eMLR - assumption testing

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Last updated: 2021-03-08

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
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html	f791ae4	Donghe-Zhu	2021-02-09	Build site.
html	f71ae34	Donghe-Zhu	2021-02-09	Build site.
html	c011832	Donghe-Zhu	2021-02-09	Build site.
html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
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html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
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html	022871c	Donghe-Zhu	2021-01-13	Build site.
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html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
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html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 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 coefficients.

2.1 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).

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

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(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:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
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4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
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ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
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61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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

/nfs/kryo/work/jenmueller/emlr_cant/model/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)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          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()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 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)

2.2.2 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
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# 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 + phosphate	Indian	(-Inf,26]	0.9871281	0.9858446	0.9878270
aou + phosphate	Indian	(26,26.5]	0.9850930	0.9845863	0.9855285
aou + phosphate	Indian	(26.5,26.75]	0.9880346	0.9874271	0.9888970
aou + phosphate	Indian	(26.75,27]	0.9843652	0.9839579	0.9847587
aou + phosphate	Indian	(27,27.25]	0.9747160	0.9720454	0.9765113
aou + phosphate	Indian	(27.25,27.5]	0.9731751	0.9713873	0.9742034
aou + phosphate	Indian	(27.5,27.75]	0.9745707	0.9740872	0.9749999
aou + phosphate	Indian	(27.75,27.85]	0.9888893	0.9887599	0.9891361
aou + phosphate	Indian	(27.85,27.95]	0.9869722	0.9859322	0.9881448
aou + phosphate	Indian	(27.95,28.05]	0.9642807	0.9638382	0.9646865
aou + phosphate	Indian	(28.05,28.1]	0.9664560	0.9659114	0.9668720
aou + phosphate	Indian	(28.1, Inf]	0.9495532	0.9473781	0.9534136
aou + phosphate	N_Atlantic	(-Inf,26]	0.9690886	0.9663257	0.9714340
aou + phosphate	N_Atlantic	(26,26.5]	0.9788314	0.9777470	0.9796544
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9928437	0.9926969	0.9930578
aou + phosphate	N_Atlantic	(26.75,27]	0.9932204	0.9927059	0.9936828
aou + phosphate	N_Atlantic	(27,27.25]	0.9922355	0.9916163	0.9927319
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9886601	0.9882987	0.9888538
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9845039	0.9842489	0.9846528
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9878563	0.9871493	0.9884844
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9700281	0.9679553	0.9729036
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9309148	0.9220061	0.9354094
aou + phosphate	N_Atlantic	(28.05,28.1]	0.9472751	0.9346714	0.9552131
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8817201	0.8625816	0.8986224
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9793376	0.9695546	0.9848591
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9285956	0.9028177	0.9423263
aou + phosphate	N_Pacific	(-Inf,26]	0.9791012	0.9783649	0.9798778
aou + phosphate	N_Pacific	(26,26.5]	0.9716051	0.9691900	0.9743609
aou + phosphate	N_Pacific	(26.5,26.75]	0.9556930	0.9530531	0.9585308
aou + phosphate	N_Pacific	(26.75,27]	0.8736250	0.8632965	0.8812030
aou + phosphate	N_Pacific	(27,27.25]	0.9109345	0.9092934	0.9123255
aou + phosphate	N_Pacific	(27.25,27.5]	0.9392470	0.9340535	0.9439777
aou + phosphate	N_Pacific	(27.5,27.75]	0.9463497	0.9447364	0.9481516
aou + phosphate	N_Pacific	(27.75,27.85]	0.9787076	0.9762448	0.9824582
aou + phosphate	N_Pacific	(27.85,27.95]	0.9860393	0.9853902	0.9873363
aou + phosphate	N_Pacific	(27.95,28.05]	0.9893444	0.9884752	0.9902631
aou + phosphate	N_Pacific	(28.05,28.1]	0.9918728	0.9905911	0.9928733
aou + phosphate	N_Pacific	(28.1, Inf]	0.9994385	0.9994175	0.9994562
aou + phosphate	S_Atlantic	(-Inf,26]	0.9916750	0.9859644	0.9952977
aou + phosphate	S_Atlantic	(26,26.5]	0.9324911	0.9260070	0.9373650
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9633453	0.9623209	0.9651874
aou + phosphate	S_Atlantic	(26.75,27]	0.9782190	0.9770864	0.9797515
aou + phosphate	S_Atlantic	(27,27.25]	0.9730159	0.9720960	0.9744400
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9538903	0.9531590	0.9546994
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9490732	0.9470932	0.9510558
aou + phosphate	S_Atlantic	(27.75,27.85]	0.3147877	0.2449965	0.3764987
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.4485031	-0.4751292	-0.4224302
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.0293491	-0.0530412	-0.0174715
aou + phosphate	S_Atlantic	(28.05,28.1]	0.2548799	0.1840790	0.3339032
aou + phosphate	S_Atlantic	(28.1,28.15]	0.6373507	0.5605818	0.7373311
aou + phosphate	S_Atlantic	(28.15,28.2]	0.8649200	0.8501303	0.8863193
aou + phosphate	S_Atlantic	(28.2, Inf]	0.9027339	0.9004383	0.9067090
aou + phosphate	S_Pacific	(-Inf,26]	0.9546402	0.9541931	0.9550465
aou + phosphate	S_Pacific	(26,26.5]	0.9859716	0.9853547	0.9866823
aou + phosphate	S_Pacific	(26.5,26.75]	0.9914705	0.9907807	0.9922167
aou + phosphate	S_Pacific	(26.75,27]	0.9906092	0.9903365	0.9908667
aou + phosphate	S_Pacific	(27,27.25]	0.9855283	0.9844100	0.9866927
aou + phosphate	S_Pacific	(27.25,27.5]	0.9852869	0.9841137	0.9860543
aou + phosphate	S_Pacific	(27.5,27.75]	0.9915437	0.9912776	0.9918797
aou + phosphate	S_Pacific	(27.75,27.85]	0.9965473	0.9961568	0.9968649
aou + phosphate	S_Pacific	(27.85,27.95]	0.9970666	0.9969457	0.9973006
aou + phosphate	S_Pacific	(27.95,28.05]	0.9902208	0.9901129	0.9903625
aou + phosphate	S_Pacific	(28.05,28.1]	0.9949356	0.9947139	0.9952177
aou + phosphate	S_Pacific	(28.1, Inf]	0.9953513	0.9946034	0.9959902
aou + phosphate_star	Indian	(-Inf,26]	0.8002777	0.7900718	0.8092780
aou + phosphate_star	Indian	(26,26.5]	0.6184061	0.6149533	0.6243558
aou + phosphate_star	Indian	(26.5,26.75]	0.5701890	0.5465758	0.5872068
aou + phosphate_star	Indian	(26.75,27]	0.4629596	0.4303455	0.4884386
aou + phosphate_star	Indian	(27,27.25]	0.2065467	0.1934866	0.2133816
aou + phosphate_star	Indian	(27.25,27.5]	-0.4370924	-0.4882059	-0.3812855
aou + phosphate_star	Indian	(27.5,27.75]	-0.7338977	-0.7506908	-0.7243813
aou + phosphate_star	Indian	(27.75,27.85]	-0.8739692	-0.8825639	-0.8690182
aou + phosphate_star	Indian	(27.85,27.95]	-0.7820736	-0.7926680	-0.7713149
aou + phosphate_star	Indian	(27.95,28.05]	-0.7011039	-0.7179517	-0.6897041
aou + phosphate_star	Indian	(28.05,28.1]	-0.6974118	-0.7521161	-0.6623890
aou + phosphate_star	Indian	(28.1, Inf]	-0.3146431	-0.3498934	-0.2806479
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.2016314	0.1392391	0.2518065
aou + phosphate_star	N_Atlantic	(26,26.5]	0.3652731	0.3278418	0.4046026
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.3744236	0.2833355	0.4386908
aou + phosphate_star	N_Atlantic	(26.75,27]	0.4702238	0.4195144	0.5238737
aou + phosphate_star	N_Atlantic	(27,27.25]	0.6404043	0.6104126	0.6560367
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.6848739	0.6764863	0.7013774
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.5480026	0.5388432	0.5573654
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8969841	0.8941256	0.9007148
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.8207060	0.7900158	0.8511861
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.7485837	0.7240278	0.7674434
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.8706258	0.8451387	0.8916588
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.7007384	0.6563551	0.7282249
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9354843	0.9187477	0.9447750
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.8823211	0.8490248	0.9018951
aou + phosphate_star	N_Pacific	(-Inf,26]	0.7008595	0.6941953	0.7046022
aou + phosphate_star	N_Pacific	(26,26.5]	0.1325384	0.1161317	0.1585127
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.2647631	-0.3261476	-0.2156971
aou + phosphate_star	N_Pacific	(26.75,27]	-0.0689711	-0.1288002	-0.0290874
aou + phosphate_star	N_Pacific	(27,27.25]	0.3834716	0.3522157	0.4396035
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7630141	0.7543789	0.7744046
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5740767	0.5574191	0.6042297
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.6218559	0.5162792	0.7134459
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.2042955	0.1357575	0.2737765
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.1000405	-0.1406981	-0.0394784
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.0131989	-0.0914468	0.0679321
aou + phosphate_star	N_Pacific	(28.1, Inf]	-0.3290828	-0.3491336	-0.3047500
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9191442	0.8570467	0.9610242
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5279983	0.5041814	0.5614008
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.0396570	-0.0116180	0.0759223
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.3859088	-0.4203576	-0.3427538
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.5848633	-0.6049608	-0.5711845
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.8551965	-0.8591526	-0.8481113
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9320292	-0.9364409	-0.9297169
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9454211	-0.9478242	-0.9423763
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.7838442	-0.8067952	-0.7464831
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.5889938	-0.5994011	-0.5809308
aou + phosphate_star	S_Atlantic	(28.05,28.1]	-0.1915254	-0.3273120	-0.0606873
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.3291076	0.2074138	0.4884110
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.6995899	0.6698713	0.7417522
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.7597210	0.7529616	0.7710284
aou + phosphate_star	S_Pacific	(-Inf,26]	0.6219231	0.6112073	0.6286695
aou + phosphate_star	S_Pacific	(26,26.5]	0.6821682	0.6719984	0.6874141
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6495434	0.6315580	0.6678882
aou + phosphate_star	S_Pacific	(26.75,27]	0.7038554	0.6867025	0.7266382
aou + phosphate_star	S_Pacific	(27,27.25]	0.6135181	0.5736179	0.6535915
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.2317025	0.1537415	0.2855228
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.3503886	-0.4103690	-0.3008511
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.7614268	-0.7710549	-0.7481014
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.5536345	-0.5700245	-0.5377689
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.4670237	-0.5112268	-0.4134392
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.1870301	-0.2586382	-0.1124995
aou + phosphate_star	S_Pacific	(28.1, Inf]	0.3564659	0.3507959	0.3615855
aou + silicate	Indian	(-Inf,26]	0.8328264	0.8227958	0.8413569
aou + silicate	Indian	(26,26.5]	0.8772018	0.8743171	0.8804616
aou + silicate	Indian	(26.5,26.75]	0.9283492	0.9215200	0.9389434
aou + silicate	Indian	(26.75,27]	0.9630690	0.9584679	0.9681073
aou + silicate	Indian	(27,27.25]	0.9740820	0.9725470	0.9767733
aou + silicate	Indian	(27.25,27.5]	0.9693630	0.9680655	0.9704760
aou + silicate	Indian	(27.5,27.75]	0.9611355	0.9608378	0.9616630
aou + silicate	Indian	(27.75,27.85]	0.9893874	0.9891273	0.9898164
aou + silicate	Indian	(27.85,27.95]	0.9774770	0.9768012	0.9785777
aou + silicate	Indian	(27.95,28.05]	0.9662758	0.9654428	0.9669301
aou + silicate	Indian	(28.05,28.1]	0.9753450	0.9729404	0.9770755
aou + silicate	Indian	(28.1, Inf]	0.6404726	0.6379754	0.6438128
aou + silicate	N_Atlantic	(-Inf,26]	0.3663408	0.3641161	0.3687615
aou + silicate	N_Atlantic	(26,26.5]	0.5924097	0.5622751	0.6327856
aou + silicate	N_Atlantic	(26.5,26.75]	0.5640241	0.5045353	0.6038326
aou + silicate	N_Atlantic	(26.75,27]	0.8390715	0.8195798	0.8498585
aou + silicate	N_Atlantic	(27,27.25]	0.9533065	0.9529283	0.9538328
aou + silicate	N_Atlantic	(27.25,27.5]	0.9728328	0.9725802	0.9732999
aou + silicate	N_Atlantic	(27.5,27.75]	0.9682268	0.9681907	0.9682513
aou + silicate	N_Atlantic	(27.75,27.85]	0.9703926	0.9690424	0.9724644
aou + silicate	N_Atlantic	(27.85,27.95]	0.9027997	0.8929139	0.9150333
aou + silicate	N_Atlantic	(27.95,28.05]	0.6654594	0.6538622	0.6815693
aou + silicate	N_Atlantic	(28.05,28.1]	0.8214516	0.8069996	0.8481200
aou + silicate	N_Atlantic	(28.1,28.15]	0.7940094	0.7901835	0.7994941
aou + silicate	N_Atlantic	(28.15,28.2]	0.9706903	0.9668805	0.9732247
aou + silicate	N_Atlantic	(28.2, Inf]	0.9597411	0.9435885	0.9684788
aou + silicate	N_Pacific	(-Inf,26]	0.9309351	0.9277834	0.9327203
aou + silicate	N_Pacific	(26,26.5]	0.6550049	0.6476491	0.6616523
aou + silicate	N_Pacific	(26.5,26.75]	0.2849561	0.2761135	0.2972157
aou + silicate	N_Pacific	(26.75,27]	0.3363465	0.3194812	0.3601616
aou + silicate	N_Pacific	(27,27.25]	0.5355607	0.5042338	0.5748630
aou + silicate	N_Pacific	(27.25,27.5]	0.7720930	0.7661037	0.7753356
aou + silicate	N_Pacific	(27.5,27.75]	0.7617460	0.7437324	0.7762935
aou + silicate	N_Pacific	(27.75,27.85]	0.7956425	0.7745733	0.8226512
aou + silicate	N_Pacific	(27.85,27.95]	0.7483332	0.7052031	0.7899273
aou + silicate	N_Pacific	(27.95,28.05]	0.7665781	0.7604076	0.7758066
aou + silicate	N_Pacific	(28.05,28.1]	0.7436301	0.7200507	0.7585256
aou + silicate	N_Pacific	(28.1, Inf]	0.7444879	0.7331884	0.7649601
aou + silicate	S_Atlantic	(-Inf,26]	0.9783184	0.9618771	0.9889482
aou + silicate	S_Atlantic	(26,26.5]	0.8738203	0.8502245	0.8858726
aou + silicate	S_Atlantic	(26.5,26.75]	0.8210279	0.8070910	0.8361607
aou + silicate	S_Atlantic	(26.75,27]	0.7888785	0.7707680	0.8006281
aou + silicate	S_Atlantic	(27,27.25]	0.6939476	0.6783358	0.7146097
aou + silicate	S_Atlantic	(27.25,27.5]	0.5438389	0.5280981	0.5746226
aou + silicate	S_Atlantic	(27.5,27.75]	0.2249597	0.1675524	0.2567188
aou + silicate	S_Atlantic	(27.75,27.85]	-0.4513732	-0.4971535	-0.4116816
aou + silicate	S_Atlantic	(27.85,27.95]	-0.5108162	-0.5314902	-0.4856946
aou + silicate	S_Atlantic	(27.95,28.05]	-0.0184136	-0.0302652	-0.0113624
aou + silicate	S_Atlantic	(28.05,28.1]	0.3560472	0.3107211	0.4179548
aou + silicate	S_Atlantic	(28.1,28.15]	0.7511604	0.6978027	0.8229797
aou + silicate	S_Atlantic	(28.15,28.2]	0.9363888	0.9294949	0.9453231
aou + silicate	S_Atlantic	(28.2, Inf]	0.7002534	0.6815821	0.7228433
aou + silicate	S_Pacific	(-Inf,26]	0.7954995	0.7893217	0.8011377
aou + silicate	S_Pacific	(26,26.5]	0.9256298	0.9200958	0.9347082
aou + silicate	S_Pacific	(26.5,26.75]	0.9455671	0.9437804	0.9481494
aou + silicate	S_Pacific	(26.75,27]	0.9614687	0.9579837	0.9644843
aou + silicate	S_Pacific	(27,27.25]	0.9727178	0.9723739	0.9729763
aou + silicate	S_Pacific	(27.25,27.5]	0.9695954	0.9682503	0.9713770
aou + silicate	S_Pacific	(27.5,27.75]	0.9773874	0.9766136	0.9780542
aou + silicate	S_Pacific	(27.75,27.85]	0.9926010	0.9921327	0.9930382
aou + silicate	S_Pacific	(27.85,27.95]	0.9891020	0.9881738	0.9898136
aou + silicate	S_Pacific	(27.95,28.05]	0.9885253	0.9883252	0.9886269
aou + silicate	S_Pacific	(28.05,28.1]	0.9940977	0.9939058	0.9943451
aou + silicate	S_Pacific	(28.1, Inf]	0.8572319	0.8555891	0.8601961
