Last updated: 2021-06-24

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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))))
)
}

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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

Version Author Date
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
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

Version Author Date
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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

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")

Version Author Date
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
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 + nitrate Atlantic (-Inf,26] 0.9237733 0.8759967 0.9523258
aou + nitrate Atlantic (26,26.5] 0.9457843 0.9324202 0.9577027
aou + nitrate Atlantic (26.5,26.75] 0.9629441 0.9345108 0.9857350
aou + nitrate Atlantic (26.75,27] 0.9747224 0.9632609 0.9874835
aou + nitrate Atlantic (27,27.25] 0.9392037 0.9188780 0.9624613
aou + nitrate Atlantic (27.25,27.5] 0.8903366 0.8690414 0.9185633
aou + nitrate Atlantic (27.5,27.75] 0.7820728 0.7004175 0.9123694
aou + nitrate Atlantic (27.75,27.85] 0.8259031 0.8031894 0.8605043
aou + nitrate Atlantic (27.85,27.95] 0.9317948 0.9038603 0.9545890
aou + nitrate Atlantic (27.95,28.05] 0.8739023 0.7991065 0.9129200
aou + nitrate Atlantic (28.05,28.1] 0.9607215 0.9379393 0.9760306
aou + nitrate Atlantic (28.1,28.15] 0.9723510 0.9584342 0.9806012
aou + nitrate Atlantic (28.15,28.2] 0.9780507 0.9620457 0.9896329
aou + nitrate Atlantic (28.2, Inf] 0.9176630 0.8997429 0.9391003
aou + nitrate Indo-Pacific (-Inf,26] 0.9126664 0.8725203 0.9430614
aou + nitrate Indo-Pacific (26,26.5] 0.8185880 0.8076273 0.8375883
aou + nitrate Indo-Pacific (26.5,26.75] 0.5240110 0.4820559 0.5479185
aou + nitrate Indo-Pacific (26.75,27] 0.0514956 -0.0068898 0.1239363
aou + nitrate Indo-Pacific (27,27.25] -0.2781121 -0.3896776 -0.1535673
aou + nitrate Indo-Pacific (27.25,27.5] -0.3942948 -0.5157670 -0.2492300
aou + nitrate Indo-Pacific (27.5,27.75] -0.4106051 -0.4676907 -0.3217803
aou + nitrate Indo-Pacific (27.75,27.85] -0.4259529 -0.5653153 -0.3051960
aou + nitrate Indo-Pacific (27.85,27.95] -0.2745885 -0.3836417 -0.1505555
aou + nitrate Indo-Pacific (27.95,28.05] 0.5923157 0.4118958 0.7212167
aou + nitrate Indo-Pacific (28.05,28.1] 0.9473213 0.9255205 0.9682920
aou + nitrate Indo-Pacific (28.1,28.2] 0.9783291 0.9772040 0.9791045
aou + nitrate Indo-Pacific (28.2,28.3] 0.9639113 0.9569471 0.9770050
aou + nitrate Indo-Pacific (28.3, Inf] -0.1775029 -0.8072270 0.4522212
aou + nitrate SO (-Inf,26] 0.9310283 0.8642803 0.9907790
aou + nitrate SO (26,26.5] 0.6439520 0.4379170 0.7843233
aou + nitrate SO (26.5,26.75] 0.7457026 0.7128085 0.7720966
aou + nitrate SO (26.75,27] 0.7398378 0.7173818 0.7729013
aou + nitrate SO (27,27.25] 0.7983313 0.7910391 0.8058598
aou + nitrate SO (27.25,27.5] 0.7100102 0.6940652 0.7282255
aou + nitrate SO (27.5,27.75] 0.1847425 0.1268488 0.2845097
aou + nitrate SO (27.75,27.85] 0.0009572 -0.0480723 0.0785721
aou + nitrate SO (27.85,27.95] 0.2191737 0.1651553 0.3249125
aou + nitrate SO (27.95,28.05] 0.6836033 0.6555888 0.7377519
aou + nitrate SO (28.05,28.1] 0.8826668 0.8487851 0.9007197
aou + nitrate SO (28.1,28.15] 0.4772125 0.2793869 0.7942941
aou + nitrate SO (28.1,28.2] 0.7794433 0.7699294 0.7895440
aou + nitrate SO (28.15,28.2] 0.0883685 -0.2543000 0.5832216
aou + nitrate SO (28.2, Inf] -0.1280399 -0.2290438 0.0271643
aou + nitrate SO (28.2,28.3] 0.2058880 0.0426160 0.2995496
aou + nitrate SO (28.3, Inf] 0.6327452 0.5154453 0.8504283
aou + phosphate Atlantic (-Inf,26] 0.8959715 0.8209194 0.9356394
aou + phosphate Atlantic (26,26.5] 0.9526434 0.9420807 0.9678427
aou + phosphate Atlantic (26.5,26.75] 0.9805954 0.9654211 0.9906989
aou + phosphate Atlantic (26.75,27] 0.9909156 0.9896454 0.9920267
aou + phosphate Atlantic (27,27.25] 0.9826328 0.9742501 0.9879205
aou + phosphate Atlantic (27.25,27.5] 0.9481696 0.9157172 0.9647616
aou + phosphate Atlantic (27.5,27.75] 0.9516109 0.9158055 0.9743995
aou + phosphate Atlantic (27.75,27.85] 0.9439297 0.8727730 0.9831439
aou + phosphate Atlantic (27.85,27.95] 0.9701816 0.9370764 0.9869578
aou + phosphate Atlantic (27.95,28.05] 0.8820843 0.8031585 0.9240615
aou + phosphate Atlantic (28.05,28.1] 0.9565256 0.9311650 0.9733613
aou + phosphate Atlantic (28.1,28.15] 0.9720908 0.9581577 0.9803189
aou + phosphate Atlantic (28.15,28.2] 0.9779913 0.9622197 0.9896734
aou + phosphate Atlantic (28.2, Inf] 0.9177576 0.8949208 0.9406931
aou + phosphate Indo-Pacific (-Inf,26] 0.9368397 0.9040483 0.9613956
aou + phosphate Indo-Pacific (26,26.5] 0.9450601 0.9329971 0.9541829
aou + phosphate Indo-Pacific (26.5,26.75] 0.9223408 0.9172377 0.9286842
aou + phosphate Indo-Pacific (26.75,27] 0.9121961 0.8907739 0.9277067
aou + phosphate Indo-Pacific (27,27.25] 0.8672702 0.8203538 0.9117416
aou + phosphate Indo-Pacific (27.25,27.5] 0.8525446 0.8342570 0.8868387
aou + phosphate Indo-Pacific (27.5,27.75] 0.9143757 0.9000537 0.9352642
aou + phosphate Indo-Pacific (27.75,27.85] 0.9729296 0.9673026 0.9799755
aou + phosphate Indo-Pacific (27.85,27.95] 0.9888971 0.9867783 0.9900225
aou + phosphate Indo-Pacific (27.95,28.05] 0.9946600 0.9940241 0.9951713
aou + phosphate Indo-Pacific (28.05,28.1] 0.9941542 0.9923931 0.9961155
aou + phosphate Indo-Pacific (28.1,28.2] 0.9905868 0.9902276 0.9911642
aou + phosphate Indo-Pacific (28.2,28.3] 0.9719568 0.9638480 0.9828944
aou + phosphate Indo-Pacific (28.3, Inf] -0.1812652 -0.8136116 0.4510813
aou + phosphate SO (-Inf,26] 0.9530409 0.9352977 0.9868096
aou + phosphate SO (26,26.5] 0.6694501 0.4906716 0.8225780
aou + phosphate SO (26.5,26.75] 0.8087192 0.7985413 0.8209425
aou + phosphate SO (26.75,27] 0.8115977 0.7749540 0.8346954
aou + phosphate SO (27,27.25] 0.8893899 0.8801229 0.9028498
aou + phosphate SO (27.25,27.5] 0.9062914 0.8889231 0.9169348
aou + phosphate SO (27.5,27.75] 0.9382147 0.9257838 0.9495883
aou + phosphate SO (27.75,27.85] 0.9593449 0.9560949 0.9614724
aou + phosphate SO (27.85,27.95] 0.9270564 0.9221768 0.9304550
aou + phosphate SO (27.95,28.05] 0.9226975 0.9148447 0.9332829
aou + phosphate SO (28.05,28.1] 0.9551469 0.9357099 0.9657779
aou + phosphate SO (28.1,28.15] 0.5777067 0.4118471 0.8482706
aou + phosphate SO (28.1,28.2] 0.8527287 0.8317605 0.8633004
aou + phosphate SO (28.15,28.2] 0.2825886 0.0552107 0.5803427
aou + phosphate SO (28.2, Inf] -0.1207918 -0.2257624 0.0416816
aou + phosphate SO (28.2,28.3] 0.2332712 0.0777842 0.3157805
aou + phosphate SO (28.3, Inf] 0.6508564 0.5302620 0.8726008
aou + phosphate_star Atlantic (-Inf,26] 0.5768324 0.4169543 0.6699048
aou + phosphate_star Atlantic (26,26.5] 0.5773913 0.5252263 0.6665607
aou + phosphate_star Atlantic (26.5,26.75] 0.6998905 0.5571780 0.8391582
aou + phosphate_star Atlantic (26.75,27] 0.8495532 0.8291232 0.8664817
aou + phosphate_star Atlantic (27,27.25] 0.7708453 0.6841250 0.8481001
aou + phosphate_star Atlantic (27.25,27.5] 0.5132839 0.3617101 0.6544045
aou + phosphate_star Atlantic (27.5,27.75] 0.5381862 0.3862099 0.6384809
aou + phosphate_star Atlantic (27.75,27.85] 0.5312858 0.3337542 0.6400961
aou + phosphate_star Atlantic (27.85,27.95] 0.4889487 0.3523556 0.6276720
aou + phosphate_star Atlantic (27.95,28.05] 0.4719816 0.4240313 0.5224165
aou + phosphate_star Atlantic (28.05,28.1] 0.9019367 0.8622045 0.9312993
aou + phosphate_star Atlantic (28.1,28.15] 0.9263335 0.9030515 0.9384858
aou + phosphate_star Atlantic (28.15,28.2] 0.9560110 0.9308195 0.9741441
aou + phosphate_star Atlantic (28.2, Inf] 0.8738736 0.8576228 0.8950303
aou + phosphate_star Indo-Pacific (-Inf,26] 0.6688250 0.6055551 0.7631905
aou + phosphate_star Indo-Pacific (26,26.5] 0.6252801 0.4723356 0.7348753
aou + phosphate_star Indo-Pacific (26.5,26.75] 0.4819211 0.4380305 0.5159577
aou + phosphate_star Indo-Pacific (26.75,27] 0.5382883 0.4931835 0.5691913
aou + phosphate_star Indo-Pacific (27,27.25] 0.6200947 0.5492656 0.7144734
aou + phosphate_star Indo-Pacific (27.25,27.5] 0.6956555 0.6590806 0.7445646
aou + phosphate_star Indo-Pacific (27.5,27.75] 0.7440876 0.7118043 0.8030915
