826831	-0.1060243	-0.0593420
sal + aou	Pacific	(27,27.25]	-0.1487870	-0.1643679	-0.1332060
sal + aou	Pacific	(27.25,27.5]	0.1166978	0.1130660	0.1203295
sal + aou	Pacific	(27.5,27.75]	0.2253140	0.0487861	0.4018420
sal + aou	Pacific	(27.75,27.85]	0.0637827	-0.1924375	0.3200029
sal + aou	Pacific	(27.85,27.95]	-0.1276343	-0.4432232	0.1879546
sal + aou	Pacific	(27.95,28.05]	-0.5361339	-0.7383633	-0.3339046
sal + aou	Pacific	(28.05,28.1]	-0.8728248	-0.8847554	-0.8608942
sal + aou	Pacific	(28.1,28.2]	-0.8514914	-0.8967302	-0.8062525
sal + aou	Pacific	(28.2,28.3]	0.8497561	0.8224702	0.8770419
sal + aou	Pacific	(28.3,28.4]	0.8367397	0.7304839	0.9429955
sal + aou	Pacific	(28.4, Inf]	-0.1306028	-0.1306028	-0.1306028
sal + nitrate	Atlantic	(-Inf,26]	-0.2160430	-0.2416418	-0.1904441
sal + nitrate	Atlantic	(26,26.5]	-0.4237962	-0.4239761	-0.4236162
sal + nitrate	Atlantic	(26.5,26.75]	-0.4846047	-0.5050753	-0.4641341
sal + nitrate	Atlantic	(26.75,27]	-0.3768068	-0.4312947	-0.3223189
sal + nitrate	Atlantic	(27,27.25]	-0.4736762	-0.5393589	-0.4079935
sal + nitrate	Atlantic	(27.25,27.5]	-0.6219741	-0.6678427	-0.5761055
sal + nitrate	Atlantic	(27.5,27.75]	-0.7337293	-0.7388774	-0.7285813
sal + nitrate	Atlantic	(27.75,27.85]	-0.6893988	-0.7338316	-0.6449661
sal + nitrate	Atlantic	(27.85,27.95]	-0.6988499	-0.7373999	-0.6602999
sal + nitrate	Atlantic	(27.95,28.05]	-0.7987853	-0.8236992	-0.7738715
sal + nitrate	Atlantic	(28.05,28.1]	-0.8658930	-0.8816112	-0.8501748
sal + nitrate	Atlantic	(28.1,28.15]	-0.8884481	-0.9084086	-0.8684876
sal + nitrate	Atlantic	(28.15,28.2]	-0.9346778	-0.9438663	-0.9254892
sal + nitrate	Atlantic	(28.2, Inf]	-0.9315449	-0.9551641	-0.9079256
sal + nitrate	Indian	(-Inf,26]	-0.7143983	-0.8035537	-0.6252428
sal + nitrate	Indian	(26,26.5]	-0.8700038	-0.9276533	-0.8123543
sal + nitrate	Indian	(26.5,26.75]	-0.4949797	-0.7292447	-0.2607147
sal + nitrate	Indian	(26.75,27]	-0.2902289	-0.7267855	0.1463278
sal + nitrate	Indian	(27,27.25]	0.2320190	-0.2651262	0.7291642
sal + nitrate	Indian	(27.25,27.5]	0.7478624	0.5786605	0.9170642
sal + nitrate	Indian	(27.5,27.75]	0.8304627	0.7249950	0.9359304
sal + nitrate	Indian	(27.75,27.85]	0.6871112	0.5345601	0.8396623
sal + nitrate	Indian	(27.85,27.95]	0.6109785	0.5014061	0.7205509
sal + nitrate	Indian	(27.95,28.05]	0.1510012	-0.0487280	0.3507304
sal + nitrate	Indian	(28.05,28.1]	-0.2393592	-0.4429596	-0.0357588
sal + nitrate	Indian	(28.1,28.2]	-0.2095168	-0.4328488	0.0138151
sal + nitrate	Indian	(28.2,28.3]	-0.0684079	-0.1792691	0.0424532
sal + nitrate	Indian	(28.3,28.4]	0.5128466	0.3222021	0.7034912
sal + nitrate	Indian	(28.4, Inf]	0.5814802	0.5814802	0.5814802
sal + nitrate	Pacific	(-Inf,26]	-0.4693654	-0.4901585	-0.4485723
sal + nitrate	Pacific	(26,26.5]	-0.4072688	-0.4212933	-0.3932442
sal + nitrate	Pacific	(26.5,26.75]	-0.3209470	-0.3745864	-0.2673077
sal + nitrate	Pacific	(26.75,27]	-0.3793442	-0.3882410	-0.3704475
sal + nitrate	Pacific	(27,27.25]	-0.2707572	-0.2920761	-0.2494382
sal + nitrate	Pacific	(27.25,27.5]	0.0807196	0.0734129	0.0880263
sal + nitrate	Pacific	(27.5,27.75]	0.1977168	0.0371692	0.3582644
sal + nitrate	Pacific	(27.75,27.85]	0.0454786	-0.1869315	0.2778887
sal + nitrate	Pacific	(27.85,27.95]	-0.1701674	-0.4544323	0.1140975
sal + nitrate	Pacific	(27.95,28.05]	-0.6090738	-0.7673142	-0.4508333
sal + nitrate	Pacific	(28.05,28.1]	-0.9072062	-0.9174478	-0.8969646
sal + nitrate	Pacific	(28.1,28.2]	-0.8935386	-0.9249193	-0.8621579
sal + nitrate	Pacific	(28.2,28.3]	0.0432400	0.0182550	0.0682251
sal + nitrate	Pacific	(28.3,28.4]	0.5643460	0.4855081	0.6431839
sal + nitrate	Pacific	(28.4, Inf]	-0.9678053	-0.9678053	-0.9678053
sal + oxygen	Atlantic	(-Inf,26]	-0.2103809	-0.2218385	-0.1989232
sal + oxygen	Atlantic	(26,26.5]	-0.0598015	-0.0605866	-0.0590165
sal + oxygen	Atlantic	(26.5,26.75]	-0.0295862	-0.0603146	0.0011422
sal + oxygen	Atlantic	(26.75,27]	-0.3122175	-0.3430170	-0.2814181
sal + oxygen	Atlantic	(27,27.25]	-0.3550552	-0.4062687	-0.3038417
sal + oxygen	Atlantic	(27.25,27.5]	-0.3630505	-0.4189750	-0.3071261
sal + oxygen	Atlantic	(27.5,27.75]	-0.0878799	-0.1011439	-0.0746158
sal + oxygen	Atlantic	(27.75,27.85]	0.0551570	-0.0625724	0.1728863
sal + oxygen	Atlantic	(27.85,27.95]	0.1652569	0.1055255	0.2249884
sal + oxygen	Atlantic	(27.95,28.05]	0.3167161	0.2806442	0.3527880
sal + oxygen	Atlantic	(28.05,28.1]	0.5817442	0.5466222	0.6168661
sal + oxygen	Atlantic	(28.1,28.15]	0.6976584	0.6411829	0.7541339
sal + oxygen	Atlantic	(28.15,28.2]	0.8514408	0.8167797	0.8861019
sal + oxygen	Atlantic	(28.2, Inf]	0.6366616	0.5391896	0.7341337
sal + oxygen	Indian	(-Inf,26]	0.7369329	0.6514705	0.8223952
sal + oxygen	Indian	(26,26.5]	0.7133824	0.5423957	0.8843691
sal + oxygen	Indian	(26.5,26.75]	-0.1777483	-0.2498132	-0.1056834
sal + oxygen	Indian	(26.75,27]	-0.5745526	-0.6131710	-0.5359342
sal + oxygen	Indian	(27,27.25]	-0.9319102	-0.9631912	-0.9006292
sal + oxygen	Indian	(27.25,27.5]	-0.9825598	-0.9906191	-0.9745005
sal + oxygen	Indian	(27.5,27.75]	-0.9671125	-0.9841496	-0.9500755
sal + oxygen	Indian	(27.75,27.85]	-0.9458681	-0.9662839	-0.9254523
sal + oxygen	Indian	(27.85,27.95]	-0.9450760	-0.9514711	-0.9386810
sal + oxygen	Indian	(27.95,28.05]	-0.8432650	-0.8484737	-0.8380564
sal + oxygen	Indian	(28.05,28.1]	-0.4046350	-0.4676619	-0.3416081
sal + oxygen	Indian	(28.1,28.2]	-0.3954765	-0.4924049	-0.2985482
sal + oxygen	Indian	(28.2,28.3]	-0.8572317	-0.9546568	-0.7598066
sal + oxygen	Indian	(28.3,28.4]	-0.9256231	-0.9478218	-0.9034243
sal + oxygen	Indian	(28.4, Inf]	-0.6262710	-0.6262710	-0.6262710
sal + oxygen	Pacific	(-Inf,26]	-0.3091757	-0.4369583	-0.1813931
sal + oxygen	Pacific	(26,26.5]	-0.2608910	-0.2642628	-0.2575191
sal + oxygen	Pacific	(26.5,26.75]	-0.3973215	-0.4445514	-0.3500915
sal + oxygen	Pacific	(26.75,27]	-0.0999151	-0.1360021	-0.0638281
sal + oxygen	Pacific	(27,27.25]	0.0507456	0.0362843	0.0652069
sal + oxygen	Pacific	(27.25,27.5]	-0.1899742	-0.1942502	-0.1856981
sal + oxygen	Pacific	(27.5,27.75]	-0.2889886	-0.4736104	-0.1043668
sal + oxygen	Pacific	(27.75,27.85]	-0.1286356	-0.3985480	0.1412768
sal + oxygen	Pacific	(27.85,27.95]	0.0722289	-0.2690894	0.4135473
sal + oxygen	Pacific	(27.95,28.05]	0.5024724	0.2719508	0.7329940
sal + oxygen	Pacific	(28.05,28.1]	0.8605112	0.8429153	0.8781071
sal + oxygen	Pacific	(28.1,28.2]	0.8264449	0.7740998	0.8787900
sal + oxygen	Pacific	(28.2,28.3]	-0.8476201	-0.8648898	-0.8303503