oxygen + aou	Indian	(-Inf,26]	-0.9964054	-0.9965620	-0.9962885
oxygen + aou	Indian	(26,26.5]	-0.9975795	-0.9977025	-0.9973703
oxygen + aou	Indian	(26.5,26.75]	-0.9984991	-0.9986360	-0.9983695
oxygen + aou	Indian	(26.75,27]	-0.9983139	-0.9983593	-0.9982572
oxygen + aou	Indian	(27,27.25]	-0.9972533	-0.9974772	-0.9969286
oxygen + aou	Indian	(27.25,27.5]	-0.9967102	-0.9968214	-0.9966448
oxygen + aou	Indian	(27.5,27.75]	-0.9962272	-0.9962706	-0.9962026
oxygen + aou	Indian	(27.75,27.85]	-0.9988083	-0.9988503	-0.9987300
oxygen + aou	Indian	(27.85,27.95]	-0.9987545	-0.9987851	-0.9987155
oxygen + aou	Indian	(27.95,28.05]	-0.9981426	-0.9982188	-0.9980919
oxygen + aou	Indian	(28.05,28.1]	-0.9984452	-0.9987419	-0.9982595
oxygen + aou	Indian	(28.1, Inf]	-0.9969882	-0.9972188	-0.9968481
oxygen + aou	N_Atlantic	(-Inf,26]	-0.9468612	-0.9551405	-0.9385224
oxygen + aou	N_Atlantic	(26,26.5]	-0.9809298	-0.9826793	-0.9789958
oxygen + aou	N_Atlantic	(26.5,26.75]	-0.9947563	-0.9950728	-0.9943993
oxygen + aou	N_Atlantic	(26.75,27]	-0.9951908	-0.9957996	-0.9943704
oxygen + aou	N_Atlantic	(27,27.25]	-0.9933344	-0.9941651	-0.9918941
oxygen + aou	N_Atlantic	(27.25,27.5]	-0.9853719	-0.9864798	-0.9844558
oxygen + aou	N_Atlantic	(27.5,27.75]	-0.9684466	-0.9701573	-0.9670424
oxygen + aou	N_Atlantic	(27.75,27.85]	-0.9885316	-0.9898410	-0.9877311
oxygen + aou	N_Atlantic	(27.85,27.95]	-0.9870179	-0.9909174	-0.9797519
oxygen + aou	N_Atlantic	(27.95,28.05]	-0.9888629	-0.9893858	-0.9885444
oxygen + aou	N_Atlantic	(28.05,28.1]	-0.9877967	-0.9916195	-0.9852917
oxygen + aou	N_Atlantic	(28.1,28.15]	-0.9849911	-0.9887702	-0.9820827
oxygen + aou	N_Atlantic	(28.15,28.2]	-0.9963851	-0.9970563	-0.9951057
oxygen + aou	N_Atlantic	(28.2, Inf]	-0.9800348	-0.9880554	-0.9721417
oxygen + aou	N_Pacific	(-Inf,26]	-0.9584156	-0.9587406	-0.9579270
oxygen + aou	N_Pacific	(26,26.5]	-0.9881157	-0.9888983	-0.9876266
oxygen + aou	N_Pacific	(26.5,26.75]	-0.9877129	-0.9881056	-0.9869687
oxygen + aou	N_Pacific	(26.75,27]	-0.9645744	-0.9658458	-0.9632646
oxygen + aou	N_Pacific	(27,27.25]	-0.8345614	-0.8453345	-0.8274287
oxygen + aou	N_Pacific	(27.25,27.5]	-0.9255879	-0.9295752	-0.9229656
oxygen + aou	N_Pacific	(27.5,27.75]	-0.9678563	-0.9691480	-0.9661597
oxygen + aou	N_Pacific	(27.75,27.85]	-0.9887780	-0.9905605	-0.9865442
oxygen + aou	N_Pacific	(27.85,27.95]	-0.9919690	-0.9923200	-0.9917139
oxygen + aou	N_Pacific	(27.95,28.05]	-0.9990041	-0.9991575	-0.9987672
oxygen + aou	N_Pacific	(28.05,28.1]	-0.9994975	-0.9995617	-0.9994385
oxygen + aou	N_Pacific	(28.1, Inf]	-0.9997895	-0.9998065	-0.9997804
oxygen + aou	S_Atlantic	(-Inf,26]	-0.9946040	-0.9991196	-0.9892554
oxygen + aou	S_Atlantic	(26,26.5]	-0.9477557	-0.9535905	-0.9448155
oxygen + aou	S_Atlantic	(26.5,26.75]	-0.9956982	-0.9960240	-0.9954058
oxygen + aou	S_Atlantic	(26.75,27]	-0.9974100	-0.9975291	-0.9972808
oxygen + aou	S_Atlantic	(27,27.25]	-0.9972479	-0.9973146	-0.9972062
oxygen + aou	S_Atlantic	(27.25,27.5]	-0.9966929	-0.9967870	-0.9966357
oxygen + aou	S_Atlantic	(27.5,27.75]	-0.9964066	-0.9964418	-0.9963411
oxygen + aou	S_Atlantic	(27.75,27.85]	-0.9968837	-0.9971662	-0.9966953
oxygen + aou	S_Atlantic	(27.85,27.95]	-0.9700278	-0.9746728	-0.9609702
oxygen + aou	S_Atlantic	(27.95,28.05]	-0.9599761	-0.9616975	-0.9585421
oxygen + aou	S_Atlantic	(28.05,28.1]	-0.8964924	-0.9290294	-0.8658724
oxygen + aou	S_Atlantic	(28.1,28.15]	-0.8284991	-0.8418187	-0.8154154
oxygen + aou	S_Atlantic	(28.15,28.2]	-0.8455595	-0.8467021	-0.8449253
oxygen + aou	S_Atlantic	(28.2, Inf]	-0.8931583	-0.8949796	-0.8899669
oxygen + aou	S_Pacific	(-Inf,26]	-0.9666165	-0.9697162	-0.9632011
oxygen + aou	S_Pacific	(26,26.5]	-0.9931272	-0.9933120	-0.9927953
oxygen + aou	S_Pacific	(26.5,26.75]	-0.9977109	-0.9978224	-0.9975593
oxygen + aou	S_Pacific	(26.75,27]	-0.9978037	-0.9978844	-0.9976801
oxygen + aou	S_Pacific	(27,27.25]	-0.9977462	-0.9978461	-0.9976344
oxygen + aou	S_Pacific	(27.25,27.5]	-0.9976444	-0.9977511	-0.9974329
oxygen + aou	S_Pacific	(27.5,27.75]	-0.9974512	-0.9976240	-0.9972882
oxygen + aou	S_Pacific	(27.75,27.85]	-0.9985816	-0.9987076	-0.9983967
oxygen + aou	S_Pacific	(27.85,27.95]	-0.9984737	-0.9985233	-0.9984202
oxygen + aou	S_Pacific	(27.95,28.05]	-0.9981060	-0.9982003	-0.9979739
oxygen + aou	S_Pacific	(28.05,28.1]	-0.9989063	-0.9989119	-0.9989022
oxygen + aou	S_Pacific	(28.1, Inf]	-0.9990953	-0.9991300	-0.9990473
oxygen + phosphate	Indian	(-Inf,26]	-0.9777705	-0.9786671	-0.9764356
oxygen + phosphate	Indian	(26,26.5]	-0.9755330	-0.9760026	-0.9746630
oxygen + phosphate	Indian	(26.5,26.75]	-0.9805167	-0.9819870	-0.9793760
oxygen + phosphate	Indian	(26.75,27]	-0.9737881	-0.9743982	-0.9730160
oxygen + phosphate	Indian	(27,27.25]	-0.9563671	-0.9595657	-0.9515891
oxygen + phosphate	Indian	(27.25,27.5]	-0.9520829	-0.9538693	-0.9495640
oxygen + phosphate	Indian	(27.5,27.75]	-0.9528279	-0.9532184	-0.9522010
oxygen + phosphate	Indian	(27.75,27.85]	-0.9818877	-0.9824497	-0.9814434
oxygen + phosphate	Indian	(27.85,27.95]	-0.9797201	-0.9811384	-0.9784769
oxygen + phosphate	Indian	(27.95,28.05]	-0.9525697	-0.9530173	-0.9520574
oxygen + phosphate	Indian	(28.05,28.1]	-0.9565188	-0.9584298	-0.9555362
oxygen + phosphate	Indian	(28.1, Inf]	-0.9318542	-0.9379071	-0.9279320
oxygen + phosphate	N_Atlantic	(-Inf,26]	-0.8678047	-0.8882633	-0.8508570
oxygen + phosphate	N_Atlantic	(26,26.5]	-0.9337489	-0.9385219	-0.9300955
oxygen + phosphate	N_Atlantic	(26.5,26.75]	-0.9840966	-0.9845764	-0.9832980
oxygen + phosphate	N_Atlantic	(26.75,27]	-0.9839215	-0.9849541	-0.9826978
oxygen + phosphate	N_Atlantic	(27,27.25]	-0.9783093	-0.9799764	-0.9752178
oxygen + phosphate	N_Atlantic	(27.25,27.5]	-0.9569428	-0.9581258	-0.9555226
oxygen + phosphate	N_Atlantic	(27.5,27.75]	-0.9391127	-0.9424970	-0.9366031
oxygen + phosphate	N_Atlantic	(27.75,27.85]	-0.9744938	-0.9781324	-0.9724034
oxygen + phosphate	N_Atlantic	(27.85,27.95]	-0.9440741	-0.9568946	-0.9254844
oxygen + phosphate	N_Atlantic	(27.95,28.05]	-0.9085990	-0.9164410	-0.8943329
oxygen + phosphate	N_Atlantic	(28.05,28.1]	-0.9544178	-0.9616377	-0.9477741
oxygen + phosphate	N_Atlantic	(28.1,28.15]	-0.8703996	-0.8793275	-0.8576984
oxygen + phosphate	N_Atlantic	(28.15,28.2]	-0.9692162	-0.9718324	-0.9654328
oxygen + phosphate	N_Atlantic	(28.2, Inf]	-0.9730243	-0.9794947	-0.9682713
oxygen + phosphate	N_Pacific	(-Inf,26]	-0.8949530	-0.8965782	-0.8937477
oxygen + phosphate	N_Pacific	(26,26.5]	-0.9400819	-0.9450463	-0.9370094
oxygen + phosphate	N_Pacific	(26.5,26.75]	-0.9249792	-0.9288861	-0.9217768
oxygen + phosphate	N_Pacific	(26.75,27]	-0.7762409	-0.7886782	-0.7612229
oxygen + phosphate	N_Pacific	(27,27.25]	-0.6797432	-0.7145368	-0.6572427
oxygen + phosphate	N_Pacific	(27.25,27.5]	-0.9182600	-0.9265427	-0.9095671
oxygen + phosphate	N_Pacific	(27.5,27.75]	-0.9275550	-0.9365592	-0.9194794
oxygen + phosphate	N_Pacific	(27.75,27.85]	-0.9867164	-0.9898759	-0.9808407
oxygen + phosphate	N_Pacific	(27.85,27.95]	-0.9814319	-0.9837002	-0.9782759
oxygen + phosphate	N_Pacific	(27.95,28.05]	-0.9866745	-0.9874780	-0.9855387
oxygen + phosphate	N_Pacific	(28.05,28.1]	-0.9906642	-0.9918552	-0.9891987
oxygen + phosphate	N_Pacific	(28.1, Inf]	-0.9989226	-0.9989489	-0.9989015
oxygen + phosphate	S_Atlantic	(-Inf,26]	-0.9851212	-0.9898749	-0.9768430
oxygen + phosphate	S_Atlantic	(26,26.5]	-0.8085818	-0.8278049	-0.7922605
oxygen + phosphate	S_Atlantic	(26.5,26.75]	-0.9395289	-0.9427375	-0.9370789
oxygen + phosphate	S_Atlantic	(26.75,27]	-0.9623418	-0.9649106	-0.9607654
oxygen + phosphate	S_Atlantic	(27,27.25]	-0.9536025	-0.9557310	-0.9522291
oxygen + phosphate	S_Atlantic	(27.25,27.5]	-0.9267135	-0.9281423	-0.9256273
oxygen + phosphate	S_Atlantic	(27.5,27.75]	-0.9221945	-0.9248517	-0.9194017
oxygen + phosphate	S_Atlantic	(27.75,27.85]	-0.2636680	-0.3285327	-0.1914745
oxygen + phosphate	S_Atlantic	(27.85,27.95]	0.6296256	0.6160095	0.6400026
oxygen + phosphate	S_Atlantic	(27.95,28.05]	0.2971526	0.2872608	0.3150808
oxygen + phosphate	S_Atlantic	(28.05,28.1]	0.1867219	0.1735131	0.2036668
oxygen + phosphate	S_Atlantic	(28.1,28.15]	-0.1104069	-0.2191392	-0.0355166
oxygen + phosphate	S_Atlantic	(28.15,28.2]	-0.4697133	-0.5099544	-0.4427626
oxygen + phosphate	S_Atlantic	(28.2, Inf]	-0.6519323	-0.6636873	-0.6426184
oxygen + phosphate	S_Pacific	(-Inf,26]	-0.9111217	-0.9132738	-0.9094625
oxygen + phosphate	S_Pacific	(26,26.5]	-0.9651397	-0.9665460	-0.9642752
oxygen + phosphate	S_Pacific	(26.5,26.75]	-0.9813236	-0.9828161	-0.9797999
oxygen + phosphate	S_Pacific	(26.75,27]	-0.9801988	-0.9809502	-0.9793174
oxygen + phosphate	S_Pacific	(27,27.25]	-0.9725863	-0.9745242	-0.9706615
oxygen + phosphate	S_Pacific	(27.25,27.5]	-0.9715884	-0.9730191	-0.9692352
oxygen + phosphate	S_Pacific	(27.5,27.75]	-0.9802215	-0.9811827	-0.9797049
oxygen + phosphate	S_Pacific	(27.75,27.85]	-0.9915374	-0.9922679	-0.9905465
oxygen + phosphate	S_Pacific	(27.85,27.95]	-0.9924729	-0.9927285	-0.9922302
oxygen + phosphate	S_Pacific	(27.95,28.05]	-0.9825966	-0.9827071	-0.9825187
oxygen + phosphate	S_Pacific	(28.05,28.1]	-0.9906948	-0.9911128	-0.9903709
oxygen + phosphate	S_Pacific	(28.1, Inf]	-0.9928173	-0.9937555	-0.9916791
oxygen + phosphate_star	Indian	(-Inf,26]	-0.7633567	-0.7719271	-0.7537924
oxygen + phosphate_star	Indian	(26,26.5]	-0.5754575	-0.5831526	-0.5706111
oxygen + phosphate_star	Indian	(26.5,26.75]	-0.5322669	-0.5497824	-0.5062208
oxygen + phosphate_star	Indian	(26.75,27]	-0.4148116	-0.4400224	-0.3819568
oxygen + phosphate_star	Indian	(27,27.25]	-0.1358589	-0.1456824	-0.1240333
oxygen + phosphate_star	Indian	(27.25,27.5]	0.5069345	0.4541762	0.5562887
oxygen + phosphate_star	Indian	(27.5,27.75]	0.7882251	0.7799206	0.8034464
oxygen + phosphate_star	Indian	(27.75,27.85]	0.8943288	0.8895803	0.9017332
oxygen + phosphate_star	Indian	(27.85,27.95]	0.8079951	0.7977948	0.8180541
oxygen + phosphate_star	Indian	(27.95,28.05]	0.7326248	0.7228781	0.7467675
oxygen + phosphate_star	Indian	(28.05,28.1]	0.7255731	0.6945000	0.7724251
oxygen + phosphate_star	Indian	(28.1, Inf]	0.3682391	0.3380624	0.3988902
oxygen + phosphate_star	N_Atlantic	(-Inf,26]	0.0976528	0.0443159	0.1321578
oxygen + phosphate_star	N_Atlantic	(26,26.5]	-0.1969715	-0.2403913	-0.1463470
oxygen + phosphate_star	N_Atlantic	(26.5,26.75]	-0.3015412	-0.3692053	-0.2043072
oxygen + phosphate_star	N_Atlantic	(26.75,27]	-0.4002885	-0.4622509	-0.3492376
oxygen + phosphate_star	N_Atlantic	(27,27.25]	-0.5628570	-0.5838296	-0.5343034
oxygen + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5629567	-0.5874351	-0.5487808
oxygen + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3551588	-0.3735650	-0.3425537
oxygen + phosphate_star	N_Atlantic	(27.75,27.85]	-0.8490092	-0.8596029	-0.8436774
oxygen + phosphate_star	N_Atlantic	(27.85,27.95]	-0.7550162	-0.8077862	-0.6863972
oxygen + phosphate_star	N_Atlantic	(27.95,28.05]	-0.7010572	-0.7251422	-0.6686695
oxygen + phosphate_star	N_Atlantic	(28.05,28.1]	-0.8739313	-0.8929378	-0.8563787
oxygen + phosphate_star	N_Atlantic	(28.1,28.15]	-0.6742881	-0.6995844	-0.6388117
oxygen + phosphate_star	N_Atlantic	(28.15,28.2]	-0.9165934	-0.9214934	-0.9090541
oxygen + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9383602	-0.9505477	-0.9311213
oxygen + phosphate_star	N_Pacific	(-Inf,26]	-0.4827062	-0.4863102	-0.4755592
oxygen + phosphate_star	N_Pacific	(26,26.5]	-0.0074318	-0.0372558	0.0092973
oxygen + phosphate_star	N_Pacific	(26.5,26.75]	0.3719855	0.3255065	0.4305477
oxygen + phosphate_star	N_Pacific	(26.75,27]	0.2691112	0.2260856	0.3283311
oxygen + phosphate_star	N_Pacific	(27,27.25]	0.0977054	-0.0038505	0.1578337
oxygen + phosphate_star	N_Pacific	(27.25,27.5]	-0.6365717	-0.6533617	-0.6103856
oxygen + phosphate_star	N_Pacific	(27.5,27.75]	-0.4749873	-0.5158966	-0.4478175
oxygen + phosphate_star	N_Pacific	(27.75,27.85]	-0.6143267	-0.7188906	-0.4949896
oxygen + phosphate_star	N_Pacific	(27.85,27.95]	-0.1412423	-0.2171250	-0.0637490
oxygen + phosphate_star	N_Pacific	(27.95,28.05]	0.1224035	0.0628556	0.1650648
oxygen + phosphate_star	N_Pacific	(28.05,28.1]	0.0256795	-0.0565688	0.1042265
oxygen + phosphate_star	N_Pacific	(28.1, Inf]	0.3438394	0.3201516	0.3643918
oxygen + phosphate_star	S_Atlantic	(-Inf,26]	-0.8930381	-0.9417762	-0.8122984
oxygen + phosphate_star	S_Atlantic	(26,26.5]	-0.2706553	-0.2995157	-0.2506923
oxygen + phosphate_star	S_Atlantic	(26.5,26.75]	0.0417078	0.0042604	0.0902035
oxygen + phosphate_star	S_Atlantic	(26.75,27]	0.4474565	0.4071671	0.4810217
oxygen + phosphate_star	S_Atlantic	(27,27.25]	0.6426897	0.6290805	0.6620931
oxygen + phosphate_star	S_Atlantic	(27.25,27.5]	0.8941797	0.8883557	0.8970980
oxygen + phosphate_star	S_Atlantic	(27.5,27.75]	0.9578836	0.9561068	0.9612424
oxygen + phosphate_star	S_Atlantic	(27.75,27.85]	0.9629561	0.9607603	0.9653246
oxygen + phosphate_star	S_Atlantic	(27.85,27.95]	0.9014930	0.8904180	0.9101374
oxygen + phosphate_star	S_Atlantic	(27.95,28.05]	0.7861293	0.7822843	0.7908792
oxygen + phosphate_star	S_Atlantic	(28.05,28.1]	0.5979032	0.5458115	0.6476865
oxygen + phosphate_star	S_Atlantic	(28.1,28.15]	0.2440494	0.0996975	0.3455534
oxygen + phosphate_star	S_Atlantic	(28.15,28.2]	-0.2157355	-0.2762536	-0.1741177
oxygen + phosphate_star	S_Atlantic	(28.2, Inf]	-0.4215626	-0.4426245	-0.4046349
oxygen + phosphate_star	S_Pacific	(-Inf,26]	-0.4806446	-0.4965361	-0.4613192
oxygen + phosphate_star	S_Pacific	(26,26.5]	-0.6025782	-0.6092718	-0.5924090
oxygen + phosphate_star	S_Pacific	(26.5,26.75]	-0.5993557	-0.6201933	-0.5784234
oxygen + phosphate_star	S_Pacific	(26.75,27]	-0.6575116	-0.6829934	-0.6375747
oxygen + phosphate_star	S_Pacific	(27,27.25]	-0.5609511	-0.6042031	-0.5177555
oxygen + phosphate_star	S_Pacific	(27.25,27.5]	-0.1656369	-0.2172082	-0.0881883
oxygen + phosphate_star	S_Pacific	(27.5,27.75]	0.4148424	0.3645494	0.4749889
oxygen + phosphate_star	S_Pacific	(27.75,27.85]	0.7926369	0.7790497	0.8008346
oxygen + phosphate_star	S_Pacific	(27.85,27.95]	0.5946544	0.5802314	0.6094691
oxygen + phosphate_star	S_Pacific	(27.95,28.05]	0.5117947	0.4589334	0.5540896
oxygen + phosphate_star	S_Pacific	(28.05,28.1]	0.2253188	0.1511818	0.2963832
oxygen + phosphate_star	S_Pacific	(28.1, Inf]	-0.3296824	-0.3354701	-0.3226569
oxygen + silicate	Indian	(-Inf,26]	-0.8100092	-0.8181337	-0.7999270
oxygen + silicate	Indian	(26,26.5]	-0.8592721	-0.8637970	-0.8554114
oxygen + silicate	Indian	(26.5,26.75]	-0.9171000	-0.9303795	-0.9092292
oxygen + silicate	Indian	(26.75,27]	-0.9542858	-0.9606772	-0.9484091
oxygen + silicate	Indian	(27,27.25]	-0.9588840	-0.9629827	-0.9562078
oxygen + silicate	Indian	(27.25,27.5]	-0.9490645	-0.9509778	-0.9471081
oxygen + silicate	Indian	(27.5,27.75]	-0.9378957	-0.9387396	-0.9373456
oxygen + silicate	Indian	(27.75,27.85]	-0.9845762	-0.9849506	-0.9841750
oxygen + silicate	Indian	(27.85,27.95]	-0.9706581	-0.9719932	-0.9698767
oxygen + silicate	Indian	(27.95,28.05]	-0.9585684	-0.9589659	-0.9582969
oxygen + silicate	Indian	(28.05,28.1]	-0.9715582	-0.9724891	-0.9703660
oxygen + silicate	Indian	(28.1, Inf]	-0.6241356	-0.6288833	-0.6211634
oxygen + silicate	N_Atlantic	(-Inf,26]	-0.1424468	-0.1658297	-0.1049964
oxygen + silicate	N_Atlantic	(26,26.5]	-0.5127277	-0.5509294	-0.4752673
oxygen + silicate	N_Atlantic	(26.5,26.75]	-0.5774951	-0.6156831	-0.5179918
oxygen + silicate	N_Atlantic	(26.75,27]	-0.8332337	-0.8433974	-0.8148157
oxygen + silicate	N_Atlantic	(27,27.25]	-0.9463719	-0.9496221	-0.9425194
oxygen + silicate	N_Atlantic	(27.25,27.5]	-0.9516662	-0.9528405	-0.9495013
oxygen + silicate	N_Atlantic	(27.5,27.75]	-0.9365967	-0.9397690	-0.9345151
oxygen + silicate	N_Atlantic	(27.75,27.85]	-0.9452835	-0.9514486	-0.9417963
oxygen + silicate	N_Atlantic	(27.85,27.95]	-0.8542580	-0.8759610	-0.8390431
oxygen + silicate	N_Atlantic	(27.95,28.05]	-0.5920835	-0.6080326	-0.5803914
oxygen + silicate	N_Atlantic	(28.05,28.1]	-0.7833331	-0.8043489	-0.7675375
oxygen + silicate	N_Atlantic	(28.1,28.15]	-0.7365513	-0.7542983	-0.7206785
oxygen + silicate	N_Atlantic	(28.15,28.2]	-0.9549480	-0.9565740	-0.9529948
oxygen + silicate	N_Atlantic	(28.2, Inf]	-0.9825751	-0.9851864	-0.9808437
