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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Repository version: 46e6d83

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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	865b582	Donghe-Zhu	2021-01-31	Build site.
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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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html	372adf5	Donghe-Zhu	2021-01-29	Build site.
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html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
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html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
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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.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
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html	2679490	Donghe-Zhu	2021-01-21	Build site.
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html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
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	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
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html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
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html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
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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
c0ceaf8	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
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-2.png

Version	Author	Date
c0ceaf8	Donghe-Zhu	2021-03-08
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

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
c0ceaf8	Donghe-Zhu	2021-03-08
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	Atlantic	(-Inf,26]	0.9258443	0.9145388	0.9377956
aou + phosphate	Atlantic	(26,26.5]	0.8976175	0.8923019	0.9013403
aou + phosphate	Atlantic	(26.5,26.75]	0.9518435	0.9483806	0.9543411
aou + phosphate	Atlantic	(26.75,27]	0.9641771	0.9605810	0.9663368
aou + phosphate	Atlantic	(27,27.25]	0.9232785	0.9211369	0.9246839
aou + phosphate	Atlantic	(27.25,27.5]	0.7843905	0.7728788	0.7941271
aou + phosphate	Atlantic	(27.5,27.75]	0.5297423	0.5125694	0.5497214
aou + phosphate	Atlantic	(27.75,27.85]	0.3322424	0.3040592	0.3646367
aou + phosphate	Atlantic	(27.85,27.95]	0.5340406	0.4327796	0.6418639
aou + phosphate	Atlantic	(27.95,28.05]	0.3623724	0.2973788	0.4041694
aou + phosphate	Atlantic	(28.05,28.1]	0.6040366	0.5657198	0.6552057
aou + phosphate	Atlantic	(28.1,28.15]	0.8841024	0.8598042	0.9093648
aou + phosphate	Atlantic	(28.15,28.2]	0.9430936	0.9397447	0.9495258
aou + phosphate	Atlantic	(28.2, Inf]	0.9277082	0.9263062	0.9285853
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9676542	0.9670305	0.9685302
aou + phosphate	Indo-Pacific	(26,26.5]	0.9602284	0.9590835	0.9615415
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9733799	0.9727976	0.9738210
aou + phosphate	Indo-Pacific	(26.75,27]	0.9752983	0.9744456	0.9762754
aou + phosphate	Indo-Pacific	(27,27.25]	0.9853908	0.9850195	0.9855852
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9862143	0.9855648	0.9866095
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9889516	0.9888988	0.9889876
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945413	0.9943528	0.9946399
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9950546	0.9947906	0.9955307
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9909280	0.9906928	0.9913333
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9925272	0.9918445	0.9930599
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9915940	0.9907817	0.9923535
aou + phosphate_star	Atlantic	(-Inf,26]	0.2371350	0.1773169	0.2822293
aou + phosphate_star	Atlantic	(26,26.5]	0.4085143	0.3739364	0.4409341
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1664508	0.1297563	0.1990617
aou + phosphate_star	Atlantic	(26.75,27]	-0.1189632	-0.1324455	-0.1012611
aou + phosphate_star	Atlantic	(27,27.25]	-0.0424460	-0.0696779	-0.0166542
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1443710	-0.1652679	-0.1279037
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3215425	-0.3447855	-0.3014228
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3393933	-0.3762285	-0.2792479
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1694351	0.0246244	0.3284824
aou + phosphate_star	Atlantic	(27.95,28.05]	-0.0260735	-0.0994208	0.0195755
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3161462	0.2539865	0.3881855
aou + phosphate_star	Atlantic	(28.1,28.15]	0.7478364	0.7025034	0.7936524
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8496650	0.8430001	0.8613788
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8208822	0.8172523	0.8257788
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5951193	0.5875310	0.6035955
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4244352	0.4209592	0.4296565
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4823027	0.4643600	0.4937869
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6158918	0.6031291	0.6338326
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6951626	0.6806725	0.7120876
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3451646	0.2833872	0.3989142
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2920460	-0.3470591	-0.2434783
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5746378	-0.5836868	-0.5573694
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3724079	-0.3938370	-0.3522534
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3795971	-0.4090024	-0.3512158
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2709860	-0.3522246	-0.2098694
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.1501097	0.1358150	0.1602845
aou + silicate	Atlantic	(-Inf,26]	0.1068293	0.0364329	0.1856052
aou + silicate	Atlantic	(26,26.5]	0.2766743	0.2402128	0.3024468
aou + silicate	Atlantic	(26.5,26.75]	0.6181012	0.5931660	0.6422019
aou + silicate	Atlantic	(26.75,27]	0.7996681	0.7940141	0.8103001
aou + silicate	Atlantic	(27,27.25]	0.7389053	0.7358695	0.7442758
aou + silicate	Atlantic	(27.25,27.5]	0.5325255	0.5256000	0.5460647
aou + silicate	Atlantic	(27.5,27.75]	0.2176428	0.2062112	0.2247835
aou + silicate	Atlantic	(27.75,27.85]	-0.0501331	-0.0799877	-0.0257134
aou + silicate	Atlantic	(27.85,27.95]	0.2759439	0.1549713	0.4057111
aou + silicate	Atlantic	(27.95,28.05]	0.3094688	0.2465865	0.3502460
aou + silicate	Atlantic	(28.05,28.1]	0.6325761	0.6057525	0.6734265
aou + silicate	Atlantic	(28.1,28.15]	0.9137647	0.8972208	0.9313956
aou + silicate	Atlantic	(28.15,28.2]	0.9446387	0.9411159	0.9476109
aou + silicate	Atlantic	(28.2, Inf]	0.7337543	0.7167609	0.7521245
aou + silicate	Indo-Pacific	(-Inf,26]	0.8374201	0.8339467	0.8400774