sal + oxygen	Pacific	(28.3,28.4]	-0.8371767	-0.9388823	-0.7354711
sal + oxygen	Pacific	(28.4, Inf]	0.1489891	0.1489891	0.1489891
sal + phosphate	Atlantic	(-Inf,26]	-0.4877176	-0.5170877	-0.4583475
sal + phosphate	Atlantic	(26,26.5]	-0.6346716	-0.6489386	-0.6204045
sal + phosphate	Atlantic	(26.5,26.75]	-0.6478890	-0.6629946	-0.6327834
sal + phosphate	Atlantic	(26.75,27]	-0.5490988	-0.5891495	-0.5090482
sal + phosphate	Atlantic	(27,27.25]	-0.6051369	-0.6527285	-0.5575453
sal + phosphate	Atlantic	(27.25,27.5]	-0.7089352	-0.7445020	-0.6733684
sal + phosphate	Atlantic	(27.5,27.75]	-0.7824101	-0.7842637	-0.7805565
sal + phosphate	Atlantic	(27.75,27.85]	-0.7258423	-0.7669087	-0.6847759
sal + phosphate	Atlantic	(27.85,27.95]	-0.7249841	-0.7613506	-0.6886175
sal + phosphate	Atlantic	(27.95,28.05]	-0.8108900	-0.8363795	-0.7854006
sal + phosphate	Atlantic	(28.05,28.1]	-0.8791307	-0.8938408	-0.8644205
sal + phosphate	Atlantic	(28.1,28.15]	-0.9014092	-0.9207647	-0.8820536
sal + phosphate	Atlantic	(28.15,28.2]	-0.9406752	-0.9500961	-0.9312544
sal + phosphate	Atlantic	(28.2, Inf]	-0.9361691	-0.9594372	-0.9129010
sal + phosphate	Indian	(-Inf,26]	-0.7123986	-0.7971845	-0.6276128
sal + phosphate	Indian	(26,26.5]	-0.8729210	-0.9176232	-0.8282188
sal + phosphate	Indian	(26.5,26.75]	-0.4948068	-0.7365610	-0.2530526
sal + phosphate	Indian	(26.75,27]	-0.2846999	-0.7310146	0.1616149
sal + phosphate	Indian	(27,27.25]	0.2469020	-0.2440659	0.7378699
sal + phosphate	Indian	(27.25,27.5]	0.7726294	0.6302441	0.9150146
sal + phosphate	Indian	(27.5,27.75]	0.8868592	0.8262825	0.9474360
sal + phosphate	Indian	(27.75,27.85]	0.7710888	0.6672898	0.8748879
sal + phosphate	Indian	(27.85,27.95]	0.6274737	0.5371657	0.7177818
sal + phosphate	Indian	(27.95,28.05]	0.1622689	-0.0091523	0.3336902
sal + phosphate	Indian	(28.05,28.1]	-0.2437811	-0.4523261	-0.0352362
sal + phosphate	Indian	(28.1,28.2]	-0.2468274	-0.4519575	-0.0416973
sal + phosphate	Indian	(28.2,28.3]	-0.1906842	-0.2431892	-0.1381793
sal + phosphate	Indian	(28.3,28.4]	0.5192709	0.4867898	0.5517521
sal + phosphate	Indian	(28.4, Inf]	0.5250209	0.5250209	0.5250209
sal + phosphate	Pacific	(-Inf,26]	-0.4219853	-0.4384588	-0.4055119
sal + phosphate	Pacific	(26,26.5]	-0.3504203	-0.3688809	-0.3319598
sal + phosphate	Pacific	(26.5,26.75]	-0.2787365	-0.3227443	-0.2347286
sal + phosphate	Pacific	(26.75,27]	-0.3765312	-0.3950460	-0.3580163
sal + phosphate	Pacific	(27,27.25]	-0.2681088	-0.2809089	-0.2553087
sal + phosphate	Pacific	(27.25,27.5]	0.0784199	0.0759364	0.0809033
sal + phosphate	Pacific	(27.5,27.75]	0.1965190	0.0403290	0.3527091
sal + phosphate	Pacific	(27.75,27.85]	0.0520968	-0.1792373	0.2834308
sal + phosphate	Pacific	(27.85,27.95]	-0.1755032	-0.4624280	0.1114216
sal + phosphate	Pacific	(27.95,28.05]	-0.6123593	-0.7733674	-0.4513513
sal + phosphate	Pacific	(28.05,28.1]	-0.9102539	-0.9169154	-0.9035924
sal + phosphate	Pacific	(28.1,28.2]	-0.8934873	-0.9233987	-0.8635759
sal + phosphate	Pacific	(28.2,28.3]	0.0191959	-0.0078061	0.0461980
sal + phosphate	Pacific	(28.3,28.4]	0.4122392	0.2969311	0.5275473
sal + phosphate	Pacific	(28.4, Inf]	-0.5025189	-0.5025189	-0.5025189
sal + silicate	Atlantic	(-Inf,26]	-0.4862024	-0.5071292	-0.4652756
sal + silicate	Atlantic	(26,26.5]	-0.5818430	-0.6284208	-0.5352653
sal + silicate	Atlantic	(26.5,26.75]	-0.5445245	-0.5935133	-0.4955357
sal + silicate	Atlantic	(26.75,27]	-0.4280306	-0.5287338	-0.3273275
sal + silicate	Atlantic	(27,27.25]	-0.5409746	-0.5960425	-0.4859067
sal + silicate	Atlantic	(27.25,27.5]	-0.7213481	-0.7675930	-0.6751032
sal + silicate	Atlantic	(27.5,27.75]	-0.7913248	-0.7959513	-0.7866983
sal + silicate	Atlantic	(27.75,27.85]	-0.7352034	-0.7976833	-0.6727235
sal + silicate	Atlantic	(27.85,27.95]	-0.7667444	-0.8071851	-0.7263038
sal + silicate	Atlantic	(27.95,28.05]	-0.8288923	-0.8555935	-0.8021910
sal + silicate	Atlantic	(28.05,28.1]	-0.8705466	-0.8898071	-0.8512861
sal + silicate	Atlantic	(28.1,28.15]	-0.8914021	-0.9128684	-0.8699359
sal + silicate	Atlantic	(28.15,28.2]	-0.9115173	-0.9271830	-0.8958516
sal + silicate	Atlantic	(28.2, Inf]	-0.8967580	-0.9458313	-0.8476847
sal + silicate	Indian	(-Inf,26]	-0.7601180	-0.8049992	-0.7152369
sal + silicate	Indian	(26,26.5]	-0.8305152	-0.9384977	-0.7225327
sal + silicate	Indian	(26.5,26.75]	-0.1373262	-0.2196850	-0.0549674
sal + silicate	Indian	(26.75,27]	0.1506136	-0.1314133	0.4326404
sal + silicate	Indian	(27,27.25]	0.5093315	0.2279452	0.7907178
sal + silicate	Indian	(27.25,27.5]	0.7553075	0.6551849	0.8554300
sal + silicate	Indian	(27.5,27.75]	0.8217615	0.7684832	0.8750397
sal + silicate	Indian	(27.75,27.85]	0.7577215	0.6196682	0.8957747
sal + silicate	Indian	(27.85,27.95]	0.6793957	0.5858771	0.7729144
sal + silicate	Indian	(27.95,28.05]	0.4015634	0.2982133	0.5049135
sal + silicate	Indian	(28.05,28.1]	-0.0061632	-0.1422926	0.1299662
sal + silicate	Indian	(28.1,28.2]	-0.0062216	-0.1715543	0.1591110
sal + silicate	Indian	(28.2,28.3]	0.2303456	0.2051061	0.2555852
sal + silicate	Indian	(28.3,28.4]	0.6534286	0.6358342	0.6710231
sal + silicate	Indian	(28.4, Inf]	0.6297434	0.6297434	0.6297434
sal + silicate	Pacific	(-Inf,26]	-0.6474848	-0.6803760	-0.6145937
sal + silicate	Pacific	(26,26.5]	-0.6601688	-0.6701971	-0.6501405
sal + silicate	Pacific	(26.5,26.75]	-0.6967251	-0.7335104	-0.6599398
sal + silicate	Pacific	(26.75,27]	-0.7015237	-0.7150498	-0.6879976
sal + silicate	Pacific	(27,27.25]	-0.5119310	-0.5193951	-0.5044669
sal + silicate	Pacific	(27.25,27.5]	-0.1623068	-0.1673440	-0.1572696
sal + silicate	Pacific	(27.5,27.75]	0.0836270	-0.0359623	0.2032163
sal + silicate	Pacific	(27.75,27.85]	-0.0065556	-0.2296950	0.2165839
sal + silicate	Pacific	(27.85,27.95]	-0.1605974	-0.4228730	0.1016781
sal + silicate	Pacific	(27.95,28.05]	-0.5096284	-0.6444663	-0.3747905
sal + silicate	Pacific	(28.05,28.1]	-0.8409687	-0.8567334	-0.8252040
sal + silicate	Pacific	(28.1,28.2]	-0.8968207	-0.9303490	-0.8632925
sal + silicate	Pacific	(28.2,28.3]	0.0503115	-0.1527707	0.2533938
sal + silicate	Pacific	(28.3,28.4]	0.6412922	0.6290413	0.6535431
sal + silicate	Pacific	(28.4, Inf]	-0.7567175	-0.7567175	-0.7567175
sal + temp	Atlantic	(-Inf,26]	0.8354329	0.8296411	0.8412247
sal + temp	Atlantic	(26,26.5]	0.9631895	0.9631336	0.9632454
sal + temp	Atlantic	(26.5,26.75]	0.9764755	0.9757771	0.9771740
sal + temp	Atlantic	(26.75,27]	0.9674781	0.9666803	0.9682759
sal + temp	Atlantic	(27,27.25]	0.9752478	0.9745827	0.9759129