oxygen + silicate	N_Pacific	(-Inf,26]	-0.8421495	-0.8454048	-0.8370484
oxygen + silicate	N_Pacific	(26,26.5]	-0.6037739	-0.6102198	-0.5973717
oxygen + silicate	N_Pacific	(26.5,26.75]	-0.2060891	-0.2190951	-0.1968416
oxygen + silicate	N_Pacific	(26.75,27]	-0.1835943	-0.2133347	-0.1635928
oxygen + silicate	N_Pacific	(27,27.25]	-0.1104746	-0.1880998	-0.0535370
oxygen + silicate	N_Pacific	(27.25,27.5]	-0.5522751	-0.5697637	-0.5285139
oxygen + silicate	N_Pacific	(27.5,27.75]	-0.6298525	-0.6520799	-0.5993173
oxygen + silicate	N_Pacific	(27.75,27.85]	-0.7516753	-0.7874683	-0.7267622
oxygen + silicate	N_Pacific	(27.85,27.95]	-0.7058621	-0.7555194	-0.6509602
oxygen + silicate	N_Pacific	(27.95,28.05]	-0.7559526	-0.7675929	-0.7453558
oxygen + silicate	N_Pacific	(28.05,28.1]	-0.7394491	-0.7537364	-0.7154366
oxygen + silicate	N_Pacific	(28.1, Inf]	-0.7381743	-0.7597978	-0.7265286
oxygen + silicate	S_Atlantic	(-Inf,26]	-0.9696449	-0.9853893	-0.9457460
oxygen + silicate	S_Atlantic	(26,26.5]	-0.7231462	-0.7513539	-0.6844461
oxygen + silicate	S_Atlantic	(26.5,26.75]	-0.7796090	-0.7966798	-0.7660198
oxygen + silicate	S_Atlantic	(26.75,27]	-0.7503507	-0.7642073	-0.7307438
oxygen + silicate	S_Atlantic	(27,27.25]	-0.6477256	-0.6707394	-0.6312678
oxygen + silicate	S_Atlantic	(27.25,27.5]	-0.5166241	-0.5495326	-0.4995108
oxygen + silicate	S_Atlantic	(27.5,27.75]	-0.1843034	-0.2147308	-0.1291580
oxygen + silicate	S_Atlantic	(27.75,27.85]	0.4767820	0.4371771	0.5230747
oxygen + silicate	S_Atlantic	(27.85,27.95]	0.6577184	0.6507533	0.6668804
oxygen + silicate	S_Atlantic	(27.95,28.05]	0.2765361	0.2717724	0.2841626
oxygen + silicate	S_Atlantic	(28.05,28.1]	0.0710172	0.0424903	0.0978371
oxygen + silicate	S_Atlantic	(28.1,28.15]	-0.2853792	-0.3696364	-0.2310644
oxygen + silicate	S_Atlantic	(28.15,28.2]	-0.6426926	-0.6692426	-0.6244596
oxygen + silicate	S_Atlantic	(28.2, Inf]	-0.6473106	-0.6693980	-0.6354169
oxygen + silicate	S_Pacific	(-Inf,26]	-0.7112160	-0.7172303	-0.6999402
oxygen + silicate	S_Pacific	(26,26.5]	-0.8988894	-0.9096771	-0.8923652
oxygen + silicate	S_Pacific	(26.5,26.75]	-0.9352905	-0.9377809	-0.9338250
oxygen + silicate	S_Pacific	(26.75,27]	-0.9513432	-0.9550314	-0.9471151
oxygen + silicate	S_Pacific	(27,27.25]	-0.9591199	-0.9598598	-0.9586574
oxygen + silicate	S_Pacific	(27.25,27.5]	-0.9534022	-0.9559629	-0.9506993
oxygen + silicate	S_Pacific	(27.5,27.75]	-0.9643243	-0.9654645	-0.9632313
oxygen + silicate	S_Pacific	(27.75,27.85]	-0.9905344	-0.9910426	-0.9900601
oxygen + silicate	S_Pacific	(27.85,27.95]	-0.9873271	-0.9880590	-0.9865373
oxygen + silicate	S_Pacific	(27.95,28.05]	-0.9853520	-0.9857111	-0.9848544
oxygen + silicate	S_Pacific	(28.05,28.1]	-0.9931720	-0.9932313	-0.9930928
oxygen + silicate	S_Pacific	(28.1, Inf]	-0.8528744	-0.8572008	-0.8498942
phosphate + phosphate_star	Indian	(-Inf,26]	0.8818185	0.8778406	0.8870943
phosphate + phosphate_star	Indian	(26,26.5]	0.7411693	0.7376074	0.7460575
phosphate + phosphate_star	Indian	(26.5,26.75]	0.6881197	0.6700257	0.7043427
phosphate + phosphate_star	Indian	(26.75,27]	0.6107818	0.5815760	0.6353481
phosphate + phosphate_star	Indian	(27,27.25]	0.4191490	0.4035487	0.4356250
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.2195263	-0.2676556	-0.1623098
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.5643601	-0.5831713	-0.5542425
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7933797	-0.8052730	-0.7865421
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6735790	-0.6914458	-0.6562055
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.4907899	-0.5102176	-0.4768386
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4937493	-0.5591015	-0.4516242
phosphate + phosphate_star	Indian	(28.1, Inf]	-0.0061306	-0.0560275	0.0371045
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.4082716	0.3379147	0.4641914
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5345005	0.4994798	0.5744507
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.4656784	0.3790586	0.5268860
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.5571670	0.5059177	0.6123448
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.7215182	0.6919141	0.7380206
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7785800	0.7702568	0.7945695
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.6546935	0.6464548	0.6621026
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9458826	0.9449256	0.9470771
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9287638	0.9107131	0.9441709
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9347356	0.9306834	0.9401066
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9791564	0.9763389	0.9821773
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9504336	0.9434782	0.9554450
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9868092	0.9862387	0.9871178
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9927708	0.9919642	0.9936287
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.8227324	0.8196297	0.8255651
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.3477659	0.3405774	0.3619180
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0081373	-0.0656498	0.0665612
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.3976868	0.3626066	0.4205786
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.6624628	0.6404971	0.7023440
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8898304	0.8843512	0.8949796
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.7692364	0.7610037	0.7834318
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.7334038	0.6547776	0.8102751
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.3279257	0.2692494	0.3960312
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	0.0404858	0.0044483	0.0953763
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	0.1103436	0.0303016	0.1832747
phosphate + phosphate_star	N_Pacific	(28.1, Inf]	-0.2999011	-0.3206753	-0.2754074
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9566208	0.9182770	0.9799674
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.7846408	0.7581400	0.8064709
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.3026339	0.2471376	0.3405412
phosphate + phosphate_star	S_Atlantic	(26.75,27]	-0.1877495	-0.2189830	-0.1399556
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.3823424	-0.4016024	-0.3725056
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6604496	-0.6681736	-0.6500233
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7723324	-0.7841485	-0.7642258
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	0.0056457	-0.0610337	0.0882866
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.9034945	0.8937367	0.9159147
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8237199	0.8186773	0.8299922
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.8975946	0.8675600	0.9199037
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9359007	0.9255342	0.9489849
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9632783	0.9600354	0.9676032
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9624226	0.9606867	0.9645102
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.7993023	0.7884520	0.8070565
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7903899	0.7792312	0.7968262
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7421075	0.7298705	0.7543353
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.7936445	0.7802607	0.8118742
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.7379594	0.7082772	0.7675255
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.3937668	0.3177139	0.4507858
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2269010	-0.2889588	-0.1778952
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.7068840	-0.7203121	-0.6925237
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.4917517	-0.5077009	-0.4779729
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3435409	-0.3894299	-0.2864819
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.0909045	-0.1629590	-0.0183428
phosphate + phosphate_star	S_Pacific	(28.1, Inf]	0.4400762	0.4341468	0.4442608
sal + aou	Indian	(-Inf,26]	-0.2974139	-0.3049539	-0.2902422
sal + aou	Indian	(26,26.5]	-0.3264842	-0.3453809	-0.2984294
sal + aou	Indian	(26.5,26.75]	-0.2379898	-0.2876743	-0.2000503
sal + aou	Indian	(26.75,27]	-0.1824205	-0.2363342	-0.1362228
sal + aou	Indian	(27,27.25]	0.0815478	0.0584077	0.1010280
sal + aou	Indian	(27.25,27.5]	0.7797900	0.7471554	0.8097915
sal + aou	Indian	(27.5,27.75]	0.9330248	0.9285394	0.9389295
sal + aou	Indian	(27.75,27.85]	0.9790760	0.9777405	0.9799708
sal + aou	Indian	(27.85,27.95]	0.9789937	0.9779492	0.9797405
sal + aou	Indian	(27.95,28.05]	0.9626575	0.9613017	0.9650856
sal + aou	Indian	(28.05,28.1]	0.9670832	0.9635608	0.9729810
sal + aou	Indian	(28.1, Inf]	0.6424237	0.6304822	0.6528750
sal + aou	N_Atlantic	(-Inf,26]	-0.4654126	-0.4750893	-0.4497728
sal + aou	N_Atlantic	(26,26.5]	-0.5727904	-0.5841218	-0.5545350
sal + aou	N_Atlantic	(26.5,26.75]	0.3162940	0.2768186	0.3672439
sal + aou	N_Atlantic	(26.75,27]	0.2804336	0.2464542	0.3382933
sal + aou	N_Atlantic	(27,27.25]	0.1511907	0.0952687	0.2215106
sal + aou	N_Atlantic	(27.25,27.5]	0.0951502	0.0460405	0.1255628
sal + aou	N_Atlantic	(27.5,27.75]	0.5813380	0.5664200	0.6050362
sal + aou	N_Atlantic	(27.75,27.85]	0.5411624	0.4763629	0.5792936
sal + aou	N_Atlantic	(27.85,27.95]	0.5924047	0.3934048	0.7035933
sal + aou	N_Atlantic	(27.95,28.05]	0.7148114	0.6960411	0.7432164
sal + aou	N_Atlantic	(28.05,28.1]	0.4733326	0.4377564	0.4915078
sal + aou	N_Atlantic	(28.1,28.15]	-0.0567235	-0.1502126	0.0147388
sal + aou	N_Atlantic	(28.15,28.2]	-0.7785958	-0.8211007	-0.7324086
sal + aou	N_Atlantic	(28.2, Inf]	-0.8945308	-0.9554603	-0.8517748
sal + aou	N_Pacific	(-Inf,26]	-0.2974836	-0.3120758	-0.2845301
sal + aou	N_Pacific	(26,26.5]	0.4876779	0.4617364	0.5057599
sal + aou	N_Pacific	(26.5,26.75]	0.7329698	0.7287862	0.7361740
sal + aou	N_Pacific	(26.75,27]	0.7046886	0.6957373	0.7135437
sal + aou	N_Pacific	(27,27.25]	0.0667197	0.0543013	0.0850147
sal + aou	N_Pacific	(27.25,27.5]	-0.4088619	-0.4621431	-0.3269995
sal + aou	N_Pacific	(27.5,27.75]	-0.2978734	-0.3498956	-0.2202711
sal + aou	N_Pacific	(27.75,27.85]	-0.0190013	-0.2127636	0.2405884
sal + aou	N_Pacific	(27.85,27.95]	0.3946077	0.2881598	0.4585252
sal + aou	N_Pacific	(27.95,28.05]	-0.3203033	-0.3624605	-0.2715208
sal + aou	N_Pacific	(28.05,28.1]	0.2238797	0.1656823	0.3051819
sal + aou	N_Pacific	(28.1, Inf]	-0.8124365	-0.8300828	-0.7926483
sal + aou	S_Atlantic	(-Inf,26]	-0.8788974	-0.9816454	-0.7365883
sal + aou	S_Atlantic	(26,26.5]	-0.2932997	-0.3514010	-0.2486860
sal + aou	S_Atlantic	(26.5,26.75]	0.4527395	0.4143744	0.5078121
sal + aou	S_Atlantic	(26.75,27]	0.6118007	0.5612072	0.6530702
sal + aou	S_Atlantic	(27,27.25]	0.7722200	0.7579275	0.7942219
sal + aou	S_Atlantic	(27.25,27.5]	0.9260053	0.9226180	0.9315706
sal + aou	S_Atlantic	(27.5,27.75]	0.9739353	0.9723660	0.9756542
sal + aou	S_Atlantic	(27.75,27.85]	0.9646916	0.9623895	0.9666878
sal + aou	S_Atlantic	(27.85,27.95]	0.8172178	0.7906917	0.8343841
sal + aou	S_Atlantic	(27.95,28.05]	0.4173129	0.4064763	0.4256562
sal + aou	S_Atlantic	(28.05,28.1]	0.0860741	-0.0279686	0.2063811
sal + aou	S_Atlantic	(28.1,28.15]	-0.3734031	-0.5173157	-0.2621830
sal + aou	S_Atlantic	(28.15,28.2]	-0.7050192	-0.7393753	-0.6811940
sal + aou	S_Atlantic	(28.2, Inf]	-0.5543159	-0.5797590	-0.5248574
sal + aou	S_Pacific	(-Inf,26]	-0.5191003	-0.5571787	-0.4851696
sal + aou	S_Pacific	(26,26.5]	-0.2373701	-0.2517581	-0.2102946
sal + aou	S_Pacific	(26.5,26.75]	-0.3102283	-0.3443452	-0.2921878
sal + aou	S_Pacific	(26.75,27]	-0.4862426	-0.5204014	-0.4653970
sal + aou	S_Pacific	(27,27.25]	-0.5515619	-0.5981570	-0.4985337
sal + aou	S_Pacific	(27.25,27.5]	0.0094107	-0.1064201	0.1556172
sal + aou	S_Pacific	(27.5,27.75]	0.7863310	0.7594570	0.8170883
sal + aou	S_Pacific	(27.75,27.85]	0.9099852	0.9030047	0.9145397
sal + aou	S_Pacific	(27.85,27.95]	0.9071832	0.9045783	0.9101502
sal + aou	S_Pacific	(27.95,28.05]	0.9106679	0.9052453	0.9182944
sal + aou	S_Pacific	(28.05,28.1]	0.9236836	0.9209636	0.9266502
sal + aou	S_Pacific	(28.1, Inf]	0.3646414	0.3498728	0.3794349
sal + oxygen	Indian	(-Inf,26]	0.2442814	0.2366671	0.2534479
sal + oxygen	Indian	(26,26.5]	0.2698699	0.2380148	0.2912107
sal + oxygen	Indian	(26.5,26.75]	0.1886472	0.1479685	0.2386097
sal + oxygen	Indian	(26.75,27]	0.1298331	0.0840181	0.1831593
sal + oxygen	Indian	(27,27.25]	-0.1508673	-0.1688283	-0.1249132
sal + oxygen	Indian	(27.25,27.5]	-0.8259080	-0.8530502	-0.7971291
sal + oxygen	Indian	(27.5,27.75]	-0.9586968	-0.9631924	-0.9554840
sal + oxygen	Indian	(27.75,27.85]	-0.9865821	-0.9870336	-0.9857243
sal + oxygen	Indian	(27.85,27.95]	-0.9847917	-0.9854886	-0.9836280
sal + oxygen	Indian	(27.95,28.05]	-0.9705796	-0.9726911	-0.9693144
sal + oxygen	Indian	(28.05,28.1]	-0.9773803	-0.9810922	-0.9754570
sal + oxygen	Indian	(28.1, Inf]	-0.6498543	-0.6582896	-0.6389403
sal + oxygen	N_Atlantic	(-Inf,26]	0.2530781	0.2154882	0.2776002
sal + oxygen	N_Atlantic	(26,26.5]	0.4305904	0.4102947	0.4523791
sal + oxygen	N_Atlantic	(26.5,26.75]	-0.4092922	-0.4611575	-0.3687521
sal + oxygen	N_Atlantic	(26.75,27]	-0.3702136	-0.4248213	-0.3317567
sal + oxygen	N_Atlantic	(27,27.25]	-0.2593823	-0.3236154	-0.2154777
sal + oxygen	N_Atlantic	(27.25,27.5]	-0.2576571	-0.2881573	-0.2037021
sal + oxygen	N_Atlantic	(27.5,27.75]	-0.7602939	-0.7797714	-0.7441233
sal + oxygen	N_Atlantic	(27.75,27.85]	-0.6549454	-0.6830432	-0.5991553
sal + oxygen	N_Atlantic	(27.85,27.95]	-0.6970379	-0.7770388	-0.5542041
sal + oxygen	N_Atlantic	(27.95,28.05]	-0.7650770	-0.7956503	-0.7459141
sal + oxygen	N_Atlantic	(28.05,28.1]	-0.5732802	-0.6041311	-0.5149635
sal + oxygen	N_Atlantic	(28.1,28.15]	-0.0277900	-0.1200264	0.1098999
sal + oxygen	N_Atlantic	(28.15,28.2]	0.7420931	0.6814011	0.7955495
sal + oxygen	N_Atlantic	(28.2, Inf]	0.8336796	0.7676351	0.9352657
sal + oxygen	N_Pacific	(-Inf,26]	0.0386261	0.0247923	0.0511355
sal + oxygen	N_Pacific	(26,26.5]	-0.6007751	-0.6133644	-0.5785202
sal + oxygen	N_Pacific	(26.5,26.75]	-0.8246963	-0.8297375	-0.8204064
sal + oxygen	N_Pacific	(26.75,27]	-0.8573754	-0.8637535	-0.8529814
sal + oxygen	N_Pacific	(27,27.25]	-0.5882668	-0.5885023	-0.5879583
sal + oxygen	N_Pacific	(27.25,27.5]	0.0822752	-0.0130859	0.1538809
sal + oxygen	N_Pacific	(27.5,27.75]	0.1347254	0.0345838	0.2013380
sal + oxygen	N_Pacific	(27.75,27.85]	-0.1034166	-0.3788800	0.0982493
sal + oxygen	N_Pacific	(27.85,27.95]	-0.4609563	-0.5276414	-0.3477538
sal + oxygen	N_Pacific	(27.95,28.05]	0.3282725	0.2760098	0.3693021
sal + oxygen	N_Pacific	(28.05,28.1]	-0.2334714	-0.3149173	-0.1749067
sal + oxygen	N_Pacific	(28.1, Inf]	0.8170417	0.7967584	0.8350000
sal + oxygen	S_Atlantic	(-Inf,26]	0.8276115	0.6314649	0.9737241
sal + oxygen	S_Atlantic	(26,26.5]	-0.0234235	-0.0519594	0.0288843
sal + oxygen	S_Atlantic	(26.5,26.75]	-0.5302532	-0.5799385	-0.4936728
sal + oxygen	S_Atlantic	(26.75,27]	-0.6647692	-0.7034951	-0.6183984
sal + oxygen	S_Atlantic	(27,27.25]	-0.8151693	-0.8354896	-0.8023015
sal + oxygen	S_Atlantic	(27.25,27.5]	-0.9529312	-0.9569936	-0.9503960
sal + oxygen	S_Atlantic	(27.5,27.75]	-0.9877202	-0.9887013	-0.9869258
sal + oxygen	S_Atlantic	(27.75,27.85]	-0.9788523	-0.9807375	-0.9771062
sal + oxygen	S_Atlantic	(27.85,27.95]	-0.9241161	-0.9291355	-0.9195487
sal + oxygen	S_Atlantic	(27.95,28.05]	-0.6490694	-0.6519746	-0.6435474
sal + oxygen	S_Atlantic	(28.05,28.1]	-0.5099690	-0.5481120	-0.4703499
sal + oxygen	S_Atlantic	(28.1,28.15]	-0.1983513	-0.2921225	-0.0660955
sal + oxygen	S_Atlantic	(28.15,28.2]	0.2240980	0.1902387	0.2740567
sal + oxygen	S_Atlantic	(28.2, Inf]	0.1601938	0.1163767	0.1953740
sal + oxygen	S_Pacific	(-Inf,26]	0.3225207	0.2726664	0.3790279
sal + oxygen	S_Pacific	(26,26.5]	0.1323254	0.1052678	0.1487890
sal + oxygen	S_Pacific	(26.5,26.75]	0.2508344	0.2320756	0.2872438
sal + oxygen	S_Pacific	(26.75,27]	0.4339414	0.4102185	0.4705154
sal + oxygen	S_Pacific	(27,27.25]	0.5018865	0.4452300	0.5517662