aou + silicate	Indo-Pacific	(26,26.5]	0.7713602	0.7707356	0.7723737
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7842646	0.7805646	0.7892034
aou + silicate	Indo-Pacific	(26.75,27]	0.8744312	0.8709404	0.8777089
aou + silicate	Indo-Pacific	(27,27.25]	0.9403334	0.9392422	0.9410064
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9545676	0.9541536	0.9552728
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9651423	0.9643931	0.9656973
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9829640	0.9824985	0.9832373
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9821700	0.9816893	0.9826522
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9875303	0.9868837	0.9879667
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9907655	0.9899160	0.9914571
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8242684	0.8238638	0.8246705
oxygen + aou	Atlantic	(-Inf,26]	-0.9472969	-0.9551407	-0.9397655
oxygen + aou	Atlantic	(26,26.5]	-0.9537454	-0.9589931	-0.9495085
oxygen + aou	Atlantic	(26.5,26.75]	-0.9930275	-0.9931900	-0.9928457
oxygen + aou	Atlantic	(26.75,27]	-0.9959377	-0.9961147	-0.9957555
oxygen + aou	Atlantic	(27,27.25]	-0.9935445	-0.9941738	-0.9925377
oxygen + aou	Atlantic	(27.25,27.5]	-0.9858336	-0.9864315	-0.9853909
oxygen + aou	Atlantic	(27.5,27.75]	-0.9840368	-0.9845611	-0.9836019
oxygen + aou	Atlantic	(27.75,27.85]	-0.9756534	-0.9792181	-0.9709683
oxygen + aou	Atlantic	(27.85,27.95]	-0.8928487	-0.9060761	-0.8748568
oxygen + aou	Atlantic	(27.95,28.05]	-0.9030492	-0.9078181	-0.8990912
oxygen + aou	Atlantic	(28.05,28.1]	-0.8582894	-0.8751158	-0.8478258
oxygen + aou	Atlantic	(28.1,28.15]	-0.8963283	-0.9060452	-0.8896510
oxygen + aou	Atlantic	(28.15,28.2]	-0.9259684	-0.9289666	-0.9226767
oxygen + aou	Atlantic	(28.2, Inf]	-0.9077768	-0.9088945	-0.9055512
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9680102	-0.9684897	-0.9674450
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9817870	-0.9827854	-0.9809863
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9843714	-0.9849312	-0.9838386
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9797126	-0.9805042	-0.9784783
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9924004	-0.9925738	-0.9922940
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9965107	-0.9965537	-0.9964772
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9972334	-0.9972485	-0.9972250
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9983813	-0.9984812	-0.9982475
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9982889	-0.9983325	-0.9982216
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9984359	-0.9985209	-0.9983744
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9988243	-0.9988950	-0.9987406
oxygen + aou	Indo-Pacific	(28.1, Inf]	-0.9987273	-0.9987645	-0.9986830
oxygen + phosphate	Atlantic	(-Inf,26]	-0.8555360	-0.8700876	-0.8438115
oxygen + phosphate	Atlantic	(26,26.5]	-0.7639530	-0.7814016	-0.7442693
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.9177334	-0.9205865	-0.9136338
oxygen + phosphate	Atlantic	(26.75,27]	-0.9436394	-0.9466314	-0.9380190
oxygen + phosphate	Atlantic	(27,27.25]	-0.8854841	-0.8901607	-0.8797212
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.6907857	-0.7078464	-0.6712008
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4580887	-0.4705967	-0.4506516
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.1368210	-0.1492557	-0.1129798
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.1187444	-0.2071238	-0.0288551
oxygen + phosphate	Atlantic	(27.95,28.05]	0.0521074	0.0179895	0.1110283
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.1258019	-0.1696485	-0.0969238
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.5965012	-0.6570575	-0.5435265
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.7570069	-0.7735797	-0.7417696
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7236781	-0.7322787	-0.7179856
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.9003125	-0.9021418	-0.8978125
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.8987966	-0.9031036	-0.8958157
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.9272810	-0.9282428	-0.9254731
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.9302652	-0.9337235	-0.9252506
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9638570	-0.9649458	-0.9630620
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9718981	-0.9723437	-0.9714609
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9768313	-0.9770418	-0.9765912
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9882976	-0.9888994	-0.9874745
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9890539	-0.9897752	-0.9884717
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9840948	-0.9845849	-0.9836420
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9874341	-0.9879753	-0.9869486
oxygen + phosphate	Indo-Pacific	(28.1, Inf]	-0.9873020	-0.9884556	-0.9860665
oxygen + phosphate_star	Atlantic	(-Inf,26]	-0.0159982	-0.0597215	0.0143036
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.1575775	-0.1915047	-0.1384071
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.0651512	-0.0982390	-0.0284527
oxygen + phosphate_star	Atlantic	(26.75,27]	0.1919867	0.1744752	0.2077068
oxygen + phosphate_star	Atlantic	(27,27.25]	0.1359944	0.1177384	0.1566642
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.2853393	0.2691256	0.3126889
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.4092030	0.3982331	0.4212633
oxygen + phosphate_star	Atlantic	(27.75,27.85]	0.5232104	0.4874192	0.5428203
oxygen + phosphate_star	Atlantic	(27.85,27.95]	0.2740606	0.1561542	0.3868421
oxygen + phosphate_star	Atlantic	(27.95,28.05]	0.4371790	0.4056282	0.4933905
oxygen + phosphate_star	Atlantic	(28.05,28.1]	0.2020717	0.1474778	0.2337731
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.3866061	-0.4701502	-0.3107351
oxygen + phosphate_star	Atlantic	(28.15,28.2]	-0.5963637	-0.6192831	-0.5764884
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.5407233	-0.5557540	-0.5307432
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4062833	-0.4163142	-0.3950222
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.2576676	-0.2683041	-0.2520254
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.3350633	-0.3464432	-0.3143788
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.4719812	-0.4954583	-0.4587106
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	-0.6143848	-0.6342725	-0.5985162
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.2738781	-0.3279192	-0.2119241
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.3576331	0.3096677	0.4118150
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6160882	0.5986425	0.6264832
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4204223	0.4004975	0.4424627
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4229595	0.3959535	0.4506079