sal + temp	Atlantic	(27.25,27.5]	0.9750067	0.9730079	0.9770056
sal + temp	Atlantic	(27.5,27.75]	0.9660358	0.9626004	0.9694712
sal + temp	Atlantic	(27.75,27.85]	0.9764760	0.9706185	0.9823335
sal + temp	Atlantic	(27.85,27.95]	0.9603414	0.9567531	0.9639298
sal + temp	Atlantic	(27.95,28.05]	0.9495546	0.9451566	0.9539526
sal + temp	Atlantic	(28.05,28.1]	0.9701246	0.9697514	0.9704978
sal + temp	Atlantic	(28.1,28.15]	0.9709884	0.9637472	0.9782295
sal + temp	Atlantic	(28.15,28.2]	0.8058775	0.6934478	0.9183073
sal + temp	Atlantic	(28.2, Inf]	0.4591049	0.4340602	0.4841496
sal + temp	Indian	(-Inf,26]	-0.0975383	-0.1861520	-0.0089245
sal + temp	Indian	(26,26.5]	0.8656479	0.8507496	0.8805461
sal + temp	Indian	(26.5,26.75]	0.9709469	0.9692866	0.9726072
sal + temp	Indian	(26.75,27]	0.9828333	0.9784871	0.9871794
sal + temp	Indian	(27,27.25]	0.9657943	0.9647104	0.9668783
sal + temp	Indian	(27.25,27.5]	0.9369495	0.9128648	0.9610341
sal + temp	Indian	(27.5,27.75]	0.8890951	0.8434617	0.9347284
sal + temp	Indian	(27.75,27.85]	0.9363221	0.9341203	0.9385239
sal + temp	Indian	(27.85,27.95]	0.9586866	0.9502934	0.9670798
sal + temp	Indian	(27.95,28.05]	0.9577609	0.9527252	0.9627966
sal + temp	Indian	(28.05,28.1]	0.9404857	0.9341868	0.9467846
sal + temp	Indian	(28.1,28.2]	0.8628304	0.8454740	0.8801868
sal + temp	Indian	(28.2,28.3]	0.9128994	0.9089253	0.9168735
sal + temp	Indian	(28.3,28.4]	0.9121704	0.9094371	0.9149038
sal + temp	Indian	(28.4, Inf]	0.6046201	0.6046201	0.6046201
sal + temp	Pacific	(-Inf,26]	0.7490660	0.7169945	0.7811374
sal + temp	Pacific	(26,26.5]	0.9474234	0.9445998	0.9502470
sal + temp	Pacific	(26.5,26.75]	0.9766939	0.9750964	0.9782915
sal + temp	Pacific	(26.75,27]	0.9694052	0.9668270	0.9719834
sal + temp	Pacific	(27,27.25]	0.9310061	0.9279805	0.9340317
sal + temp	Pacific	(27.25,27.5]	0.8143289	0.8137869	0.8148708
sal + temp	Pacific	(27.5,27.75]	0.6928947	0.6005206	0.7852688
sal + temp	Pacific	(27.75,27.85]	0.8285019	0.7556797	0.9013240
sal + temp	Pacific	(27.85,27.95]	0.7060385	0.5533886	0.8586884
sal + temp	Pacific	(27.95,28.05]	0.4617499	0.2869646	0.6365351
sal + temp	Pacific	(28.05,28.1]	0.1366177	0.0876059	0.1856294
sal + temp	Pacific	(28.1,28.2]	-0.5874959	-0.6633954	-0.5115964
sal + temp	Pacific	(28.2,28.3]	0.6840666	0.6568519	0.7112813
sal + temp	Pacific	(28.3,28.4]	0.8226327	0.7380180	0.9072475
sal + temp	Pacific	(28.4, Inf]	-0.3231053	-0.3231053	-0.3231053
silicate + phosphate	Atlantic	(-Inf,26]	0.7419749	0.6996173	0.7843326
silicate + phosphate	Atlantic	(26,26.5]	0.9099530	0.8968356	0.9230704
silicate + phosphate	Atlantic	(26.5,26.75]	0.9109828	0.8970394	0.9249262
silicate + phosphate	Atlantic	(26.75,27]	0.8835955	0.8804557	0.8867352
silicate + phosphate	Atlantic	(27,27.25]	0.9002797	0.8872527	0.9133068
silicate + phosphate	Atlantic	(27.25,27.5]	0.8525555	0.8258797	0.8792313
silicate + phosphate	Atlantic	(27.5,27.75]	0.8696226	0.8541705	0.8850748
silicate + phosphate	Atlantic	(27.75,27.85]	0.9444460	0.9408458	0.9480462
silicate + phosphate	Atlantic	(27.85,27.95]	0.9707741	0.9667841	0.9747641
silicate + phosphate	Atlantic	(27.95,28.05]	0.9825927	0.9815474	0.9836380
silicate + phosphate	Atlantic	(28.05,28.1]	0.9894200	0.9888234	0.9900165
silicate + phosphate	Atlantic	(28.1,28.15]	0.9912546	0.9907992	0.9917100
silicate + phosphate	Atlantic	(28.15,28.2]	0.9886055	0.9877749	0.9894360
silicate + phosphate	Atlantic	(28.2, Inf]	0.9856009	0.9797177	0.9914840
silicate + phosphate	Indian	(-Inf,26]	0.9446168	0.9305502	0.9586833
silicate + phosphate	Indian	(26,26.5]	0.9494959	0.9196931	0.9792987
silicate + phosphate	Indian	(26.5,26.75]	0.8454866	0.7267404	0.9642327
silicate + phosphate	Indian	(26.75,27]	0.8218555	0.6953770	0.9483341
silicate + phosphate	Indian	(27,27.25]	0.8890704	0.8143633	0.9637775
silicate + phosphate	Indian	(27.25,27.5]	0.9388121	0.9313945	0.9462297
silicate + phosphate	Indian	(27.5,27.75]	0.8624086	0.8137876	0.9110296
silicate + phosphate	Indian	(27.75,27.85]	0.8223427	0.7232895	0.9213958
silicate + phosphate	Indian	(27.85,27.95]	0.8761454	0.8318676	0.9204231
silicate + phosphate	Indian	(27.95,28.05]	0.8908175	0.8607557	0.9208794
silicate + phosphate	Indian	(28.05,28.1]	0.9341852	0.9092289	0.9591415
silicate + phosphate	Indian	(28.1,28.2]	0.8591441	0.8430937	0.8751944
silicate + phosphate	Indian	(28.2,28.3]	0.4950518	0.4744338	0.5156698
silicate + phosphate	Indian	(28.3,28.4]	0.5874431	0.5714919	0.6033943
silicate + phosphate	Indian	(28.4, Inf]	0.9042510	0.9042510	0.9042510
silicate + phosphate	Pacific	(-Inf,26]	0.7907777	0.7874794	0.7940760
silicate + phosphate	Pacific	(26,26.5]	0.7445746	0.7440679	0.7450813
silicate + phosphate	Pacific	(26.5,26.75]	0.6994275	0.6990443	0.6998108
silicate + phosphate	Pacific	(26.75,27]	0.8170656	0.8127621	0.8213691
silicate + phosphate	Pacific	(27,27.25]	0.9045743	0.8996651	0.9094835
silicate + phosphate	Pacific	(27.25,27.5]	0.9008181	0.8996657	0.9019705
silicate + phosphate	Pacific	(27.5,27.75]	0.8950580	0.8938271	0.8962888
silicate + phosphate	Pacific	(27.75,27.85]	0.9491809	0.9484441	0.9499177
silicate + phosphate	Pacific	(27.85,27.95]	0.9643222	0.9596956	0.9689488
silicate + phosphate	Pacific	(27.95,28.05]	0.9573919	0.9453842	0.9693995
silicate + phosphate	Pacific	(28.05,28.1]	0.9592563	0.9480095	0.9705031
silicate + phosphate	Pacific	(28.1,28.2]	0.9486051	0.9466697	0.9505406
silicate + phosphate	Pacific	(28.2,28.3]	0.3830506	0.3511217	0.4149795
silicate + phosphate	Pacific	(28.3,28.4]	0.7427703	0.7090359	0.7765046
silicate + phosphate	Pacific	(28.4, Inf]	-0.0086643	-0.0086643	-0.0086643
temp + aou	Atlantic	(-Inf,26]	-0.0719821	-0.0744535	-0.0695108
temp + aou	Atlantic	(26,26.5]	-0.2506929	-0.2562385	-0.2451473
temp + aou	Atlantic	(26.5,26.75]	-0.2116348	-0.2484745	-0.1747951
temp + aou	Atlantic	(26.75,27]	0.0561052	-0.0044443	0.1166548
temp + aou	Atlantic	(27,27.25]	0.1392924	0.0477627	0.2308221
temp + aou	Atlantic	(27.25,27.5]	0.0874764	-0.0115516	0.1865044
temp + aou	Atlantic	(27.5,27.75]	-0.2307550	-0.2430872	-0.2184228
temp + aou	Atlantic	(27.75,27.85]	-0.3219034	-0.3663089	-0.2774979
temp + aou	Atlantic	(27.85,27.95]	-0.3360990	-0.3603457	-0.3118522
temp + aou	Atlantic	(27.95,28.05]	-0.4376353	-0.4714283	-0.4038423
temp + aou	Atlantic	(28.05,28.1]	-0.6083882	-0.6359095	-0.5808668
temp + aou	Atlantic	(28.1,28.15]	-0.6568879	-0.7269959	-0.5867798
temp + aou	Atlantic	(28.15,28.2]	-0.6113373	-0.7662034	-0.4564713