sal + oxygen	S_Pacific	(27.25,27.5]	-0.0711158	-0.2150649	0.0414136
sal + oxygen	S_Pacific	(27.5,27.75]	-0.8225241	-0.8515503	-0.7968578
sal + oxygen	S_Pacific	(27.75,27.85]	-0.9288258	-0.9319551	-0.9239203
sal + oxygen	S_Pacific	(27.85,27.95]	-0.9254348	-0.9280291	-0.9232339
sal + oxygen	S_Pacific	(27.95,28.05]	-0.9296770	-0.9357587	-0.9248159
sal + oxygen	S_Pacific	(28.05,28.1]	-0.9393193	-0.9420281	-0.9368397
sal + oxygen	S_Pacific	(28.1, Inf]	-0.3706954	-0.3868894	-0.3546649
sal + phosphate	Indian	(-Inf,26]	-0.3698102	-0.3835047	-0.3567268
sal + phosphate	Indian	(26,26.5]	-0.3945336	-0.4122829	-0.3628634
sal + phosphate	Indian	(26.5,26.75]	-0.3285533	-0.3803440	-0.2913058
sal + phosphate	Indian	(26.75,27]	-0.3246408	-0.3793776	-0.2802597
sal + phosphate	Indian	(27,27.25]	-0.1287844	-0.1443473	-0.1046011
sal + phosphate	Indian	(27.25,27.5]	0.6219003	0.5834566	0.6540842
sal + phosphate	Indian	(27.5,27.75]	0.8365013	0.8301475	0.8444237
sal + phosphate	Indian	(27.75,27.85]	0.9465947	0.9440827	0.9482778
sal + phosphate	Indian	(27.85,27.95]	0.9530092	0.9520285	0.9548829
sal + phosphate	Indian	(27.95,28.05]	0.9169321	0.9128616	0.9236027
sal + phosphate	Indian	(28.05,28.1]	0.9143480	0.9054787	0.9313624
sal + phosphate	Indian	(28.1, Inf]	0.6328985	0.6178585	0.6469889
sal + phosphate	N_Atlantic	(-Inf,26]	-0.4982285	-0.5252174	-0.4601337
sal + phosphate	N_Atlantic	(26,26.5]	-0.6421634	-0.6508012	-0.6282879
sal + phosphate	N_Atlantic	(26.5,26.75]	0.2908611	0.2468397	0.3411717
sal + phosphate	N_Atlantic	(26.75,27]	0.2496517	0.2151737	0.3091335
sal + phosphate	N_Atlantic	(27,27.25]	0.0992912	0.0408497	0.1716643
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.0048557	-0.0545903	0.0276426
sal + phosphate	N_Atlantic	(27.5,27.75]	0.5355733	0.5218764	0.5600017
sal + phosphate	N_Atlantic	(27.75,27.85]	0.5577585	0.4861552	0.6033082
sal + phosphate	N_Atlantic	(27.85,27.95]	0.5796938	0.3223201	0.7086059
sal + phosphate	N_Atlantic	(27.95,28.05]	0.8202384	0.8081143	0.8398912
sal + phosphate	N_Atlantic	(28.05,28.1]	0.6768965	0.6340265	0.7168110
sal + phosphate	N_Atlantic	(28.1,28.15]	0.2421926	0.0631760	0.3761733
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7651699	-0.8446667	-0.6528835
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.7793007	-0.9426152	-0.6797689
sal + phosphate	N_Pacific	(-Inf,26]	-0.4016489	-0.4152735	-0.3886478
sal + phosphate	N_Pacific	(26,26.5]	0.3978199	0.3657382	0.4218772
sal + phosphate	N_Pacific	(26.5,26.75]	0.6136773	0.6111456	0.6168776
sal + phosphate	N_Pacific	(26.75,27]	0.4628426	0.4528745	0.4737549
sal + phosphate	N_Pacific	(27,27.25]	-0.0418004	-0.0737884	0.0083059
sal + phosphate	N_Pacific	(27.25,27.5]	-0.1758265	-0.2439442	-0.0656777
sal + phosphate	N_Pacific	(27.5,27.75]	-0.0370201	-0.0898519	0.0408300
sal + phosphate	N_Pacific	(27.75,27.85]	0.1635168	-0.0452811	0.4269387
sal + phosphate	N_Pacific	(27.85,27.95]	0.5091195	0.4099016	0.5746953
sal + phosphate	N_Pacific	(27.95,28.05]	-0.2583288	-0.3021540	-0.2176178
sal + phosphate	N_Pacific	(28.05,28.1]	0.1555782	0.0927456	0.2379628
sal + phosphate	N_Pacific	(28.1, Inf]	-0.8189744	-0.8349443	-0.8011141
sal + phosphate	S_Atlantic	(-Inf,26]	-0.8786038	-0.9908711	-0.7255800
sal + phosphate	S_Atlantic	(26,26.5]	-0.5128258	-0.5619428	-0.4615351
sal + phosphate	S_Atlantic	(26.5,26.75]	0.2386077	0.1977393	0.3027347
sal + phosphate	S_Atlantic	(26.75,27]	0.4600340	0.4021647	0.4999470
sal + phosphate	S_Atlantic	(27,27.25]	0.6137945	0.5939954	0.6381556
sal + phosphate	S_Atlantic	(27.25,27.5]	0.7724135	0.7665312	0.7837015
sal + phosphate	S_Atlantic	(27.5,27.75]	0.8573267	0.8503847	0.8644684
sal + phosphate	S_Atlantic	(27.75,27.85]	0.0699399	-0.0124253	0.1356329
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.8688620	-0.8799395	-0.8588645
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.9015790	-0.9085496	-0.8978510
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9351326	-0.9465860	-0.9177793
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9479817	-0.9560003	-0.9412666
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9626208	-0.9641788	-0.9616112
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.7013987	-0.7082409	-0.6899838
sal + phosphate	S_Pacific	(-Inf,26]	-0.5129593	-0.5563664	-0.4681954
sal + phosphate	S_Pacific	(26,26.5]	-0.3390794	-0.3564940	-0.3092467
sal + phosphate	S_Pacific	(26.5,26.75]	-0.4024631	-0.4288670	-0.3846802
sal + phosphate	S_Pacific	(26.75,27]	-0.5750422	-0.6027032	-0.5598187
sal + phosphate	S_Pacific	(27,27.25]	-0.6693060	-0.7051415	-0.6278573
sal + phosphate	S_Pacific	(27.25,27.5]	-0.1517126	-0.2723773	-0.0045638
sal + phosphate	S_Pacific	(27.5,27.75]	0.7058199	0.6766810	0.7413252
sal + phosphate	S_Pacific	(27.75,27.85]	0.8775662	0.8676136	0.8826706
sal + phosphate	S_Pacific	(27.85,27.95]	0.8829647	0.8814143	0.8856668
sal + phosphate	S_Pacific	(27.95,28.05]	0.8732183	0.8660757	0.8827012
sal + phosphate	S_Pacific	(28.05,28.1]	0.8927003	0.8903818	0.8954279
sal + phosphate	S_Pacific	(28.1, Inf]	0.3976301	0.3857810	0.4089746
sal + phosphate_star	Indian	(-Inf,26]	-0.5898593	-0.6052397	-0.5735423
sal + phosphate_star	Indian	(26,26.5]	-0.6437983	-0.6817904	-0.6163281
sal + phosphate_star	Indian	(26.5,26.75]	-0.7197920	-0.7488340	-0.6997449
sal + phosphate_star	Indian	(26.75,27]	-0.8474878	-0.8634733	-0.8381867
sal + phosphate_star	Indian	(27,27.25]	-0.9061452	-0.9104173	-0.9000408
sal + phosphate_star	Indian	(27.25,27.5]	-0.8835577	-0.8877971	-0.8787700
sal + phosphate_star	Indian	(27.5,27.75]	-0.9118930	-0.9156252	-0.9078914
sal + phosphate_star	Indian	(27.75,27.85]	-0.9345435	-0.9395699	-0.9299938
sal + phosphate_star	Indian	(27.85,27.95]	-0.8304522	-0.8419395	-0.8209107
sal + phosphate_star	Indian	(27.95,28.05]	-0.7281915	-0.7338145	-0.7211239
sal + phosphate_star	Indian	(28.05,28.1]	-0.7582921	-0.7777319	-0.7425404
sal + phosphate_star	Indian	(28.1, Inf]	-0.1693976	-0.1844051	-0.1529687
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.5305193	-0.6211536	-0.4476202
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7414380	-0.7594082	-0.7242500
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.4780491	-0.5097019	-0.4467017
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.4407000	-0.4752505	-0.4025948
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.4713142	-0.5055350	-0.4446566
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5711513	-0.5862136	-0.5552107
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2156550	-0.2279919	-0.1988713
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.3669200	0.2835213	0.4279521
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.3762715	0.0144979	0.5753300
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7501593	0.7344345	0.7674910
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.7122133	0.6817070	0.7508665
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.3449848	0.1638518	0.4855228
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7555581	-0.8497480	-0.6114959
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.7356256	-0.9299083	-0.6220739
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7392146	-0.7472417	-0.7349805
sal + phosphate_star	N_Pacific	(26,26.5]	-0.4851443	-0.5147179	-0.4594164
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.6705071	-0.7164669	-0.6309051
sal + phosphate_star	N_Pacific	(26.75,27]	-0.5404248	-0.5816588	-0.5116584
sal + phosphate_star	N_Pacific	(27,27.25]	-0.6554857	-0.6957768	-0.5867609
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.2472675	-0.2976293	-0.1480200
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.1438487	0.1265222	0.1611086
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.3712956	0.2165936	0.5265246
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.3595060	0.3122534	0.4085516
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.4395542	0.3648913	0.5180764
sal + phosphate_star	N_Pacific	(28.05,28.1]	-0.5643861	-0.5815119	-0.5525301
sal + phosphate_star	N_Pacific	(28.1, Inf]	0.2237748	0.1701968	0.2872846
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.9092656	-0.9720304	-0.8093548
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8650719	-0.8762814	-0.8543879
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.7803003	-0.7867509	-0.7732784
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8897880	-0.8945428	-0.8850063
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9405342	-0.9440947	-0.9380188
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9839666	-0.9861727	-0.9825878
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9858868	-0.9865791	-0.9849128
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9953190	-0.9954875	-0.9951499
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9930586	-0.9939534	-0.9923082
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9690230	-0.9712963	-0.9669229
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9906228	-0.9926540	-0.9885474
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9952477	-0.9962950	-0.9945275
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9966545	-0.9968188	-0.9964463
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.7815167	-0.7831276	-0.7800656
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.6215811	-0.6361387	-0.5956981
sal + phosphate_star	S_Pacific	(26,26.5]	-0.7244573	-0.7310123	-0.7141140
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.8009934	-0.8132200	-0.7887743
sal + phosphate_star	S_Pacific	(26.75,27]	-0.8551926	-0.8634654	-0.8500185
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9272469	-0.9282315	-0.9267189
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.9133360	-0.9300015	-0.8952604
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.8044476	-0.8125130	-0.7977610
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.9398832	-0.9462992	-0.9302934
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.7834259	-0.7943585	-0.7732185
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.6623202	-0.6825996	-0.6295410
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.4825103	-0.5434647	-0.4249919
sal + phosphate_star	S_Pacific	(28.1, Inf]	0.3551814	0.3352421	0.3653880
sal + silicate	Indian	(-Inf,26]	-0.6073588	-0.6223881	-0.5927999
sal + silicate	Indian	(26,26.5]	-0.4876852	-0.5179691	-0.4565512
sal + silicate	Indian	(26.5,26.75]	-0.3717395	-0.4429717	-0.3322878
sal + silicate	Indian	(26.75,27]	-0.2640639	-0.3165956	-0.2323284
sal + silicate	Indian	(27,27.25]	-0.0649160	-0.0758573	-0.0496907
sal + silicate	Indian	(27.25,27.5]	0.6334655	0.5936775	0.6670891
sal + silicate	Indian	(27.5,27.75]	0.8279806	0.8189623	0.8374846
sal + silicate	Indian	(27.75,27.85]	0.9620324	0.9604765	0.9643620
sal + silicate	Indian	(27.85,27.95]	0.9593758	0.9585038	0.9608023
sal + silicate	Indian	(27.95,28.05]	0.9470093	0.9439019	0.9510289
sal + silicate	Indian	(28.05,28.1]	0.9515187	0.9462060	0.9604806
sal + silicate	Indian	(28.1, Inf]	0.8811387	0.8718724	0.8906634
sal + silicate	N_Atlantic	(-Inf,26]	-0.9574267	-0.9657203	-0.9491542
sal + silicate	N_Atlantic	(26,26.5]	-0.7904537	-0.7982990	-0.7776411
sal + silicate	N_Atlantic	(26.5,26.75]	0.3902686	0.3661066	0.4138322
sal + silicate	N_Atlantic	(26.75,27]	0.2884948	0.2537720	0.3363841
sal + silicate	N_Atlantic	(27,27.25]	0.1857546	0.1149176	0.2682636
sal + silicate	N_Atlantic	(27.25,27.5]	0.0654073	0.0161323	0.1011536
sal + silicate	N_Atlantic	(27.5,27.75]	0.5764589	0.5618215	0.5982859
sal + silicate	N_Atlantic	(27.75,27.85]	0.5027366	0.4307800	0.5525080
sal + silicate	N_Atlantic	(27.85,27.95]	0.4868990	0.2832125	0.5972999
sal + silicate	N_Atlantic	(27.95,28.05]	0.5762496	0.5487034	0.5999668
sal + silicate	N_Atlantic	(28.05,28.1]	0.4268276	0.3409388	0.5048511
sal + silicate	N_Atlantic	(28.1,28.15]	0.2182636	0.1043226	0.2960794
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7748456	-0.8403588	-0.6773590
sal + silicate	N_Atlantic	(28.2, Inf]	-0.8327365	-0.9671437	-0.7524627
sal + silicate	N_Pacific	(-Inf,26]	-0.4112639	-0.4185666	-0.4021729
sal + silicate	N_Pacific	(26,26.5]	0.0877346	0.0705354	0.0965139
sal + silicate	N_Pacific	(26.5,26.75]	-0.1671598	-0.1789117	-0.1449476
sal + silicate	N_Pacific	(26.75,27]	-0.1691132	-0.1823091	-0.1437784
sal + silicate	N_Pacific	(27,27.25]	-0.5488429	-0.5887984	-0.4939434
sal + silicate	N_Pacific	(27.25,27.5]	-0.6052205	-0.6497211	-0.5272296
sal + silicate	N_Pacific	(27.5,27.75]	-0.3617083	-0.4365783	-0.2800619
sal + silicate	N_Pacific	(27.75,27.85]	-0.1016612	-0.3412357	0.1962607
sal + silicate	N_Pacific	(27.85,27.95]	0.3966208	0.2759584	0.4669347
sal + silicate	N_Pacific	(27.95,28.05]	-0.1984463	-0.2460304	-0.1473030
sal + silicate	N_Pacific	(28.05,28.1]	0.5347506	0.5084933	0.5803587
sal + silicate	N_Pacific	(28.1, Inf]	-0.2627422	-0.2811263	-0.2504595
sal + silicate	S_Atlantic	(-Inf,26]	-0.8808516	-0.9631014	-0.7377684
sal + silicate	S_Atlantic	(26,26.5]	-0.5791763	-0.6147333	-0.5260016
sal + silicate	S_Atlantic	(26.5,26.75]	0.0008034	-0.0202576	0.0375646
sal + silicate	S_Atlantic	(26.75,27]	0.1041375	0.0544429	0.1365814
sal + silicate	S_Atlantic	(27,27.25]	0.1498150	0.1153261	0.1702076
sal + silicate	S_Atlantic	(27.25,27.5]	0.3876753	0.3594743	0.4387226
sal + silicate	S_Atlantic	(27.5,27.75]	0.1131504	0.0690751	0.1360422
sal + silicate	S_Atlantic	(27.75,27.85]	-0.5891533	-0.6346252	-0.5556240
sal + silicate	S_Atlantic	(27.85,27.95]	-0.8484070	-0.8540311	-0.8413524
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8619020	-0.8674748	-0.8571218
sal + silicate	S_Atlantic	(28.05,28.1]	-0.8736623	-0.8959737	-0.8381604
sal + silicate	S_Atlantic	(28.1,28.15]	-0.8615272	-0.8847195	-0.8412294
sal + silicate	S_Atlantic	(28.15,28.2]	-0.8610642	-0.8663185	-0.8577425
sal + silicate	S_Atlantic	(28.2, Inf]	-0.1325291	-0.1413060	-0.1267622
sal + silicate	S_Pacific	(-Inf,26]	-0.7026322	-0.7368531	-0.6691018
sal + silicate	S_Pacific	(26,26.5]	-0.4172423	-0.4484469	-0.3725380
sal + silicate	S_Pacific	(26.5,26.75]	-0.3685849	-0.3970741	-0.3523607
sal + silicate	S_Pacific	(26.75,27]	-0.5257759	-0.5522657	-0.5104523
sal + silicate	S_Pacific	(27,27.25]	-0.6361329	-0.6707405	-0.5937900
sal + silicate	S_Pacific	(27.25,27.5]	-0.1536022	-0.2746109	-0.0063404
sal + silicate	S_Pacific	(27.5,27.75]	0.7224441	0.6915300	0.7584332
sal + silicate	S_Pacific	(27.75,27.85]	0.9089625	0.9056669	0.9111913
sal + silicate	S_Pacific	(27.85,27.95]	0.9180121	0.9165842	0.9192627
sal + silicate	S_Pacific	(27.95,28.05]	0.9104868	0.9054335	0.9175217
sal + silicate	S_Pacific	(28.05,28.1]	0.9225105	0.9197464	0.9243798
sal + silicate	S_Pacific	(28.1, Inf]	0.7131253	0.6998534	0.7266227
sal + temp	Indian	(-Inf,26]	0.6251340	0.6223657	0.6276184
sal + temp	Indian	(26,26.5]	0.8475627	0.8400482	0.8612002
sal + temp	Indian	(26.5,26.75]	0.9169363	0.9101552	0.9207849
sal + temp	Indian	(26.75,27]	0.9076136	0.9058616	0.9105585
sal + temp	Indian	(27,27.25]	0.9422978	0.9397862	0.9467710
sal + temp	Indian	(27.25,27.5]	0.9399468	0.9396483	0.9402359
sal + temp	Indian	(27.5,27.75]	0.9294266	0.9276488	0.9319764
sal + temp	Indian	(27.75,27.85]	0.9790867	0.9775971	0.9807638
sal + temp	Indian	(27.85,27.95]	0.9583482	0.9571763	0.9594126
sal + temp	Indian	(27.95,28.05]	0.9370134	0.9355032	0.9388290
sal + temp	Indian	(28.05,28.1]	0.9736775	0.9717911	0.9753498
sal + temp	Indian	(28.1, Inf]	0.5828983	0.5753663	0.5883598
sal + temp	N_Atlantic	(-Inf,26]	0.6975909	0.6602993	0.7670900
sal + temp	N_Atlantic	(26,26.5]	0.8642982	0.8552080	0.8701909
sal + temp	N_Atlantic	(26.5,26.75]	0.9545627	0.9503972	0.9576191
sal + temp	N_Atlantic	(26.75,27]	0.9668829	0.9640826	0.9695003
sal + temp	N_Atlantic	(27,27.25]	0.9562696	0.9542573	0.9574409
sal + temp	N_Atlantic	(27.25,27.5]	0.9637521	0.9617190	0.9661183
sal + temp	N_Atlantic	(27.5,27.75]	0.9764546	0.9762881	0.9766855
sal + temp	N_Atlantic	(27.75,27.85]	0.9560805	0.9521101	0.9581395
sal + temp	N_Atlantic	(27.85,27.95]	0.9166020	0.9037897	0.9377535
sal + temp	N_Atlantic	(27.95,28.05]	0.7663882	0.7442731	0.8013739