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3089657	0.2501784	0.3869316
oxygen + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.1155759	-0.1259079	-0.1023311
oxygen + silicate	Atlantic	(-Inf,26]	0.0432036	-0.0434008	0.1442769
oxygen + silicate	Atlantic	(26,26.5]	-0.3405443	-0.3672731	-0.3005812
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6271248	-0.6482110	-0.6072872
oxygen + silicate	Atlantic	(26.75,27]	-0.7732402	-0.7863642	-0.7654246
oxygen + silicate	Atlantic	(27,27.25]	-0.6858102	-0.6916196	-0.6782933
oxygen + silicate	Atlantic	(27.25,27.5]	-0.4295745	-0.4514808	-0.4143065
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1412624	-0.1458815	-0.1382191
oxygen + silicate	Atlantic	(27.75,27.85]	0.2390748	0.2178937	0.2634104
oxygen + silicate	Atlantic	(27.85,27.95]	0.1554284	0.0605281	0.2528172
oxygen + silicate	Atlantic	(27.95,28.05]	0.1147128	0.0820923	0.1699590
oxygen + silicate	Atlantic	(28.05,28.1]	-0.1603402	-0.1927470	-0.1295304
oxygen + silicate	Atlantic	(28.1,28.15]	-0.6561081	-0.7049887	-0.6140513
oxygen + silicate	Atlantic	(28.15,28.2]	-0.8522877	-0.8655058	-0.8405604
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6905069	-0.7102134	-0.6788029
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.7310270	-0.7345746	-0.7242266
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.6693185	-0.6731416	-0.6672071
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6894675	-0.6942420	-0.6837027
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7885146	-0.7950721	-0.7800993
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.9012067	-0.9020735	-0.9005951
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.9309232	-0.9315320	-0.9304128
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9477045	-0.9483215	-0.9469203
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9752282	-0.9761217	-0.9741561
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9750464	-0.9759039	-0.9740303
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9822016	-0.9828225	-0.9811183
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9875915	-0.9883035	-0.9867930
oxygen + silicate	Indo-Pacific	(28.1, Inf]	-0.8194650	-0.8203397	-0.8179539
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5303529	0.4804012	0.5860756
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7569850	0.7261739	0.7774512
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4559870	0.4323689	0.4826767
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1434305	0.1338887	0.1522105
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3397297	0.3105640	0.3686057
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4956302	0.4851988	0.5074641
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6235786	0.6197809	0.6289976
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7721570	0.7501105	0.7906373
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9214218	0.9105996	0.9339702
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9207570	0.9192104	0.9218733
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9460251	0.9403910	0.9497091
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9706860	0.9667319	0.9742451
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9759369	0.9755686	0.9766249
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9718490	0.9709979	0.9731182
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7634750	0.7592186	0.7678483
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6551199	0.6530221	0.6563537
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6633962	0.6505557	0.6707528
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7624326	0.7521981	0.7735868
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8023582	0.7921312	0.8149407
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4922983	0.4376881	0.5411191
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1497306	-0.2061579	-0.0999830
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4888020	-0.5000106	-0.4707374
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2820300	-0.3015833	-0.2657056
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2553269	-0.2846537	-0.2240643
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1551305	-0.2333891	-0.0936779
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2717623	0.2518650	0.2820173
sal + aou	Atlantic	(-Inf,26]	-0.3954769	-0.4422819	-0.3653613
sal + aou	Atlantic	(26,26.5]	-0.3807203	-0.4301488	-0.3492244
sal + aou	Atlantic	(26.5,26.75]	0.2653558	0.2446454	0.2907258
sal + aou	Atlantic	(26.75,27]	0.4582672	0.4461428	0.4724062
sal + aou	Atlantic	(27,27.25]	0.3706608	0.3382596	0.4092778
sal + aou	Atlantic	(27.25,27.5]	0.3873373	0.3825692	0.3961306
sal + aou	Atlantic	(27.5,27.75]	0.6730500	0.6618790	0.6895658
sal + aou	Atlantic	(27.75,27.85]	0.6571147	0.5960155	0.6912220
sal + aou	Atlantic	(27.85,27.95]	0.2095582	0.0755069	0.3425664
sal + aou	Atlantic	(27.95,28.05]	0.0390131	-0.0135670	0.0994952
sal + aou	Atlantic	(28.05,28.1]	-0.3146866	-0.3799902	-0.2588251
sal + aou	Atlantic	(28.1,28.15]	-0.7388478	-0.7823808	-0.6949033
sal + aou	Atlantic	(28.15,28.2]	-0.8025215	-0.8053872	-0.7968380
sal + aou	Atlantic	(28.2, Inf]	-0.6729560	-0.6821564	-0.6591232
sal + aou	Indo-Pacific	(-Inf,26]	-0.2353120	-0.2433284	-0.2312231
sal + aou	Indo-Pacific	(26,26.5]	-0.1595948	-0.1643986	-0.1558981
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1945342	-0.2005169	-0.1853888
sal + aou	Indo-Pacific	(26.75,27]	-0.4120482	-0.4197599	-0.3967160
sal + aou	Indo-Pacific	(27,27.25]	-0.5975921	-0.6145578	-0.5840517
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2706828	-0.3254158	-0.2134858
sal + aou	Indo-Pacific	(27.5,27.75]	0.4928113	0.4514882	0.5442114
sal + aou	Indo-Pacific	(27.75,27.85]	0.7629426	0.7575338	0.7696906
sal + aou	Indo-Pacific	(27.85,27.95]	0.7603339	0.7549339	0.7653473
sal + aou	Indo-Pacific	(27.95,28.05]	0.8410362	0.8298925	0.8515109
sal + aou	Indo-Pacific	(28.05,28.1]	0.8463618	0.8326430	0.8552142
sal + aou	Indo-Pacific	(28.1, Inf]	0.3271754	0.3122432	0.3374250
sal + oxygen	Atlantic	(-Inf,26]	0.1808321	0.1064001	0.2450412
sal + oxygen	Atlantic	(26,26.5]	0.0962526	0.0621440	0.1464560
sal + oxygen	Atlantic	(26.5,26.75]	-0.3746372	-0.4001481	-0.3545446
sal + oxygen	Atlantic	(26.75,27]	-0.5340423	-0.5476051	-0.5237759
sal + oxygen	Atlantic	(27,27.25]	-0.4694204	-0.5014983	-0.4456914
sal + oxygen	Atlantic	(27.25,27.5]	-0.5313702	-0.5362636	-0.5283161
sal + oxygen	Atlantic	(27.5,27.75]	-0.7867618	-0.7985020	-0.7791758
sal + oxygen	Atlantic	(27.75,27.85]	-0.8020683	-0.8203507	-0.7666170
sal + oxygen	Atlantic	(27.85,27.95]	-0.6152490	-0.7002881	-0.5402934
sal + oxygen	Atlantic	(27.95,28.05]	-0.4568908	-0.5008810	-0.4187147
sal + oxygen	Atlantic	(28.05,28.1]	-0.2112278	-0.2362471	-0.1635587
sal + oxygen	Atlantic	(28.1,28.15]	0.3698318	0.2956656	0.4506301