temp + aou	Atlantic	(28.2, Inf]	-0.0209139	-0.0744005	0.0325728
temp + aou	Indian	(-Inf,26]	-0.2835497	-0.3651626	-0.2019367
temp + aou	Indian	(26,26.5]	-0.5806108	-0.7389015	-0.4223201
temp + aou	Indian	(26.5,26.75]	0.0332980	-0.0100494	0.0766454
temp + aou	Indian	(26.75,27]	0.2698598	0.1145237	0.4251958
temp + aou	Indian	(27,27.25]	0.7606933	0.6752427	0.8461439
temp + aou	Indian	(27.25,27.5]	0.8579331	0.7825587	0.9333076
temp + aou	Indian	(27.5,27.75]	0.9072830	0.8735212	0.9410449
temp + aou	Indian	(27.75,27.85]	0.9507034	0.9426565	0.9587503
temp + aou	Indian	(27.85,27.95]	0.9455538	0.9379242	0.9531834
temp + aou	Indian	(27.95,28.05]	0.8240582	0.8089686	0.8391479
temp + aou	Indian	(28.05,28.1]	0.4702499	0.3810047	0.5594951
temp + aou	Indian	(28.1,28.2]	0.5400759	0.4148422	0.6653097
temp + aou	Indian	(28.2,28.3]	0.7329512	0.5820075	0.8838948
temp + aou	Indian	(28.3,28.4]	0.9398832	0.9309900	0.9487765
temp + aou	Indian	(28.4, Inf]	0.9964422	0.9964422	0.9964422
temp + aou	Pacific	(-Inf,26]	-0.2174594	-0.2589669	-0.1759519
temp + aou	Pacific	(26,26.5]	-0.0033734	-0.0183139	0.0115672
temp + aou	Pacific	(26.5,26.75]	0.2107180	0.1596583	0.2617778
temp + aou	Pacific	(26.75,27]	-0.0761729	-0.0996023	-0.0527435
temp + aou	Pacific	(27,27.25]	-0.1828938	-0.2125878	-0.1531999
temp + aou	Pacific	(27.25,27.5]	0.0443916	0.0328595	0.0559237
temp + aou	Pacific	(27.5,27.75]	0.2912897	0.0944332	0.4881461
temp + aou	Pacific	(27.75,27.85]	0.2154748	0.0012415	0.4297080
temp + aou	Pacific	(27.85,27.95]	0.1484430	-0.1135678	0.4104537
temp + aou	Pacific	(27.95,28.05]	0.0153545	-0.2061796	0.2368886
temp + aou	Pacific	(28.05,28.1]	-0.0025780	-0.1686531	0.1634971
temp + aou	Pacific	(28.1,28.2]	0.8126991	0.8104092	0.8149890
temp + aou	Pacific	(28.2,28.3]	0.6499815	0.5919857	0.7079772
temp + aou	Pacific	(28.3,28.4]	0.9725921	0.9650524	0.9801318
temp + aou	Pacific	(28.4, Inf]	0.8827222	0.8827222	0.8827222
temp + nitrate	Atlantic	(-Inf,26]	-0.1558345	-0.1932055	-0.1184634
temp + nitrate	Atlantic	(26,26.5]	-0.4766652	-0.4822167	-0.4711138
temp + nitrate	Atlantic	(26.5,26.75]	-0.4631458	-0.4780573	-0.4482343
temp + nitrate	Atlantic	(26.75,27]	-0.2746672	-0.3047680	-0.2445664
temp + nitrate	Atlantic	(27,27.25]	-0.3800447	-0.4415335	-0.3185559
temp + nitrate	Atlantic	(27.25,27.5]	-0.5648837	-0.6087281	-0.5210393
temp + nitrate	Atlantic	(27.5,27.75]	-0.6789151	-0.6815730	-0.6762573
temp + nitrate	Atlantic	(27.75,27.85]	-0.6635082	-0.6812061	-0.6458103
temp + nitrate	Atlantic	(27.85,27.95]	-0.6522718	-0.6722540	-0.6322896
temp + nitrate	Atlantic	(27.95,28.05]	-0.7155311	-0.7202021	-0.7108601
temp + nitrate	Atlantic	(28.05,28.1]	-0.7792013	-0.7957063	-0.7626964
temp + nitrate	Atlantic	(28.1,28.15]	-0.7815711	-0.8238361	-0.7393061
temp + nitrate	Atlantic	(28.15,28.2]	-0.6430021	-0.7890676	-0.4969366
temp + nitrate	Atlantic	(28.2, Inf]	-0.2663886	-0.2781714	-0.2546057
temp + nitrate	Indian	(-Inf,26]	-0.3658966	-0.4474199	-0.2843733
temp + nitrate	Indian	(26,26.5]	-0.6916368	-0.7824478	-0.6008259
temp + nitrate	Indian	(26.5,26.75]	-0.4529430	-0.6984892	-0.2073967
temp + nitrate	Indian	(26.75,27]	-0.3736840	-0.7774582	0.0300903
temp + nitrate	Indian	(27,27.25]	0.0613065	-0.4426968	0.5653097
temp + nitrate	Indian	(27.25,27.5]	0.5354556	0.2685934	0.8023179
temp + nitrate	Indian	(27.5,27.75]	0.7515051	0.6408039	0.8622063
temp + nitrate	Indian	(27.75,27.85]	0.7551284	0.6572176	0.8530391
temp + nitrate	Indian	(27.85,27.95]	0.6573951	0.5930983	0.7216919
temp + nitrate	Indian	(27.95,28.05]	0.2382755	0.0828278	0.3937233
temp + nitrate	Indian	(28.05,28.1]	-0.0025562	-0.2068566	0.2017442
temp + nitrate	Indian	(28.1,28.2]	0.1069662	-0.1251001	0.3390325
temp + nitrate	Indian	(28.2,28.3]	-0.1769405	-0.1939336	-0.1599474
temp + nitrate	Indian	(28.3,28.4]	0.5947004	0.3969892	0.7924116
temp + nitrate	Indian	(28.4, Inf]	0.8838841	0.8838841	0.8838841
temp + nitrate	Pacific	(-Inf,26]	-0.5107825	-0.5214279	-0.5001370
temp + nitrate	Pacific	(26,26.5]	-0.4764336	-0.4775280	-0.4753392
temp + nitrate	Pacific	(26.5,26.75]	-0.3321377	-0.3754728	-0.2888027
temp + nitrate	Pacific	(26.75,27]	-0.3999710	-0.4079802	-0.3919619
temp + nitrate	Pacific	(27,27.25]	-0.3386702	-0.3743792	-0.3029613
temp + nitrate	Pacific	(27.25,27.5]	-0.0419077	-0.0429464	-0.0408690
temp + nitrate	Pacific	(27.5,27.75]	0.2493783	0.0618031	0.4369536
temp + nitrate	Pacific	(27.75,27.85]	0.1947117	-0.0045380	0.3939614
temp + nitrate	Pacific	(27.85,27.95]	0.1096947	-0.1269710	0.3463605
temp + nitrate	Pacific	(27.95,28.05]	-0.0536025	-0.2317181	0.1245131
temp + nitrate	Pacific	(28.05,28.1]	-0.0491583	-0.2157840	0.1174675
temp + nitrate	Pacific	(28.1,28.2]	0.7615844	0.7570908	0.7660780
temp + nitrate	Pacific	(28.2,28.3]	-0.3403347	-0.3707567	-0.3099127
temp + nitrate	Pacific	(28.3,28.4]	0.8051889	0.7958828	0.8144951
temp + nitrate	Pacific	(28.4, Inf]	0.5274362	0.5274362	0.5274362
temp + oxygen	Atlantic	(-Inf,26]	-0.2642014	-0.2721610	-0.2562418
temp + oxygen	Atlantic	(26,26.5]	-0.0333623	-0.0503909	-0.0163336
temp + oxygen	Atlantic	(26.5,26.75]	-0.0613996	-0.0877663	-0.0350330
temp + oxygen	Atlantic	(26.75,27]	-0.3880652	-0.3973303	-0.3788001
temp + oxygen	Atlantic	(27,27.25]	-0.4325718	-0.4809001	-0.3842434
temp + oxygen	Atlantic	(27.25,27.5]	-0.4200122	-0.4756854	-0.3643389
temp + oxygen	Atlantic	(27.5,27.75]	-0.1729315	-0.1798119	-0.1660511
temp + oxygen	Atlantic	(27.75,27.85]	-0.0143962	-0.0955275	0.0667351
temp + oxygen	Atlantic	(27.85,27.95]	0.0652215	0.0289084	0.1015347
temp + oxygen	Atlantic	(27.95,28.05]	0.1718163	0.1057829	0.2378497
temp + oxygen	Atlantic	(28.05,28.1]	0.4370729	0.3966196	0.4775262
temp + oxygen	Atlantic	(28.1,28.15]	0.5395820	0.4491311	0.6300328
temp + oxygen	Atlantic	(28.15,28.2]	0.5260956	0.3438279	0.7083634
temp + oxygen	Atlantic	(28.2, Inf]	-0.1594751	-0.2224574	-0.0964928
temp + oxygen	Indian	(-Inf,26]	0.1116604	0.0819128	0.1414079
temp + oxygen	Indian	(26,26.5]	0.4810936	0.2552626	0.7069245
temp + oxygen	Indian	(26.5,26.75]	-0.2295533	-0.2959055	-0.1632010
temp + oxygen	Indian	(26.75,27]	-0.4962723	-0.5208319	-0.4717127
temp + oxygen	Indian	(27,27.25]	-0.8500060	-0.8875135	-0.8124984
temp + oxygen	Indian	(27.25,27.5]	-0.9050555	-0.9545095	-0.8556015
temp + oxygen	Indian	(27.5,27.75]	-0.9406336	-0.9618978	-0.9193694
temp + oxygen	Indian	(27.75,27.85]	-0.9709951	-0.9753919	-0.9665982