aou + phosphate_star Indo-Pacific (27.75,27.85] 0.8566066 0.8346121 0.8976121
aou + phosphate_star Indo-Pacific (27.85,27.95] 0.8970418 0.8744382 0.9116183
aou + phosphate_star Indo-Pacific (27.95,28.05] 0.8180543 0.7815768 0.8499535
aou + phosphate_star Indo-Pacific (28.05,28.1] 0.6479317 0.5417612 0.7341839
aou + phosphate_star Indo-Pacific (28.1,28.2] 0.5088643 0.4895796 0.5397029
aou + phosphate_star Indo-Pacific (28.2,28.3] 0.4660629 0.3517341 0.6166424
aou + phosphate_star Indo-Pacific (28.3, Inf] -0.1965087 -0.8260998 0.4330823
aou + phosphate_star SO (-Inf,26] 0.6495123 0.1899532 0.9247917
aou + phosphate_star SO (26,26.5] 0.2390198 0.2257110 0.2516927
aou + phosphate_star SO (26.5,26.75] 0.0821989 0.0301389 0.1169691
aou + phosphate_star SO (26.75,27] -0.0806714 -0.1675518 0.0399134
aou + phosphate_star SO (27,27.25] -0.4639319 -0.5310768 -0.3678412
aou + phosphate_star SO (27.25,27.5] -0.5939971 -0.6932960 -0.5244062
aou + phosphate_star SO (27.5,27.75] -0.5147765 -0.6573437 -0.3663249
aou + phosphate_star SO (27.75,27.85] -0.2300295 -0.2990993 -0.1568597
aou + phosphate_star SO (27.85,27.95] -0.1629468 -0.2305379 -0.0398051
aou + phosphate_star SO (27.95,28.05] 0.2623578 0.1878171 0.3920756
aou + phosphate_star SO (28.05,28.1] 0.1522579 0.0908549 0.2245023
aou + phosphate_star SO (28.1,28.15] 0.2657475 0.0141059 0.7090651
aou + phosphate_star SO (28.1,28.2] 0.0675490 -0.0655012 0.2419047
aou + phosphate_star SO (28.15,28.2] -0.1553049 -0.6684644 0.6485259
aou + phosphate_star SO (28.2, Inf] -0.2132362 -0.2869405 -0.0898290
aou + phosphate_star SO (28.2,28.3] -0.3596183 -0.4079785 -0.2836883
aou + phosphate_star SO (28.3, Inf] 0.0394216 0.0256974 0.0621929
aou + silicate Atlantic (-Inf,26] 0.8488904 0.8228417 0.8764091
aou + silicate Atlantic (26,26.5] 0.8716971 0.8369013 0.8962316
aou + silicate Atlantic (26.5,26.75] 0.8603524 0.7732781 0.9225059
aou + silicate Atlantic (26.75,27] 0.9167721 0.8944117 0.9311187
aou + silicate Atlantic (27,27.25] 0.8844060 0.8492849 0.9295101
aou + silicate Atlantic (27.25,27.5] 0.7363189 0.6622113 0.8138465
aou + silicate Atlantic (27.5,27.75] 0.7984394 0.7798287 0.8183167
aou + silicate Atlantic (27.75,27.85] 0.8657024 0.8567378 0.8728642
aou + silicate Atlantic (27.85,27.95] 0.8600163 0.8377252 0.8731776
aou + silicate Atlantic (27.95,28.05] 0.6249672 0.5925152 0.6879665
aou + silicate Atlantic (28.05,28.1] 0.9053507 0.8660302 0.9320849
aou + silicate Atlantic (28.1,28.15] 0.8727891 0.8691481 0.8782461
aou + silicate Atlantic (28.15,28.2] 0.8949810 0.8622925 0.9305983
aou + silicate Atlantic (28.2, Inf] 0.8154411 0.7638942 0.8427201
aou + silicate Indo-Pacific (-Inf,26] 0.8319684 0.7749808 0.8816418
aou + silicate Indo-Pacific (26,26.5] 0.8135992 0.7714349 0.8389357
aou + silicate Indo-Pacific (26.5,26.75] 0.7435197 0.7351484 0.7514850
aou + silicate Indo-Pacific (26.75,27] 0.7131028 0.7000950 0.7222557
aou + silicate Indo-Pacific (27,27.25] 0.6996880 0.6770847 0.7111450
aou + silicate Indo-Pacific (27.25,27.5] 0.8052402 0.7676978 0.8349073
aou + silicate Indo-Pacific (27.5,27.75] 0.8477611 0.7915551 0.8784091
aou + silicate Indo-Pacific (27.75,27.85] 0.8820236 0.8453809 0.9108177
aou + silicate Indo-Pacific (27.85,27.95] 0.8785707 0.8481014 0.9040826
aou + silicate Indo-Pacific (27.95,28.05] 0.8443600 0.8194571 0.8776217
aou + silicate Indo-Pacific (28.05,28.1] 0.8766153 0.8349826 0.9321738
aou + silicate Indo-Pacific (28.1,28.2] 0.8041521 0.7863798 0.8313580
aou + silicate Indo-Pacific (28.2,28.3] 0.9241987 0.9111639 0.9445181
aou + silicate Indo-Pacific (28.3, Inf] -0.5837219 -0.7633119 -0.4041318
aou + silicate SO (-Inf,26] 0.9419071 0.9353763 0.9472489
aou + silicate SO (26,26.5] 0.5314940 0.1451584 0.7268535
aou + silicate SO (26.5,26.75] 0.5831906 0.4200767 0.6811292
aou + silicate SO (26.75,27] 0.5219571 0.4015864 0.6228664
aou + silicate SO (27,27.25] 0.6484962 0.5576402 0.7190446
aou + silicate SO (27.25,27.5] 0.7639054 0.7345132 0.8103126
aou + silicate SO (27.5,27.75] 0.8904128 0.8755671 0.9026602
aou + silicate SO (27.75,27.85] 0.9248221 0.9139876 0.9316521
aou + silicate SO (27.85,27.95] 0.8833210 0.8564826 0.8968353
aou + silicate SO (27.95,28.05] 0.8293280 0.8006857 0.8459967
aou + silicate SO (28.05,28.1] 0.8176155 0.7514533 0.8531843
aou + silicate SO (28.1,28.15] -0.4026218 -0.6947645 -0.2501464
aou + silicate SO (28.1,28.2] 0.4696215 0.3813177 0.5312745
aou + silicate SO (28.15,28.2] -0.2706981 -0.7848452 0.0565225
aou + silicate SO (28.2, Inf] -0.0561971 -0.2429972 0.2653250
aou + silicate SO (28.2,28.3] 0.1059421 -0.0181332 0.1777612
aou + silicate SO (28.3, Inf] 0.4288267 0.3842649 0.4869183
nitrate + phosphate Atlantic (-Inf,26] 0.9931123 0.9896050 0.9978693
nitrate + phosphate Atlantic (26,26.5] 0.9883935 0.9785336 0.9979436
nitrate + phosphate Atlantic (26.5,26.75] 0.9774157 0.9583743 0.9975589
nitrate + phosphate Atlantic (26.75,27] 0.9795557 0.9648927 0.9956148
nitrate + phosphate Atlantic (27,27.25] 0.9541288 0.9240890 0.9893353
nitrate + phosphate Atlantic (27.25,27.5] 0.9398843 0.9071710 0.9944309
nitrate + phosphate Atlantic (27.5,27.75] 0.8315672 0.7439144 0.9894323
nitrate + phosphate Atlantic (27.75,27.85] 0.9025778 0.8392811 0.9910212
nitrate + phosphate Atlantic (27.85,27.95] 0.9767468 0.9663719 0.9861249
nitrate + phosphate Atlantic (27.95,28.05] 0.9970867 0.9968858 0.9974740
nitrate + phosphate Atlantic (28.05,28.1] 0.9993466 0.9991414 0.9994518
nitrate + phosphate Atlantic (28.1,28.15] 0.9997496 0.9997401 0.9997648
nitrate + phosphate Atlantic (28.15,28.2] 0.9999438 0.9999349 0.9999483
nitrate + phosphate Atlantic (28.2, Inf] 0.9996991 0.9995826 0.9998233
nitrate + phosphate Indo-Pacific (-Inf,26] 0.9837904 0.9801630 0.9859896
nitrate + phosphate Indo-Pacific (26,26.5] 0.8459545 0.8123127 0.8680581
nitrate + phosphate Indo-Pacific (26.5,26.75] 0.5196009 0.3993658 0.6160387
nitrate + phosphate Indo-Pacific (26.75,27] -0.0246176 -0.1660441 0.1253720
nitrate + phosphate Indo-Pacific (27,27.25] -0.4690984 -0.6389304 -0.2927676
nitrate + phosphate Indo-Pacific (27.25,27.5] -0.6825031 -0.8085101 -0.5352537
nitrate + phosphate Indo-Pacific (27.5,27.75] -0.6570239 -0.7112376 -0.5593731
nitrate + phosphate Indo-Pacific (27.75,27.85] -0.5559322 -0.6864875 -0.4325307
nitrate + phosphate Indo-Pacific (27.85,27.95] -0.3448949 -0.4484426 -0.2223741
nitrate + phosphate Indo-Pacific (27.95,28.05] 0.6113599 0.4344263 0.7326585
nitrate + phosphate Indo-Pacific (28.05,28.1] 0.9553349 0.9388756 0.9692508
nitrate + phosphate Indo-Pacific (28.1,28.2] 0.9923834 0.9911298 0.9935898
nitrate + phosphate Indo-Pacific (28.2,28.3] 0.9982131 0.9976154 0.9989999
nitrate + phosphate Indo-Pacific (28.3, Inf] 0.9983169 0.9966446 0.9999891
nitrate + phosphate SO (-Inf,26] 0.9940243 0.9859496 0.9999958
nitrate + phosphate SO (26,26.5] 0.9630520 0.9135137 0.9881780
nitrate + phosphate SO (26.5,26.75] 0.9624491 0.9104383 0.9930221
nitrate + phosphate SO (26.75,27] 0.9616163 0.9069598 0.9919383
nitrate + phosphate SO (27,27.25] 0.9522597 0.9070188 0.9755589
nitrate + phosphate SO (27.25,27.5] 0.8688848 0.8678343 0.8700508
nitrate + phosphate SO (27.5,27.75] 0.2088281 0.1842264 0.2362942
nitrate + phosphate SO (27.75,27.85] 0.1137571 0.0123357 0.1905134
nitrate + phosphate SO (27.85,27.95] 0.5121810 0.4379078 0.6139221
nitrate + phosphate SO (27.95,28.05] 0.8954430 0.8806406 0.9217691
nitrate + phosphate SO (28.05,28.1] 0.9743492 0.9691298 0.9773100
nitrate + phosphate SO (28.1,28.15] 0.9881736 0.9862259 0.9918453
nitrate + phosphate SO (28.1,28.2] 0.9797213 0.9778168 0.9814055
nitrate + phosphate SO (28.15,28.2] 0.9444520 0.9129234 0.9780653
nitrate + phosphate SO (28.2, Inf] 0.9994176 0.9993720 0.9994881
nitrate + phosphate SO (28.2,28.3] 0.9768066 0.9751810 0.9791180
nitrate + phosphate SO (28.3, Inf] 0.9977672 0.9973044 0.9980044
nitrate + phosphate_star Atlantic (-Inf,26] 0.8309146 0.7952416 0.8634252
nitrate + phosphate_star Atlantic (26,26.5] 0.7808104 0.7591819 0.8202117
nitrate + phosphate_star Atlantic (26.5,26.75] 0.8011735 0.7156056 0.8864534