sal + oxygen	Atlantic	(28.15,28.2]	0.5269929	0.5195970	0.5381364
sal + oxygen	Atlantic	(28.2, Inf]	0.3344276	0.3084009	0.3504342
sal + oxygen	Indo-Pacific	(-Inf,26]	0.0219036	0.0163987	0.0294991
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0227960	-0.0279877	-0.0191493
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0229392	0.0131908	0.0322946
sal + oxygen	Indo-Pacific	(26.75,27]	0.2267433	0.2143304	0.2369734
sal + oxygen	Indo-Pacific	(27,27.25]	0.4979754	0.4846551	0.5155446
sal + oxygen	Indo-Pacific	(27.25,27.5]	0.1955909	0.1370288	0.2513699
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.5462776	-0.5950922	-0.5072656
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.7958169	-0.8017827	-0.7922211
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.7920738	-0.7961920	-0.7879737
sal + oxygen	Indo-Pacific	(27.95,28.05]	-0.8653074	-0.8742245	-0.8555559
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.8690841	-0.8766482	-0.8571835
sal + oxygen	Indo-Pacific	(28.1, Inf]	-0.3442836	-0.3546458	-0.3291732
sal + phosphate	Atlantic	(-Inf,26]	-0.2711011	-0.3667554	-0.2214405
sal + phosphate	Atlantic	(26,26.5]	-0.6331028	-0.6622759	-0.5969985
sal + phosphate	Atlantic	(26.5,26.75]	0.0194401	0.0019464	0.0410819
sal + phosphate	Atlantic	(26.75,27]	0.2806174	0.2753541	0.2886877
sal + phosphate	Atlantic	(27,27.25]	0.0705837	0.0301074	0.1216067
sal + phosphate	Atlantic	(27.25,27.5]	-0.1668388	-0.2069645	-0.1296978
sal + phosphate	Atlantic	(27.5,27.75]	0.1005875	0.0766965	0.1431040
sal + phosphate	Atlantic	(27.75,27.85]	-0.4147975	-0.4615248	-0.3754110
sal + phosphate	Atlantic	(27.85,27.95]	-0.6494354	-0.6712580	-0.6276612
sal + phosphate	Atlantic	(27.95,28.05]	-0.8487555	-0.8601016	-0.8314941
sal + phosphate	Atlantic	(28.05,28.1]	-0.9225985	-0.9268673	-0.9178064
sal + phosphate	Atlantic	(28.1,28.15]	-0.9558097	-0.9609303	-0.9505062
sal + phosphate	Atlantic	(28.15,28.2]	-0.9321184	-0.9420472	-0.9236970
sal + phosphate	Atlantic	(28.2, Inf]	-0.7786672	-0.7867329	-0.7744749
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3512327	-0.3557979	-0.3462497
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3737399	-0.3826067	-0.3655666
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3653081	-0.3711260	-0.3613873
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5172817	-0.5332657	-0.5015476
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6797192	-0.6888600	-0.6720251
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3744249	-0.4288745	-0.3158867
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3935476	0.3524997	0.4452387
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7084105	0.6980176	0.7208984
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7163423	0.7083756	0.7231330
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7948180	0.7820365	0.8055978
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8039198	0.7889220	0.8133386
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.3458131	0.3315183	0.3554573
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2235572	-0.3027183	-0.1166975
sal + phosphate_star	Atlantic	(26,26.5]	-0.8720535	-0.8888172	-0.8591647
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7909685	-0.8038187	-0.7825750
sal + phosphate_star	Atlantic	(26.75,27]	-0.7648005	-0.7863426	-0.7506594
sal + phosphate_star	Atlantic	(27,27.25]	-0.7999230	-0.8087039	-0.7826138
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8591047	-0.8862084	-0.8404105
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5889508	-0.6117562	-0.5565787
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8717474	-0.8822592	-0.8663494
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8700497	-0.8886215	-0.8464537
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9427720	-0.9492494	-0.9325850
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9798190	-0.9821852	-0.9785200
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9879465	-0.9902502	-0.9862187
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9693376	-0.9765239	-0.9609766
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8349605	-0.8404703	-0.8273290
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7048855	-0.7093415	-0.6993047
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8631407	-0.8723219	-0.8574359
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8735285	-0.8842543	-0.8641781
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8432259	-0.8579631	-0.8350468
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8975604	-0.9011455	-0.8907745
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8078580	-0.8230334	-0.7820636
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8077191	-0.8208941	-0.7958373
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8932647	-0.9126632	-0.8785222
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7452637	-0.7663089	-0.7335730
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6554982	-0.6684480	-0.6421964
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5951981	-0.6362054	-0.5656040
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	0.0764608	0.0684994	0.0805049
sal + silicate	Atlantic	(-Inf,26]	-0.7674657	-0.7801676	-0.7519958
sal + silicate	Atlantic	(26,26.5]	0.1509198	0.1190386	0.1762024
sal + silicate	Atlantic	(26.5,26.75]	0.3051096	0.2764172	0.3515178
sal + silicate	Atlantic	(26.75,27]	0.1816434	0.1673646	0.2044764
sal + silicate	Atlantic	(27,27.25]	-0.1055682	-0.1451001	-0.0575001
sal + silicate	Atlantic	(27.25,27.5]	-0.3451031	-0.3823259	-0.3055694
sal + silicate	Atlantic	(27.5,27.75]	-0.1387137	-0.1724806	-0.0952923
sal + silicate	Atlantic	(27.75,27.85]	-0.6928926	-0.7305180	-0.6576508
sal + silicate	Atlantic	(27.85,27.95]	-0.8094938	-0.8309036	-0.7723139
sal + silicate	Atlantic	(27.95,28.05]	-0.8964864	-0.9040032	-0.8839898
sal + silicate	Atlantic	(28.05,28.1]	-0.9160871	-0.9230994	-0.9068784
sal + silicate	Atlantic	(28.1,28.15]	-0.9253126	-0.9341953	-0.9169442
sal + silicate	Atlantic	(28.15,28.2]	-0.7594279	-0.7780706	-0.7467099
sal + silicate	Atlantic	(28.2, Inf]	-0.2747197	-0.2873019	-0.2584516
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5422217	-0.5473789	-0.5335664
sal + silicate	Indo-Pacific	(26,26.5]	-0.5835333	-0.5920834	-0.5770982
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6113464	-0.6159919	-0.6072362
sal + silicate	Indo-Pacific	(26.75,27]	-0.6637158	-0.6753934	-0.6548737
sal + silicate	Indo-Pacific	(27,27.25]	-0.7559627	-0.7644430	-0.7471437
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4765762	-0.5254074	-0.4204689
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3266064	0.2828669	0.3816435
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6826289	0.6702908	0.6985109
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7072910	0.6952297	0.7168525