temp + oxygen	Indian	(27.85,27.95]	-0.9686392	-0.9738077	-0.9634706
temp + oxygen	Indian	(27.95,28.05]	-0.8923723	-0.9078802	-0.8768644
temp + oxygen	Indian	(28.05,28.1]	-0.6153088	-0.6623132	-0.5683044
temp + oxygen	Indian	(28.1,28.2]	-0.6676466	-0.7437807	-0.5915124
temp + oxygen	Indian	(28.2,28.3]	-0.8224226	-0.9237458	-0.7210993
temp + oxygen	Indian	(28.3,28.4]	-0.9419938	-0.9489224	-0.9350653
temp + oxygen	Indian	(28.4, Inf]	-0.9974378	-0.9974378	-0.9974378
temp + oxygen	Pacific	(-Inf,26]	-0.3285368	-0.4016047	-0.2554688
temp + oxygen	Pacific	(26,26.5]	-0.2293857	-0.2464817	-0.2122898
temp + oxygen	Pacific	(26.5,26.75]	-0.4145858	-0.4744941	-0.3546776
temp + oxygen	Pacific	(26.75,27]	-0.1120085	-0.1481954	-0.0758216
temp + oxygen	Pacific	(27,27.25]	0.0786686	0.0502712	0.1070660
temp + oxygen	Pacific	(27.25,27.5]	-0.1341981	-0.1466438	-0.1217523
temp + oxygen	Pacific	(27.5,27.75]	-0.3819669	-0.5798409	-0.1840930
temp + oxygen	Pacific	(27.75,27.85]	-0.2905548	-0.5130824	-0.0680271
temp + oxygen	Pacific	(27.85,27.95]	-0.2195563	-0.4957069	0.0565944
temp + oxygen	Pacific	(27.95,28.05]	-0.0791361	-0.3159952	0.1577230
temp + oxygen	Pacific	(28.05,28.1]	-0.0300762	-0.2016380	0.1414855
temp + oxygen	Pacific	(28.1,28.2]	-0.8328048	-0.8373384	-0.8282712
temp + oxygen	Pacific	(28.2,28.3]	-0.7999754	-0.8316579	-0.7682930
temp + oxygen	Pacific	(28.3,28.4]	-0.9731981	-0.9831793	-0.9632169
temp + oxygen	Pacific	(28.4, Inf]	-0.9209396	-0.9209396	-0.9209396
temp + phosphate	Atlantic	(-Inf,26]	-0.3821429	-0.4317429	-0.3325430
temp + phosphate	Atlantic	(26,26.5]	-0.6533315	-0.6598631	-0.6467999
temp + phosphate	Atlantic	(26.5,26.75]	-0.6170029	-0.6274999	-0.6065060
temp + phosphate	Atlantic	(26.75,27]	-0.4426839	-0.4628716	-0.4224962
temp + phosphate	Atlantic	(27,27.25]	-0.5120595	-0.5560601	-0.4680588
temp + phosphate	Atlantic	(27.25,27.5]	-0.6568523	-0.6912145	-0.6224901
temp + phosphate	Atlantic	(27.5,27.75]	-0.7323813	-0.7373716	-0.7273909
temp + phosphate	Atlantic	(27.75,27.85]	-0.7018834	-0.7176031	-0.6861638
temp + phosphate	Atlantic	(27.85,27.95]	-0.6804485	-0.6987424	-0.6621546
temp + phosphate	Atlantic	(27.95,28.05]	-0.7294251	-0.7357311	-0.7231191
temp + phosphate	Atlantic	(28.05,28.1]	-0.7931041	-0.8085625	-0.7776458
temp + phosphate	Atlantic	(28.1,28.15]	-0.7982525	-0.8393719	-0.7571332
temp + phosphate	Atlantic	(28.15,28.2]	-0.6524631	-0.7976645	-0.5072616
temp + phosphate	Atlantic	(28.2, Inf]	-0.2719254	-0.2831359	-0.2607149
temp + phosphate	Indian	(-Inf,26]	-0.3583397	-0.4435063	-0.2731730
temp + phosphate	Indian	(26,26.5]	-0.6952169	-0.7692155	-0.6212182
temp + phosphate	Indian	(26.5,26.75]	-0.4497897	-0.7028724	-0.1967071
temp + phosphate	Indian	(26.75,27]	-0.3650472	-0.7758180	0.0457236
temp + phosphate	Indian	(27,27.25]	0.0770467	-0.4219271	0.5760206
temp + phosphate	Indian	(27.25,27.5]	0.5612500	0.3269962	0.7955038
temp + phosphate	Indian	(27.5,27.75]	0.7898085	0.7112288	0.8683883
temp + phosphate	Indian	(27.75,27.85]	0.7791030	0.7318831	0.8263229
temp + phosphate	Indian	(27.85,27.95]	0.6413853	0.6097647	0.6730059
temp + phosphate	Indian	(27.95,28.05]	0.2409705	0.1173793	0.3645618
temp + phosphate	Indian	(28.05,28.1]	-0.0036464	-0.2086666	0.2013739
temp + phosphate	Indian	(28.1,28.2]	0.0734014	-0.1274122	0.2742150
temp + phosphate	Indian	(28.2,28.3]	-0.2428558	-0.2798945	-0.2058171
temp + phosphate	Indian	(28.3,28.4]	0.5624936	0.5474469	0.5775403
temp + phosphate	Indian	(28.4, Inf]	0.8956694	0.8956694	0.8956694
temp + phosphate	Pacific	(-Inf,26]	-0.4601283	-0.4758367	-0.4444199
temp + phosphate	Pacific	(26,26.5]	-0.4194808	-0.4229806	-0.4159811
temp + phosphate	Pacific	(26.5,26.75]	-0.2913932	-0.3289581	-0.2538283
temp + phosphate	Pacific	(26.75,27]	-0.3894884	-0.4091881	-0.3697887
temp + phosphate	Pacific	(27,27.25]	-0.3254913	-0.3512197	-0.2997629
temp + phosphate	Pacific	(27.25,27.5]	-0.0361306	-0.0483150	-0.0239461
temp + phosphate	Pacific	(27.5,27.75]	0.2497431	0.0677197	0.4317666
temp + phosphate	Pacific	(27.75,27.85]	0.1956113	-0.0021630	0.3933855
temp + phosphate	Pacific	(27.85,27.95]	0.1078275	-0.1286381	0.3442931
temp + phosphate	Pacific	(27.95,28.05]	-0.0553215	-0.2392313	0.1285883
temp + phosphate	Pacific	(28.05,28.1]	-0.0322778	-0.1868370	0.1222813
temp + phosphate	Pacific	(28.1,28.2]	0.7673313	0.7592515	0.7754111
temp + phosphate	Pacific	(28.2,28.3]	-0.2123617	-0.2192898	-0.2054335
temp + phosphate	Pacific	(28.3,28.4]	0.6130068	0.5471841	0.6788295
temp + phosphate	Pacific	(28.4, Inf]	-0.1155025	-0.1155025	-0.1155025
temp + silicate	Atlantic	(-Inf,26]	-0.3495218	-0.3856457	-0.3133978
temp + silicate	Atlantic	(26,26.5]	-0.6033354	-0.6557682	-0.5509027
temp + silicate	Atlantic	(26.5,26.75]	-0.5422575	-0.5944571	-0.4900579
temp + silicate	Atlantic	(26.75,27]	-0.3767029	-0.4604838	-0.2929221
temp + silicate	Atlantic	(27,27.25]	-0.4937667	-0.5509056	-0.4366277
temp + silicate	Atlantic	(27.25,27.5]	-0.7410316	-0.7809662	-0.7010970
temp + silicate	Atlantic	(27.5,27.75]	-0.8188041	-0.8254256	-0.8121826
temp + silicate	Atlantic	(27.75,27.85]	-0.7559702	-0.8005508	-0.7113896
temp + silicate	Atlantic	(27.85,27.95]	-0.7533701	-0.7775283	-0.7292120
temp + silicate	Atlantic	(27.95,28.05]	-0.7613653	-0.7707723	-0.7519584
temp + silicate	Atlantic	(28.05,28.1]	-0.7818464	-0.8046326	-0.7590602
temp + silicate	Atlantic	(28.1,28.15]	-0.7825553	-0.8273123	-0.7377984
temp + silicate	Atlantic	(28.15,28.2]	-0.6063012	-0.7606434	-0.4519590
temp + silicate	Atlantic	(28.2, Inf]	-0.2196168	-0.2634507	-0.1757830
temp + silicate	Indian	(-Inf,26]	-0.4225575	-0.4955379	-0.3495771
temp + silicate	Indian	(26,26.5]	-0.6134331	-0.7798706	-0.4469956
temp + silicate	Indian	(26.5,26.75]	-0.0816533	-0.1678508	0.0045442
temp + silicate	Indian	(26.75,27]	0.0682389	-0.1854394	0.3219172
temp + silicate	Indian	(27,27.25]	0.3451030	0.0536110	0.6365949
temp + silicate	Indian	(27.25,27.5]	0.5442961	0.3551506	0.7334416
temp + silicate	Indian	(27.5,27.75]	0.5858062	0.4340717	0.7375408
temp + silicate	Indian	(27.75,27.85]	0.6234349	0.4835925	0.7632772
temp + silicate	Indian	(27.85,27.95]	0.5978362	0.5496191	0.6460532
temp + silicate	Indian	(27.95,28.05]	0.3920419	0.3308835	0.4532004
temp + silicate	Indian	(28.05,28.1]	0.2116543	0.0873761	0.3359325
temp + silicate	Indian	(28.1,28.2]	0.2419112	0.0794413	0.4043812
temp + silicate	Indian	(28.2,28.3]	0.0930465	0.0735256	0.1125674
temp + silicate	Indian	(28.3,28.4]	0.7003810	0.6717317	0.7290303