sal + temp	N_Atlantic	(28.05,28.1]	0.7997660	0.7293136	0.8363290
sal + temp	N_Atlantic	(28.1,28.15]	0.4276612	0.2063208	0.5484906
sal + temp	N_Atlantic	(28.15,28.2]	0.8360819	0.8231561	0.8425882
sal + temp	N_Atlantic	(28.2, Inf]	0.7023537	0.5721527	0.9240581
sal + temp	N_Pacific	(-Inf,26]	0.8806262	0.8742712	0.8869641
sal + temp	N_Pacific	(26,26.5]	0.8713091	0.8640926	0.8771159
sal + temp	N_Pacific	(26.5,26.75]	0.9735260	0.9728743	0.9739730
sal + temp	N_Pacific	(26.75,27]	0.9774936	0.9762210	0.9784177
sal + temp	N_Pacific	(27,27.25]	0.9638268	0.9630455	0.9651475
sal + temp	N_Pacific	(27.25,27.5]	0.8706028	0.8639027	0.8741979
sal + temp	N_Pacific	(27.5,27.75]	0.6391731	0.6023460	0.6906949
sal + temp	N_Pacific	(27.75,27.85]	0.8181391	0.7484425	0.8792863
sal + temp	N_Pacific	(27.85,27.95]	0.6247707	0.5090464	0.6919902
sal + temp	N_Pacific	(27.95,28.05]	-0.2549432	-0.3276089	-0.1785771
sal + temp	N_Pacific	(28.05,28.1]	0.3238414	0.2721644	0.3556599
sal + temp	N_Pacific	(28.1, Inf]	-0.8465927	-0.8649800	-0.8253535
sal + temp	S_Atlantic	(-Inf,26]	0.9848910	0.9696165	0.9933050
sal + temp	S_Atlantic	(26,26.5]	0.9855196	0.9849311	0.9859522
sal + temp	S_Atlantic	(26.5,26.75]	0.9551999	0.9479395	0.9605504
sal + temp	S_Atlantic	(26.75,27]	0.9663702	0.9655713	0.9678095
sal + temp	S_Atlantic	(27,27.25]	0.9559152	0.9540275	0.9571305
sal + temp	S_Atlantic	(27.25,27.5]	0.9719715	0.9707607	0.9739094
sal + temp	S_Atlantic	(27.5,27.75]	0.9479649	0.9460468	0.9502574
sal + temp	S_Atlantic	(27.75,27.85]	0.9850992	0.9841942	0.9868181
sal + temp	S_Atlantic	(27.85,27.95]	0.9809375	0.9797979	0.9817618
sal + temp	S_Atlantic	(27.95,28.05]	0.9690267	0.9684165	0.9700462
sal + temp	S_Atlantic	(28.05,28.1]	0.9834764	0.9806016	0.9854466
sal + temp	S_Atlantic	(28.1,28.15]	0.9826397	0.9817166	0.9840575
sal + temp	S_Atlantic	(28.15,28.2]	0.9864815	0.9859974	0.9873283
sal + temp	S_Atlantic	(28.2, Inf]	0.9199774	0.9181148	0.9216008
sal + temp	S_Pacific	(-Inf,26]	0.8136463	0.7964414	0.8233553
sal + temp	S_Pacific	(26,26.5]	0.8962689	0.8892253	0.9036538
sal + temp	S_Pacific	(26.5,26.75]	0.9089193	0.9055196	0.9153119
sal + temp	S_Pacific	(26.75,27]	0.8938042	0.8869411	0.9020850
sal + temp	S_Pacific	(27,27.25]	0.8743267	0.8718041	0.8776793
sal + temp	S_Pacific	(27.25,27.5]	0.9016424	0.8958127	0.9075864
sal + temp	S_Pacific	(27.5,27.75]	0.8490937	0.8471164	0.8502831
sal + temp	S_Pacific	(27.75,27.85]	0.9740899	0.9705639	0.9772447
sal + temp	S_Pacific	(27.85,27.95]	0.9467811	0.9447459	0.9489185
sal + temp	S_Pacific	(27.95,28.05]	0.9424325	0.9420048	0.9431176
sal + temp	S_Pacific	(28.05,28.1]	0.9781626	0.9765541	0.9800625
sal + temp	S_Pacific	(28.1, Inf]	0.3459595	0.3143687	0.3775591
silicate + phosphate	Indian	(-Inf,26]	0.8977399	0.8931554	0.9031337
silicate + phosphate	Indian	(26,26.5]	0.9266889	0.9256946	0.9284377
silicate + phosphate	Indian	(26.5,26.75]	0.9561916	0.9522718	0.9604730
silicate + phosphate	Indian	(26.75,27]	0.9723738	0.9717476	0.9735219
silicate + phosphate	Indian	(27,27.25]	0.9859631	0.9850752	0.9872858
silicate + phosphate	Indian	(27.25,27.5]	0.9906709	0.9903102	0.9908538
silicate + phosphate	Indian	(27.5,27.75]	0.9876319	0.9871061	0.9880947
silicate + phosphate	Indian	(27.75,27.85]	0.9924734	0.9916086	0.9935466
silicate + phosphate	Indian	(27.85,27.95]	0.9891126	0.9879351	0.9897224
silicate + phosphate	Indian	(27.95,28.05]	0.9911578	0.9906728	0.9919889
silicate + phosphate	Indian	(28.05,28.1]	0.9911159	0.9899758	0.9926744
silicate + phosphate	Indian	(28.1, Inf]	0.7650246	0.7615623	0.7685737
silicate + phosphate	N_Atlantic	(-Inf,26]	0.4206444	0.3955162	0.4402511
silicate + phosphate	N_Atlantic	(26,26.5]	0.6379446	0.6046951	0.6809712
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6043785	0.5462149	0.6432701
silicate + phosphate	N_Atlantic	(26.75,27]	0.8770083	0.8585388	0.8887518
silicate + phosphate	N_Atlantic	(27,27.25]	0.9733784	0.9720182	0.9753213
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9883542	0.9882458	0.9885607
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9926008	0.9924771	0.9926815
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9919893	0.9914266	0.9927933
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9603251	0.9561958	0.9673417
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.8323052	0.8162131	0.8601355
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.8308471	0.8270391	0.8374918
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.8663493	0.8420874	0.8855100
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9924949	0.9923263	0.9927114
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9934130	0.9920359	0.9948174
silicate + phosphate	N_Pacific	(-Inf,26]	0.9584891	0.9568017	0.9594430
silicate + phosphate	N_Pacific	(26,26.5]	0.7492014	0.7336028	0.7590228
silicate + phosphate	N_Pacific	(26.5,26.75]	0.4448440	0.4356881	0.4600517
silicate + phosphate	N_Pacific	(26.75,27]	0.6022661	0.5936949	0.6162095
silicate + phosphate	N_Pacific	(27,27.25]	0.6416502	0.6098514	0.6782788
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7314121	0.7277360	0.7354423
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7627037	0.7370978	0.7838955
silicate + phosphate	N_Pacific	(27.75,27.85]	0.7577584	0.7328468	0.8007624
silicate + phosphate	N_Pacific	(27.85,27.95]	0.7503226	0.7017183	0.7928901
silicate + phosphate	N_Pacific	(27.95,28.05]	0.6970863	0.6894618	0.7116495
silicate + phosphate	N_Pacific	(28.05,28.1]	0.6711032	0.6391402	0.6899091
silicate + phosphate	N_Pacific	(28.1, Inf]	0.7412275	0.7301628	0.7596452
silicate + phosphate	S_Atlantic	(-Inf,26]	0.9703307	0.9566955	0.9785731
silicate + phosphate	S_Atlantic	(26,26.5]	0.9599045	0.9566033	0.9616618
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9214326	0.9119249	0.9294414
silicate + phosphate	S_Atlantic	(26.75,27]	0.8855942	0.8733597	0.8920194
silicate + phosphate	S_Atlantic	(27,27.25]	0.8134741	0.8000469	0.8256770
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.6199981	0.6094994	0.6405094
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.4239360	0.3588164	0.4617284
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.5895433	0.5775173	0.6046640
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9552323	0.9521078	0.9585725
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9755221	0.9735145	0.9780972
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9807260	0.9755135	0.9838894
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9727528	0.9683104	0.9775596
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9624878	0.9617612	0.9632789
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.7790353	0.7694452	0.7871255
silicate + phosphate	S_Pacific	(-Inf,26]	0.8720242	0.8663092	0.8750900
silicate + phosphate	S_Pacific	(26,26.5]	0.9511792	0.9476433	0.9581417
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9574516	0.9558628	0.9596935
silicate + phosphate	S_Pacific	(26.75,27]	0.9699094	0.9680086	0.9719053
silicate + phosphate	S_Pacific	(27,27.25]	0.9859032	0.9852353	0.9865567
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9882007	0.9870320	0.9888228
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9862988	0.9854014	0.9869785
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9906253	0.9891083	0.9913924
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9893920	0.9883778	0.9900880
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9932252	0.9932067	0.9932395
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9955695	0.9951948	0.9958762
silicate + phosphate	S_Pacific	(28.1, Inf]	0.8882405	0.8869321	0.8893686
silicate + phosphate_star	Indian	(-Inf,26]	0.9440903	0.9416436	0.9463837
silicate + phosphate_star	Indian	(26,26.5]	0.8234487	0.8215439	0.8266003
silicate + phosphate_star	Indian	(26.5,26.75]	0.7331002	0.7117227	0.7635466
silicate + phosphate_star	Indian	(26.75,27]	0.5683490	0.5567793	0.5902091
silicate + phosphate_star	Indian	(27,27.25]	0.3638371	0.3534838	0.3754669
silicate + phosphate_star	Indian	(27.25,27.5]	-0.2361131	-0.2857883	-0.1771148
silicate + phosphate_star	Indian	(27.5,27.75]	-0.5487870	-0.5694783	-0.5351859
silicate + phosphate_star	Indian	(27.75,27.85]	-0.8198210	-0.8257133	-0.8159121
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6721366	-0.6852548	-0.6557420
silicate + phosphate_star	Indian	(27.95,28.05]	-0.5277546	-0.5432095	-0.5174422
silicate + phosphate_star	Indian	(28.05,28.1]	-0.5595868	-0.6100914	-0.5234701
silicate + phosphate_star	Indian	(28.1, Inf]	0.2399750	0.2031101	0.2752176
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.5785582	0.5137255	0.6511252
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.5354545	0.5232443	0.5485544
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.3700074	0.3041601	0.4238066
silicate + phosphate_star	N_Atlantic	(26.75,27]	0.6271894	0.5881111	0.6833067
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.7215460	0.6831874	0.7461314
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7568143	0.7459776	0.7738365
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.6401223	0.6346889	0.6479074
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9692940	0.9681914	0.9705565
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9513115	0.9232568	0.9696939
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9177876	0.9101125	0.9323339
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8201329	0.8113577	0.8329232
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.8342393	0.8116872	0.8522177
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9840585	0.9804143	0.9863247
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9779680	0.9750368	0.9802482
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.8085415	0.8073279	0.8099933
silicate + phosphate_star	N_Pacific	(26,26.5]	0.5368849	0.5354247	0.5389966
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.5438867	0.5242002	0.5581025
silicate + phosphate_star	N_Pacific	(26.75,27]	0.6529153	0.6343111	0.6629172
silicate + phosphate_star	N_Pacific	(27,27.25]	0.7590948	0.7444721	0.7781289
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.7883158	0.7810766	0.7934433
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7201127	0.6914958	0.7596707
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.5383476	0.4653890	0.6702556
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.3970787	0.3539216	0.4559080
silicate + phosphate_star	N_Pacific	(27.95,28.05]	-0.3903451	-0.4480463	-0.3413574
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.4692768	-0.5006038	-0.4186216
silicate + phosphate_star	N_Pacific	(28.1, Inf]	-0.1764343	-0.2504117	-0.1359000
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.9065856	0.8577766	0.9394030
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.8087612	0.7810478	0.8289494
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5191247	0.4975458	0.5363217
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.2017795	0.1754618	0.2399650
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.0817903	0.0658153	0.1093216
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.2937508	-0.3381228	-0.2642158
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.0122189	-0.0088716	0.0493662
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.6587979	0.6272681	0.7017376
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8941394	0.8875196	0.9012168
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.7956652	0.7934095	0.7976980
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.8296369	0.7775102	0.8660641
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.8471085	0.8216843	0.8774628
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.8691555	0.8613247	0.8798232
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.6997468	0.6969075	0.7042301
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.8185349	0.8131315	0.8250627
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7964290	0.7867137	0.8052190
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7254855	0.7108023	0.7394346
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7678495	0.7579966	0.7841340
silicate + phosphate_star	S_Pacific	(27,27.25]	0.7268148	0.6951446	0.7569818
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.4151462	0.3394716	0.4733812
silicate + phosphate_star	S_Pacific	(27.5,27.75]	-0.2115824	-0.2743699	-0.1605855
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.7451492	-0.7554271	-0.7250225
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5248177	-0.5408790	-0.5114306
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.3887711	-0.4312161	-0.3345122
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.1406198	-0.2144851	-0.0663866
silicate + phosphate_star	S_Pacific	(28.1, Inf]	0.6084301	0.5929699	0.6164553
temp + aou	Indian	(-Inf,26]	-0.5096762	-0.5198325	-0.5037286
temp + aou	Indian	(26,26.5]	-0.2755214	-0.3031719	-0.2541220
temp + aou	Indian	(26.5,26.75]	-0.2001549	-0.2336969	-0.1636497
temp + aou	Indian	(26.75,27]	-0.1014093	-0.1405236	-0.0552262
temp + aou	Indian	(27,27.25]	0.0807066	0.0601270	0.1090023
temp + aou	Indian	(27.25,27.5]	0.5780423	0.5353872	0.6143834
temp + aou	Indian	(27.5,27.75]	0.7646027	0.7591902	0.7730164
temp + aou	Indian	(27.75,27.85]	0.9369758	0.9327202	0.9395868
temp + aou	Indian	(27.85,27.95]	0.9252659	0.9217647	0.9279313
temp + aou	Indian	(27.95,28.05]	0.9022972	0.8999778	0.9034971
temp + aou	Indian	(28.05,28.1]	0.9217851	0.9132674	0.9335666
temp + aou	Indian	(28.1, Inf]	0.8566884	0.8504640	0.8664170
temp + aou	N_Atlantic	(-Inf,26]	-0.6799799	-0.6961416	-0.6604112
temp + aou	N_Atlantic	(26,26.5]	-0.5429834	-0.5545660	-0.5321822
temp + aou	N_Atlantic	(26.5,26.75]	0.1339769	0.1005611	0.1951306
temp + aou	N_Atlantic	(26.75,27]	0.2062024	0.1744273	0.2610807
temp + aou	N_Atlantic	(27,27.25]	0.1560855	0.0951798	0.2245634
temp + aou	N_Atlantic	(27.25,27.5]	0.1321905	0.0989336	0.1506928
temp + aou	N_Atlantic	(27.5,27.75]	0.5644569	0.5532795	0.5814959
temp + aou	N_Atlantic	(27.75,27.85]	0.5663448	0.5109425	0.6217041
temp + aou	N_Atlantic	(27.85,27.95]	0.6312774	0.5069609	0.7033001
temp + aou	N_Atlantic	(27.95,28.05]	0.7219324	0.7135146	0.7347533
temp + aou	N_Atlantic	(28.05,28.1]	0.4653811	0.4445859	0.4968760
temp + aou	N_Atlantic	(28.1,28.15]	0.0896391	0.0368483	0.1653309
temp + aou	N_Atlantic	(28.15,28.2]	-0.7570956	-0.7942918	-0.7028428
temp + aou	N_Atlantic	(28.2, Inf]	-0.5770858	-0.6957316	-0.3988258
temp + aou	N_Pacific	(-Inf,26]	-0.4876002	-0.4912502	-0.4852025
temp + aou	N_Pacific	(26,26.5]	0.2850841	0.2718481	0.2976917
temp + aou	N_Pacific	(26.5,26.75]	0.6672036	0.6653907	0.6684340
temp + aou	N_Pacific	(26.75,27]	0.6565271	0.6463142	0.6622359
temp + aou	N_Pacific	(27,27.25]	-0.0174063	-0.0335953	0.0008024
temp + aou	N_Pacific	(27.25,27.5]	-0.4703073	-0.5328219	-0.3796455
temp + aou	N_Pacific	(27.5,27.75]	-0.2828828	-0.3338103	-0.2211488
temp + aou	N_Pacific	(27.75,27.85]	-0.0043309	-0.1824364	0.1970094
temp + aou	N_Pacific	(27.85,27.95]	0.4076968	0.3334999	0.4529350
temp + aou	N_Pacific	(27.95,28.05]	0.1265535	0.1112032	0.1415136
temp + aou	N_Pacific	(28.05,28.1]	0.2984865	0.2503855	0.3271792
temp + aou	N_Pacific	(28.1, Inf]	0.9146778	0.9110087	0.9214814
temp + aou	S_Atlantic	(-Inf,26]	-0.8214762	-0.9699569	-0.5891670
temp + aou	S_Atlantic	(26,26.5]	-0.3616590	-0.4077485	-0.3301297
temp + aou	S_Atlantic	(26.5,26.75]	0.3307921	0.2854089	0.3894923
temp + aou	S_Atlantic	(26.75,27]	0.5392446	0.4878730	0.5839258
temp + aou	S_Atlantic	(27,27.25]	0.6195861	0.6037976	0.6428113
temp + aou	S_Atlantic	(27.25,27.5]	0.8235245	0.8162892	0.8305328
temp + aou	S_Atlantic	(27.5,27.75]	0.8710188	0.8659683	0.8789737
temp + aou	S_Atlantic	(27.75,27.85]	0.9492981	0.9463484	0.9525221
temp + aou	S_Atlantic	(27.85,27.95]	0.8233563	0.7982568	0.8372515
temp + aou	S_Atlantic	(27.95,28.05]	0.5578933	0.5454422	0.5731248
temp + aou	S_Atlantic	(28.05,28.1]	0.1743216	0.0561676	0.3027974
temp + aou	S_Atlantic	(28.1,28.15]	-0.2899539	-0.4371416	-0.1804738
temp + aou	S_Atlantic	(28.15,28.2]	-0.6362372	-0.6793881	-0.6082540