sal + silicate	Indo-Pacific	(27.95,28.05]	0.8062848	0.7915347	0.8186569
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8219728	0.8081274	0.8299900
sal + silicate	Indo-Pacific	(28.1, Inf]	0.6692920	0.6529064	0.6816427
sal + temp	Atlantic	(-Inf,26]	0.6602833	0.6235546	0.7174248
sal + temp	Atlantic	(26,26.5]	0.9579109	0.9543090	0.9605834
sal + temp	Atlantic	(26.5,26.75]	0.9678435	0.9655875	0.9715268
sal + temp	Atlantic	(26.75,27]	0.9706206	0.9689669	0.9717815
sal + temp	Atlantic	(27,27.25]	0.9634747	0.9631262	0.9638038
sal + temp	Atlantic	(27.25,27.5]	0.9719858	0.9707505	0.9739551
sal + temp	Atlantic	(27.5,27.75]	0.9677423	0.9668418	0.9690139
sal + temp	Atlantic	(27.75,27.85]	0.9867170	0.9864409	0.9870097
sal + temp	Atlantic	(27.85,27.95]	0.9797903	0.9744081	0.9828635
sal + temp	Atlantic	(27.95,28.05]	0.9757772	0.9752775	0.9760728
sal + temp	Atlantic	(28.05,28.1]	0.9863962	0.9851841	0.9873131
sal + temp	Atlantic	(28.1,28.15]	0.9833529	0.9828307	0.9836934
sal + temp	Atlantic	(28.15,28.2]	0.9788135	0.9778979	0.9798992
sal + temp	Atlantic	(28.2, Inf]	0.9370402	0.9344478	0.9420177
sal + temp	Indo-Pacific	(-Inf,26]	0.8198307	0.8171329	0.8250234
sal + temp	Indo-Pacific	(26,26.5]	0.9531478	0.9509653	0.9546749
sal + temp	Indo-Pacific	(26.5,26.75]	0.9803016	0.9798084	0.9807069
sal + temp	Indo-Pacific	(26.75,27]	0.9790478	0.9780406	0.9799011
sal + temp	Indo-Pacific	(27,27.25]	0.9747889	0.9739315	0.9758218
sal + temp	Indo-Pacific	(27.25,27.5]	0.9219382	0.9203319	0.9233164
sal + temp	Indo-Pacific	(27.5,27.75]	0.8731510	0.8711042	0.8764706
sal + temp	Indo-Pacific	(27.75,27.85]	0.9707677	0.9683933	0.9730119
sal + temp	Indo-Pacific	(27.85,27.95]	0.9400985	0.9381197	0.9438168
sal + temp	Indo-Pacific	(27.95,28.05]	0.9453119	0.9438740	0.9461336
sal + temp	Indo-Pacific	(28.05,28.1]	0.9754182	0.9740998	0.9771960
sal + temp	Indo-Pacific	(28.1, Inf]	0.4325837	0.4153504	0.4447132
silicate + phosphate	Atlantic	(-Inf,26]	-0.1331598	-0.2393000	0.0061056
silicate + phosphate	Atlantic	(26,26.5]	0.0405245	0.0025708	0.0793459
silicate + phosphate	Atlantic	(26.5,26.75]	0.5668735	0.5188630	0.6075956
silicate + phosphate	Atlantic	(26.75,27]	0.8451864	0.8401574	0.8491304
silicate + phosphate	Atlantic	(27,27.25]	0.9022276	0.8968750	0.9051932
silicate + phosphate	Atlantic	(27.25,27.5]	0.8977677	0.8939693	0.9000716
silicate + phosphate	Atlantic	(27.5,27.75]	0.8969701	0.8951219	0.8997922
silicate + phosphate	Atlantic	(27.75,27.85]	0.8777482	0.8761672	0.8789535
silicate + phosphate	Atlantic	(27.85,27.95]	0.9330287	0.9280969	0.9395083
silicate + phosphate	Atlantic	(27.95,28.05]	0.9741128	0.9729657	0.9750430
silicate + phosphate	Atlantic	(28.05,28.1]	0.9861005	0.9850040	0.9871105
silicate + phosphate	Atlantic	(28.1,28.15]	0.9882264	0.9879689	0.9886304
silicate + phosphate	Atlantic	(28.15,28.2]	0.9367754	0.9353037	0.9385953
silicate + phosphate	Atlantic	(28.2, Inf]	0.7960980	0.7870170	0.8023833
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8855244	0.8829120	0.8872096
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8771302	0.8751912	0.8782337
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8650553	0.8630519	0.8665845
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9204551	0.9199875	0.9212967
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9574916	0.9563250	0.9582892
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9718759	0.9714920	0.9725200
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9806452	0.9801821	0.9810813
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9882002	0.9873941	0.9886340
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9874997	0.9870639	0.9878588
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9937146	0.9933629	0.9941821
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942889	0.9941395	0.9945007
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8637259	0.8618486	0.8653344
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.1908434	-0.2861979	-0.0590447
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2840452	-0.3268307	-0.2350458
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0200292	-0.0711765	0.0723174
silicate + phosphate_star	Atlantic	(26.75,27]	0.1935542	0.1740191	0.2111644
silicate + phosphate_star	Atlantic	(27,27.25]	0.5353889	0.5097779	0.5643976
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6739896	0.6664176	0.6890461
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7965325	0.7874883	0.8078992
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9078413	0.8897729	0.9222550
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9642862	0.9607276	0.9706619
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9219369	0.9188988	0.9235924
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9209098	0.9104826	0.9273196
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9392648	0.9317428	0.9458218
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8664274	0.8652833	0.8684731
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7345969	0.7312008	0.7395438
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7743444	0.7715045	0.7778084
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7798311	0.7793423	0.7801902
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7990814	0.7978810	0.8009295
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8212798	0.8136946	0.8280509
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8167567	0.8004342	0.8329089
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5288112	0.4747768	0.5750061
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0996115	-0.1594677	-0.0455684
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4749127	-0.4853642	-0.4547556
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2679117	-0.2825547	-0.2550534
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2770962	-0.3063445	-0.2442445
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1904978	-0.2639396	-0.1313883
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4364958	0.4186530	0.4477623
temp + aou	Atlantic	(-Inf,26]	-0.6696405	-0.6950869	-0.6483187
temp + aou	Atlantic	(26,26.5]	-0.4284598	-0.4623101	-0.4060878
temp + aou	Atlantic	(26.5,26.75]	0.1483430	0.1211757	0.1732981
temp + aou	Atlantic	(26.75,27]	0.3933139	0.3770829	0.4133339
temp + aou	Atlantic	(27,27.25]	0.3428783	0.3117948	0.3813161
temp + aou	Atlantic	(27.25,27.5]	0.4169262	0.4072313	0.4281407
temp + aou	Atlantic	(27.5,27.75]	0.6668008	0.6580184	0.6798347
temp + aou	Atlantic	(27.75,27.85]	0.6709155	0.6161014	0.7039113
temp + aou	Atlantic	(27.85,27.95]	0.2195201	0.0832725	0.3425500
temp + aou	Atlantic	(27.95,28.05]	0.1596352	0.1137440	0.2236490
temp + aou	Atlantic	(28.05,28.1]	-0.2235966	-0.2903847	-0.1586470
temp + aou	Atlantic	(28.1,28.15]	-0.6562065	-0.7042175	-0.6079602
temp + aou	Atlantic	(28.15,28.2]	-0.7492876	-0.7566215	-0.7401476