temp + silicate	Indian	(28.4, Inf]	0.9828013	0.9828013	0.9828013
temp + silicate	Pacific	(-Inf,26]	-0.5895990	-0.6540448	-0.5251531
temp + silicate	Pacific	(26,26.5]	-0.6985135	-0.7000435	-0.6969835
temp + silicate	Pacific	(26.5,26.75]	-0.6913671	-0.7220372	-0.6606970
temp + silicate	Pacific	(26.75,27]	-0.6917438	-0.7060865	-0.6774012
temp + silicate	Pacific	(27,27.25]	-0.5397050	-0.5583159	-0.5210942
temp + silicate	Pacific	(27.25,27.5]	-0.2833078	-0.2936457	-0.2729699
temp + silicate	Pacific	(27.5,27.75]	-0.0128417	-0.1847704	0.1590870
temp + silicate	Pacific	(27.75,27.85]	0.0661577	-0.1402096	0.2725250
temp + silicate	Pacific	(27.85,27.95]	0.0039536	-0.2541966	0.2621037
temp + silicate	Pacific	(27.95,28.05]	-0.1480783	-0.3822313	0.0860746
temp + silicate	Pacific	(28.05,28.1]	-0.0507202	-0.2129495	0.1115092
temp + silicate	Pacific	(28.1,28.2]	0.6768427	0.6741345	0.6795510
temp + silicate	Pacific	(28.2,28.3]	-0.4424609	-0.6154078	-0.2695140
temp + silicate	Pacific	(28.3,28.4]	0.9008620	0.8635030	0.9382210
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
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]	0.4234916	0.3846519	0.4623314
aou	Atlantic	(26,26.5]	-0.1687520	-0.2399493	-0.0975546
aou	Atlantic	(26.5,26.75]	-0.3592816	-0.3784765	-0.3400866
aou	Atlantic	(26.75,27]	-0.2408674	-0.3360645	-0.1456704
aou	Atlantic	(27,27.25]	-0.2206288	-0.2926151	-0.1486426
aou	Atlantic	(27.25,27.5]	-0.3364351	-0.4048205	-0.2680497
aou	Atlantic	(27.5,27.75]	-0.7073646	-0.7171999	-0.6975293
aou	Atlantic	(27.75,27.85]	-0.8477735	-0.8773632	-0.8181838
aou	Atlantic	(27.85,27.95]	-0.8623859	-0.8765676	-0.8482041
aou	Atlantic	(27.95,28.05]	-0.8205451	-0.8241583	-0.8169320
aou	Atlantic	(28.05,28.1]	-0.8431851	-0.8598881	-0.8264820
aou	Atlantic	(28.1,28.15]	-0.8483268	-0.9007432	-0.7959105
aou	Atlantic	(28.15,28.2]	-0.8974708	-0.9241317	-0.8708100
aou	Atlantic	(28.2, Inf]	-0.8527425	-0.8815254	-0.8239596
aou	Indian	(-Inf,26]	-0.4303442	-0.8523945	-0.0082940
aou	Indian	(26,26.5]	-0.7113084	-0.9592684	-0.4633484
aou	Indian	(26.5,26.75]	-0.4699560	-0.7347593	-0.2051526
aou	Indian	(26.75,27]	-0.2272919	-0.4044363	-0.0501474
aou	Indian	(27,27.25]	0.3405943	0.1714103	0.5097783
aou	Indian	(27.25,27.5]	0.5901968	0.4945913	0.6858023
aou	Indian	(27.5,27.75]	0.5426444	0.3827588	0.7025300
aou	Indian	(27.75,27.85]	0.2091107	0.0194079	0.3988135
aou	Indian	(27.85,27.95]	0.3554135	0.3144459	0.3963812
aou	Indian	(27.95,28.05]	0.2876722	0.2017575	0.3735869
aou	Indian	(28.05,28.1]	0.0620932	-0.2479297	0.3721161
aou	Indian	(28.1,28.2]	0.2182619	-0.1224564	0.5589802
aou	Indian	(28.2,28.3]	0.1639574	0.0415886	0.2863262
aou	Indian	(28.3,28.4]	-0.0472128	-0.1536317	0.0592062
aou	Indian	(28.4, Inf]	-0.7762979	-0.7762979	-0.7762979
aou	Pacific	(-Inf,26]	-0.0973719	-0.2318575	0.0371137
aou	Pacific	(26,26.5]	-0.5195631	-0.5661209	-0.4730054
aou	Pacific	(26.5,26.75]	-0.3597834	-0.5544529	-0.1651138
aou	Pacific	(26.75,27]	-0.5456236	-0.6804550	-0.4107923
aou	Pacific	(27,27.25]	0.1063932	0.0372970	0.1754894
aou	Pacific	(27.25,27.5]	0.5987312	0.5693302	0.6281323
aou	Pacific	(27.5,27.75]	0.7058557	0.6668169	0.7448945
aou	Pacific	(27.75,27.85]	0.7716435	0.7416614	0.8016256
aou	Pacific	(27.85,27.95]	0.7577787	0.7284490	0.7871084
aou	Pacific	(27.95,28.05]	0.5846410	0.5707869	0.5984951
aou	Pacific	(28.05,28.1]	0.3234160	0.3199079	0.3269242
aou	Pacific	(28.1,28.2]	0.2949564	0.2553239	0.3345888
aou	Pacific	(28.2,28.3]	0.0376513	0.0334728	0.0418297
aou	Pacific	(28.3,28.4]	-0.2368453	-0.6238155	0.1501248
aou	Pacific	(28.4, Inf]	-0.3270423	-0.3270423	-0.3270423
nitrate	Atlantic	(-Inf,26]	0.2235456	0.1543593	0.2927318
nitrate	Atlantic	(26,26.5]	-0.3629270	-0.4585221	-0.2673318
nitrate	Atlantic	(26.5,26.75]	-0.5785911	-0.5835362	-0.5736460
nitrate	Atlantic	(26.75,27]	-0.6463167	-0.7127936	-0.5798397
nitrate	Atlantic	(27,27.25]	-0.7540310	-0.8018174	-0.7062447
nitrate	Atlantic	(27.25,27.5]	-0.8781267	-0.9055710	-0.8506824
nitrate	Atlantic	(27.5,27.75]	-0.9630127	-0.9650580	-0.9609675
nitrate	Atlantic	(27.75,27.85]	-0.9611341	-0.9637784	-0.9584897
nitrate	Atlantic	(27.85,27.95]	-0.9389389	-0.9436128	-0.9342651
nitrate	Atlantic	(27.95,28.05]	-0.8926619	-0.9126195	-0.8727043
nitrate	Atlantic	(28.05,28.1]	-0.8934215	-0.9074894	-0.8793537
nitrate	Atlantic	(28.1,28.15]	-0.8816948	-0.9233752	-0.8400143
nitrate	Atlantic	(28.15,28.2]	-0.9263985	-0.9425066	-0.9102903
nitrate	Atlantic	(28.2, Inf]	-0.9746530	-0.9766495	-0.9726565
nitrate	Indian	(-Inf,26]	-0.4075165	-0.8293330	0.0142999
nitrate	Indian	(26,26.5]	-0.7224008	-0.9633417	-0.4814599
nitrate	Indian	(26.5,26.75]	-0.8204622	-0.8828913	-0.7580332
nitrate	Indian	(26.75,27]	-0.7567908	-0.7974725	-0.7161091
nitrate	Indian	(27,27.25]	-0.3423342	-0.4805905	-0.2040778
nitrate	Indian	(27.25,27.5]	0.3525429	0.1536586	0.5514273
nitrate	Indian	(27.5,27.75]	0.4654895	0.2764001	0.6545790
nitrate	Indian	(27.75,27.85]	0.0809488	-0.0889641	0.2508618
nitrate	Indian	(27.85,27.95]	0.0769348	-0.0016262	0.1554958
nitrate	Indian	(27.95,28.05]	-0.1892907	-0.4293131	0.0507318
nitrate	Indian	(28.05,28.1]	-0.1901387	-0.5891053	0.2088278
nitrate	Indian	(28.1,28.2]	-0.0124324	-0.4057027	0.3808380
nitrate	Indian	(28.2,28.3]	-0.3207902	-0.3600810	-0.2814994
nitrate	Indian	(28.3,28.4]	-0.1758571	-0.3314372	-0.0202770
nitrate	Indian	(28.4, Inf]	-0.8289577	-0.8289577	-0.8289577
nitrate	Pacific	(-Inf,26]	-0.1813925	-0.2682968	-0.0944882
nitrate	Pacific	(26,26.5]	-0.7714728	-0.8281642	-0.7147813
nitrate	Pacific	(26.5,26.75]	-0.7010654	-0.7690947	-0.6330362
nitrate	Pacific	(26.75,27]	-0.6793132	-0.7576493	-0.6009771
nitrate	Pacific	(27,27.25]	0.0615816	-0.0044933	0.1276564
nitrate	Pacific	(27.25,27.5]	0.5321408	0.5066787	0.5576030
nitrate	Pacific	(27.5,27.75]	0.6461512	0.6196663	0.6726361
nitrate	Pacific	(27.75,27.85]	0.7314813	0.7058764	0.7570863
nitrate	Pacific	(27.85,27.95]	0.7268361	0.7075716	0.7461005
nitrate	Pacific	(27.95,28.05]	0.5421114	0.5332443	0.5509786
nitrate	Pacific	(28.05,28.1]	0.2958852	0.2921580	0.2996125
nitrate	Pacific	(28.1,28.2]	0.2603467	0.2104803	0.3102132
nitrate	Pacific	(28.2,28.3]	-0.2160833	-0.3973143	-0.0348523
nitrate	Pacific	(28.3,28.4]	-0.4154410	-0.5372041	-0.2936778
nitrate	Pacific	(28.4, Inf]	0.5678985	0.5678985	0.5678985
oxygen	Atlantic	(-Inf,26]	-0.3190973	-0.3342346	-0.3039600
oxygen	Atlantic	(26,26.5]	-0.0042679	-0.0639340	0.0553982
oxygen	Atlantic	(26.5,26.75]	0.1943629	0.1607989	0.2279269