temp + aou	S_Atlantic	(28.2, Inf]	-0.6625925	-0.6818865	-0.6415019
temp + aou	S_Pacific	(-Inf,26]	-0.3421830	-0.3723057	-0.3216450
temp + aou	S_Pacific	(26,26.5]	-0.3603574	-0.3882758	-0.3329942
temp + aou	S_Pacific	(26.5,26.75]	-0.2696469	-0.2846073	-0.2612681
temp + aou	S_Pacific	(26.75,27]	-0.3988579	-0.4345370	-0.3752874
temp + aou	S_Pacific	(27,27.25]	-0.3929319	-0.4401331	-0.3489911
temp + aou	S_Pacific	(27.25,27.5]	-0.0214085	-0.0810114	0.0563065
temp + aou	S_Pacific	(27.5,27.75]	0.4915962	0.4617521	0.5294430
temp + aou	S_Pacific	(27.75,27.85]	0.8611822	0.8573294	0.8641982
temp + aou	S_Pacific	(27.85,27.95]	0.8272685	0.8252580	0.8283304
temp + aou	S_Pacific	(27.95,28.05]	0.8309858	0.8251950	0.8385641
temp + aou	S_Pacific	(28.05,28.1]	0.8691585	0.8620437	0.8761974
temp + aou	S_Pacific	(28.1, Inf]	0.8550311	0.8454671	0.8606487
temp + oxygen	Indian	(-Inf,26]	0.4352937	0.4278378	0.4476003
temp + oxygen	Indian	(26,26.5]	0.2081634	0.1875883	0.2380228
temp + oxygen	Indian	(26.5,26.75]	0.1463085	0.1071359	0.1800273
temp + oxygen	Indian	(26.75,27]	0.0435670	-0.0020027	0.0818866
temp + oxygen	Indian	(27,27.25]	-0.1542035	-0.1809463	-0.1380856
temp + oxygen	Indian	(27.25,27.5]	-0.6421459	-0.6766680	-0.6026709
temp + oxygen	Indian	(27.5,27.75]	-0.8175449	-0.8252158	-0.8128359
temp + oxygen	Indian	(27.75,27.85]	-0.9528815	-0.9548855	-0.9496761
temp + oxygen	Indian	(27.85,27.95]	-0.9429978	-0.9452809	-0.9401879
temp + oxygen	Indian	(27.95,28.05]	-0.9268659	-0.9280653	-0.9251608
temp + oxygen	Indian	(28.05,28.1]	-0.9419497	-0.9503584	-0.9356948
temp + oxygen	Indian	(28.1, Inf]	-0.8939889	-0.9011058	-0.8891063
temp + oxygen	N_Atlantic	(-Inf,26]	0.4097113	0.3901577	0.4295397
temp + oxygen	N_Atlantic	(26,26.5]	0.3696693	0.3485363	0.3908929
temp + oxygen	N_Atlantic	(26.5,26.75]	-0.2343539	-0.2975584	-0.1986042
temp + oxygen	N_Atlantic	(26.75,27]	-0.3004781	-0.3522106	-0.2637264
temp + oxygen	N_Atlantic	(27,27.25]	-0.2681187	-0.3301144	-0.2200815
temp + oxygen	N_Atlantic	(27.25,27.5]	-0.2984838	-0.3213279	-0.2602769
temp + oxygen	N_Atlantic	(27.5,27.75]	-0.7517168	-0.7660859	-0.7424780
temp + oxygen	N_Atlantic	(27.75,27.85]	-0.6840419	-0.7266743	-0.6373902
temp + oxygen	N_Atlantic	(27.85,27.95]	-0.7462919	-0.7923788	-0.6686260
temp + oxygen	N_Atlantic	(27.95,28.05]	-0.8166914	-0.8281328	-0.8109439
temp + oxygen	N_Atlantic	(28.05,28.1]	-0.5961748	-0.6377063	-0.5564592
temp + oxygen	N_Atlantic	(28.1,28.15]	-0.2589306	-0.3375442	-0.2149543
temp + oxygen	N_Atlantic	(28.15,28.2]	0.6991332	0.6291673	0.7454124
temp + oxygen	N_Atlantic	(28.2, Inf]	0.4065442	0.1727816	0.5767399
temp + oxygen	N_Pacific	(-Inf,26]	0.2190118	0.2174545	0.2214231
temp + oxygen	N_Pacific	(26,26.5]	-0.4286945	-0.4433512	-0.4180066
temp + oxygen	N_Pacific	(26.5,26.75]	-0.7749732	-0.7789269	-0.7721348
temp + oxygen	N_Pacific	(26.75,27]	-0.8314889	-0.8355677	-0.8267265
temp + oxygen	N_Pacific	(27,27.25]	-0.5355958	-0.5395761	-0.5328562
temp + oxygen	N_Pacific	(27.25,27.5]	0.1028451	-0.0019936	0.1837429
temp + oxygen	N_Pacific	(27.5,27.75]	0.0332583	-0.0375293	0.0879378
temp + oxygen	N_Pacific	(27.75,27.85]	-0.1424414	-0.3545137	0.0460570
temp + oxygen	N_Pacific	(27.85,27.95]	-0.5194826	-0.5595299	-0.4505228
temp + oxygen	N_Pacific	(27.95,28.05]	-0.1705074	-0.1819905	-0.1603665
temp + oxygen	N_Pacific	(28.05,28.1]	-0.3285198	-0.3549856	-0.2826546
temp + oxygen	N_Pacific	(28.1, Inf]	-0.9227692	-0.9289344	-0.9194204
temp + oxygen	S_Atlantic	(-Inf,26]	0.7614328	0.4647244	0.9589142
temp + oxygen	S_Atlantic	(26,26.5]	0.0461316	0.0210182	0.0865527
temp + oxygen	S_Atlantic	(26.5,26.75]	-0.4166596	-0.4699510	-0.3732667
temp + oxygen	S_Atlantic	(26.75,27]	-0.5983018	-0.6406565	-0.5508389
temp + oxygen	S_Atlantic	(27,27.25]	-0.6760041	-0.6981923	-0.6605156
temp + oxygen	S_Atlantic	(27.25,27.5]	-0.8667993	-0.8723809	-0.8607885
temp + oxygen	S_Atlantic	(27.5,27.75]	-0.9093845	-0.9159241	-0.9054450
temp + oxygen	S_Atlantic	(27.75,27.85]	-0.9710551	-0.9726430	-0.9693923
temp + oxygen	S_Atlantic	(27.85,27.95]	-0.9362632	-0.9386040	-0.9336435
temp + oxygen	S_Atlantic	(27.95,28.05]	-0.7679690	-0.7757783	-0.7616366
temp + oxygen	S_Atlantic	(28.05,28.1]	-0.5898618	-0.6339323	-0.5480907
temp + oxygen	S_Atlantic	(28.1,28.15]	-0.2921411	-0.3789624	-0.1641753
temp + oxygen	S_Atlantic	(28.15,28.2]	0.1266656	0.0896143	0.1848328
temp + oxygen	S_Atlantic	(28.2, Inf]	0.2551675	0.2211576	0.2840439
temp + oxygen	S_Pacific	(-Inf,26]	0.0907179	0.0557556	0.1348405
temp + oxygen	S_Pacific	(26,26.5]	0.2488668	0.2219953	0.2790770
temp + oxygen	S_Pacific	(26.5,26.75]	0.2039718	0.1932707	0.2208011
temp + oxygen	S_Pacific	(26.75,27]	0.3373073	0.3113525	0.3750983
temp + oxygen	S_Pacific	(27,27.25]	0.3304225	0.2837693	0.3803072
temp + oxygen	S_Pacific	(27.25,27.5]	-0.0470675	-0.1231162	0.0094446
temp + oxygen	S_Pacific	(27.5,27.75]	-0.5523360	-0.5903884	-0.5217310
temp + oxygen	S_Pacific	(27.75,27.85]	-0.8869705	-0.8893110	-0.8823666
temp + oxygen	S_Pacific	(27.85,27.95]	-0.8570111	-0.8578459	-0.8556654
temp + oxygen	S_Pacific	(27.95,28.05]	-0.8636140	-0.8697175	-0.8580525
temp + oxygen	S_Pacific	(28.05,28.1]	-0.8913207	-0.8977856	-0.8847392
temp + oxygen	S_Pacific	(28.1, Inf]	-0.8762154	-0.8812831	-0.8678733
temp + phosphate	Indian	(-Inf,26]	-0.5556593	-0.5674415	-0.5497158
temp + phosphate	Indian	(26,26.5]	-0.3675934	-0.3928491	-0.3507016
temp + phosphate	Indian	(26.5,26.75]	-0.3039182	-0.3367870	-0.2711364
temp + phosphate	Indian	(26.75,27]	-0.2518979	-0.2924828	-0.2073626
temp + phosphate	Indian	(27,27.25]	-0.1318764	-0.1641053	-0.0994407
temp + phosphate	Indian	(27.25,27.5]	0.3831483	0.3375480	0.4177336
temp + phosphate	Indian	(27.5,27.75]	0.6117928	0.6056122	0.6213814
temp + phosphate	Indian	(27.75,27.85]	0.8862280	0.8801115	0.8900092
temp + phosphate	Indian	(27.85,27.95]	0.8690852	0.8632065	0.8721696
temp + phosphate	Indian	(27.95,28.05]	0.8021975	0.7965441	0.8076778
temp + phosphate	Indian	(28.05,28.1]	0.8336371	0.8196812	0.8585414
temp + phosphate	Indian	(28.1, Inf]	0.7136243	0.6940976	0.7390213
temp + phosphate	N_Atlantic	(-Inf,26]	-0.7742888	-0.7903036	-0.7450131
temp + phosphate	N_Atlantic	(26,26.5]	-0.6449603	-0.6512295	-0.6383882
temp + phosphate	N_Atlantic	(26.5,26.75]	0.0971092	0.0607356	0.1562997
temp + phosphate	N_Atlantic	(26.75,27]	0.1572237	0.1232216	0.2150799
temp + phosphate	N_Atlantic	(27,27.25]	0.0906657	0.0259303	0.1621740
temp + phosphate	N_Atlantic	(27.25,27.5]	0.0284701	-0.0058778	0.0458674
temp + phosphate	N_Atlantic	(27.5,27.75]	0.5066326	0.4930619	0.5222044
temp + phosphate	N_Atlantic	(27.75,27.85]	0.5459813	0.4813179	0.6107359
temp + phosphate	N_Atlantic	(27.85,27.95]	0.5441482	0.3872784	0.6246194
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6061577	0.5671923	0.6392478
temp + phosphate	N_Atlantic	(28.05,28.1]	0.5337772	0.4813171	0.5899195
temp + phosphate	N_Atlantic	(28.1,28.15]	0.0662461	-0.0467463	0.1706542
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.7969585	-0.8746102	-0.6815147
temp + phosphate	N_Atlantic	(28.2, Inf]	-0.2831885	-0.4687661	-0.0057747
temp + phosphate	N_Pacific	(-Inf,26]	-0.6113580	-0.6136471	-0.6085033
temp + phosphate	N_Pacific	(26,26.5]	0.1486312	0.1284011	0.1623189
temp + phosphate	N_Pacific	(26.5,26.75]	0.5403417	0.5354094	0.5432986
temp + phosphate	N_Pacific	(26.75,27]	0.3880895	0.3736319	0.4050590
temp + phosphate	N_Pacific	(27,27.25]	-0.1597705	-0.2023327	-0.0993698
temp + phosphate	N_Pacific	(27.25,27.5]	-0.3369165	-0.4174914	-0.2107933
temp + phosphate	N_Pacific	(27.5,27.75]	-0.2375733	-0.3115079	-0.1463448
temp + phosphate	N_Pacific	(27.75,27.85]	0.1147237	-0.0663182	0.3417909
temp + phosphate	N_Pacific	(27.85,27.95]	0.4182897	0.3277228	0.4686313
temp + phosphate	N_Pacific	(27.95,28.05]	0.0852716	0.0730759	0.1026018
temp + phosphate	N_Pacific	(28.05,28.1]	0.2774447	0.2266768	0.3088170
temp + phosphate	N_Pacific	(28.1, Inf]	0.9084748	0.9044796	0.9158887
temp + phosphate	S_Atlantic	(-Inf,26]	-0.8218747	-0.9886226	-0.5723498
temp + phosphate	S_Atlantic	(26,26.5]	-0.5498981	-0.5884580	-0.5106047
temp + phosphate	S_Atlantic	(26.5,26.75]	0.1204738	0.0774109	0.1850266
temp + phosphate	S_Atlantic	(26.75,27]	0.3715344	0.3134072	0.4144488
temp + phosphate	S_Atlantic	(27,27.25]	0.4261027	0.4134475	0.4493924
temp + phosphate	S_Atlantic	(27.25,27.5]	0.6184943	0.6084028	0.6301607
temp + phosphate	S_Atlantic	(27.5,27.75]	0.6911547	0.6787599	0.7075670
temp + phosphate	S_Atlantic	(27.75,27.85]	0.0891428	0.0154457	0.1584729
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.8290139	-0.8353036	-0.8194429
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.8141003	-0.8204435	-0.8105719
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8859400	-0.9048942	-0.8565236
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9046503	-0.9160704	-0.8966050
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9290195	-0.9338163	-0.9262970
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.8577148	-0.8632320	-0.8483242
temp + phosphate	S_Pacific	(-Inf,26]	-0.3657171	-0.3991076	-0.3371781
temp + phosphate	S_Pacific	(26,26.5]	-0.4664710	-0.4940617	-0.4385048
temp + phosphate	S_Pacific	(26.5,26.75]	-0.3795781	-0.3878017	-0.3736685
temp + phosphate	S_Pacific	(26.75,27]	-0.5089803	-0.5388071	-0.4903449
temp + phosphate	S_Pacific	(27,27.25]	-0.5336336	-0.5712964	-0.4987608
temp + phosphate	S_Pacific	(27.25,27.5]	-0.1863316	-0.2514753	-0.1074959
temp + phosphate	S_Pacific	(27.5,27.75]	0.3801083	0.3506428	0.4200704
temp + phosphate	S_Pacific	(27.75,27.85]	0.8237970	0.8185799	0.8301119
temp + phosphate	S_Pacific	(27.85,27.95]	0.7936167	0.7929199	0.7946785
temp + phosphate	S_Pacific	(27.95,28.05]	0.7713664	0.7653668	0.7778956
temp + phosphate	S_Pacific	(28.05,28.1]	0.8318352	0.8255132	0.8392720
temp + phosphate	S_Pacific	(28.1, Inf]	0.8293056	0.8147979	0.8392485
temp + phosphate_star	Indian	(-Inf,26]	-0.7329603	-0.7344153	-0.7319775
temp + phosphate_star	Indian	(26,26.5]	-0.7320032	-0.7377014	-0.7206985
temp + phosphate_star	Indian	(26.5,26.75]	-0.7699969	-0.7750956	-0.7636783
temp + phosphate_star	Indian	(26.75,27]	-0.8566051	-0.8642320	-0.8523008
temp + phosphate_star	Indian	(27,27.25]	-0.9271854	-0.9331764	-0.9208354
temp + phosphate_star	Indian	(27.25,27.5]	-0.9699384	-0.9721725	-0.9683872
temp + phosphate_star	Indian	(27.5,27.75]	-0.9834627	-0.9842732	-0.9826960
temp + phosphate_star	Indian	(27.75,27.85]	-0.9688126	-0.9700176	-0.9669980
temp + phosphate_star	Indian	(27.85,27.95]	-0.9230838	-0.9312069	-0.9158757
temp + phosphate_star	Indian	(27.95,28.05]	-0.8596021	-0.8600383	-0.8591000
temp + phosphate_star	Indian	(28.05,28.1]	-0.8430457	-0.8505174	-0.8316303
temp + phosphate_star	Indian	(28.1, Inf]	-0.6351656	-0.6400039	-0.6311540
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.7991865	-0.8209732	-0.7687778
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8936182	-0.8974348	-0.8861887
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.6468712	-0.6722402	-0.6294750
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.5905067	-0.6207986	-0.5589179
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.5347793	-0.5749615	-0.5085106
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5643634	-0.5685047	-0.5606220
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2753873	-0.2905593	-0.2642751
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.2971525	0.2190955	0.3788587
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.2471897	0.0144416	0.3853642
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3407282	0.2795632	0.3945605
temp + phosphate_star	N_Atlantic	(28.05,28.1]	0.4634595	0.4050235	0.5226726
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.0647061	-0.2051508	0.0377732
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8354151	-0.9317568	-0.6903968
temp + phosphate_star	N_Atlantic	(28.2, Inf]	-0.2135651	-0.4004047	0.0748510
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9210339	-0.9223108	-0.9200562
temp + phosphate_star	N_Pacific	(26,26.5]	-0.7432852	-0.7644250	-0.7286894
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.7187844	-0.7586860	-0.6795844
temp + phosphate_star	N_Pacific	(26.75,27]	-0.6167698	-0.6565745	-0.5862377
temp + phosphate_star	N_Pacific	(27,27.25]	-0.7613282	-0.8080485	-0.6857414
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.5374974	-0.5992765	-0.4266162
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.5014801	-0.5639557	-0.4242112
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.0282836	-0.1547694	0.2101247
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.3948438	-0.5153180	-0.2990206
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.5271801	-0.5604538	-0.5000412
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.3598325	-0.3911377	-0.3191499
temp + phosphate_star	N_Pacific	(28.1, Inf]	-0.5862511	-0.6134850	-0.5692690
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.8750924	-0.9896607	-0.7002146
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8521483	-0.8614254	-0.8425815
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8090381	-0.8203668	-0.7939375
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9407868	-0.9437330	-0.9373387
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9909865	-0.9909964	-0.9909795
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9952546	-0.9957166	-0.9949285
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9806160	-0.9815700	-0.9801377
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9818027	-0.9825366	-0.9812081
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9774631	-0.9791298	-0.9750213
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9829796	-0.9849679	-0.9804411
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9866177	-0.9881373	-0.9844890
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9862769	-0.9872714	-0.9854945
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9891689	-0.9893242	-0.9890833
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9344097	-0.9362871	-0.9323749
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.6461252	-0.6550003	-0.6370127
temp + phosphate_star	S_Pacific	(26,26.5]	-0.8402443	-0.8461502	-0.8348882
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.8690579	-0.8782415	-0.8627739
temp + phosphate_star	S_Pacific	(26.75,27]	-0.9006530	-0.9045584	-0.8986107
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9415222	-0.9427514	-0.9403239
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9612621	-0.9630466	-0.9595734
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9715874	-0.9755523	-0.9679650
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.9648039	-0.9653878	-0.9642321
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.8834947	-0.8873045	-0.8789210
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.7988909	-0.8245095	-0.7673183
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.5671281	-0.6157285	-0.5154370
temp + phosphate_star	S_Pacific	(28.1, Inf]	-0.0315502	-0.0571151	-0.0173216
temp + silicate	Indian	(-Inf,26]	-0.5954883	-0.6026101	-0.5885551
temp + silicate	Indian	(26,26.5]	-0.4457151	-0.4590383	-0.4370561
temp + silicate	Indian	(26.5,26.75]	-0.3522890	-0.4099180	-0.3197316
temp + silicate	Indian	(26.75,27]	-0.2177001	-0.2525165	-0.1977255
temp + silicate	Indian	(27,27.25]	-0.0889365	-0.1155873	-0.0640998
temp + silicate	Indian	(27.25,27.5]	0.3864318	0.3398290	0.4214017
temp + silicate	Indian	(27.5,27.75]	0.5870532	0.5783306	0.5978254
temp + silicate	Indian	(27.75,27.85]	0.9015909	0.8978363	0.9057209
temp + silicate	Indian	(27.85,27.95]	0.8610662	0.8565004	0.8673282
temp + silicate	Indian	(27.95,28.05]	0.8314748	0.8284056	0.8358618
temp + silicate	Indian	(28.05,28.1]	0.8844207	0.8751143	0.8999889
temp + silicate	Indian	(28.1, Inf]	0.4285965	0.4093874	0.4459468
temp + silicate	N_Atlantic	(-Inf,26]	-0.6712582	-0.7275246	-0.6313367
temp + silicate	N_Atlantic	(26,26.5]	-0.6017925	-0.6213261	-0.5776760