temp + aou	Atlantic	(28.2, Inf]	-0.7384994	-0.7444418	-0.7305130
temp + aou	Indo-Pacific	(-Inf,26]	-0.3833513	-0.3848430	-0.3821153
temp + aou	Indo-Pacific	(26,26.5]	-0.2061334	-0.2117801	-0.2026547
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1749544	-0.1819648	-0.1635772
temp + aou	Indo-Pacific	(26.75,27]	-0.3587919	-0.3690613	-0.3449435
temp + aou	Indo-Pacific	(27,27.25]	-0.5589736	-0.5735068	-0.5496268
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2426248	-0.2890212	-0.1935446
temp + aou	Indo-Pacific	(27.5,27.75]	0.4114496	0.3757387	0.4556570
temp + aou	Indo-Pacific	(27.75,27.85]	0.7608159	0.7536426	0.7653391
temp + aou	Indo-Pacific	(27.85,27.95]	0.7382113	0.7353699	0.7401641
temp + aou	Indo-Pacific	(27.95,28.05]	0.7949980	0.7841629	0.8049619
temp + aou	Indo-Pacific	(28.05,28.1]	0.8303116	0.8152479	0.8440020
temp + aou	Indo-Pacific	(28.1, Inf]	0.7910771	0.7831499	0.7985856
temp + oxygen	Atlantic	(-Inf,26]	0.3983476	0.3713492	0.4286096
temp + oxygen	Atlantic	(26,26.5]	0.1377775	0.1111526	0.1714341
temp + oxygen	Atlantic	(26.5,26.75]	-0.2637781	-0.2895755	-0.2371173
temp + oxygen	Atlantic	(26.75,27]	-0.4743140	-0.4935291	-0.4603642
temp + oxygen	Atlantic	(27,27.25]	-0.4468836	-0.4786460	-0.4249008
temp + oxygen	Atlantic	(27.25,27.5]	-0.5631895	-0.5703848	-0.5551377
temp + oxygen	Atlantic	(27.5,27.75]	-0.7884704	-0.7973917	-0.7815534
temp + oxygen	Atlantic	(27.75,27.85]	-0.8169296	-0.8332283	-0.7865021
temp + oxygen	Atlantic	(27.85,27.95]	-0.6333913	-0.7077608	-0.5554138
temp + oxygen	Atlantic	(27.95,28.05]	-0.5677911	-0.6117184	-0.5371303
temp + oxygen	Atlantic	(28.05,28.1]	-0.3072754	-0.3389355	-0.2612061
temp + oxygen	Atlantic	(28.1,28.15]	0.2544288	0.1783329	0.3376224
temp + oxygen	Atlantic	(28.15,28.2]	0.4438535	0.4321812	0.4608816
temp + oxygen	Atlantic	(28.2, Inf]	0.3876629	0.3718625	0.3982494
temp + oxygen	Indo-Pacific	(-Inf,26]	0.1402449	0.1377748	0.1421515
temp + oxygen	Indo-Pacific	(26,26.5]	0.0168802	0.0105027	0.0278999
temp + oxygen	Indo-Pacific	(26.5,26.75]	-0.0007864	-0.0125596	0.0095373
temp + oxygen	Indo-Pacific	(26.75,27]	0.1651175	0.1543872	0.1780757
temp + oxygen	Indo-Pacific	(27,27.25]	0.4530512	0.4442638	0.4679244
temp + oxygen	Indo-Pacific	(27.25,27.5]	0.1609547	0.1106686	0.2080747
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.4779462	-0.5205793	-0.4436264
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.7964384	-0.8003179	-0.7886809
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.7763608	-0.7779321	-0.7744278
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.8276564	-0.8360221	-0.8182470
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.8563425	-0.8682732	-0.8432724
temp + oxygen	Indo-Pacific	(28.1, Inf]	-0.8208391	-0.8274281	-0.8139396
temp + phosphate	Atlantic	(-Inf,26]	-0.6824279	-0.7402595	-0.6500240
temp + phosphate	Atlantic	(26,26.5]	-0.6535360	-0.6718506	-0.6265006
temp + phosphate	Atlantic	(26.5,26.75]	-0.0877983	-0.1121633	-0.0651050
temp + phosphate	Atlantic	(26.75,27]	0.2070479	0.2025359	0.2111587
temp + phosphate	Atlantic	(27,27.25]	0.0502449	0.0112747	0.1018934
temp + phosphate	Atlantic	(27.25,27.5]	-0.1194140	-0.1586050	-0.0773303
temp + phosphate	Atlantic	(27.5,27.75]	0.0856271	0.0681601	0.1159319
temp + phosphate	Atlantic	(27.75,27.85]	-0.4079129	-0.4461342	-0.3724071
temp + phosphate	Atlantic	(27.85,27.95]	-0.6605542	-0.6749037	-0.6495033
temp + phosphate	Atlantic	(27.95,28.05]	-0.8134380	-0.8179640	-0.8052188
temp + phosphate	Atlantic	(28.05,28.1]	-0.8823714	-0.8879147	-0.8732245
temp + phosphate	Atlantic	(28.1,28.15]	-0.9141076	-0.9199967	-0.9073307
temp + phosphate	Atlantic	(28.15,28.2]	-0.9106423	-0.9206287	-0.9010349
temp + phosphate	Atlantic	(28.2, Inf]	-0.8768735	-0.8825113	-0.8705059
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5008156	-0.5036289	-0.4991120
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4261310	-0.4270579	-0.4245735
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3479265	-0.3559150	-0.3433906
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4722477	-0.4850697	-0.4577601
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6513410	-0.6574557	-0.6478024
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3685508	-0.4153112	-0.3186375
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2913902	0.2564941	0.3358035
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7037065	0.6946205	0.7133676
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6850403	0.6797983	0.6880871
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7310395	0.7182804	0.7409553
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7794325	0.7629991	0.7942390
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7459791	0.7328314	0.7584974
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6651991	-0.7185409	-0.6156451
temp + phosphate_star	Atlantic	(26,26.5]	-0.8611010	-0.8746947	-0.8502523
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8120870	-0.8241558	-0.8023554
temp + phosphate_star	Atlantic	(26.75,27]	-0.8044350	-0.8236008	-0.7929149
temp + phosphate_star	Atlantic	(27,27.25]	-0.7976423	-0.8081191	-0.7776704
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8344376	-0.8647195	-0.8113538
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6057426	-0.6222880	-0.5832081
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8752186	-0.8809815	-0.8712356
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8878063	-0.8989700	-0.8801710
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9543652	-0.9575417	-0.9487408
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9715288	-0.9721715	-0.9702767
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9746227	-0.9761289	-0.9730837
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9707051	-0.9781627	-0.9624463
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9364741	-0.9408549	-0.9280003
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8433051	-0.8470014	-0.8409046
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9102663	-0.9153055	-0.9065025
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8772242	-0.8857089	-0.8667229
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8436876	-0.8578982	-0.8346800
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9141077	-0.9202496	-0.9034212
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9114158	-0.9232546	-0.8933182
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9373382	-0.9455432	-0.9271037
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9214548	-0.9319618	-0.9096249
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8357333	-0.8502734	-0.8274725
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7758395	-0.7870069	-0.7653546
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6631213	-0.6950008	-0.6366274