oxygen	Atlantic	(26.75,27]	0.0766606	-0.0140344	0.1673557
oxygen	Atlantic	(27,27.25]	0.0009874	-0.0537479	0.0557227
oxygen	Atlantic	(27.25,27.5]	0.0415404	-0.0049571	0.0880380
oxygen	Atlantic	(27.5,27.75]	0.4076096	0.3823761	0.4328430
oxygen	Atlantic	(27.75,27.85]	0.6487296	0.5820715	0.7153878
oxygen	Atlantic	(27.85,27.95]	0.7296012	0.7054291	0.7537733
oxygen	Atlantic	(27.95,28.05]	0.7027533	0.6678651	0.7376415
oxygen	Atlantic	(28.05,28.1]	0.7876496	0.7641616	0.8111376
oxygen	Atlantic	(28.1,28.15]	0.8203067	0.7618645	0.8787490
oxygen	Atlantic	(28.15,28.2]	0.8985994	0.8706382	0.9265605
oxygen	Atlantic	(28.2, Inf]	0.7755480	0.7338759	0.8172201
oxygen	Indian	(-Inf,26]	0.5451918	0.2018953	0.8884883
oxygen	Indian	(26,26.5]	0.7188478	0.4803071	0.9573884
oxygen	Indian	(26.5,26.75]	0.3219486	-0.0361734	0.6800706
oxygen	Indian	(26.75,27]	0.0141541	-0.2812116	0.3095198
oxygen	Indian	(27,27.25]	-0.4444665	-0.6450389	-0.2438942
oxygen	Indian	(27.25,27.5]	-0.6182459	-0.7030677	-0.5334241
oxygen	Indian	(27.5,27.75]	-0.5158776	-0.6839536	-0.3478016
oxygen	Indian	(27.75,27.85]	-0.2066542	-0.3913505	-0.0219578
oxygen	Indian	(27.85,27.95]	-0.3764760	-0.4148906	-0.3380615
oxygen	Indian	(27.95,28.05]	-0.3522004	-0.4138101	-0.2905907
oxygen	Indian	(28.05,28.1]	-0.1447161	-0.3976708	0.1082386
oxygen	Indian	(28.1,28.2]	-0.2835669	-0.5864264	0.0192925
oxygen	Indian	(28.2,28.3]	-0.2087915	-0.3122857	-0.1052974
oxygen	Indian	(28.3,28.4]	0.0311983	-0.0636860	0.1260825
oxygen	Indian	(28.4, Inf]	0.7730404	0.7730404	0.7730404
oxygen	Pacific	(-Inf,26]	0.2850314	0.1430291	0.4270338
oxygen	Pacific	(26,26.5]	0.3564917	0.3180178	0.3949656
oxygen	Pacific	(26.5,26.75]	0.2038375	-0.0156928	0.4233678
oxygen	Pacific	(26.75,27]	0.4705310	0.3131546	0.6279073
oxygen	Pacific	(27,27.25]	-0.0796312	-0.1480200	-0.0112425
oxygen	Pacific	(27.25,27.5]	-0.5572192	-0.5870185	-0.5274199
oxygen	Pacific	(27.5,27.75]	-0.6567697	-0.7037102	-0.6098292
oxygen	Pacific	(27.75,27.85]	-0.7388894	-0.7754526	-0.7023261
oxygen	Pacific	(27.85,27.95]	-0.7315446	-0.7698336	-0.6932555
oxygen	Pacific	(27.95,28.05]	-0.5754342	-0.5877205	-0.5631480
oxygen	Pacific	(28.05,28.1]	-0.3275567	-0.3315380	-0.3235754
oxygen	Pacific	(28.1,28.2]	-0.2993984	-0.3395585	-0.2592383
oxygen	Pacific	(28.2,28.3]	-0.1013550	-0.1415979	-0.0611122
oxygen	Pacific	(28.3,28.4]	0.2356198	-0.1483114	0.6195510
oxygen	Pacific	(28.4, Inf]	0.3547662	0.3547662	0.3547662
phosphate	Atlantic	(-Inf,26]	0.1068148	0.0044105	0.2092191
phosphate	Atlantic	(26,26.5]	-0.5228364	-0.6108201	-0.4348527
phosphate	Atlantic	(26.5,26.75]	-0.6852635	-0.6943572	-0.6761697
phosphate	Atlantic	(26.75,27]	-0.7392289	-0.7770501	-0.7014076
phosphate	Atlantic	(27,27.25]	-0.8360885	-0.8607286	-0.8114483
phosphate	Atlantic	(27.25,27.5]	-0.9277851	-0.9412842	-0.9142861
phosphate	Atlantic	(27.5,27.75]	-0.9777637	-0.9802271	-0.9753002
phosphate	Atlantic	(27.75,27.85]	-0.9701431	-0.9711648	-0.9691214
phosphate	Atlantic	(27.85,27.95]	-0.9464479	-0.9493985	-0.9434973
phosphate	Atlantic	(27.95,28.05]	-0.9027913	-0.9211289	-0.8844536
phosphate	Atlantic	(28.05,28.1]	-0.8983748	-0.9117951	-0.8849545
phosphate	Atlantic	(28.1,28.15]	-0.8840718	-0.9280552	-0.8400884
phosphate	Atlantic	(28.15,28.2]	-0.9293635	-0.9454599	-0.9132672
phosphate	Atlantic	(28.2, Inf]	-0.9803948	-0.9816886	-0.9791009
phosphate	Indian	(-Inf,26]	-0.4174639	-0.8393306	0.0044029
phosphate	Indian	(26,26.5]	-0.7202273	-0.9717096	-0.4687450
phosphate	Indian	(26.5,26.75]	-0.8337262	-0.8880998	-0.7793526
phosphate	Indian	(26.75,27]	-0.7733407	-0.8305490	-0.7161324
phosphate	Indian	(27,27.25]	-0.3577651	-0.5094268	-0.2061033
phosphate	Indian	(27.25,27.5]	0.3129629	0.1107111	0.5152148
phosphate	Indian	(27.5,27.75]	0.4072493	0.1932350	0.6212637
phosphate	Indian	(27.75,27.85]	-0.0067061	-0.2454392	0.2320270
phosphate	Indian	(27.85,27.95]	-0.0109371	-0.1225612	0.1006869
phosphate	Indian	(27.95,28.05]	-0.2603616	-0.5015319	-0.0191913
phosphate	Indian	(28.05,28.1]	-0.2638640	-0.6569507	0.1292226
phosphate	Indian	(28.1,28.2]	-0.1419113	-0.5168824	0.2330599
phosphate	Indian	(28.2,28.3]	-0.6576245	-0.7350495	-0.5801994
phosphate	Indian	(28.3,28.4]	-0.5252833	-0.6449123	-0.4056543
phosphate	Indian	(28.4, Inf]	-0.9087735	-0.9087735	-0.9087735
phosphate	Pacific	(-Inf,26]	-0.2362741	-0.3147033	-0.1578450
phosphate	Pacific	(26,26.5]	-0.8080784	-0.8558207	-0.7603362
phosphate	Pacific	(26.5,26.75]	-0.7518124	-0.8188986	-0.6847262
phosphate	Pacific	(26.75,27]	-0.7218968	-0.7917211	-0.6520725
phosphate	Pacific	(27,27.25]	0.0375304	-0.0335806	0.1086414
phosphate	Pacific	(27.25,27.5]	0.5210229	0.4872004	0.5548454
phosphate	Pacific	(27.5,27.75]	0.6257731	0.5976922	0.6538541
phosphate	Pacific	(27.75,27.85]	0.7017356	0.6764205	0.7270507
phosphate	Pacific	(27.85,27.95]	0.6917550	0.6758804	0.7076295
phosphate	Pacific	(27.95,28.05]	0.4713426	0.4356550	0.5070303
phosphate	Pacific	(28.05,28.1]	0.1848129	0.1501175	0.2195082
phosphate	Pacific	(28.1,28.2]	0.1521879	0.0894556	0.2149202
phosphate	Pacific	(28.2,28.3]	-0.6925632	-0.7624379	-0.6226884
phosphate	Pacific	(28.3,28.4]	-0.7848086	-0.8685971	-0.7010201
phosphate	Pacific	(28.4, Inf]	0.3535889	0.3535889	0.3535889
sal	Atlantic	(-Inf,26]	-0.0073133	-0.0951375	0.0805109
sal	Atlantic	(26,26.5]	0.6776508	0.5797005	0.7756010
sal	Atlantic	(26.5,26.75]	0.7344508	0.6847183	0.7841834
sal	Atlantic	(26.75,27]	0.6596221	0.6112248	0.7080193
sal	Atlantic	(27,27.25]	0.7825213	0.7690362	0.7960065
sal	Atlantic	(27.25,27.5]	0.8437027	0.8382020	0.8492034
sal	Atlantic	(27.5,27.75]	0.8133950	0.8087809	0.8180092
sal	Atlantic	(27.75,27.85]	0.7231532	0.6977176	0.7485888
sal	Atlantic	(27.85,27.95]	0.6576186	0.6348700	0.6803672
sal	Atlantic	(27.95,28.05]	0.6708905	0.6212502	0.7205307
sal	Atlantic	(28.05,28.1]	0.7264729	0.7025841	0.7503617
sal	Atlantic	(28.1,28.15]	0.7373583	0.6782877	0.7964289
sal	Atlantic	(28.15,28.2]	0.8284260	0.8101380	0.8467139
sal	Atlantic	(28.2, Inf]	0.9454421	0.9337132	0.9571710
sal	Indian	(-Inf,26]	0.7393129	0.6061191	0.8725066
sal	Indian	(26,26.5]	0.6073266	0.3134039	0.9012494
sal	Indian	(26.5,26.75]	0.6958390	0.5962504	0.7954276
sal	Indian	(26.75,27]	0.6902158	0.5110618	0.8693699
sal	Indian	(27,27.25]	0.6323341	0.4413499	0.8233182
sal	Indian	(27.25,27.5]	0.6385999	0.5842805	0.6929193
sal	Indian	(27.5,27.75]	0.5693776	0.4455694	0.6931857
sal	Indian	(27.75,27.85]	0.3015987	0.1225383	0.4806592