nitrate + phosphate_star Atlantic (26.75,27] 0.8874451 0.8535631 0.9093134
nitrate + phosphate_star Atlantic (27,27.25] 0.8395783 0.8030947 0.8868052
nitrate + phosphate_star Atlantic (27.25,27.5] 0.7175549 0.6555019 0.8088443
nitrate + phosphate_star Atlantic (27.5,27.75] 0.6709249 0.5832981 0.7329432
nitrate + phosphate_star Atlantic (27.75,27.85] 0.7721965 0.7437085 0.8188660
nitrate + phosphate_star Atlantic (27.85,27.95] 0.6961233 0.6403175 0.7736140
nitrate + phosphate_star Atlantic (27.95,28.05] 0.8182873 0.7507767 0.9205784
nitrate + phosphate_star Atlantic (28.05,28.1] 0.9804391 0.9754369 0.9842680
nitrate + phosphate_star Atlantic (28.1,28.15] 0.9813484 0.9793089 0.9826790
nitrate + phosphate_star Atlantic (28.15,28.2] 0.9950067 0.9937886 0.9957397
nitrate + phosphate_star Atlantic (28.2, Inf] 0.9893142 0.9860524 0.9915768
nitrate + phosphate_star Indo-Pacific (-Inf,26] 0.8921964 0.8555590 0.9177044
nitrate + phosphate_star Indo-Pacific (26,26.5] 0.7167465 0.5595484 0.8272453
nitrate + phosphate_star Indo-Pacific (26.5,26.75] 0.4279859 0.2239634 0.6089289
nitrate + phosphate_star Indo-Pacific (26.75,27] 0.0489549 -0.1590150 0.2529248
nitrate + phosphate_star Indo-Pacific (27,27.25] -0.3819901 -0.5818934 -0.1888125
nitrate + phosphate_star Indo-Pacific (27.25,27.5] -0.6942195 -0.8239724 -0.5613920
nitrate + phosphate_star Indo-Pacific (27.5,27.75] -0.7175657 -0.7731511 -0.6360086
nitrate + phosphate_star Indo-Pacific (27.75,27.85] -0.6027913 -0.6981974 -0.4840999
nitrate + phosphate_star Indo-Pacific (27.85,27.95] -0.3548885 -0.4200208 -0.2356206
nitrate + phosphate_star Indo-Pacific (27.95,28.05] 0.7055091 0.5863726 0.7659527
nitrate + phosphate_star Indo-Pacific (28.05,28.1] 0.7240633 0.6600906 0.7581644
nitrate + phosphate_star Indo-Pacific (28.1,28.2] 0.6388685 0.6312986 0.6479397
nitrate + phosphate_star Indo-Pacific (28.2,28.3] 0.6427680 0.5441571 0.7521107
nitrate + phosphate_star Indo-Pacific (28.3, Inf] 0.9949135 0.9909137 0.9989133
nitrate + phosphate_star SO (-Inf,26] 0.8497066 0.6560093 0.9993376
nitrate + phosphate_star SO (26,26.5] 0.8348268 0.7576149 0.9645530
nitrate + phosphate_star SO (26.5,26.75] 0.6757402 0.6672940 0.6837425
nitrate + phosphate_star SO (26.75,27] 0.5611368 0.5265371 0.5963080
nitrate + phosphate_star SO (27,27.25] 0.1062315 0.0264663 0.2269021
nitrate + phosphate_star SO (27.25,27.5] 0.0274692 -0.0785022 0.0839457
nitrate + phosphate_star SO (27.5,27.75] 0.0040832 -0.2186459 0.2140132
nitrate + phosphate_star SO (27.75,27.85] 0.3615504 0.2091693 0.5181946
nitrate + phosphate_star SO (27.85,27.95] 0.7985646 0.7395186 0.8434756
nitrate + phosphate_star SO (27.95,28.05] 0.8611502 0.8368678 0.8952268
nitrate + phosphate_star SO (28.05,28.1] 0.5836158 0.5489182 0.6088971
nitrate + phosphate_star SO (28.1,28.15] 0.9596699 0.9411163 0.9872675
nitrate + phosphate_star SO (28.1,28.2] 0.5351810 0.4789227 0.5938355
nitrate + phosphate_star SO (28.15,28.2] 0.7922759 0.6852731 0.9204668
nitrate + phosphate_star SO (28.2, Inf] 0.9865215 0.9813479 0.9895672
nitrate + phosphate_star SO (28.2,28.3] 0.6647631 0.5974256 0.7215376
nitrate + phosphate_star SO (28.3, Inf] 0.7609691 0.5657372 0.8635291
nitrate + silicate Atlantic (-Inf,26] 0.9379105 0.9163871 0.9490823
nitrate + silicate Atlantic (26,26.5] 0.9348327 0.9315110 0.9396884
nitrate + silicate Atlantic (26.5,26.75] 0.9088430 0.8488906 0.9419392
nitrate + silicate Atlantic (26.75,27] 0.9390527 0.9101596 0.9578954
nitrate + silicate Atlantic (27,27.25] 0.9161198 0.8786435 0.9392609
nitrate + silicate Atlantic (27.25,27.5] 0.8717106 0.8300726 0.9075844
nitrate + silicate Atlantic (27.5,27.75] 0.8375406 0.7694812 0.9063514
nitrate + silicate Atlantic (27.75,27.85] 0.9350739 0.9240653 0.9415066
nitrate + silicate Atlantic (27.85,27.95] 0.9426247 0.9353061 0.9475928
nitrate + silicate Atlantic (27.95,28.05] 0.8121067 0.7979022 0.8276452
nitrate + silicate Atlantic (28.05,28.1] 0.9282140 0.9124428 0.9404057
nitrate + silicate Atlantic (28.1,28.15] 0.8847758 0.8604540 0.9138116
nitrate + silicate Atlantic (28.15,28.2] 0.9186661 0.8900693 0.9435104
nitrate + silicate Atlantic (28.2, Inf] 0.9216851 0.9160862 0.9313462
nitrate + silicate Indo-Pacific (-Inf,26] 0.9310503 0.9207423 0.9383305
nitrate + silicate Indo-Pacific (26,26.5] 0.8088471 0.7630140 0.8322030
nitrate + silicate Indo-Pacific (26.5,26.75] 0.5719169 0.4553047 0.6743973
nitrate + silicate Indo-Pacific (26.75,27] 0.2361575 0.0916127 0.3631569
nitrate + silicate Indo-Pacific (27,27.25] 0.0650732 -0.1539277 0.2455161
nitrate + silicate Indo-Pacific (27.25,27.5] -0.1638438 -0.4270429 0.0541026
nitrate + silicate Indo-Pacific (27.5,27.75] -0.2219999 -0.3504358 -0.0992601
nitrate + silicate Indo-Pacific (27.75,27.85] -0.1510857 -0.2589547 0.0091925
nitrate + silicate Indo-Pacific (27.85,27.95] 0.0144863 -0.0669042 0.1746314
nitrate + silicate Indo-Pacific (27.95,28.05] 0.7202774 0.5678725 0.8074323
nitrate + silicate Indo-Pacific (28.05,28.1] 0.8877752 0.8283769 0.9410893
nitrate + silicate Indo-Pacific (28.1,28.2] 0.8501502 0.8305623 0.8755433
nitrate + silicate Indo-Pacific (28.2,28.3] 0.9339288 0.9092661 0.9643819
nitrate + silicate Indo-Pacific (28.3, Inf] -0.0343147 -0.9875212 0.9188919
nitrate + silicate SO (-Inf,26] 0.8735674 0.6686591 0.9999714
nitrate + silicate SO (26,26.5] 0.8099290 0.7854478 0.8399922
nitrate + silicate SO (26.5,26.75] 0.7793600 0.7676183 0.7900120
nitrate + silicate SO (26.75,27] 0.7596269 0.7175961 0.7918995
nitrate + silicate SO (27,27.25] 0.7507536 0.7156825 0.7870319
nitrate + silicate SO (27.25,27.5] 0.7307029 0.7090616 0.7611350
nitrate + silicate SO (27.5,27.75] -0.0399187 -0.1115858 0.0491359
nitrate + silicate SO (27.75,27.85] -0.1656543 -0.2737765 -0.0795000
nitrate + silicate SO (27.85,27.95] 0.2210927 0.1314097 0.3683242
nitrate + silicate SO (27.95,28.05] 0.5098716 0.4601343 0.5691739
nitrate + silicate SO (28.05,28.1] 0.6488435 0.5820049 0.6873572
nitrate + silicate SO (28.1,28.15] -0.8343999 -0.8511002 -0.8012553
nitrate + silicate SO (28.1,28.2] 0.6890407 0.6065062 0.8065092
nitrate + silicate SO (28.15,28.2] -0.3887847 -0.5732732 -0.1829623
nitrate + silicate SO (28.2, Inf] 0.9148049 0.8745083 0.9374351
nitrate + silicate SO (28.2,28.3] 0.8640597 0.8552058 0.8791731
nitrate + silicate SO (28.3, Inf] 0.6331651 0.5822056 0.6988506
phosphate + phosphate_star Atlantic (-Inf,26] 0.8600607 0.8464633 0.8794795
phosphate + phosphate_star Atlantic (26,26.5] 0.7916055 0.7731993 0.8265943
phosphate + phosphate_star Atlantic (26.5,26.75] 0.8219470 0.7508517 0.9041466
phosphate + phosphate_star Atlantic (26.75,27] 0.9122386 0.9000791 0.9220600
phosphate + phosphate_star Atlantic (27,27.25] 0.8746440 0.8305360 0.9194977
phosphate + phosphate_star Atlantic (27.25,27.5] 0.7549076 0.7047606 0.8312013
phosphate + phosphate_star Atlantic (27.5,27.75] 0.7637162 0.7193410 0.8173497
phosphate + phosphate_star Atlantic (27.75,27.85] 0.7628651 0.7452218 0.7753982
phosphate + phosphate_star Atlantic (27.85,27.95] 0.6686887 0.6173108 0.7383877
phosphate + phosphate_star Atlantic (27.95,28.05] 0.8059800 0.7349175 0.9174178
phosphate + phosphate_star Atlantic (28.05,28.1] 0.9837701 0.9806314 0.9863789
phosphate + phosphate_star Atlantic (28.1,28.15] 0.9825245 0.9805958 0.9835565
phosphate + phosphate_star Atlantic (28.15,28.2] 0.9949510 0.9935897 0.9958326
phosphate + phosphate_star Atlantic (28.2, Inf] 0.9865706 0.9817645 0.9891462
phosphate + phosphate_star Indo-Pacific (-Inf,26] 0.8774586 0.8485071 0.9035383
phosphate + phosphate_star Indo-Pacific (26,26.5] 0.8420653 0.7553109 0.9021444
phosphate + phosphate_star Indo-Pacific (26.5,26.75] 0.7788785 0.7554134 0.8054019
phosphate + phosphate_star Indo-Pacific (26.75,27] 0.8282436 0.8266116 0.8308003
phosphate + phosphate_star Indo-Pacific (27,27.25] 0.9174317 0.9034429 0.9271636
phosphate + phosphate_star Indo-Pacific (27.25,27.5] 0.9646181 0.9603540 0.9694991
phosphate + phosphate_star Indo-Pacific (27.5,27.75] 0.9474248 0.9405555 0.9587677
phosphate + phosphate_star Indo-Pacific (27.75,27.85] 0.9492662 0.9404922 0.9639897