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.3079635	-0.3199995	-0.2987091
temp + silicate	Atlantic	(-Inf,26]	-0.3570339	-0.3747502	-0.3253640
temp + silicate	Atlantic	(26,26.5]	0.1078556	0.0927225	0.1289065
temp + silicate	Atlantic	(26.5,26.75]	0.2034874	0.1716013	0.2540483
temp + silicate	Atlantic	(26.75,27]	0.0701661	0.0552884	0.0890014
temp + silicate	Atlantic	(27,27.25]	-0.1545117	-0.1900194	-0.1077317
temp + silicate	Atlantic	(27.25,27.5]	-0.2987438	-0.3372043	-0.2526349
temp + silicate	Atlantic	(27.5,27.75]	-0.1655367	-0.1879477	-0.1342996
temp + silicate	Atlantic	(27.75,27.85]	-0.6793325	-0.7120459	-0.6449163
temp + silicate	Atlantic	(27.85,27.95]	-0.8144258	-0.8230221	-0.7978853
temp + silicate	Atlantic	(27.95,28.05]	-0.8581001	-0.8617042	-0.8519493
temp + silicate	Atlantic	(28.05,28.1]	-0.8702221	-0.8787251	-0.8542733
temp + silicate	Atlantic	(28.1,28.15]	-0.8779136	-0.8895125	-0.8660760
temp + silicate	Atlantic	(28.15,28.2]	-0.7496152	-0.7665094	-0.7365649
temp + silicate	Atlantic	(28.2, Inf]	-0.5094236	-0.5223504	-0.4971150
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6042772	-0.6106776	-0.5975781
temp + silicate	Indo-Pacific	(26,26.5]	-0.6100401	-0.6154928	-0.6044062
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6020640	-0.6045155	-0.5973631
temp + silicate	Indo-Pacific	(26.75,27]	-0.6359508	-0.6453981	-0.6277156
temp + silicate	Indo-Pacific	(27,27.25]	-0.7407890	-0.7469319	-0.7353890
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4669915	-0.5086695	-0.4188059
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2135708	0.1753338	0.2603923
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6760814	0.6647691	0.6871470
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6600683	0.6523715	0.6644594
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7441701	0.7286671	0.7558533
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7997938	0.7850456	0.8126133
temp + silicate	Indo-Pacific	(28.1, Inf]	0.5852267	0.5655074	0.6016085

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
c0ceaf8	Donghe-Zhu	2021-03-08
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	Atlantic	(-Inf,26]	0.3679991	0.3351745	0.4330489
aou	Atlantic	(26,26.5]	0.0051107	-0.1412442	0.1374984
aou	Atlantic	(26.5,26.75]	0.0234156	-0.1331670	0.2296781
aou	Atlantic	(26.75,27]	-0.0665701	-0.2754315	0.1912858
aou	Atlantic	(27,27.25]	-0.3802524	-0.5247852	-0.2135966
aou	Atlantic	(27.25,27.5]	-0.2887570	-0.4143189	-0.1343829
aou	Atlantic	(27.5,27.75]	-0.1495676	-0.2028965	-0.0944664
aou	Atlantic	(27.75,27.85]	-0.0524291	-0.1101520	-0.0164465
aou	Atlantic	(27.85,27.95]	-0.4870706	-0.5670778	-0.4229441
aou	Atlantic	(27.95,28.05]	-0.3269079	-0.4003382	-0.2700676
aou	Atlantic	(28.05,28.1]	-0.5835828	-0.5947999	-0.5675095
aou	Atlantic	(28.1,28.15]	-0.8726146	-0.8840608	-0.8635737
aou	Atlantic	(28.15,28.2]	-0.9229275	-0.9258385	-0.9196098
aou	Atlantic	(28.2, Inf]	-0.8681033	-0.8750164	-0.8599806
aou	Indo-Pacific	(-Inf,26]	-0.0978166	-0.2667576	0.0570850
aou	Indo-Pacific	(26,26.5]	-0.4652609	-0.6059392	-0.2909152
aou	Indo-Pacific	(26.5,26.75]	-0.7546285	-0.8170573	-0.6618035
aou	Indo-Pacific	(26.75,27]	-0.8247346	-0.8758096	-0.7557996
aou	Indo-Pacific	(27,27.25]	-0.8123479	-0.8765579	-0.7289012
aou	Indo-Pacific	(27.25,27.5]	-0.6906440	-0.8402427	-0.4664881
aou	Indo-Pacific	(27.5,27.75]	-0.2924338	-0.7523233	0.3778430
aou	Indo-Pacific	(27.75,27.85]	0.0175208	-0.5312244	0.7250736
aou	Indo-Pacific	(27.85,27.95]	0.2181681	-0.2180154	0.6972147
aou	Indo-Pacific	(27.95,28.05]	0.0868650	-0.2820676	0.5199428
aou	Indo-Pacific	(28.05,28.1]	0.1975905	-0.1504809	0.5720567
aou	Indo-Pacific	(28.1, Inf]	0.5205722	0.4298098	0.6089173
oxygen	Atlantic	(-Inf,26]	-0.4641095	-0.5011866	-0.4075859
oxygen	Atlantic	(26,26.5]	0.0716959	-0.0666288	0.2183271
oxygen	Atlantic	(26.5,26.75]	-0.0188168	-0.2290290	0.1432939
oxygen	Atlantic	(26.75,27]	0.0613062	-0.2039424	0.2700685
oxygen	Atlantic	(27,27.25]	0.3519710	0.1832293	0.5019173
oxygen	Atlantic	(27.25,27.5]	0.2068412	0.0349868	0.3467812
oxygen	Atlantic	(27.5,27.75]	0.1217976	0.0556424	0.1882350
oxygen	Atlantic	(27.75,27.85]	-0.1242397	-0.1848787	-0.0480552
oxygen	Atlantic	(27.85,27.95]	0.1058025	0.0684674	0.1529433
oxygen	Atlantic	(27.95,28.05]	-0.0387351	-0.0897919	0.0464582
oxygen	Atlantic	(28.05,28.1]	0.1202807	0.0899794	0.1621035
oxygen	Atlantic	(28.1,28.15]	0.5953136	0.5737615	0.6259796
oxygen	Atlantic	(28.15,28.2]	0.7321647	0.7205404	0.7518069
oxygen	Atlantic	(28.2, Inf]	0.6432988	0.6321085	0.6557727
oxygen	Indo-Pacific	(-Inf,26]	0.1983624	0.0569514	0.3538567
oxygen	Indo-Pacific	(26,26.5]	0.4221631	0.2530183	0.5570358
oxygen	Indo-Pacific	(26.5,26.75]	0.7233379	0.6372528	0.7832947
oxygen	Indo-Pacific	(26.75,27]	0.8424350	0.7808498	0.8857617
oxygen	Indo-Pacific	(27,27.25]	0.8151815	0.7300534	0.8805390
oxygen	Indo-Pacific	(27.25,27.5]	0.6769293	0.4478674	0.8298297
oxygen	Indo-Pacific	(27.5,27.75]	0.2787794	-0.3972338	0.7436583
oxygen	Indo-Pacific	(27.75,27.85]	0.0099969	-0.7030742	0.5604319
oxygen	Indo-Pacific	(27.85,27.95]	-0.1883235	-0.6740723	0.2521020
oxygen	Indo-Pacific	(27.95,28.05]	-0.0469526	-0.4853052	0.3236917
oxygen	Indo-Pacific	(28.05,28.1]	-0.1636481	-0.5440554	0.1879311
oxygen	Indo-Pacific	(28.1, Inf]	-0.5028734	-0.5959724	-0.4074135
phosphate	Atlantic	(-Inf,26]	0.4501599	0.3824275	0.5359697
phosphate	Atlantic	(26,26.5]	0.0318605	-0.0752283	0.1109366
phosphate	Atlantic	(26.5,26.75]	-0.1181319	-0.2548414	0.0706933
phosphate	Atlantic	(26.75,27]	-0.2204672	-0.4052229	-0.0001716
phosphate	Atlantic	(27,27.25]	-0.6261832	-0.7296479	-0.5024120
phosphate	Atlantic	(27.25,27.5]	-0.7590914	-0.8182240	-0.6833296
phosphate	Atlantic	(27.5,27.75]	-0.8744151	-0.8970446	-0.8484280
phosphate	Atlantic	(27.75,27.85]	-0.9335949	-0.9421696	-0.9212591
phosphate	Atlantic	(27.85,27.95]	-0.9664849	-0.9742537	-0.9547925
phosphate	Atlantic	(27.95,28.05]	-0.9474377	-0.9504567	-0.9445007
phosphate	Atlantic	(28.05,28.1]	-0.9903483	-0.9923709	-0.9878393
phosphate	Atlantic	(28.1,28.15]	-0.9932999	-0.9952981	-0.9907995
phosphate	Atlantic	(28.15,28.2]	-0.9926067	-0.9961005	-0.9890140
phosphate	Atlantic	(28.2, Inf]	-0.9834167	-0.9856956	-0.9821301
phosphate	Indo-Pacific	(-Inf,26]	-0.1450500	-0.3147629	0.0139320
phosphate	Indo-Pacific	(26,26.5]	-0.5934390	-0.7208681	-0.4326088
phosphate	Indo-Pacific	(26.5,26.75]	-0.8247833	-0.8763991	-0.7441858
phosphate	Indo-Pacific	(26.75,27]	-0.8593153	-0.8982052	-0.8044362
phosphate	Indo-Pacific	(27,27.25]	-0.8496747	-0.9005961	-0.7836822
phosphate	Indo-Pacific	(27.25,27.5]	-0.7441241	-0.8713186	-0.5519642
phosphate	Indo-Pacific	(27.5,27.75]	-0.3225270	-0.7573669	0.3159473
phosphate	Indo-Pacific	(27.75,27.85]	0.0569710	-0.4797758	0.7388529
phosphate	Indo-Pacific	(27.85,27.95]	0.2581131	-0.1632050	0.7157492
phosphate	Indo-Pacific	(27.95,28.05]	0.1526833	-0.1982314	0.5633747