temp + silicate	N_Atlantic	(26.5,26.75]	0.2160879	0.1933981	0.2305372
temp + silicate	N_Atlantic	(26.75,27]	0.1363697	0.0995868	0.1829477
temp + silicate	N_Atlantic	(27,27.25]	0.1370816	0.0614557	0.2197216
temp + silicate	N_Atlantic	(27.25,27.5]	0.0848952	0.0518234	0.1050586
temp + silicate	N_Atlantic	(27.5,27.75]	0.5406437	0.5305739	0.5511828
temp + silicate	N_Atlantic	(27.75,27.85]	0.4695739	0.4051940	0.5395911
temp + silicate	N_Atlantic	(27.85,27.95]	0.3847107	0.2742751	0.4573363
temp + silicate	N_Atlantic	(27.95,28.05]	0.1580541	0.1439311	0.1660237
temp + silicate	N_Atlantic	(28.05,28.1]	0.1965865	0.1097359	0.2964296
temp + silicate	N_Atlantic	(28.1,28.15]	-0.2228757	-0.3684884	-0.0738426
temp + silicate	N_Atlantic	(28.15,28.2]	-0.8338870	-0.9006802	-0.7338832
temp + silicate	N_Atlantic	(28.2, Inf]	-0.3852390	-0.5518182	-0.1277004
temp + silicate	N_Pacific	(-Inf,26]	-0.6089816	-0.6131105	-0.6049967
temp + silicate	N_Pacific	(26,26.5]	-0.0965053	-0.1048643	-0.0829303
temp + silicate	N_Pacific	(26.5,26.75]	-0.2006165	-0.2154134	-0.1774433
temp + silicate	N_Pacific	(26.75,27]	-0.2046680	-0.2215115	-0.1756709
temp + silicate	N_Pacific	(27,27.25]	-0.6348270	-0.6795356	-0.5728139
temp + silicate	N_Pacific	(27.25,27.5]	-0.7508412	-0.7946478	-0.6634925
temp + silicate	N_Pacific	(27.5,27.75]	-0.6390857	-0.7158749	-0.5600718
temp + silicate	N_Pacific	(27.75,27.85]	-0.2544082	-0.4554579	0.0006090
temp + silicate	N_Pacific	(27.85,27.95]	0.0206936	-0.1455437	0.1321196
temp + silicate	N_Pacific	(27.95,28.05]	-0.1185963	-0.1960635	-0.0766537
temp + silicate	N_Pacific	(28.05,28.1]	0.0908552	0.0403268	0.1391893
temp + silicate	N_Pacific	(28.1, Inf]	0.5507711	0.5255708	0.5961658
temp + silicate	S_Atlantic	(-Inf,26]	-0.8210001	-0.9410241	-0.5978804
temp + silicate	S_Atlantic	(26,26.5]	-0.6121994	-0.6372864	-0.5760842
temp + silicate	S_Atlantic	(26.5,26.75]	-0.1115998	-0.1322340	-0.0749905
temp + silicate	S_Atlantic	(26.75,27]	-0.0024451	-0.0508819	0.0249212
temp + silicate	S_Atlantic	(27,27.25]	-0.0414642	-0.0661337	-0.0278809
temp + silicate	S_Atlantic	(27.25,27.5]	0.2533110	0.2244603	0.2989888
temp + silicate	S_Atlantic	(27.5,27.75]	-0.0481296	-0.0799773	-0.0307189
temp + silicate	S_Atlantic	(27.75,27.85]	-0.5516489	-0.5955508	-0.5174088
temp + silicate	S_Atlantic	(27.85,27.95]	-0.8086810	-0.8152502	-0.8039284
temp + silicate	S_Atlantic	(27.95,28.05]	-0.7800223	-0.7822495	-0.7763453
temp + silicate	S_Atlantic	(28.05,28.1]	-0.8125230	-0.8453253	-0.7604089
temp + silicate	S_Atlantic	(28.1,28.15]	-0.7991101	-0.8287771	-0.7761666
temp + silicate	S_Atlantic	(28.15,28.2]	-0.8124541	-0.8239625	-0.8050980
temp + silicate	S_Atlantic	(28.2, Inf]	-0.4356868	-0.4476420	-0.4274528
temp + silicate	S_Pacific	(-Inf,26]	-0.4619513	-0.4806112	-0.4459762
temp + silicate	S_Pacific	(26,26.5]	-0.4899413	-0.5218042	-0.4601879
temp + silicate	S_Pacific	(26.5,26.75]	-0.3705232	-0.3769301	-0.3664424
temp + silicate	S_Pacific	(26.75,27]	-0.4948266	-0.5223455	-0.4771684
temp + silicate	S_Pacific	(27,27.25]	-0.5383977	-0.5766041	-0.5008536
temp + silicate	S_Pacific	(27.25,27.5]	-0.2236408	-0.2885897	-0.1461951
temp + silicate	S_Pacific	(27.5,27.75]	0.3484110	0.3167074	0.3899321
temp + silicate	S_Pacific	(27.75,27.85]	0.8479834	0.8374691	0.8548522
temp + silicate	S_Pacific	(27.85,27.95]	0.8140970	0.8131286	0.8155326
temp + silicate	S_Pacific	(27.95,28.05]	0.8099287	0.8061161	0.8135744
temp + silicate	S_Pacific	(28.05,28.1]	0.8661315	0.8598747	0.8740598
temp + silicate	S_Pacific	(28.1, Inf]	0.6682600	0.6429215	0.6923546

rm(cor_predictors, cor_predictors_stats)

2.2.3 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
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# 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	Indian	(-Inf,26]	-0.4125300	-0.5805679	-0.2299579
aou	Indian	(26,26.5]	-0.7178971	-0.8256276	-0.5807297
aou	Indian	(26.5,26.75]	-0.8828925	-0.9262816	-0.8275934
aou	Indian	(26.75,27]	-0.9257928	-0.9529453	-0.8855949
aou	Indian	(27,27.25]	-0.8425786	-0.9020783	-0.7582985
aou	Indian	(27.25,27.5]	-0.6947514	-0.8693154	-0.4291155
aou	Indian	(27.5,27.75]	-0.3054083	-0.7707883	0.3928743
aou	Indian	(27.75,27.85]	-0.2313712	-0.8096009	0.6930428
aou	Indian	(27.85,27.95]	-0.4483349	-0.7503676	0.0581706
aou	Indian	(27.95,28.05]	-0.7630484	-0.8602627	-0.6120304
aou	Indian	(28.05,28.1]	-0.8661227	-0.9253055	-0.7803783
aou	Indian	(28.1, Inf]	-0.5806367	-0.6792404	-0.4547636
aou	N_Atlantic	(-Inf,26]	0.3818753	0.3310924	0.4563856
aou	N_Atlantic	(26,26.5]	0.0773613	-0.1244929	0.2577418
aou	N_Atlantic	(26.5,26.75]	0.0857000	-0.0176952	0.2322882
aou	N_Atlantic	(26.75,27]	-0.2211132	-0.3356148	-0.0785360
aou	N_Atlantic	(27,27.25]	-0.7031979	-0.7621349	-0.6307398
aou	N_Atlantic	(27.25,27.5]	-0.8435158	-0.8664781	-0.8157659
aou	N_Atlantic	(27.5,27.75]	-0.8725474	-0.8741123	-0.8703888
aou	N_Atlantic	(27.75,27.85]	-0.8856914	-0.8942917	-0.8783956
aou	N_Atlantic	(27.85,27.95]	-0.8575726	-0.8668809	-0.8435409
aou	N_Atlantic	(27.95,28.05]	-0.7274585	-0.7401665	-0.7165342
aou	N_Atlantic	(28.05,28.1]	-0.8341912	-0.8603471	-0.8016222
aou	N_Atlantic	(28.1,28.15]	-0.6704625	-0.7306857	-0.6154835
aou	N_Atlantic	(28.15,28.2]	-0.9126231	-0.9474838	-0.8589376
aou	N_Atlantic	(28.2, Inf]	-0.8040460	-0.8399524	-0.7682421
aou	N_Pacific	(-Inf,26]	0.0984190	-0.0442294	0.2322590
aou	N_Pacific	(26,26.5]	-0.2443959	-0.3772604	-0.0662669
aou	N_Pacific	(26.5,26.75]	-0.5677902	-0.6307081	-0.4817305
aou	N_Pacific	(26.75,27]	-0.7703994	-0.7845474	-0.7432727
aou	N_Pacific	(27,27.25]	-0.2188208	-0.2751921	-0.1719349
aou	N_Pacific	(27.25,27.5]	0.2786560	0.2577537	0.2971072
aou	N_Pacific	(27.5,27.75]	0.5501539	0.5256633	0.5669388
aou	N_Pacific	(27.75,27.85]	0.7822665	0.7565443	0.8108248
aou	N_Pacific	(27.85,27.95]	0.8300564	0.8114683	0.8459693
aou	N_Pacific	(27.95,28.05]	0.8708156	0.8601904	0.8762334
aou	N_Pacific	(28.05,28.1]	0.8407831	0.8324828	0.8534812
aou	N_Pacific	(28.1, Inf]	0.7389945	0.7267232	0.7514670
aou	S_Atlantic	(-Inf,26]	0.2728584	-0.6827118	0.8259314
aou	S_Atlantic	(26,26.5]	-0.2211044	-0.3445089	-0.1145532
aou	S_Atlantic	(26.5,26.75]	-0.0075834	-0.2886958	0.3227947
aou	S_Atlantic	(26.75,27]	0.0539230	-0.2796705	0.4422419
aou	S_Atlantic	(27,27.25]	-0.0793876	-0.4476101	0.3978686
aou	S_Atlantic	(27.25,27.5]	0.4216706	0.0065751	0.8299807
aou	S_Atlantic	(27.5,27.75]	0.5786463	0.2135206	0.8962491
aou	S_Atlantic	(27.75,27.85]	0.7170451	0.5600251	0.8459907
aou	S_Atlantic	(27.85,27.95]	0.5983747	0.5510651	0.6263411
aou	S_Atlantic	(27.95,28.05]	0.1296259	0.0007344	0.2418273
aou	S_Atlantic	(28.05,28.1]	-0.1989086	-0.2226825	-0.1767228
aou	S_Atlantic	(28.1,28.15]	-0.6110178	-0.6654137	-0.5791054
aou	S_Atlantic	(28.15,28.2]	-0.8480620	-0.8686787	-0.8313732
aou	S_Atlantic	(28.2, Inf]	-0.8256261	-0.8309128	-0.8219461
aou	S_Pacific	(-Inf,26]	-0.3331233	-0.4421326	-0.2533741
aou	S_Pacific	(26,26.5]	-0.5435099	-0.6806306	-0.3813364
aou	S_Pacific	(26.5,26.75]	-0.7706696	-0.8394817	-0.6516991
aou	S_Pacific	(26.75,27]	-0.8944201	-0.9274206	-0.8559363
aou	S_Pacific	(27,27.25]	-0.8579010	-0.9062246	-0.7945996
aou	S_Pacific	(27.25,27.5]	-0.7983170	-0.8808649	-0.6709054
aou	S_Pacific	(27.5,27.75]	-0.5613400	-0.8461386	-0.0912185
aou	S_Pacific	(27.75,27.85]	-0.3598099	-0.7863799	0.3336740
aou	S_Pacific	(27.85,27.95]	-0.1379492	-0.6164818	0.5009219
aou	S_Pacific	(27.95,28.05]	-0.3209725	-0.6098950	0.1104570
aou	S_Pacific	(28.05,28.1]	-0.0744108	-0.4689415	0.4498151
aou	S_Pacific	(28.1, Inf]	0.5589873	0.4088485	0.6953907
oxygen	Indian	(-Inf,26]	0.4334342	0.2525663	0.5964908
oxygen	Indian	(26,26.5]	0.7153511	0.5817025	0.8195001
oxygen	Indian	(26.5,26.75]	0.8737592	0.8200196	0.9162054
oxygen	Indian	(26.75,27]	0.9092265	0.8661766	0.9378830
oxygen	Indian	(27,27.25]	0.8050396	0.7103024	0.8721216
oxygen	Indian	(27.25,27.5]	0.6424815	0.3585148	0.8302237
oxygen	Indian	(27.5,27.75]	0.2456085	-0.4648852	0.7257307
oxygen	Indian	(27.75,27.85]	0.2353491	-0.6947267	0.8148661
oxygen	Indian	(27.85,27.95]	0.4558103	-0.0544833	0.7598086
oxygen	Indian	(27.95,28.05]	0.7702648	0.6123686	0.8711933
oxygen	Indian	(28.05,28.1]	0.8663794	0.7698849	0.9316589
oxygen	Indian	(28.1, Inf]	0.5575832	0.4204642	0.6660799
oxygen	N_Atlantic	(-Inf,26]	-0.4649984	-0.5083297	-0.4187569
oxygen	N_Atlantic	(26,26.5]	-0.0576943	-0.2418328	0.1457150
oxygen	N_Atlantic	(26.5,26.75]	-0.0322234	-0.1804625	0.0719036
oxygen	N_Atlantic	(26.75,27]	0.2716775	0.1277537	0.3804130
oxygen	N_Atlantic	(27,27.25]	0.7529596	0.6928691	0.8043074
oxygen	N_Atlantic	(27.25,27.5]	0.8919595	0.8668720	0.9095881
oxygen	N_Atlantic	(27.5,27.75]	0.9397965	0.9380709	0.9413628
oxygen	N_Atlantic	(27.75,27.85]	0.9178690	0.9150249	0.9199130
oxygen	N_Atlantic	(27.85,27.95]	0.8592382	0.8495532	0.8680632
oxygen	N_Atlantic	(27.95,28.05]	0.7529426	0.7333822	0.7709079
oxygen	N_Atlantic	(28.05,28.1]	0.8748346	0.8556491	0.8867915
oxygen	N_Atlantic	(28.1,28.15]	0.6912652	0.6499632	0.7206101
oxygen	N_Atlantic	(28.15,28.2]	0.9011464	0.8650758	0.9241164
oxygen	N_Atlantic	(28.2, Inf]	0.8843991	0.8634171	0.9116396
oxygen	N_Pacific	(-Inf,26]	0.0982084	-0.0275346	0.2355889
oxygen	N_Pacific	(26,26.5]	0.3009220	0.1321326	0.4252823
oxygen	N_Pacific	(26.5,26.75]	0.6201036	0.5482056	0.6779703
oxygen	N_Pacific	(26.75,27]	0.8382738	0.8218765	0.8468616
oxygen	N_Pacific	(27,27.25]	0.6637034	0.6379252	0.6913249
oxygen	N_Pacific	(27.25,27.5]	0.0111722	-0.0081810	0.0402688
oxygen	N_Pacific	(27.5,27.75]	-0.4480212	-0.4730413	-0.4226564
oxygen	N_Pacific	(27.75,27.85]	-0.7629518	-0.8031664	-0.7369155
oxygen	N_Pacific	(27.85,27.95]	-0.8385063	-0.8635708	-0.8080010
oxygen	N_Pacific	(27.95,28.05]	-0.8626970	-0.8707506	-0.8478868
oxygen	N_Pacific	(28.05,28.1]	-0.8388856	-0.8511562	-0.8308475
oxygen	N_Pacific	(28.1, Inf]	-0.7338908	-0.7460325	-0.7212910
oxygen	S_Atlantic	(-Inf,26]	-0.2743329	-0.8359128	0.6806642
oxygen	S_Atlantic	(26,26.5]	0.2730510	0.1544047	0.3905995
oxygen	S_Atlantic	(26.5,26.75]	-0.0220027	-0.3476926	0.2585797
oxygen	S_Atlantic	(26.75,27]	-0.0961070	-0.4811474	0.2345046
oxygen	S_Atlantic	(27,27.25]	0.0225710	-0.4533862	0.3910266
oxygen	S_Atlantic	(27.25,27.5]	-0.4633364	-0.8603892	-0.0550038
oxygen	S_Atlantic	(27.5,27.75]	-0.6007819	-0.9061755	-0.2450207
oxygen	S_Atlantic	(27.75,27.85]	-0.7278910	-0.8576608	-0.5719792
oxygen	S_Atlantic	(27.85,27.95]	-0.7208897	-0.7676478	-0.6644687
oxygen	S_Atlantic	(27.95,28.05]	-0.3726281	-0.4835832	-0.2461530
oxygen	S_Atlantic	(28.05,28.1]	-0.2302577	-0.3028096	-0.1264884
oxygen	S_Atlantic	(28.1,28.15]	0.0867408	0.0456392	0.1279207
oxygen	S_Atlantic	(28.15,28.2]	0.4462807	0.4170165	0.4815222
oxygen	S_Atlantic	(28.2, Inf]	0.5445150	0.5291413	0.5598940
oxygen	S_Pacific	(-Inf,26]	0.4871878	0.4186040	0.5695725
oxygen	S_Pacific	(26,26.5]	0.5829419	0.4276086	0.7117287
oxygen	S_Pacific	(26.5,26.75]	0.7693778	0.6513813	0.8392963
oxygen	S_Pacific	(26.75,27]	0.8811593	0.8396806	0.9158144
oxygen	S_Pacific	(27,27.25]	0.8324541	0.7625422	0.8863825
oxygen	S_Pacific	(27.25,27.5]	0.7664530	0.6304390	0.8543077
oxygen	S_Pacific	(27.5,27.75]	0.5371229	0.0544637	0.8309439
oxygen	S_Pacific	(27.75,27.85]	0.3872195	-0.3002102	0.8076935
oxygen	S_Pacific	(27.85,27.95]	0.1737250	-0.4661794	0.6492839
oxygen	S_Pacific	(27.95,28.05]	0.3609000	-0.0690870	0.6467341
oxygen	S_Pacific	(28.05,28.1]	0.1044910	-0.4233340	0.4996713
oxygen	S_Pacific	(28.1, Inf]	-0.5444119	-0.6860765	-0.3888439
phosphate	Indian	(-Inf,26]	-0.4997874	-0.6585159	-0.3316500
phosphate	Indian	(26,26.5]	-0.7936694	-0.8875126	-0.6696124
phosphate	Indian	(26.5,26.75]	-0.9286860	-0.9661330	-0.8797180
phosphate	Indian	(26.75,27]	-0.9687908	-0.9863079	-0.9427290
phosphate	Indian	(27,27.25]	-0.9327125	-0.9674666	-0.8822645
phosphate	Indian	(27.25,27.5]	-0.8106330	-0.9387295	-0.6108220
phosphate	Indian	(27.5,27.75]	-0.4234217	-0.8320495	0.2108641
phosphate	Indian	(27.75,27.85]	-0.2103359	-0.7624347	0.6640782
phosphate	Indian	(27.85,27.95]	-0.4229413	-0.7038317	0.0495950
phosphate	Indian	(27.95,28.05]	-0.7183464	-0.7752539	-0.6259231
phosphate	Indian	(28.05,28.1]	-0.8355345	-0.8502549	-0.8126874
phosphate	Indian	(28.1, Inf]	-0.7357340	-0.7769462	-0.6691837
phosphate	N_Atlantic	(-Inf,26]	0.3574486	0.2840840	0.4592376
phosphate	N_Atlantic	(26,26.5]	0.0594179	-0.1339564	0.2323891
phosphate	N_Atlantic	(26.5,26.75]	0.0323745	-0.0674124	0.1774260
phosphate	N_Atlantic	(26.75,27]	-0.2657552	-0.3765752	-0.1317560
phosphate	N_Atlantic	(27,27.25]	-0.7125827	-0.7671372	-0.6440422
phosphate	N_Atlantic	(27.25,27.5]	-0.8331186	-0.8549446	-0.8101879
phosphate	N_Atlantic	(27.5,27.75]	-0.8792299	-0.8812630	-0.8754226
phosphate	N_Atlantic	(27.75,27.85]	-0.9253942	-0.9329307	-0.9188014
phosphate	N_Atlantic	(27.85,27.95]	-0.9328869	-0.9368023	-0.9259563
phosphate	N_Atlantic	(27.95,28.05]	-0.8667401	-0.8809415	-0.8580834
phosphate	N_Atlantic	(28.05,28.1]	-0.9610001	-0.9717306	-0.9552605
phosphate	N_Atlantic	(28.1,28.15]	-0.9317291	-0.9491262	-0.9191755
phosphate	N_Atlantic	(28.15,28.2]	-0.9733665	-0.9864853	-0.9546086
phosphate	N_Atlantic	(28.2, Inf]	-0.9648717	-0.9728252	-0.9547906
phosphate	N_Pacific	(-Inf,26]	0.1286402	-0.0126805	0.2624055
phosphate	N_Pacific	(26,26.5]	-0.3233376	-0.4565460	-0.1393607
phosphate	N_Pacific	(26.5,26.75]	-0.6542495	-0.7032747	-0.5801216
phosphate	N_Pacific	(26.75,27]	-0.7787590	-0.7940871	-0.7606139
phosphate	N_Pacific	(27,27.25]	-0.1876704	-0.2657850	-0.1316477
phosphate	N_Pacific	(27.25,27.5]	0.0306187	-0.0100945	0.0569966
phosphate	N_Pacific	(27.5,27.75]	0.3598952	0.3506166	0.3741854
phosphate	N_Pacific	(27.75,27.85]	0.7390402	0.7051373	0.7952647
phosphate	N_Pacific	(27.85,27.95]	0.8435962	0.8151941	0.8650993
phosphate	N_Pacific	(27.95,28.05]	0.8102867	0.7987542	0.8178556
phosphate	N_Pacific	(28.05,28.1]	0.7742823	0.7600832	0.7902498
phosphate	N_Pacific	(28.1, Inf]	0.7285022	0.7164160	0.7424322
phosphate	S_Atlantic	(-Inf,26]	0.2640177	-0.7154845	0.8533351
phosphate	S_Atlantic	(26,26.5]	-0.3549231	-0.4601472	-0.2793807
phosphate	S_Atlantic	(26.5,26.75]	-0.2019236	-0.4745181	0.1287544
phosphate	S_Atlantic	(26.75,27]	-0.1078529	-0.4354215	0.2756839
phosphate	S_Atlantic	(27,27.25]	-0.2563522	-0.6096264	0.2048363
phosphate	S_Atlantic	(27.25,27.5]	0.2387119	-0.1772180	0.6643277
phosphate	S_Atlantic	(27.5,27.75]	0.3983866	0.0059234	0.7601025
phosphate	S_Atlantic	(27.75,27.85]	-0.3207276	-0.4165299	-0.2594993
phosphate	S_Atlantic	(27.85,27.95]	-0.9412619	-0.9462220	-0.9370764
phosphate	S_Atlantic	(27.95,28.05]	-0.9666667	-0.9773053	-0.9608890
phosphate	S_Atlantic	(28.05,28.1]	-0.9866975	-0.9902286	-0.9833873
phosphate	S_Atlantic	(28.1,28.15]	-0.9931495	-0.9947013	-0.9916650
phosphate	S_Atlantic	(28.15,28.2]	-0.9973347	-0.9982764	-0.9957887
phosphate	S_Atlantic	(28.2, Inf]	-0.9804495	-0.9820439	-0.9785717
phosphate	S_Pacific	(-Inf,26]	-0.3207471	-0.4440687	-0.2245788
phosphate	S_Pacific	(26,26.5]	-0.5260361	-0.6656285	-0.3623094
phosphate	S_Pacific	(26.5,26.75]	-0.7846147	-0.8478800	-0.6704079
phosphate	S_Pacific	(26.75,27]	-0.9188966	-0.9435264	-0.8892223
phosphate	S_Pacific	(27,27.25]	-0.9108341	-0.9421062	-0.8678461
phosphate	S_Pacific	(27.25,27.5]	-0.8555185	-0.9206864	-0.7545817
phosphate	S_Pacific	(27.5,27.75]	-0.5839373	-0.8506905	-0.1418161
phosphate	S_Pacific	(27.75,27.85]	-0.3231418	-0.7479390	0.3661064
phosphate	S_Pacific	(27.85,27.95]	-0.1107725	-0.5846100	0.5170062
phosphate	S_Pacific	(27.95,28.05]	-0.2375857	-0.5259896	0.1917154
phosphate	S_Pacific	(28.05,28.1]	-0.0191133	-0.4058551	0.4892008
phosphate	S_Pacific	(28.1, Inf]	0.5466914	0.4040512	0.6774816
phosphate_star	Indian	(-Inf,26]	-0.5654865	-0.6901576	-0.4493047
phosphate_star	Indian	(26,26.5]	-0.7676048	-0.7990921	-0.7192508
phosphate_star	Indian	(26.5,26.75]	-0.7757215	-0.7908180	-0.7613617
phosphate_star	Indian	(26.75,27]	-0.7121685	-0.7347949	-0.6996433
phosphate_star	Indian	(27,27.25]	-0.6578184	-0.7628419	-0.5861015
phosphate_star	Indian	(27.25,27.5]	-0.2351852	-0.5171107	-0.0563679
phosphate_star	Indian	(27.5,27.75]	-0.1935736	-0.8252975	0.2755828
phosphate_star	Indian	(27.75,27.85]	0.2614751	-0.6612331	0.8231621