phosphate + phosphate_star Indo-Pacific (27.85,27.95] 0.9495426 0.9374016 0.9584287
phosphate + phosphate_star Indo-Pacific (27.95,28.05] 0.8709442 0.8424806 0.8959957
phosphate + phosphate_star Indo-Pacific (28.05,28.1] 0.7251815 0.6401926 0.7905211
phosphate + phosphate_star Indo-Pacific (28.1,28.2] 0.6189080 0.6040588 0.6427775
phosphate + phosphate_star Indo-Pacific (28.2,28.3] 0.6373213 0.5378505 0.7411926
phosphate + phosphate_star Indo-Pacific (28.3, Inf] 0.9976494 0.9962280 0.9990708
phosphate + phosphate_star SO (-Inf,26] 0.7978809 0.5238964 0.9994390
phosphate + phosphate_star SO (26,26.5] 0.8494005 0.7386748 0.9500921
phosphate + phosphate_star SO (26.5,26.75] 0.6448652 0.6203011 0.6756649
phosphate + phosphate_star SO (26.75,27] 0.5117138 0.4621678 0.5806588
phosphate + phosphate_star SO (27,27.25] -0.0123452 -0.0776477 0.1147124
phosphate + phosphate_star SO (27.25,27.5] -0.2155680 -0.3634346 -0.1343273
phosphate + phosphate_star SO (27.5,27.75] -0.2147489 -0.4172153 -0.0109365
phosphate + phosphate_star SO (27.75,27.85] 0.0360312 -0.0345103 0.1077882
phosphate + phosphate_star SO (27.85,27.95] 0.2052390 0.1387173 0.3118179
phosphate + phosphate_star SO (27.95,28.05] 0.6024392 0.5577369 0.6863924
phosphate + phosphate_star SO (28.05,28.1] 0.4068986 0.3733755 0.4442337
phosphate + phosphate_star SO (28.1,28.15] 0.9113811 0.8796349 0.9615370
phosphate + phosphate_star SO (28.1,28.2] 0.3862303 0.3265765 0.4702780
phosphate + phosphate_star SO (28.15,28.2] 0.5858943 0.3636622 0.8418259
phosphate + phosphate_star SO (28.2, Inf] 0.9834398 0.9769581 0.9870082
phosphate + phosphate_star SO (28.2,28.3] 0.6752511 0.5908935 0.7389523
phosphate + phosphate_star SO (28.3, Inf] 0.7445180 0.5303340 0.8569972
sal + aou Atlantic (-Inf,26] -0.1268595 -0.3027986 -0.0225956
sal + aou Atlantic (26,26.5] -0.0789524 -0.2047000 -0.0035697
sal + aou Atlantic (26.5,26.75] -0.4362924 -0.6554972 -0.2496470
sal + aou Atlantic (26.75,27] -0.7684376 -0.7983941 -0.7380873
sal + aou Atlantic (27,27.25] -0.7004433 -0.7906627 -0.5958274
sal + aou Atlantic (27.25,27.5] -0.4784648 -0.6106926 -0.3418260
sal + aou Atlantic (27.5,27.75] -0.4892820 -0.5827908 -0.3627233
sal + aou Atlantic (27.75,27.85] -0.4317521 -0.4978290 -0.3091457
sal + aou Atlantic (27.85,27.95] -0.2922802 -0.3906318 -0.2220237
sal + aou Atlantic (27.95,28.05] -0.4218419 -0.4500556 -0.3807636
sal + aou Atlantic (28.05,28.1] -0.8509088 -0.8957695 -0.7862279
sal + aou Atlantic (28.1,28.15] -0.8451714 -0.8629974 -0.8177331
sal + aou Atlantic (28.15,28.2] -0.9543414 -0.9628790 -0.9388016
sal + aou Atlantic (28.2, Inf] -0.8262723 -0.8741150 -0.7678140
sal + aou Indo-Pacific (-Inf,26] -0.2482773 -0.3051292 -0.1457843
sal + aou Indo-Pacific (26,26.5] -0.2601101 -0.4808559 -0.0254063
sal + aou Indo-Pacific (26.5,26.75] -0.0972437 -0.2484927 -0.0192390
sal + aou Indo-Pacific (26.75,27] -0.0433803 -0.1422685 0.0075605
sal + aou Indo-Pacific (27,27.25] 0.0495325 -0.1376954 0.1701292
sal + aou Indo-Pacific (27.25,27.5] 0.0032110 -0.1755465 0.1051476
sal + aou Indo-Pacific (27.5,27.75] 0.0598160 -0.1017331 0.2071296
sal + aou Indo-Pacific (27.75,27.85] -0.0662375 -0.1891402 0.1600148
sal + aou Indo-Pacific (27.85,27.95] -0.2827057 -0.4311983 -0.1097132
sal + aou Indo-Pacific (27.95,28.05] -0.3896996 -0.5433528 -0.2059830
sal + aou Indo-Pacific (28.05,28.1] -0.3025741 -0.4632455 -0.1066699
sal + aou Indo-Pacific (28.1,28.2] 0.0740744 0.0388027 0.1060867
sal + aou Indo-Pacific (28.2,28.3] 0.7846382 0.7180487 0.8589387
sal + aou Indo-Pacific (28.3, Inf] -0.1552532 -0.3505869 0.0400806
sal + aou SO (-Inf,26] -0.0194522 -0.9119466 0.5664973
sal + aou SO (26,26.5] -0.0547227 -0.2236571 0.0418864
sal + aou SO (26.5,26.75] -0.0772850 -0.1231926 -0.0527349
sal + aou SO (26.75,27] 0.1417050 0.0668391 0.1950685
sal + aou SO (27,27.25] 0.6678629 0.6228548 0.7012154
sal + aou SO (27.25,27.5] 0.8031161 0.7735926 0.8348028
sal + aou SO (27.5,27.75] 0.7621629 0.6787055 0.8329107
sal + aou SO (27.75,27.85] 0.5808113 0.5187360 0.6244376
sal + aou SO (27.85,27.95] 0.3236136 0.2053347 0.3829580
sal + aou SO (27.95,28.05] -0.1806624 -0.3209086 -0.1102547
sal + aou SO (28.05,28.1] -0.0387522 -0.0919658 -0.0106401
sal + aou SO (28.1,28.15] -0.3751956 -0.7535160 -0.1527051
sal + aou SO (28.1,28.2] -0.0658881 -0.2167313 0.0516392
sal + aou SO (28.15,28.2] -0.0709840 -0.7734600 0.3726376
sal + aou SO (28.2, Inf] -0.1934779 -0.2683490 -0.1353959
sal + aou SO (28.2,28.3] 0.3879694 0.1226763 0.5584193
sal + aou SO (28.3, Inf] 0.8313555 0.8078949 0.8517377
sal + nitrate Atlantic (-Inf,26] -0.3942853 -0.5157328 -0.2612555
sal + nitrate Atlantic (26,26.5] -0.2978596 -0.3704602 -0.2608952
sal + nitrate Atlantic (26.5,26.75] -0.5797146 -0.7458386 -0.4744158
sal + nitrate Atlantic (26.75,27] -0.8376927 -0.8646299 -0.8064629
sal + nitrate Atlantic (27,27.25] -0.8095566 -0.8702137 -0.7601388
sal + nitrate Atlantic (27.25,27.5] -0.7159367 -0.8090094 -0.6647859
sal + nitrate Atlantic (27.5,27.75] -0.6963976 -0.7911491 -0.6341684
sal + nitrate Atlantic (27.75,27.85] -0.7219113 -0.7735955 -0.6657950
sal + nitrate Atlantic (27.85,27.95] -0.4709278 -0.5141646 -0.3912346
sal + nitrate Atlantic (27.95,28.05] -0.7052469 -0.7827455 -0.6173237
sal + nitrate Atlantic (28.05,28.1] -0.9101588 -0.9365354 -0.8633036
sal + nitrate Atlantic (28.1,28.15] -0.8934938 -0.9088228 -0.8817765
sal + nitrate Atlantic (28.15,28.2] -0.9854527 -0.9905164 -0.9810614
sal + nitrate Atlantic (28.2, Inf] -0.9582799 -0.9833343 -0.9356252
sal + nitrate Indo-Pacific (-Inf,26] -0.4927420 -0.5858665 -0.4070839
sal + nitrate Indo-Pacific (26,26.5] -0.5493476 -0.7754229 -0.3091545
sal + nitrate Indo-Pacific (26.5,26.75] -0.5148280 -0.7143231 -0.3513268
sal + nitrate Indo-Pacific (26.75,27] -0.5670960 -0.6935018 -0.4028925
sal + nitrate Indo-Pacific (27,27.25] -0.6222493 -0.7279095 -0.4555132
sal + nitrate Indo-Pacific (27.25,27.5] -0.5223668 -0.6814589 -0.2523731
sal + nitrate Indo-Pacific (27.5,27.75] -0.4524855 -0.6015274 -0.2314370
sal + nitrate Indo-Pacific (27.75,27.85] -0.4605393 -0.6251056 -0.2206386
sal + nitrate Indo-Pacific (27.85,27.95] -0.5207863 -0.6329283 -0.3581259
sal + nitrate Indo-Pacific (27.95,28.05] -0.7793137 -0.8009249 -0.7409899
sal + nitrate Indo-Pacific (28.05,28.1] -0.4494662 -0.5323286 -0.3149469
sal + nitrate Indo-Pacific (28.1,28.2] -0.0410145 -0.0496289 -0.0352651
sal + nitrate Indo-Pacific (28.2,28.3] 0.7247635 0.6377025 0.8104646
sal + nitrate Indo-Pacific (28.3, Inf] 0.1962992 -0.2116231 0.6042216
sal + nitrate SO (-Inf,26] -0.2238583 -0.9976283 0.5522304
sal + nitrate SO (26,26.5] -0.5387702 -0.7471202 -0.3247638
sal + nitrate SO (26.5,26.75] -0.5896011 -0.6537203 -0.5300275
sal + nitrate SO (26.75,27] -0.4925506 -0.5250769 -0.4318341
sal + nitrate SO (27,27.25] 0.1328136 0.0671672 0.2180926
sal + nitrate SO (27.25,27.5] 0.2382874 0.1799901 0.2911863
sal + nitrate SO (27.5,27.75] -0.0397221 -0.2223020 0.1934105
sal + nitrate SO (27.75,27.85] -0.4608431 -0.5722016 -0.4050305
sal + nitrate SO (27.85,27.95] -0.7882551 -0.8104533 -0.7684137
sal + nitrate SO (27.95,28.05] -0.8145863 -0.8546245 -0.7932241
sal + nitrate SO (28.05,28.1] -0.4535153 -0.4886856 -0.4036604
sal + nitrate SO (28.1,28.15] -0.9622252 -0.9839200 -0.9485792
sal + nitrate SO (28.1,28.2] -0.2242333 -0.3143009 -0.0754053
sal + nitrate SO (28.15,28.2] -0.6656839 -0.8053159 -0.5245565
sal + nitrate SO (28.2, Inf] -0.0092641 -0.0564409 0.0748912
sal + nitrate SO (28.2,28.3] 0.4590757 0.2930554 0.5495037
sal + nitrate SO (28.3, Inf] 0.4340451 0.2602739 0.6983159
sal + phosphate Atlantic (-Inf,26] -0.4212124 -0.5293307 -0.2685116
sal + phosphate Atlantic (26,26.5] -0.2988346 -0.3675341 -0.2550831
sal + phosphate Atlantic (26.5,26.75] -0.5689195 -0.7351796 -0.4502944
sal + phosphate Atlantic (26.75,27] -0.8381933 -0.8601921 -0.8150513
sal + phosphate Atlantic (27,27.25] -0.8152741 -0.8715892 -0.7587462
sal + phosphate Atlantic (27.25,27.5] -0.7196757 -0.7916415 -0.6789163
sal + phosphate Atlantic (27.5,27.75] -0.7030804 -0.7650308 -0.6608416
sal + phosphate Atlantic (27.75,27.85] -0.6543375 -0.6710029 -0.6325725