phosphate	Indo-Pacific	(28.05,28.1]	0.2502186	-0.0741106	0.5991699
phosphate	Indo-Pacific	(28.1, Inf]	0.5017463	0.4214208	0.5801292
phosphate_star	Atlantic	(-Inf,26]	0.1123023	0.0678117	0.1954765
phosphate_star	Atlantic	(26,26.5]	0.1213571	0.0987828	0.1648609
phosphate_star	Atlantic	(26.5,26.75]	-0.3385576	-0.3646340	-0.3087793
phosphate_star	Atlantic	(26.75,27]	-0.4684552	-0.5827713	-0.4017052
phosphate_star	Atlantic	(27,27.25]	-0.6189384	-0.6910563	-0.5344917
phosphate_star	Atlantic	(27.25,27.5]	-0.7568310	-0.8345740	-0.6846816
phosphate_star	Atlantic	(27.5,27.75]	-0.7904746	-0.8326402	-0.7458745
phosphate_star	Atlantic	(27.75,27.85]	-0.8811451	-0.9280074	-0.8322532
phosphate_star	Atlantic	(27.85,27.95]	-0.8936500	-0.9277667	-0.8525161
phosphate_star	Atlantic	(27.95,28.05]	-0.8682267	-0.8972547	-0.8427043
phosphate_star	Atlantic	(28.05,28.1]	-0.9378574	-0.9613994	-0.9109491
phosphate_star	Atlantic	(28.1,28.15]	-0.9633080	-0.9780363	-0.9471000
phosphate_star	Atlantic	(28.15,28.2]	-0.9751770	-0.9843547	-0.9633625
phosphate_star	Atlantic	(28.2, Inf]	-0.9790387	-0.9855388	-0.9706085
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0105462	-0.1379037	0.1141210
phosphate_star	Indo-Pacific	(26,26.5]	-0.5802494	-0.6251420	-0.5257640
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6295255	-0.6570687	-0.6056487
phosphate_star	Indo-Pacific	(26.75,27]	-0.5797270	-0.6002986	-0.5483395
phosphate_star	Indo-Pacific	(27,27.25]	-0.6910612	-0.7085100	-0.6767214
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5454959	-0.5764644	-0.5278288
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1372601	-0.4685563	0.0929067
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3502875	-0.2202116	0.7289699
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3649343	0.0420454	0.6208757
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5307159	0.2462848	0.7497061
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4953699	0.2427917	0.7104201
phosphate_star	Indo-Pacific	(28.1, Inf]	0.0946721	0.0256137	0.1645365
sal	Atlantic	(-Inf,26]	0.6377340	0.5967221	0.6910233
sal	Atlantic	(26,26.5]	-0.1074449	-0.1414565	-0.0607646
sal	Atlantic	(26.5,26.75]	-0.0169938	-0.1140026	0.0867339
sal	Atlantic	(26.75,27]	-0.0259904	-0.1469100	0.1795001
sal	Atlantic	(27,27.25]	0.0648645	-0.0662481	0.1746954
sal	Atlantic	(27.25,27.5]	0.3464126	0.2192492	0.5048701
sal	Atlantic	(27.5,27.75]	-0.0137228	-0.1223398	0.0826720
sal	Atlantic	(27.75,27.85]	0.5497593	0.4568336	0.6522596
sal	Atlantic	(27.85,27.95]	0.5870729	0.5383895	0.6482527
sal	Atlantic	(27.95,28.05]	0.7335958	0.6777015	0.7818662
sal	Atlantic	(28.05,28.1]	0.8939942	0.8645180	0.9235227
sal	Atlantic	(28.1,28.15]	0.9355488	0.9137569	0.9566391
sal	Atlantic	(28.15,28.2]	0.9338130	0.8989943	0.9515356
sal	Atlantic	(28.2, Inf]	0.7707403	0.7409207	0.7909388
sal	Indo-Pacific	(-Inf,26]	-0.0595188	-0.1248989	0.0026345
sal	Indo-Pacific	(26,26.5]	0.3181647	0.2960003	0.3515956
sal	Indo-Pacific	(26.5,26.75]	0.3016572	0.2692456	0.3297863
sal	Indo-Pacific	(26.75,27]	0.2227537	0.1651768	0.2726404
sal	Indo-Pacific	(27,27.25]	0.4541858	0.4156733	0.4935796
sal	Indo-Pacific	(27.25,27.5]	0.2214734	0.1656598	0.2742818
sal	Indo-Pacific	(27.5,27.75]	-0.1586538	-0.4145325	0.2474715
sal	Indo-Pacific	(27.75,27.85]	-0.2932358	-0.7598921	0.3282293
sal	Indo-Pacific	(27.85,27.95]	-0.1212303	-0.5096531	0.3205268
sal	Indo-Pacific	(27.95,28.05]	-0.2868430	-0.6105867	0.1194491
sal	Indo-Pacific	(28.05,28.1]	-0.2064573	-0.5323207	0.1538975
sal	Indo-Pacific	(28.1, Inf]	0.0139920	-0.1322080	0.1602717
silicate	Atlantic	(-Inf,26]	-0.6301392	-0.7160039	-0.5811847
silicate	Atlantic	(26,26.5]	-0.4968431	-0.5595418	-0.4256814
silicate	Atlantic	(26.5,26.75]	-0.3552679	-0.4745459	-0.1975607
silicate	Atlantic	(26.75,27]	-0.4524963	-0.6296497	-0.2474469
silicate	Atlantic	(27,27.25]	-0.7868486	-0.8583370	-0.6956457
silicate	Atlantic	(27.25,27.5]	-0.8708379	-0.9014685	-0.8258481
silicate	Atlantic	(27.5,27.75]	-0.9083407	-0.9103216	-0.9063229
silicate	Atlantic	(27.75,27.85]	-0.9245618	-0.9378517	-0.9105864
silicate	Atlantic	(27.85,27.95]	-0.8996953	-0.9230357	-0.8697389
silicate	Atlantic	(27.95,28.05]	-0.9012482	-0.9124562	-0.8928654
silicate	Atlantic	(28.05,28.1]	-0.9690752	-0.9701071	-0.9676185
silicate	Atlantic	(28.1,28.15]	-0.9790697	-0.9808463	-0.9760272
silicate	Atlantic	(28.15,28.2]	-0.9157053	-0.9242432	-0.9015338
silicate	Atlantic	(28.2, Inf]	-0.7764889	-0.7987651	-0.7430729
silicate	Indo-Pacific	(-Inf,26]	-0.1282738	-0.2842494	0.0088653
silicate	Indo-Pacific	(26,26.5]	-0.6685018	-0.7645086	-0.5482540
silicate	Indo-Pacific	(26.5,26.75]	-0.7621669	-0.8056145	-0.6881811
silicate	Indo-Pacific	(26.75,27]	-0.7120400	-0.7549181	-0.6508651
silicate	Indo-Pacific	(27,27.25]	-0.7175686	-0.7816079	-0.6347523
silicate	Indo-Pacific	(27.25,27.5]	-0.6422361	-0.7821522	-0.4374457
silicate	Indo-Pacific	(27.5,27.75]	-0.2667025	-0.7043539	0.3705983
silicate	Indo-Pacific	(27.75,27.85]	0.0831269	-0.4554289	0.7614079
silicate	Indo-Pacific	(27.85,27.95]	0.2682015	-0.1565505	0.7271294
silicate	Indo-Pacific	(27.95,28.05]	0.1454949	-0.2149704	0.5686265
silicate	Indo-Pacific	(28.05,28.1]	0.2438625	-0.0871070	0.6007492
silicate	Indo-Pacific	(28.1, Inf]	0.4816364	0.3746531	0.5890654
temp	Atlantic	(-Inf,26]	-0.0433432	-0.1229914	0.0914707
temp	Atlantic	(26,26.5]	-0.2471413	-0.2855452	-0.1952690
temp	Atlantic	(26.5,26.75]	-0.0354672	-0.1136069	0.0407507
temp	Atlantic	(26.75,27]	0.0481947	-0.0427506	0.2264649
temp	Atlantic	(27,27.25]	0.0943267	-0.0206454	0.1823371
temp	Atlantic	(27.25,27.5]	0.3021010	0.1705006	0.4593385
temp	Atlantic	(27.5,27.75]	0.0106859	-0.0806492	0.0927190
temp	Atlantic	(27.75,27.85]	0.5528226	0.4660372	0.6466036
temp	Atlantic	(27.85,27.95]	0.6049577	0.5530865	0.6575334
temp	Atlantic	(27.95,28.05]	0.7130230	0.6635956	0.7606153
temp	Atlantic	(28.05,28.1]	0.8521321	0.8127263	0.8857391
temp	Atlantic	(28.1,28.15]	0.8900334	0.8628774	0.9156733
temp	Atlantic	(28.15,28.2]	0.9057868	0.8676436	0.9253878
temp	Atlantic	(28.2, Inf]	0.8757007	0.8617846	0.8845375
temp	Indo-Pacific	(-Inf,26]	-0.3734542	-0.4668542	-0.2783963
temp	Indo-Pacific	(26,26.5]	0.2779846	0.2394479	0.3215519
temp	Indo-Pacific	(26.5,26.75]	0.2621748	0.2202511	0.2977101
temp	Indo-Pacific	(26.75,27]	0.1564751	0.0965151	0.2051075
temp	Indo-Pacific	(27,27.25]	0.4231857	0.3912536	0.4554289
temp	Indo-Pacific	(27.25,27.5]	0.3250003	0.3139964	0.3442270
temp	Indo-Pacific	(27.5,27.75]	0.0576830	-0.1957034	0.4220091
temp	Indo-Pacific	(27.75,27.85]	-0.2971997	-0.7538397	0.3287545
temp	Indo-Pacific	(27.85,27.95]	-0.1766252	-0.5484012	0.2584974
temp	Indo-Pacific	(27.95,28.05]	-0.3635322	-0.6835926	0.0401772
temp	Indo-Pacific	(28.05,28.1]	-0.2256698	-0.5548727	0.1516189
temp	Indo-Pacific	(28.1, Inf]	0.2043545	0.0828346	0.3241880

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