sal	Indian	(27.85,27.95]	0.4983837	0.4581865	0.5385810
sal	Indian	(27.95,28.05]	0.5939929	0.5911284	0.5968573
sal	Indian	(28.05,28.1]	0.4889325	0.3739469	0.6039181
sal	Indian	(28.1,28.2]	0.3938520	0.3560659	0.4316380
sal	Indian	(28.2,28.3]	0.2588891	0.2079381	0.3098402
sal	Indian	(28.3,28.4]	-0.0376928	-0.1074699	0.0320842
sal	Indian	(28.4, Inf]	-0.3777885	-0.3777885	-0.3777885
sal	Pacific	(-Inf,26]	0.0274681	0.0112692	0.0436670
sal	Pacific	(26,26.5]	0.5832863	0.5626550	0.6039177
sal	Pacific	(26.5,26.75]	0.5566885	0.4664634	0.6469135
sal	Pacific	(26.75,27]	0.3450640	0.2739460	0.4161820
sal	Pacific	(27,27.25]	-0.3977973	-0.4143537	-0.3812409
sal	Pacific	(27.25,27.5]	-0.4417231	-0.4456610	-0.4377852
sal	Pacific	(27.5,27.75]	-0.1933988	-0.2850673	-0.1017303
sal	Pacific	(27.75,27.85]	-0.2737523	-0.4614379	-0.0860668
sal	Pacific	(27.85,27.95]	-0.2774866	-0.4528454	-0.1021279
sal	Pacific	(27.95,28.05]	-0.2301179	-0.3039098	-0.1563261
sal	Pacific	(28.05,28.1]	-0.1784259	-0.1966420	-0.1602098
sal	Pacific	(28.1,28.2]	-0.1915420	-0.2318490	-0.1512351
sal	Pacific	(28.2,28.3]	0.0523509	-0.0247504	0.1294521
sal	Pacific	(28.3,28.4]	-0.0851417	-0.4591466	0.2888633
sal	Pacific	(28.4, Inf]	-0.7565985	-0.7565985	-0.7565985
silicate	Atlantic	(-Inf,26]	-0.0080929	-0.1285786	0.1123928
silicate	Atlantic	(26,26.5]	-0.4711472	-0.5647221	-0.3775723
silicate	Atlantic	(26.5,26.75]	-0.5573307	-0.5854839	-0.5291776
silicate	Atlantic	(26.75,27]	-0.4981025	-0.5437859	-0.4524190
silicate	Atlantic	(27,27.25]	-0.7157668	-0.7204379	-0.7110958
silicate	Atlantic	(27.25,27.5]	-0.8287721	-0.8613179	-0.7962262
silicate	Atlantic	(27.5,27.75]	-0.8463175	-0.8668228	-0.8258123
silicate	Atlantic	(27.75,27.85]	-0.8785890	-0.8854394	-0.8717386
silicate	Atlantic	(27.85,27.95]	-0.8816217	-0.8895579	-0.8736855
silicate	Atlantic	(27.95,28.05]	-0.8514195	-0.8650557	-0.8377833
silicate	Atlantic	(28.05,28.1]	-0.8649580	-0.8754214	-0.8544945
silicate	Atlantic	(28.1,28.15]	-0.8661141	-0.9082620	-0.8239662
silicate	Atlantic	(28.15,28.2]	-0.9187355	-0.9349738	-0.9024972
silicate	Atlantic	(28.2, Inf]	-0.9568204	-0.9692208	-0.9444200
silicate	Indian	(-Inf,26]	-0.4300004	-0.7384713	-0.1215294
silicate	Indian	(26,26.5]	-0.7092194	-0.9623451	-0.4560936
silicate	Indian	(26.5,26.75]	-0.5573780	-0.7740481	-0.3407079
silicate	Indian	(26.75,27]	-0.3981715	-0.4929398	-0.3034032
silicate	Indian	(27,27.25]	-0.0542714	-0.0797906	-0.0287521
silicate	Indian	(27.25,27.5]	0.4514380	0.3143979	0.5884781
silicate	Indian	(27.5,27.75]	0.6118164	0.4813312	0.7423017
silicate	Indian	(27.75,27.85]	0.2399569	0.0493127	0.4306012
silicate	Indian	(27.85,27.95]	0.2059381	0.1169175	0.2949586
silicate	Indian	(27.95,28.05]	0.0163070	-0.1869857	0.2195996
silicate	Indian	(28.05,28.1]	-0.0671581	-0.4098289	0.2755128
silicate	Indian	(28.1,28.2]	0.0154028	-0.2857528	0.3165584
silicate	Indian	(28.2,28.3]	-0.1987017	-0.1989058	-0.1984976
silicate	Indian	(28.3,28.4]	-0.2965589	-0.3686763	-0.2244415
silicate	Indian	(28.4, Inf]	-0.7545541	-0.7545541	-0.7545541
silicate	Pacific	(-Inf,26]	-0.1859763	-0.2602024	-0.1117502
silicate	Pacific	(26,26.5]	-0.7207243	-0.7634111	-0.6780375
silicate	Pacific	(26.5,26.75]	-0.6320882	-0.6324511	-0.6317253
silicate	Pacific	(26.75,27]	-0.4849792	-0.5070732	-0.4628851
silicate	Pacific	(27,27.25]	0.3478542	0.3000574	0.3956511
silicate	Pacific	(27.25,27.5]	0.7986434	0.7797918	0.8174949
silicate	Pacific	(27.5,27.75]	0.8634025	0.8530418	0.8737633
silicate	Pacific	(27.75,27.85]	0.8345384	0.8216736	0.8474032
silicate	Pacific	(27.85,27.95]	0.7728506	0.7537490	0.7919523
silicate	Pacific	(27.95,28.05]	0.5585492	0.5414346	0.5756638
silicate	Pacific	(28.05,28.1]	0.2807264	0.2777587	0.2836941
silicate	Pacific	(28.1,28.2]	0.2637010	0.2395703	0.2878316
silicate	Pacific	(28.2,28.3]	-0.2216803	-0.2822272	-0.1611333
silicate	Pacific	(28.3,28.4]	-0.4865573	-0.6535628	-0.3195519
silicate	Pacific	(28.4, Inf]	0.2765553	0.2765553	0.2765553
temp	Atlantic	(-Inf,26]	-0.3034090	-0.3780416	-0.2287764
temp	Atlantic	(26,26.5]	0.6293138	0.5461457	0.7124820
temp	Atlantic	(26.5,26.75]	0.6671008	0.6033462	0.7308554
temp	Atlantic	(26.75,27]	0.5140879	0.4447598	0.5834160
temp	Atlantic	(27,27.25]	0.6891341	0.6634861	0.7147821
temp	Atlantic	(27.25,27.5]	0.7862534	0.7755171	0.7969897
temp	Atlantic	(27.5,27.75]	0.7525353	0.7489880	0.7560826
temp	Atlantic	(27.75,27.85]	0.6896123	0.6893363	0.6898884
temp	Atlantic	(27.85,27.95]	0.6261883	0.6184578	0.6339187
temp	Atlantic	(27.95,28.05]	0.6256173	0.5971474	0.6540873
temp	Atlantic	(28.05,28.1]	0.6520341	0.6359075	0.6681607
temp	Atlantic	(28.1,28.15]	0.6289679	0.5551178	0.7028180
temp	Atlantic	(28.15,28.2]	0.4678883	0.3068173	0.6289593
temp	Atlantic	(28.2, Inf]	0.3112237	0.3106629	0.3117845
temp	Indian	(-Inf,26]	-0.4957548	-0.8063041	-0.1852056
temp	Indian	(26,26.5]	0.3917755	0.0637245	0.7198266
temp	Indian	(26.5,26.75]	0.6358605	0.5260593	0.7456616
temp	Indian	(26.75,27]	0.7346909	0.5970564	0.8723255
temp	Indian	(27,27.25]	0.7401617	0.6098477	0.8704756
temp	Indian	(27.25,27.5]	0.6705671	0.6020585	0.7390758
temp	Indian	(27.5,27.75]	0.3801428	0.1830962	0.5771894
temp	Indian	(27.75,27.85]	0.1924414	0.0263095	0.3585734
temp	Indian	(27.85,27.95]	0.4238867	0.3916403	0.4561332
temp	Indian	(27.95,28.05]	0.5024418	0.4971148	0.5077687
temp	Indian	(28.05,28.1]	0.4285258	0.3812866	0.4757649
temp	Indian	(28.1,28.2]	0.4172107	0.3391210	0.4953005
temp	Indian	(28.2,28.3]	0.2481207	0.1946823	0.3015590
temp	Indian	(28.3,28.4]	-0.0562233	-0.1398612	0.0274145
temp	Indian	(28.4, Inf]	-0.7633388	-0.7633388	-0.7633388
temp	Pacific	(-Inf,26]	-0.4473138	-0.4711765	-0.4234512
temp	Pacific	(26,26.5]	0.6194111	0.6063290	0.6324932
temp	Pacific	(26.5,26.75]	0.5873064	0.4896833	0.6849296
temp	Pacific	(26.75,27]	0.3874130	0.3128291	0.4619969
temp	Pacific	(27,27.25]	-0.2509397	-0.2679689	-0.2339106
temp	Pacific	(27.25,27.5]	-0.4040875	-0.4107208	-0.3974543
temp	Pacific	(27.5,27.75]	-0.2295063	-0.3522631	-0.1067495
temp	Pacific	(27.75,27.85]	-0.1975420	-0.3657188	-0.0293653
temp	Pacific	(27.85,27.95]	-0.1924895	-0.3718249	-0.0131541
temp	Pacific	(27.95,28.05]	-0.1264002	-0.2593042	0.0065037
temp	Pacific	(28.05,28.1]	-0.0538003	-0.0948466	-0.0127541
temp	Pacific	(28.1,28.2]	0.2258208	0.1729301	0.2787115
temp	Pacific	(28.2,28.3]	0.1351556	0.0706020	0.1997092
temp	Pacific	(28.3,28.4]	-0.2905016	-0.5950225	0.0140193
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