sal + phosphate Atlantic (27.85,27.95] -0.4494079 -0.4931857 -0.3734715
sal + phosphate Atlantic (27.95,28.05] -0.7026368 -0.7936759 -0.6096931
sal + phosphate Atlantic (28.05,28.1] -0.9182679 -0.9420590 -0.8755723
sal + phosphate Atlantic (28.1,28.15] -0.8977700 -0.9117192 -0.8863519
sal + phosphate Atlantic (28.15,28.2] -0.9853250 -0.9905345 -0.9807861
sal + phosphate Atlantic (28.2, Inf] -0.9524205 -0.9812343 -0.9261963
sal + phosphate Indo-Pacific (-Inf,26] -0.4559481 -0.5439700 -0.3622257
sal + phosphate Indo-Pacific (26,26.5] -0.5030920 -0.6706220 -0.3203693
sal + phosphate Indo-Pacific (26.5,26.75] -0.3901366 -0.5388812 -0.3071423
sal + phosphate Indo-Pacific (26.75,27] -0.3001249 -0.4036466 -0.2151643
sal + phosphate Indo-Pacific (27,27.25] -0.0889869 -0.2102102 0.0017559
sal + phosphate Indo-Pacific (27.25,27.5] 0.0047726 -0.0652123 0.1287726
sal + phosphate Indo-Pacific (27.5,27.75] 0.0260507 -0.0418653 0.1545202
sal + phosphate Indo-Pacific (27.75,27.85] -0.0995840 -0.2470200 0.1102856
sal + phosphate Indo-Pacific (27.85,27.95] -0.3129313 -0.4615751 -0.1540987
sal + phosphate Indo-Pacific (27.95,28.05] -0.4644737 -0.6087122 -0.2905116
sal + phosphate Indo-Pacific (28.05,28.1] -0.3956340 -0.5341211 -0.2205437
sal + phosphate Indo-Pacific (28.1,28.2] -0.0369112 -0.0599909 -0.0133524
sal + phosphate Indo-Pacific (28.2,28.3] 0.7238642 0.6311588 0.8114060
sal + phosphate Indo-Pacific (28.3, Inf] 0.1768270 -0.2114164 0.5650704
sal + phosphate SO (-Inf,26] -0.1457380 -0.9978240 0.6218539
sal + phosphate SO (26,26.5] -0.4918535 -0.6854584 -0.2256281
sal + phosphate SO (26.5,26.75] -0.5262448 -0.5770612 -0.4658399
sal + phosphate SO (26.75,27] -0.4142136 -0.4471731 -0.3505729
sal + phosphate SO (27,27.25] 0.2798797 0.2021546 0.3637927
sal + phosphate SO (27.25,27.5] 0.5211352 0.4404519 0.5946642
sal + phosphate SO (27.5,27.75] 0.5335135 0.4000321 0.6569784
sal + phosphate SO (27.75,27.85] 0.3574120 0.2867174 0.4142685
sal + phosphate SO (27.85,27.95] -0.0242246 -0.1394057 0.0471256
sal + phosphate SO (27.95,28.05] -0.5177662 -0.6195864 -0.4637718
sal + phosphate SO (28.05,28.1] -0.2635243 -0.2939554 -0.2157758
sal + phosphate SO (28.1,28.15] -0.9250646 -0.9628704 -0.8993492
sal + phosphate SO (28.1,28.2] -0.0909771 -0.2102223 0.0670342
sal + phosphate SO (28.15,28.2] -0.4807926 -0.7182310 -0.2308464
sal + phosphate SO (28.2, Inf] 0.0097581 -0.0368813 0.0932433
sal + phosphate SO (28.2,28.3] 0.4801927 0.2806444 0.5921636
sal + phosphate SO (28.3, Inf] 0.4666763 0.2885874 0.7426634
sal + phosphate_star Atlantic (-Inf,26] -0.7591952 -0.8106475 -0.6572586
sal + phosphate_star Atlantic (26,26.5] -0.7425767 -0.7578116 -0.7232135
sal + phosphate_star Atlantic (26.5,26.75] -0.8849774 -0.9225719 -0.8621293
sal + phosphate_star Atlantic (26.75,27] -0.9652420 -0.9702521 -0.9570173
sal + phosphate_star Atlantic (27,27.25] -0.9819849 -0.9847933 -0.9764561
sal + phosphate_star Atlantic (27.25,27.5] -0.9804603 -0.9820960 -0.9783390
sal + phosphate_star Atlantic (27.5,27.75] -0.9573830 -0.9758540 -0.9413132
sal + phosphate_star Atlantic (27.75,27.85] -0.9538631 -0.9731629 -0.9354990
sal + phosphate_star Atlantic (27.85,27.95] -0.8683151 -0.9100840 -0.8406078
sal + phosphate_star Atlantic (27.95,28.05] -0.8983591 -0.9224012 -0.8625441
sal + phosphate_star Atlantic (28.05,28.1] -0.9576166 -0.9710967 -0.9307194
sal + phosphate_star Atlantic (28.1,28.15] -0.9538339 -0.9628627 -0.9483502
sal + phosphate_star Atlantic (28.15,28.2] -0.9927215 -0.9956857 -0.9908618
sal + phosphate_star Atlantic (28.2, Inf] -0.9839628 -0.9952587 -0.9744637
sal + phosphate_star Indo-Pacific (-Inf,26] -0.6891317 -0.7335763 -0.6508950
sal + phosphate_star Indo-Pacific (26,26.5] -0.8276472 -0.8721122 -0.7890168
sal + phosphate_star Indo-Pacific (26.5,26.75] -0.7993520 -0.8671831 -0.7533651
sal + phosphate_star Indo-Pacific (26.75,27] -0.6783926 -0.7573011 -0.6166599
sal + phosphate_star Indo-Pacific (27,27.25] -0.3368032 -0.4240374 -0.2685381
sal + phosphate_star Indo-Pacific (27.25,27.5] -0.0851129 -0.1700661 0.0249342
sal + phosphate_star Indo-Pacific (27.5,27.75] -0.0938836 -0.2118382 0.0019773
sal + phosphate_star Indo-Pacific (27.75,27.85] -0.2465922 -0.4271534 -0.0778920
sal + phosphate_star Indo-Pacific (27.85,27.95] -0.4666421 -0.5787708 -0.3635512
sal + phosphate_star Indo-Pacific (27.95,28.05] -0.8022204 -0.8680811 -0.7162545
sal + phosphate_star Indo-Pacific (28.05,28.1] -0.8976974 -0.9224514 -0.8674084
sal + phosphate_star Indo-Pacific (28.1,28.2] -0.7369332 -0.7495410 -0.7158223
sal + phosphate_star Indo-Pacific (28.2,28.3] 0.0821281 -0.0378539 0.2291067
sal + phosphate_star Indo-Pacific (28.3, Inf] 0.1321037 -0.2348754 0.4990829
sal + phosphate_star SO (-Inf,26] -0.5356010 -0.9994724 0.2469488
sal + phosphate_star SO (26,26.5] -0.7405921 -0.8409703 -0.5999658
sal + phosphate_star SO (26.5,26.75] -0.8681866 -0.8925744 -0.8503636
sal + phosphate_star SO (26.75,27] -0.9432829 -0.9705906 -0.9195863
sal + phosphate_star SO (27,27.25] -0.9262715 -0.9602431 -0.9027100
sal + phosphate_star SO (27.25,27.5] -0.9064510 -0.9369573 -0.8756856
sal + phosphate_star SO (27.5,27.75] -0.8556325 -0.8932231 -0.8251312
sal + phosphate_star SO (27.75,27.85] -0.8820361 -0.8942233 -0.8725947
sal + phosphate_star SO (27.85,27.95] -0.9527062 -0.9620058 -0.9362725
sal + phosphate_star SO (27.95,28.05] -0.9780170 -0.9847207 -0.9721195
sal + phosphate_star SO (28.05,28.1] -0.9583848 -0.9623451 -0.9545944
sal + phosphate_star SO (28.1,28.15] -0.9865831 -0.9937904 -0.9826751
sal + phosphate_star SO (28.1,28.2] -0.7951970 -0.8548714 -0.6823096
sal + phosphate_star SO (28.15,28.2] -0.9337614 -0.9600930 -0.9065569
sal + phosphate_star SO (28.2, Inf] -0.1102820 -0.1648455 -0.0251666
sal + phosphate_star SO (28.2,28.3] -0.0607704 -0.1732589 0.0291919
sal + phosphate_star SO (28.3, Inf] -0.0565780 -0.1348907 0.0726620
sal + silicate Atlantic (-Inf,26] -0.3723428 -0.5247360 -0.2277960
sal + silicate Atlantic (26,26.5] -0.3420938 -0.4397768 -0.2699299
sal + silicate Atlantic (26.5,26.75] -0.7120352 -0.8095323 -0.6329914
sal + silicate Atlantic (26.75,27] -0.9237601 -0.9303777 -0.9187182
sal + silicate Atlantic (27,27.25] -0.9234028 -0.9394287 -0.9024854
sal + silicate Atlantic (27.25,27.5] -0.8998774 -0.9190594 -0.8851594
sal + silicate Atlantic (27.5,27.75] -0.8344257 -0.8824662 -0.7786309
sal + silicate Atlantic (27.75,27.85] -0.6941085 -0.7521741 -0.6207160
sal + silicate Atlantic (27.85,27.95] -0.4176607 -0.5508175 -0.3189565
sal + silicate Atlantic (27.95,28.05] -0.5731879 -0.6976671 -0.4886058
sal + silicate Atlantic (28.05,28.1] -0.7457261 -0.8117485 -0.6410523
sal + silicate Atlantic (28.1,28.15] -0.6685989 -0.6747485 -0.6565368
sal + silicate Atlantic (28.15,28.2] -0.9148140 -0.9383730 -0.8819029
sal + silicate Atlantic (28.2, Inf] -0.8918083 -0.9334811 -0.8663521
sal + silicate Indo-Pacific (-Inf,26] -0.5526934 -0.6652954 -0.4557353
sal + silicate Indo-Pacific (26,26.5] -0.5902664 -0.7745951 -0.3647136
sal + silicate Indo-Pacific (26.5,26.75] -0.5645103 -0.7338928 -0.4352197
sal + silicate Indo-Pacific (26.75,27] -0.5471536 -0.6827781 -0.4127863
sal + silicate Indo-Pacific (27,27.25] -0.5029997 -0.6866546 -0.3180146
sal + silicate Indo-Pacific (27.25,27.5] -0.3886959 -0.5840926 -0.2060327
sal + silicate Indo-Pacific (27.5,27.75] -0.2791928 -0.4144514 -0.2029661
sal + silicate Indo-Pacific (27.75,27.85] -0.3428453 -0.5093709 -0.2006216
sal + silicate Indo-Pacific (27.85,27.95] -0.4508996 -0.5452896 -0.3249772
sal + silicate Indo-Pacific (27.95,28.05] -0.4515713 -0.5668874 -0.2480479
sal + silicate Indo-Pacific (28.05,28.1] -0.1490320 -0.3016419 0.1370620
sal + silicate Indo-Pacific (28.1,28.2] 0.1446454 0.0438149 0.2379830
sal + silicate Indo-Pacific (28.2,28.3] 0.6695918 0.5809923 0.7280481
sal + silicate Indo-Pacific (28.3, Inf] 0.5572446 0.3471920 0.7672973
sal + silicate SO (-Inf,26] 0.1148897 -0.9981206 0.7723243
sal + silicate SO (26,26.5] -0.1537216 -0.3366135 0.1496483
sal + silicate SO (26.5,26.75] -0.3735918 -0.5533716 -0.1603459
sal + silicate SO (26.75,27] -0.4564747 -0.6037401 -0.3192161