phosphate_star	Indian	(27.85,27.95]	0.4386075	-0.0550762	0.7454723
phosphate_star	Indian	(27.95,28.05]	0.5985071	0.3500355	0.7713559
phosphate_star	Indian	(28.05,28.1]	0.6106472	0.3467105	0.8146253
phosphate_star	Indian	(28.1, Inf]	-0.3430214	-0.5623346	-0.1367163
phosphate_star	N_Atlantic	(-Inf,26]	-0.1348469	-0.2700803	-0.0505483
phosphate_star	N_Atlantic	(26,26.5]	0.0322328	-0.0170900	0.0765583
phosphate_star	N_Atlantic	(26.5,26.75]	0.0193743	-0.0103266	0.0654437
phosphate_star	N_Atlantic	(26.75,27]	-0.0963261	-0.1430795	-0.0567173
phosphate_star	N_Atlantic	(27,27.25]	-0.3276361	-0.3648698	-0.2777212
phosphate_star	N_Atlantic	(27.25,27.5]	-0.4436078	-0.4589492	-0.4202539
phosphate_star	N_Atlantic	(27.5,27.75]	-0.3246484	-0.3343762	-0.3151625
phosphate_star	N_Atlantic	(27.75,27.85]	-0.8520212	-0.8644801	-0.8383355
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8909778	-0.9166691	-0.8589515
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8397543	-0.8592056	-0.8264291
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9697904	-0.9817335	-0.9612678
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9612544	-0.9724250	-0.9548925
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9882338	-0.9957346	-0.9773310
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9862825	-0.9896955	-0.9811524
phosphate_star	N_Pacific	(-Inf,26]	0.3776675	0.2771448	0.4782024
phosphate_star	N_Pacific	(26,26.5]	-0.1181513	-0.1638617	-0.0492104
phosphate_star	N_Pacific	(26.5,26.75]	0.0363716	-0.0039673	0.1127391
phosphate_star	N_Pacific	(26.75,27]	0.0303330	-0.0084673	0.0774925
phosphate_star	N_Pacific	(27,27.25]	0.4201346	0.3235117	0.4775294
phosphate_star	N_Pacific	(27.25,27.5]	0.0721133	0.0284601	0.1102477
phosphate_star	N_Pacific	(27.5,27.75]	0.0815368	0.0668103	0.1075136
phosphate_star	N_Pacific	(27.75,27.85]	0.4020455	0.2860012	0.5785133
phosphate_star	N_Pacific	(27.85,27.95]	0.2250254	0.1706362	0.2951859
phosphate_star	N_Pacific	(27.95,28.05]	-0.3555480	-0.3916969	-0.3203833
phosphate_star	N_Pacific	(28.05,28.1]	-0.4383139	-0.4825927	-0.3865784
phosphate_star	N_Pacific	(28.1, Inf]	-0.3458602	-0.3963644	-0.3134646
phosphate_star	S_Atlantic	(-Inf,26]	0.2196642	-0.7372043	0.8485627
phosphate_star	S_Atlantic	(26,26.5]	-0.2933353	-0.3512633	-0.2408687
phosphate_star	S_Atlantic	(26.5,26.75]	-0.6596486	-0.6817092	-0.6256540
phosphate_star	S_Atlantic	(26.75,27]	-0.7111708	-0.8212173	-0.6010855
phosphate_star	S_Atlantic	(27,27.25]	-0.5874163	-0.8569807	-0.3531786
phosphate_star	S_Atlantic	(27.25,27.5]	-0.6417793	-0.9311913	-0.3157058
phosphate_star	S_Atlantic	(27.5,27.75]	-0.6925090	-0.9275797	-0.3973710
phosphate_star	S_Atlantic	(27.75,27.85]	-0.8427737	-0.9437533	-0.7236586
phosphate_star	S_Atlantic	(27.85,27.95]	-0.9205182	-0.9541726	-0.8807282
phosphate_star	S_Atlantic	(27.95,28.05]	-0.8471680	-0.9110934	-0.7721101
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9028007	-0.9598815	-0.8261048
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9363260	-0.9714098	-0.8983284
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9672541	-0.9833412	-0.9522422
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9774236	-0.9889075	-0.9650870
phosphate_star	S_Pacific	(-Inf,26]	0.0273934	-0.1206366	0.1290005
phosphate_star	S_Pacific	(26,26.5]	-0.2393260	-0.3516224	-0.1097075
phosphate_star	S_Pacific	(26.5,26.75]	-0.5850753	-0.6288724	-0.5080577
phosphate_star	S_Pacific	(26.75,27]	-0.7893525	-0.8052952	-0.7615371
phosphate_star	S_Pacific	(27,27.25]	-0.8284467	-0.8490849	-0.8137573
phosphate_star	S_Pacific	(27.25,27.5]	-0.5964999	-0.6607827	-0.5530378
phosphate_star	S_Pacific	(27.5,27.75]	-0.0518811	-0.3624763	0.1322779
phosphate_star	S_Pacific	(27.75,27.85]	0.5909919	0.0623749	0.8898435
phosphate_star	S_Pacific	(27.85,27.95]	0.5122831	0.0963358	0.7823858
phosphate_star	S_Pacific	(27.95,28.05]	0.7380254	0.5624241	0.8477189
phosphate_star	S_Pacific	(28.05,28.1]	0.6467176	0.4534140	0.7703543
phosphate_star	S_Pacific	(28.1, Inf]	0.2327360	0.2001470	0.2778236
sal	Indian	(-Inf,26]	0.3817330	0.3440435	0.4302966
sal	Indian	(26,26.5]	0.2681900	0.2034173	0.3695511
sal	Indian	(26.5,26.75]	0.3296025	0.2888120	0.4028980
sal	Indian	(26.75,27]	0.4273896	0.3992050	0.4479022
sal	Indian	(27,27.25]	0.4210241	0.3514225	0.5391902
sal	Indian	(27.25,27.5]	-0.1800382	-0.3751135	0.1256791
sal	Indian	(27.5,27.75]	-0.0781163	-0.5724425	0.6290766
sal	Indian	(27.75,27.85]	-0.2604851	-0.8325156	0.6769800
sal	Indian	(27.85,27.95]	-0.4548201	-0.7741767	0.0792040
sal	Indian	(27.95,28.05]	-0.7043464	-0.8292861	-0.5083939
sal	Indian	(28.05,28.1]	-0.8176998	-0.9056297	-0.6923569
sal	Indian	(28.1, Inf]	-0.4624411	-0.6356488	-0.2489773
sal	N_Atlantic	(-Inf,26]	0.5580698	0.5045415	0.5986171
sal	N_Atlantic	(26,26.5]	0.2435350	0.1692445	0.3282413
sal	N_Atlantic	(26.5,26.75]	-0.5267111	-0.5541992	-0.4788162
sal	N_Atlantic	(26.75,27]	-0.6819528	-0.7107434	-0.6644693
sal	N_Atlantic	(27,27.25]	-0.6545326	-0.6696279	-0.6328189
sal	N_Atlantic	(27.25,27.5]	-0.4527022	-0.4976496	-0.4271798
sal	N_Atlantic	(27.5,27.75]	-0.8449364	-0.8548182	-0.8358572
sal	N_Atlantic	(27.75,27.85]	-0.7800948	-0.8222380	-0.7042244
sal	N_Atlantic	(27.85,27.95]	-0.6668792	-0.7883381	-0.4342645
sal	N_Atlantic	(27.95,28.05]	-0.8750910	-0.9044593	-0.8511143
sal	N_Atlantic	(28.05,28.1]	-0.8378256	-0.8787482	-0.7790911
sal	N_Atlantic	(28.1,28.15]	-0.4612226	-0.6392651	-0.2084041
sal	N_Atlantic	(28.15,28.2]	0.7150743	0.4870393	0.8663355
sal	N_Atlantic	(28.2, Inf]	0.6353773	0.5111910	0.8828092
sal	N_Pacific	(-Inf,26]	-0.6649151	-0.7050566	-0.6357526
sal	N_Pacific	(26,26.5]	-0.4541148	-0.4729006	-0.4174764
sal	N_Pacific	(26.5,26.75]	-0.6414887	-0.6741552	-0.6247421
sal	N_Pacific	(26.75,27]	-0.8263819	-0.8278297	-0.8251014
sal	N_Pacific	(27,27.25]	-0.9455464	-0.9493814	-0.9385694
sal	N_Pacific	(27.25,27.5]	-0.9390291	-0.9439760	-0.9322750
sal	N_Pacific	(27.5,27.75]	-0.7189313	-0.7861620	-0.6470074
sal	N_Pacific	(27.75,27.85]	-0.0535959	-0.3186981	0.2843801
sal	N_Pacific	(27.85,27.95]	0.6413986	0.5169720	0.7108172
sal	N_Pacific	(27.95,28.05]	-0.3469291	-0.4060454	-0.2985158
sal	N_Pacific	(28.05,28.1]	0.4694756	0.4095102	0.5350029
sal	N_Pacific	(28.1, Inf]	-0.2234953	-0.2711816	-0.1910299
sal	S_Atlantic	(-Inf,26]	-0.1597440	-0.6692445	0.6635109
sal	S_Atlantic	(26,26.5]	-0.0937304	-0.1826099	-0.0271260
sal	S_Atlantic	(26.5,26.75]	0.3424854	0.2249592	0.4689614
sal	S_Atlantic	(26.75,27]	0.4712022	0.2946778	0.6886294
sal	S_Atlantic	(27,27.25]	0.4100717	0.1231673	0.7618753
sal	S_Atlantic	(27.25,27.5]	0.5845875	0.2307463	0.9153382
sal	S_Atlantic	(27.5,27.75]	0.6340229	0.2985980	0.9168097
sal	S_Atlantic	(27.75,27.85]	0.8013577	0.6649771	0.9186442
sal	S_Atlantic	(27.85,27.95]	0.8907130	0.8440171	0.9303040
sal	S_Atlantic	(27.95,28.05]	0.9049779	0.8424337	0.9536452
sal	S_Atlantic	(28.05,28.1]	0.9337992	0.8775526	0.9740852
sal	S_Atlantic	(28.1,28.15]	0.9463644	0.9142810	0.9750508
sal	S_Atlantic	(28.15,28.2]	0.9655141	0.9505345	0.9797763
sal	S_Atlantic	(28.2, Inf]	0.6939445	0.6468760	0.7408106
sal	S_Pacific	(-Inf,26]	-0.0768510	-0.1604786	0.0812716
sal	S_Pacific	(26,26.5]	-0.2559976	-0.3175492	-0.2086419
sal	S_Pacific	(26.5,26.75]	0.1454244	0.0826954	0.1910518
sal	S_Pacific	(26.75,27]	0.5576793	0.5235068	0.5800972
sal	S_Pacific	(27,27.25]	0.8188697	0.8034377	0.8416762
sal	S_Pacific	(27.25,27.5]	0.4185378	0.3913841	0.4543792
sal	S_Pacific	(27.5,27.75]	-0.3564061	-0.6182684	0.0903592
sal	S_Pacific	(27.75,27.85]	-0.5747418	-0.9296523	0.0339816
sal	S_Pacific	(27.85,27.95]	-0.4002024	-0.8345304	0.2190555
sal	S_Pacific	(27.95,28.05]	-0.5189785	-0.7704346	-0.1254479
sal	S_Pacific	(28.05,28.1]	-0.3114146	-0.6879242	0.2031294
sal	S_Pacific	(28.1, Inf]	0.1095649	-0.1229859	0.3404950
silicate	Indian	(-Inf,26]	-0.6770627	-0.7905731	-0.5607968
silicate	Indian	(26,26.5]	-0.8770331	-0.9375285	-0.7957836
silicate	Indian	(26.5,26.75]	-0.9582964	-0.9743918	-0.9318100
silicate	Indian	(26.75,27]	-0.9559420	-0.9689720	-0.9403928
silicate	Indian	(27,27.25]	-0.8983534	-0.9400047	-0.8380687
silicate	Indian	(27.25,27.5]	-0.8030163	-0.9355420	-0.5964525
silicate	Indian	(27.5,27.75]	-0.4601711	-0.8645520	0.1739236
silicate	Indian	(27.75,27.85]	-0.2713300	-0.8162038	0.6167264
silicate	Indian	(27.85,27.95]	-0.4735693	-0.7581657	0.0055752
silicate	Indian	(27.95,28.05]	-0.7345229	-0.8017248	-0.6218564
silicate	Indian	(28.05,28.1]	-0.8552323	-0.8795858	-0.8132236
silicate	Indian	(28.1, Inf]	-0.7342688	-0.8081829	-0.6284570
silicate	N_Atlantic	(-Inf,26]	-0.5953095	-0.6539881	-0.5099417
silicate	N_Atlantic	(26,26.5]	-0.5822668	-0.6896862	-0.4573167
silicate	N_Atlantic	(26.5,26.75]	-0.6476611	-0.7521848	-0.5097358
silicate	N_Atlantic	(26.75,27]	-0.5979357	-0.7190560	-0.4686844
silicate	N_Atlantic	(27,27.25]	-0.8160126	-0.8665472	-0.7504090
silicate	N_Atlantic	(27.25,27.5]	-0.8771614	-0.8907988	-0.8614971
silicate	N_Atlantic	(27.5,27.75]	-0.9057011	-0.9069914	-0.9031860
silicate	N_Atlantic	(27.75,27.85]	-0.9086926	-0.9189181	-0.8985420
silicate	N_Atlantic	(27.85,27.95]	-0.8935926	-0.9071595	-0.8810752
silicate	N_Atlantic	(27.95,28.05]	-0.7213736	-0.7727366	-0.6929651
silicate	N_Atlantic	(28.05,28.1]	-0.7331526	-0.7398781	-0.7271208
silicate	N_Atlantic	(28.1,28.15]	-0.7271860	-0.7376588	-0.7137256
silicate	N_Atlantic	(28.15,28.2]	-0.9581712	-0.9765627	-0.9308900
silicate	N_Atlantic	(28.2, Inf]	-0.9333770	-0.9446544	-0.9234536
silicate	N_Pacific	(-Inf,26]	0.0676367	-0.0658311	0.1955780
silicate	N_Pacific	(26,26.5]	-0.5979511	-0.6974681	-0.4587595
silicate	N_Pacific	(26.5,26.75]	-0.4660112	-0.4937051	-0.4383397
silicate	N_Pacific	(26.75,27]	-0.3131920	-0.3441918	-0.2945738
silicate	N_Pacific	(27,27.25]	0.3449459	0.2514266	0.4155885
silicate	N_Pacific	(27.25,27.5]	0.5248252	0.5064769	0.5539356
silicate	N_Pacific	(27.5,27.75]	0.7140905	0.6951326	0.7341882
silicate	N_Pacific	(27.75,27.85]	0.9340389	0.9200115	0.9515476
silicate	N_Pacific	(27.85,27.95]	0.8907718	0.8857259	0.8961599
silicate	N_Pacific	(27.95,28.05]	0.9465331	0.9416423	0.9489841
silicate	N_Pacific	(28.05,28.1]	0.9301079	0.9124249	0.9403098
silicate	N_Pacific	(28.1, Inf]	0.9330804	0.9310864	0.9357651
silicate	S_Atlantic	(-Inf,26]	0.1542422	-0.7750590	0.7371032
silicate	S_Atlantic	(26,26.5]	-0.4187040	-0.5158220	-0.3675071
silicate	S_Atlantic	(26.5,26.75]	-0.4609245	-0.6792033	-0.1862270
silicate	S_Atlantic	(26.75,27]	-0.4916308	-0.7467877	-0.1790027
silicate	S_Atlantic	(27,27.25]	-0.6907176	-0.9223138	-0.3613975
silicate	S_Atlantic	(27.25,27.5]	-0.3605988	-0.7532491	0.1191318
silicate	S_Atlantic	(27.5,27.75]	-0.5601881	-0.8581199	-0.2517961
silicate	S_Atlantic	(27.75,27.85]	-0.9069219	-0.9573998	-0.8583524
silicate	S_Atlantic	(27.85,27.95]	-0.9735138	-0.9783773	-0.9672745
silicate	S_Atlantic	(27.95,28.05]	-0.9657679	-0.9745701	-0.9496068
silicate	S_Atlantic	(28.05,28.1]	-0.9747336	-0.9841016	-0.9633742
silicate	S_Atlantic	(28.1,28.15]	-0.9702058	-0.9812561	-0.9596930
silicate	S_Atlantic	(28.15,28.2]	-0.9579432	-0.9718795	-0.9443168
silicate	S_Atlantic	(28.2, Inf]	-0.7649531	-0.7939712	-0.7264210
silicate	S_Pacific	(-Inf,26]	-0.2736068	-0.4120662	-0.1815214
silicate	S_Pacific	(26,26.5]	-0.5811280	-0.6995500	-0.4386648
silicate	S_Pacific	(26.5,26.75]	-0.8671314	-0.9180321	-0.7776672
silicate	S_Pacific	(26.75,27]	-0.9265368	-0.9544789	-0.8961616
silicate	S_Pacific	(27,27.25]	-0.8844643	-0.9179240	-0.8372902
silicate	S_Pacific	(27.25,27.5]	-0.8571717	-0.9169989	-0.7649027
silicate	S_Pacific	(27.5,27.75]	-0.6103773	-0.8693419	-0.1750441
silicate	S_Pacific	(27.75,27.85]	-0.3684395	-0.7829721	0.3097747
silicate	S_Pacific	(27.85,27.95]	-0.1657591	-0.6378919	0.4677357
silicate	S_Pacific	(27.95,28.05]	-0.2904351	-0.5744072	0.1372328
silicate	S_Pacific	(28.05,28.1]	-0.0636216	-0.4538941	0.4526043
silicate	S_Pacific	(28.1, Inf]	0.5140493	0.3271677	0.6872823
temp	Indian	(-Inf,26]	-0.0741936	-0.1839881	0.0593409
temp	Indian	(26,26.5]	0.1845314	0.1169885	0.2507670
temp	Indian	(26.5,26.75]	0.3053958	0.2769520	0.3606566
temp	Indian	(26.75,27]	0.3483067	0.3328468	0.3564371
temp	Indian	(27,27.25]	0.4019108	0.3226163	0.5357999
temp	Indian	(27.25,27.5]	0.1034149	-0.0905749	0.4043883
temp	Indian	(27.5,27.75]	0.2084005	-0.2643484	0.8411604
temp	Indian	(27.75,27.85]	-0.2434177	-0.7990051	0.6677121
temp	Indian	(27.85,27.95]	-0.4690536	-0.7645268	0.0294055
temp	Indian	(27.95,28.05]	-0.7491907	-0.8641896	-0.5651634
temp	Indian	(28.05,28.1]	-0.8092547	-0.9159221	-0.6491214
temp	Indian	(28.1, Inf]	-0.3515445	-0.5032183	-0.1687379
temp	N_Atlantic	(-Inf,26]	-0.0826206	-0.1761631	0.0608878
temp	N_Atlantic	(26,26.5]	-0.1470188	-0.2129898	-0.0578914
temp	N_Atlantic	(26.5,26.75]	-0.4918427	-0.5115706	-0.4716021
temp	N_Atlantic	(26.75,27]	-0.5387222	-0.5707244	-0.5197152
temp	N_Atlantic	(27,27.25]	-0.5638944	-0.5768028	-0.5431412
temp	N_Atlantic	(27.25,27.5]	-0.4570713	-0.4836783	-0.4391569
temp	N_Atlantic	(27.5,27.75]	-0.8032687	-0.8074387	-0.7992644
temp	N_Atlantic	(27.75,27.85]	-0.7253426	-0.7824100	-0.6521515
temp	N_Atlantic	(27.85,27.95]	-0.5934450	-0.6551853	-0.4706657
temp	N_Atlantic	(27.95,28.05]	-0.6678173	-0.7060926	-0.6132994
temp	N_Atlantic	(28.05,28.1]	-0.6547953	-0.7167152	-0.5670621
temp	N_Atlantic	(28.1,28.15]	-0.2006858	-0.3172212	-0.0205129
temp	N_Atlantic	(28.15,28.2]	0.7644838	0.5376424	0.9155322
temp	N_Atlantic	(28.2, Inf]	0.0745193	-0.2066434	0.2388523
temp	N_Pacific	(-Inf,26]	-0.6324763	-0.7014890	-0.5666101
temp	N_Pacific	(26,26.5]	-0.4250864	-0.4325359	-0.4103649
temp	N_Pacific	(26.5,26.75]	-0.6342559	-0.6594897	-0.6104970
temp	N_Pacific	(26.75,27]	-0.7798344	-0.7834940	-0.7763949
temp	N_Pacific	(27,27.25]	-0.8647834	-0.8727033	-0.8538907
temp	N_Pacific	(27.25,27.5]	-0.7420731	-0.7594495	-0.7136590
temp	N_Pacific	(27.5,27.75]	-0.4670882	-0.5191216	-0.4304279
temp	N_Pacific	(27.75,27.85]	-0.0892365	-0.3207601	0.1646399
temp	N_Pacific	(27.85,27.95]	0.4245120	0.2702188	0.5353936
temp	N_Pacific	(27.95,28.05]	-0.0433765	-0.1244187	0.0056423
temp	N_Pacific	(28.05,28.1]	0.1936558	0.1626791	0.2161753
temp	N_Pacific	(28.1, Inf]	0.5677285	0.5470451	0.5841952
temp	S_Atlantic	(-Inf,26]	-0.1409286	-0.6902331	0.6708463
temp	S_Atlantic	(26,26.5]	-0.1269428	-0.2000718	-0.0639566
temp	S_Atlantic	(26.5,26.75]	0.3017052	0.2065355	0.3913498
temp	S_Atlantic	(26.75,27]	0.5416877	0.3965404	0.7157382
temp	S_Atlantic	(27,27.25]	0.5587061	0.3164078	0.8394028
temp	S_Atlantic	(27.25,27.5]	0.6591901	0.3565815	0.9239694
temp	S_Atlantic	(27.5,27.75]	0.6546583	0.3869092	0.8652543
temp	S_Atlantic	(27.75,27.85]	0.7448762	0.6046548	0.8677313
temp	S_Atlantic	(27.85,27.95]	0.8286289	0.7799398	0.8668995
temp	S_Atlantic	(27.95,28.05]	0.8101516	0.7251182	0.8799112
temp	S_Atlantic	(28.05,28.1]	0.8750938	0.7924840	0.9349350
temp	S_Atlantic	(28.1,28.15]	0.8942754	0.8516076	0.9353241
temp	S_Atlantic	(28.15,28.2]	0.9303728	0.9095625	0.9519274
temp	S_Atlantic	(28.2, Inf]	0.8719920	0.8396618	0.9026236
temp	S_Pacific	(-Inf,26]	-0.5098820	-0.5777189	-0.3947832
temp	S_Pacific	(26,26.5]	-0.1513635	-0.2440788	-0.0631046
temp	S_Pacific	(26.5,26.75]	0.2044478	0.1534623	0.2417074
temp	S_Pacific	(26.75,27]	0.5121420	0.4765153	0.5307134
temp	S_Pacific	(27,27.25]	0.6570784	0.6408538	0.6841898
temp	S_Pacific	(27.25,27.5]	0.4618571	0.4108667	0.5425499
temp	S_Pacific	(27.5,27.75]	0.0123272	-0.2168506	0.3795138
temp	S_Pacific	(27.75,27.85]	-0.5707816	-0.8974744	-0.0033373
temp	S_Pacific	(27.85,27.95]	-0.4773371	-0.8547157	0.0743644
temp	S_Pacific	(27.95,28.05]	-0.6331995	-0.8544183	-0.2892024
temp	S_Pacific	(28.05,28.1]	-0.3836412	-0.7308130	0.1066170
temp	S_Pacific	(28.1, Inf]	0.3072941	0.1246577	0.4745691

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  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] 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_2.0-0         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_2.2.0               
[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_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1