sal + silicate SO (27,27.25] 0.1052563 -0.0240629 0.2457456
sal + silicate SO (27.25,27.5] 0.4104975 0.3460196 0.4824647
sal + silicate SO (27.5,27.75] 0.6313828 0.5649745 0.6956966
sal + silicate SO (27.75,27.85] 0.4867527 0.4411084 0.5203766
sal + silicate SO (27.85,27.95] 0.2304434 0.1253525 0.3064967
sal + silicate SO (27.95,28.05] 0.0080762 -0.0948486 0.0702239
sal + silicate SO (28.05,28.1] 0.3292474 0.3137471 0.3477263
sal + silicate SO (28.1,28.15] 0.9243431 0.9168244 0.9353956
sal + silicate SO (28.1,28.2] 0.4435852 0.4020658 0.4794269
sal + silicate SO (28.15,28.2] 0.8994010 0.8642386 0.9425214
sal + silicate SO (28.2, Inf] 0.1611056 0.1271221 0.1988310
sal + silicate SO (28.2,28.3] 0.4953807 0.3498746 0.5881394
sal + silicate SO (28.3, Inf] 0.5112386 0.3923207 0.6132150
sal + temp Atlantic (-Inf,26] 0.8704177 0.8441361 0.8858128
sal + temp Atlantic (26,26.5] 0.9429324 0.9343440 0.9556643
sal + temp Atlantic (26.5,26.75] 0.9708953 0.9616204 0.9772267
sal + temp Atlantic (26.75,27] 0.9760654 0.9728516 0.9797559
sal + temp Atlantic (27,27.25] 0.9777654 0.9745520 0.9823705
sal + temp Atlantic (27.25,27.5] 0.9760211 0.9693667 0.9798995
sal + temp Atlantic (27.5,27.75] 0.9608316 0.9496066 0.9703926
sal + temp Atlantic (27.75,27.85] 0.9838853 0.9800294 0.9880952
sal + temp Atlantic (27.85,27.95] 0.9225184 0.9178899 0.9261393
sal + temp Atlantic (27.95,28.05] 0.8810831 0.8638982 0.8940252
sal + temp Atlantic (28.05,28.1] 0.9752890 0.9692170 0.9806919
sal + temp Atlantic (28.1,28.15] 0.9721998 0.9702114 0.9741773
sal + temp Atlantic (28.15,28.2] 0.9868675 0.9792781 0.9917357
sal + temp Atlantic (28.2, Inf] 0.5948985 0.4443665 0.8785147
sal + temp Indo-Pacific (-Inf,26] 0.6878248 0.5954574 0.7700743
sal + temp Indo-Pacific (26,26.5] 0.9648197 0.9598516 0.9685196
sal + temp Indo-Pacific (26.5,26.75] 0.9853331 0.9821482 0.9872153
sal + temp Indo-Pacific (26.75,27] 0.9831155 0.9806945 0.9869653
sal + temp Indo-Pacific (27,27.25] 0.9765549 0.9705698 0.9797222
sal + temp Indo-Pacific (27.25,27.5] 0.9516246 0.9424320 0.9575465
sal + temp Indo-Pacific (27.5,27.75] 0.8876392 0.8745043 0.9091375
sal + temp Indo-Pacific (27.75,27.85] 0.9625560 0.9560420 0.9692654
sal + temp Indo-Pacific (27.85,27.95] 0.9387684 0.9301359 0.9468722
sal + temp Indo-Pacific (27.95,28.05] 0.9450729 0.9304094 0.9551135
sal + temp Indo-Pacific (28.05,28.1] 0.9815176 0.9783829 0.9834190
sal + temp Indo-Pacific (28.1,28.2] 0.9494785 0.9381761 0.9591025
sal + temp Indo-Pacific (28.2,28.3] 0.8089462 0.7881579 0.8316539
sal + temp Indo-Pacific (28.3, Inf] 0.1730877 0.0996964 0.2464790
sal + temp SO (-Inf,26] 0.9241585 0.8403510 0.9991726
sal + temp SO (26,26.5] 0.9239088 0.9106448 0.9399612
sal + temp SO (26.5,26.75] 0.9582929 0.9422683 0.9671376
sal + temp SO (26.75,27] 0.9690418 0.9657779 0.9722292
sal + temp SO (27,27.25] 0.9227952 0.9068283 0.9428843
sal + temp SO (27.25,27.5] 0.9099186 0.8766079 0.9324095
sal + temp SO (27.5,27.75] 0.8694341 0.8472339 0.9001216
sal + temp SO (27.75,27.85] 0.9534813 0.9508099 0.9570152
sal + temp SO (27.85,27.95] 0.9617148 0.9530128 0.9698115
sal + temp SO (27.95,28.05] 0.9821608 0.9791470 0.9836707
sal + temp SO (28.05,28.1] 0.9895110 0.9871435 0.9915162
sal + temp SO (28.1,28.15] 0.9967280 0.9960739 0.9976699
sal + temp SO (28.1,28.2] 0.9783043 0.9651662 0.9913562
sal + temp SO (28.15,28.2] 0.9950997 0.9938040 0.9967843
sal + temp SO (28.2, Inf] 0.7326729 0.6382659 0.8231572
sal + temp SO (28.2,28.3] 0.4791412 0.2643881 0.7641961
sal + temp SO (28.3, Inf] 0.6043805 0.4507861 0.7440602
silicate + phosphate Atlantic (-Inf,26] 0.9220042 0.8788828 0.9489565
silicate + phosphate Atlantic (26,26.5] 0.9537754 0.9443563 0.9633668
silicate + phosphate Atlantic (26.5,26.75] 0.9359688 0.9019725 0.9615825
silicate + phosphate Atlantic (26.75,27] 0.9589504 0.9453439 0.9669813
silicate + phosphate Atlantic (27,27.25] 0.9496978 0.9362568 0.9715429
silicate + phosphate Atlantic (27.25,27.5] 0.8964735 0.8697762 0.9264895
silicate + phosphate Atlantic (27.5,27.75] 0.9070555 0.8852186 0.9228395
silicate + phosphate Atlantic (27.75,27.85] 0.9209372 0.9054294 0.9377278
silicate + phosphate Atlantic (27.85,27.95] 0.9082030 0.8922606 0.9311202
silicate + phosphate Atlantic (27.95,28.05] 0.7731798 0.7581074 0.7857462
silicate + phosphate Atlantic (28.05,28.1] 0.9163635 0.8979039 0.9302570
silicate + phosphate Atlantic (28.1,28.15] 0.8767675 0.8520405 0.9073115
silicate + phosphate Atlantic (28.15,28.2] 0.9153308 0.8861003 0.9406154
silicate + phosphate Atlantic (28.2, Inf] 0.9211491 0.9151376 0.9320855
silicate + phosphate Indo-Pacific (-Inf,26] 0.9348118 0.9210320 0.9479459
silicate + phosphate Indo-Pacific (26,26.5] 0.9218386 0.8840757 0.9456300
silicate + phosphate Indo-Pacific (26.5,26.75] 0.8936836 0.8791585 0.9094125
silicate + phosphate Indo-Pacific (26.75,27] 0.8446889 0.8346218 0.8600955
silicate + phosphate Indo-Pacific (27,27.25] 0.7430896 0.7172252 0.7601339
silicate + phosphate Indo-Pacific (27.25,27.5] 0.7522961 0.7089131 0.8051263
silicate + phosphate Indo-Pacific (27.5,27.75] 0.8063181 0.7586890 0.8383908
silicate + phosphate Indo-Pacific (27.75,27.85] 0.8456174 0.8142761 0.8711583
silicate + phosphate Indo-Pacific (27.85,27.95] 0.8581145 0.8280823 0.8822998
silicate + phosphate Indo-Pacific (27.95,28.05] 0.8445110 0.8173226 0.8853757
silicate + phosphate Indo-Pacific (28.05,28.1] 0.8607353 0.8059140 0.9251205
silicate + phosphate Indo-Pacific (28.1,28.2] 0.8073680 0.7864945 0.8396842
silicate + phosphate Indo-Pacific (28.2,28.3] 0.9360924 0.9167006 0.9613764
silicate + phosphate Indo-Pacific (28.3, Inf] -0.0418076 -0.9873630 0.9037479
silicate + phosphate SO (-Inf,26] 0.9194804 0.7833785 0.9999891
silicate + phosphate SO (26,26.5] 0.8769237 0.8298538 0.9150101
silicate + phosphate SO (26.5,26.75] 0.8421471 0.8002678 0.9034575
silicate + phosphate SO (26.75,27] 0.8329759 0.8078858 0.8764872
silicate + phosphate SO (27,27.25] 0.8423930 0.7948761 0.8791315
silicate + phosphate SO (27.25,27.5] 0.9072170 0.8994725 0.9184625
silicate + phosphate SO (27.5,27.75] 0.9154412 0.9027163 0.9389604
silicate + phosphate SO (27.75,27.85] 0.9367819 0.9305629 0.9402227
silicate + phosphate SO (27.85,27.95] 0.8894555 0.8829204 0.8967471
silicate + phosphate SO (27.95,28.05] 0.7631475 0.7527948 0.7692688
silicate + phosphate SO (28.05,28.1] 0.7676703 0.7213950 0.7971178
silicate + phosphate SO (28.1,28.15] -0.8049032 -0.8320263 -0.7545100
silicate + phosphate SO (28.1,28.2] 0.7224482 0.6368931 0.8263302
silicate + phosphate SO (28.15,28.2] -0.2485686 -0.4769103 0.0362041
silicate + phosphate SO (28.2, Inf] 0.9183034 0.8838832 0.9376194
silicate + phosphate SO (28.2,28.3] 0.8711728 0.8589288 0.8801927
silicate + phosphate SO (28.3, Inf] 0.6348818 0.5817681 0.7016964
silicate + phosphate_star Atlantic (-Inf,26] 0.7723066 0.7157353 0.8549117
silicate + phosphate_star Atlantic (26,26.5] 0.8185243 0.7994238 0.8506469
silicate + phosphate_star Atlantic (26.5,26.75] 0.9316121 0.9098211 0.9578256
silicate + phosphate_star Atlantic (26.75,27] 0.9759499 0.9753378 0.9763998
silicate + phosphate_star Atlantic (27,27.25] 0.9580857 0.9462284 0.9699285
silicate + phosphate_star Atlantic (27.25,27.5] 0.9235446 0.9104359 0.9426072
silicate + phosphate_star Atlantic (27.5,27.75] 0.8643303 0.8056585 0.9038243
silicate + phosphate_star Atlantic (27.75,27.85] 0.7609005 0.6551304 0.8319038
silicate + phosphate_star Atlantic (27.85,27.95] 0.6732193 0.5913026 0.8181297
silicate + phosphate_star Atlantic (27.95,28.05] 0.7781621 0.7236990 0.8382302
silicate + phosphate_star Atlantic (28.05,28.1] 0.8745742 0.8430170 0.8983789
silicate + phosphate_star Atlantic (28.1,28.15] 0.8205626 0.7958957 0.8508031
silicate + phosphate_star Atlantic (28.15,28.2] 0.9159166 0.8802023 0.9380525
silicate + phosphate_star Atlantic (28.2, Inf] 0.9283022 0.9196560 0.9362064
silicate + phosphate_star Indo-Pacific (-Inf,26] 0.8848094 0.8394302 0.9095903
silicate + phosphate_star Indo-Pacific (26,26.5] 0.8707232 0.7616517 0.9462458
silicate + phosphate_star Indo-Pacific (26.5,26.75] 0.8424973 0.7809193 0.9017271
silicate + phosphate_star Indo-Pacific (26.75,27] 0.8307278 0.7671869 0.8842021
silicate + phosphate_star Indo-Pacific (27,27.25] 0.7379609 0.6931732 0.8027960
silicate + phosphate_star Indo-Pacific (27.25,27.5] 0.6950115 0.6550114 0.7344557
silicate + phosphate_star Indo-Pacific (27.5,27.75] 0.7247433 0.6926567 0.7485495
silicate + phosphate_star Indo-Pacific (27.75,27.85] 0.7675855 0.7473537 0.7985697
silicate + phosphate_star Indo-Pacific (27.85,27.95] 0.7944993 0.7633746 0.8154180
silicate + phosphate_star Indo-Pacific (27.95,28.05] 0.7492078 0.6858491 0.8258047
silicate + phosphate_star Indo-Pacific (28.05,28.1] 0.4887973 0.2879118 0.6161446
silicate + phosphate_star Indo-Pacific (28.1,28.2] 0.4653305 0.4307188 0.5257159
silicate + phosphate_star Indo-Pacific (28.2,28.3] 0.6130131 0.5085694 0.7284368
silicate + phosphate_star Indo-Pacific (28.3, Inf] -0.0554464 -0.9893998 0.8785069
silicate + phosphate_star SO (-Inf,26] 0.5586995 -0.1050689 0.9995843
silicate + phosphate_star SO (26,26.5] 0.6849646 0.5542086 0.8108176
silicate + phosphate_star SO (26.5,26.75] 0.6252546 0.4913626 0.7476708
silicate + phosphate_star SO (26.75,27] 0.6307520 0.5471306 0.6982636
silicate + phosphate_star SO (27,27.25] 0.2033677 0.0955135 0.2600276
silicate + phosphate_star SO (27.25,27.5] -0.0532338 -0.1158201 0.0066151
silicate + phosphate_star SO (27.5,27.75] -0.2313071 -0.3825526 -0.1029472
silicate + phosphate_star SO (27.75,27.85] -0.0673194 -0.0916292 -0.0398722
silicate + phosphate_star SO (27.85,27.95] -0.0015068 -0.0868657 0.0807344
silicate + phosphate_star SO (27.95,28.05] 0.1432314 0.0906686 0.2203997
silicate + phosphate_star SO (28.05,28.1] -0.1224021 -0.1353141 -0.1130345
silicate + phosphate_star SO (28.1,28.15] -0.8753398 -0.8830039 -0.8626002
silicate + phosphate_star SO (28.1,28.2] 0.0327760 -0.0873072 0.2201106
silicate + phosphate_star SO (28.15,28.2] -0.7083768 -0.8206663 -0.6061383
silicate + phosphate_star SO (28.2, Inf] 0.8575835 0.7821066 0.8999499
silicate + phosphate_star SO (28.2,28.3] 0.6057037 0.5508047 0.6730095
silicate + phosphate_star SO (28.3, Inf] 0.5192399 0.4195094 0.5747670
temp + aou Atlantic (-Inf,26] -0.3351128 -0.3915839 -0.2725824
temp + aou Atlantic (26,26.5] -0.2215558 -0.3173649 -0.1429605
temp + aou Atlantic (26.5,26.75] -0.4551340 -0.6494369 -0.2782277
temp + aou Atlantic (26.75,27] -0.7520015 -0.7749269 -0.7230409
temp + aou Atlantic (27,27.25] -0.6755402 -0.7623852 -0.5851636
temp + aou Atlantic (27.25,27.5] -0.4213480 -0.5627501 -0.2923886
temp + aou Atlantic (27.5,27.75] -0.4201085 -0.5404107 -0.2771818
temp + aou Atlantic (27.75,27.85] -0.4074039 -0.4759198 -0.3006366
temp + aou Atlantic (27.85,27.95] -0.1054209 -0.2180895 -0.0095410
temp + aou Atlantic (27.95,28.05] -0.3241645 -0.3557308 -0.2727706
temp + aou Atlantic (28.05,28.1] -0.8169806 -0.8645502 -0.7449497
temp + aou Atlantic (28.1,28.15] -0.7420837 -0.7640842 -0.7097105
temp + aou Atlantic (28.15,28.2] -0.9404695 -0.9591370 -0.9257041
temp + aou Atlantic (28.2, Inf] -0.5645434 -0.8287110 -0.3842264
temp + aou Indo-Pacific (-Inf,26] -0.4428744 -0.5309324 -0.3445793
temp + aou Indo-Pacific (26,26.5] -0.2548619 -0.4676331 -0.0120890
temp + aou Indo-Pacific (26.5,26.75] -0.0676862 -0.1952676 0.0033749
temp + aou Indo-Pacific (26.75,27] -0.0237849 -0.1093729 0.0288676
temp + aou Indo-Pacific (27,27.25] 0.0531095 -0.1227118 0.1807747
temp + aou Indo-Pacific (27.25,27.5] 0.0161340 -0.1528238 0.1130888
temp + aou Indo-Pacific (27.5,27.75] 0.0734754 -0.0947648 0.2378080
temp + aou Indo-Pacific (27.75,27.85] -0.0245109 -0.1528983 0.2002544
temp + aou Indo-Pacific (27.85,27.95] -0.2365064 -0.3794293 -0.0706554
temp + aou Indo-Pacific (27.95,28.05] -0.3419759 -0.4939375 -0.1467366
temp + aou Indo-Pacific (28.05,28.1] -0.2534423 -0.4055850 -0.0654259
temp + aou Indo-Pacific (28.1,28.2] 0.1453598 0.0802308 0.2105894
temp + aou Indo-Pacific (28.2,28.3] 0.6487055 0.6164420 0.7060769
temp + aou Indo-Pacific (28.3, Inf] -0.9581760 -0.9722020 -0.9441500
temp + aou SO (-Inf,26] -0.1374976 -0.9278796 0.4377727
temp + aou SO (26,26.5] -0.0965144 -0.3388773 0.0469088
temp + aou SO (26.5,26.75] -0.1266682 -0.2413408 -0.0662214
temp + aou SO (26.75,27] 0.0516947 -0.0170798 0.1006294
temp + aou SO (27,27.25] 0.4839577 0.4205942 0.5315079
temp + aou SO (27.25,27.5] 0.6133883 0.5497252 0.6641011
temp + aou SO (27.5,27.75] 0.7161197 0.6253764 0.7867040
temp + aou SO (27.75,27.85] 0.6196312 0.5448609 0.6731480
temp + aou SO (27.85,27.95] 0.4416586 0.3290120 0.5106482
temp + aou SO (27.95,28.05] -0.0836761 -0.2276743 -0.0063316
temp + aou SO (28.05,28.1] 0.0221384 -0.0307604 0.0513089
temp + aou SO (28.1,28.15] -0.3283708 -0.7144146 -0.0955792
temp + aou SO (28.1,28.2] -0.0484713 -0.1864510 0.0518526
temp + aou SO (28.15,28.2] -0.0262042 -0.7521479 0.4330437
temp + aou SO (28.2, Inf] -0.1085986 -0.1525092 -0.0670081
temp + aou SO (28.2,28.3] -0.0533950 -0.1722949 0.1317847
temp + aou SO (28.3, Inf] 0.6940302 0.5866482 0.7656338
temp + nitrate Atlantic (-Inf,26] -0.5792823 -0.6310277 -0.5355836
temp + nitrate Atlantic (26,26.5] -0.4477646 -0.4913544 -0.3998827
temp + nitrate Atlantic (26.5,26.75] -0.5963036 -0.7423724 -0.5014878
temp + nitrate Atlantic (26.75,27] -0.8203052 -0.8416438 -0.7892040
temp + nitrate Atlantic (27,27.25] -0.7940606 -0.8529646 -0.7582078
temp + nitrate Atlantic (27.25,27.5] -0.6672828 -0.7750291 -0.6002914
temp + nitrate Atlantic (27.5,27.75] -0.6292540 -0.7546595 -0.5538296
temp + nitrate Atlantic (27.75,27.85] -0.6977972 -0.7585233 -0.6548609
temp + nitrate Atlantic (27.85,27.95] -0.2893459 -0.3368733 -0.2157257
temp + nitrate Atlantic (27.95,28.05] -0.6007192 -0.6855749 -0.4987375
temp + nitrate Atlantic (28.05,28.1] -0.8678510 -0.9014849 -0.8028910
temp + nitrate Atlantic (28.1,28.15] -0.7931349 -0.8170517 -0.7692725
temp + nitrate Atlantic (28.15,28.2] -0.9597529 -0.9775520 -0.9454515
temp + nitrate Atlantic (28.2, Inf] -0.4899066 -0.8271925 -0.3136191
temp + nitrate Indo-Pacific (-Inf,26] -0.6918948 -0.7519001 -0.6033956
temp + nitrate Indo-Pacific (26,26.5] -0.5568292 -0.7807130 -0.3054504
temp + nitrate Indo-Pacific (26.5,26.75] -0.5101861 -0.6938019 -0.3597324
temp + nitrate Indo-Pacific (26.75,27] -0.5866011 -0.7001863 -0.4392657
temp + nitrate Indo-Pacific (27,27.25] -0.6403468 -0.7377410 -0.4921576
temp + nitrate Indo-Pacific (27.25,27.5] -0.5160031 -0.6651940 -0.2641431
temp + nitrate Indo-Pacific (27.5,27.75] -0.4206953 -0.5565276 -0.2038736
temp + nitrate Indo-Pacific (27.75,27.85] -0.4746111 -0.6332980 -0.2425046
temp + nitrate Indo-Pacific (27.85,27.95] -0.5391475 -0.6555286 -0.3828809
temp + nitrate Indo-Pacific (27.95,28.05] -0.7666996 -0.7967702 -0.7256025
temp + nitrate Indo-Pacific (28.05,28.1] -0.4090572 -0.4813277 -0.2837425
temp + nitrate Indo-Pacific (28.1,28.2] 0.0128000 -0.0173901 0.0573711
temp + nitrate Indo-Pacific (28.2,28.3] 0.6464594 0.5915228 0.6887646
temp + nitrate Indo-Pacific (28.3, Inf] 0.0288374 -0.5220388 0.5797135
temp + nitrate SO (-Inf,26] -0.3431364 -0.9996023 0.0341806
temp + nitrate SO (26,26.5] -0.6290589 -0.8744691 -0.3972088
temp + nitrate SO (26.5,26.75] -0.6595957 -0.7653778 -0.5740996
temp + nitrate SO (26.75,27] -0.5858020 -0.6197867 -0.5296507
temp + nitrate SO (27,27.25] -0.0876395 -0.1582597 -0.0134336
temp + nitrate SO (27.25,27.5] -0.0066639 -0.0670897 0.0630738
temp + nitrate SO (27.5,27.75] 0.0313362 -0.1582614 0.1984078
temp + nitrate SO (27.75,27.85] -0.2671726 -0.3849999 -0.1868135
temp + nitrate SO (27.85,27.95] -0.6550610 -0.6790180 -0.6134609
temp + nitrate SO (27.95,28.05] -0.7572365 -0.8011367 -0.7339258
temp + nitrate SO (28.05,28.1] -0.4054167 -0.4461293 -0.3529010
temp + nitrate SO (28.1,28.15] -0.9547019 -0.9783512 -0.9382402
temp + nitrate SO (28.1,28.2] -0.1898625 -0.2608078 -0.0509755
temp + nitrate SO (28.15,28.2] -0.6885821 -0.8255364 -0.5423638
temp + nitrate SO (28.2, Inf] -0.6031167 -0.6624234 -0.4853814
temp + nitrate SO (28.2,28.3] 0.1106591 -0.2380507 0.3887516
temp + nitrate SO (28.3, Inf] 0.3668582 0.1624852 0.7365503
temp + phosphate Atlantic (-Inf,26] -0.5876803 -0.6575930 -0.5205226
temp + phosphate Atlantic (26,26.5] -0.4393188 -0.4813454 -0.4068005
temp + phosphate Atlantic (26.5,26.75] -0.5863678 -0.7304054 -0.4769606
temp + phosphate Atlantic (26.75,27] -0.8260912 -0.8419966 -0.8045819
temp + phosphate Atlantic (27,27.25] -0.7934756 -0.8470355 -0.7475594
temp + phosphate Atlantic (27.25,27.5] -0.6743861 -0.7553670 -0.6273008
temp + phosphate Atlantic (27.5,27.75] -0.6429100 -0.7288041 -0.5852976
temp + phosphate Atlantic (27.75,27.85] -0.6294938 -0.6573951 -0.5840438
temp + phosphate Atlantic (27.85,27.95] -0.2724045 -0.3104055 -0.2038994
temp + phosphate Atlantic (27.95,28.05] -0.5731399 -0.6659102 -0.4673389
temp + phosphate Atlantic (28.05,28.1] -0.8711147 -0.9018345 -0.8099208
temp + phosphate Atlantic (28.1,28.15] -0.7962540 -0.8183183 -0.7728794
temp + phosphate Atlantic (28.15,28.2] -0.9590414 -0.9769428 -0.9444313
temp + phosphate Atlantic (28.2, Inf] -0.4736939 -0.8156889 -0.2934809
temp + phosphate Indo-Pacific (-Inf,26] -0.6271184 -0.6838870 -0.5424139
temp + phosphate Indo-Pacific (26,26.5] -0.5096613 -0.6700029 -0.3210334
temp + phosphate Indo-Pacific (26.5,26.75] -0.3759600 -0.5039233 -0.3116409
temp + phosphate Indo-Pacific (26.75,27] -0.2875860 -0.3798872 -0.2198941
temp + phosphate Indo-Pacific (27,27.25] -0.0867765 -0.2022278 -0.0171014
temp + phosphate Indo-Pacific (27.25,27.5] 0.0119400 -0.0575130 0.1279070
temp + phosphate Indo-Pacific (27.5,27.75] 0.0373557 -0.0341175 0.1790816
temp + phosphate Indo-Pacific (27.75,27.85] -0.0556976 -0.1958296 0.1521808
temp + phosphate Indo-Pacific (27.85,27.95] -0.2594794 -0.4037629 -0.1079016
temp + phosphate Indo-Pacific (27.95,28.05] -0.4129084 -0.5574967 -0.2256938
temp + phosphate Indo-Pacific (28.05,28.1] -0.3465277 -0.4772555 -0.1780970
temp + phosphate Indo-Pacific (28.1,28.2] 0.0366035 -0.0201077 0.0959669
temp + phosphate Indo-Pacific (28.2,28.3] 0.6297294 0.5717403 0.6833133
temp + phosphate Indo-Pacific (28.3, Inf] 0.0315368 -0.5216692 0.5847427
temp + phosphate SO (-Inf,26] -0.2616201 -0.9996800 0.1165477
temp + phosphate SO (26,26.5] -0.5955765 -0.8429354 -0.3073146
temp + phosphate SO (26.5,26.75] -0.5992351 -0.7081608 -0.5163891
temp + phosphate SO (26.75,27] -0.5091081 -0.5406498 -0.4546989
temp + phosphate SO (27,27.25] 0.0525674 -0.0338582 0.1419083
temp + phosphate SO (27.25,27.5] 0.2699027 0.2026603 0.3666371
temp + phosphate SO (27.5,27.75] 0.5008106 0.3597149 0.6251652
temp + phosphate SO (27.75,27.85] 0.4123658 0.3449972 0.4698645
temp + phosphate SO (27.85,27.95] 0.1024577 -0.0019942 0.1754350
temp + phosphate SO (27.95,28.05] -0.4333005 -0.5386953 -0.3802118
temp + phosphate SO (28.05,28.1] -0.2066665 -0.2342541 -0.1579340
temp + phosphate SO (28.1,28.15] -0.9078145 -0.9485217 -0.8801155
temp + phosphate SO (28.1,28.2] -0.0542124 -0.1602887 0.0975033
temp + phosphate SO (28.15,28.2] -0.4889848 -0.7320196 -0.2282154
temp + phosphate SO (28.2, Inf] -0.5902360 -0.6501579 -0.4715919
temp + phosphate SO (28.2,28.3] 0.0999874 -0.2486984 0.3606150
temp + phosphate SO (28.3, Inf] 0.3781581 0.1701296 0.7532316
temp + phosphate_star Atlantic (-Inf,26] -0.8657955 -0.9112263 -0.8320109
temp + phosphate_star Atlantic (26,26.5] -0.8386931 -0.8442114 -0.8325267
temp + phosphate_star Atlantic (26.5,26.75] -0.8986501 -0.9273527 -0.8811820
temp + phosphate_star Atlantic (26.75,27] -0.9711194 -0.9740006 -0.9656137
temp + phosphate_star Atlantic (27,27.25] -0.9790707 -0.9829490 -0.9758925
temp + phosphate_star Atlantic (27.25,27.5] -0.9828515 -0.9842907 -0.9801688
temp + phosphate_star Atlantic (27.5,27.75] -0.9532681 -0.9735039 -0.9310305
temp + phosphate_star Atlantic (27.75,27.85] -0.9467893 -0.9699539 -0.9304108
temp + phosphate_star Atlantic (27.85,27.95] -0.8174684 -0.8760341 -0.7641355
temp + phosphate_star Atlantic (27.95,28.05] -0.8285897 -0.8717390 -0.7790776
temp + phosphate_star Atlantic (28.05,28.1] -0.9221834 -0.9461185 -0.8781821
temp + phosphate_star Atlantic (28.1,28.15] -0.8814196 -0.8984116 -0.8646685
temp + phosphate_star Atlantic (28.15,28.2] -0.9695976 -0.9826586 -0.9534890
temp + phosphate_star Atlantic (28.2, Inf] -0.5522040 -0.8446730 -0.3985394
temp + phosphate_star Indo-Pacific (-Inf,26] -0.8526048 -0.8743341 -0.8278186
temp + phosphate_star Indo-Pacific (26,26.5] -0.8526680 -0.8902566 -0.8146797
temp + phosphate_star Indo-Pacific (26.5,26.75] -0.8126839 -0.8690936 -0.7817403
temp + phosphate_star Indo-Pacific (26.75,27] -0.6815238 -0.7536824 -0.6345824
temp + phosphate_star Indo-Pacific (27,27.25] -0.3403786 -0.4260110 -0.2920615
temp + phosphate_star Indo-Pacific (27.25,27.5] -0.0864438 -0.1572298 0.0145027
temp + phosphate_star Indo-Pacific (27.5,27.75] -0.0962817 -0.2099439 0.0069976
temp + phosphate_star Indo-Pacific (27.75,27.85] -0.2083322 -0.3821772 -0.0424780
temp + phosphate_star Indo-Pacific (27.85,27.95] -0.4137847 -0.5220853 -0.3200003
temp + phosphate_star Indo-Pacific (27.95,28.05] -0.7643939 -0.8340622 -0.6659836
temp + phosphate_star Indo-Pacific (28.05,28.1] -0.8724370 -0.8931401 -0.8447176
temp + phosphate_star Indo-Pacific (28.1,28.2] -0.7004046 -0.7104541 -0.6810317
temp + phosphate_star Indo-Pacific (28.2,28.3] 0.0104183 -0.0989772 0.1911890
temp + phosphate_star Indo-Pacific (28.3, Inf] 0.0415436 -0.5131557 0.5962429
temp + phosphate_star SO (-Inf,26] -0.7022535 -0.9999664 -0.3145003
temp + phosphate_star SO (26,26.5] -0.8549820 -0.9086577 -0.7547481
temp + phosphate_star SO (26.5,26.75] -0.9194601 -0.9372636 -0.9046417
temp + phosphate_star SO (26.75,27] -0.9720278 -0.9898675 -0.9562970
temp + phosphate_star SO (27,27.25] -0.9809182 -0.9926212 -0.9744490
temp + phosphate_star SO (27.25,27.5] -0.9801289 -0.9813966 -0.9779279
temp + phosphate_star SO (27.5,27.75] -0.9265617 -0.9476030 -0.9069145
temp + phosphate_star SO (27.75,27.85] -0.8834886 -0.8887516 -0.8763205
temp + phosphate_star SO (27.85,27.95] -0.9465722 -0.9502702 -0.9438503
temp + phosphate_star SO (27.95,28.05] -0.9743624 -0.9780586 -0.9723249
temp + phosphate_star SO (28.05,28.1] -0.9579670 -0.9593803 -0.9564948
temp + phosphate_star SO (28.1,28.15] -0.9913341 -0.9962076 -0.9870478
temp + phosphate_star SO (28.1,28.2] -0.7850681 -0.8505703 -0.6559061
temp + phosphate_star SO (28.15,28.2] -0.9541348 -0.9717123 -0.9326480
temp + phosphate_star SO (28.2, Inf] -0.6819503 -0.7282763 -0.5904618
temp + phosphate_star SO (28.2,28.3] -0.3879554 -0.5545761 -0.1750748
temp + phosphate_star SO (28.3, Inf] -0.1284756 -0.3272819 0.1403037
temp + silicate Atlantic (-Inf,26] -0.5301403 -0.5646374 -0.4855079
temp + silicate Atlantic (26,26.5] -0.4753779 -0.5445148 -0.4013590
temp + silicate Atlantic (26.5,26.75] -0.7290922 -0.8074017 -0.6549929
temp + silicate Atlantic (26.75,27] -0.9162975 -0.9178906 -0.9149096
temp + silicate Atlantic (27,27.25] -0.9026248 -0.9189442 -0.8856931
temp + silicate Atlantic (27.25,27.5] -0.8872158 -0.9107776 -0.8734397
temp + silicate Atlantic (27.5,27.75] -0.8156456 -0.8792257 -0.7409838
temp + silicate Atlantic (27.75,27.85] -0.6823592 -0.7181700 -0.6230572
temp + silicate Atlantic (27.85,27.95] -0.2642351 -0.3905552 -0.1598573
temp + silicate Atlantic (27.95,28.05] -0.6901706 -0.7962299 -0.6230230
temp + silicate Atlantic (28.05,28.1] -0.7410304 -0.8158952 -0.6193739
temp + silicate Atlantic (28.1,28.15] -0.5647377 -0.5856378 -0.5415950
temp + silicate Atlantic (28.15,28.2] -0.9039559 -0.9378527 -0.8699064
temp + silicate Atlantic (28.2, Inf] -0.4920996 -0.7687579 -0.3238246
temp + silicate Indo-Pacific (-Inf,26] -0.6641972 -0.7382008 -0.5769345
temp + silicate Indo-Pacific (26,26.5] -0.5994590 -0.7717831 -0.3796910
temp + silicate Indo-Pacific (26.5,26.75] -0.5622566 -0.7088809 -0.4450325
temp + silicate Indo-Pacific (26.75,27] -0.5514231 -0.6672066 -0.4337535
temp + silicate Indo-Pacific (27,27.25] -0.5308331 -0.6940959 -0.3516028
temp + silicate Indo-Pacific (27.25,27.5] -0.4269939 -0.6072441 -0.2435131
temp + silicate Indo-Pacific (27.5,27.75] -0.3539621 -0.4845436 -0.2693290
temp + silicate Indo-Pacific (27.75,27.85] -0.3329134 -0.4994331 -0.2021563
temp + silicate Indo-Pacific (27.85,27.95] -0.4447953 -0.5341837 -0.3385725
temp + silicate Indo-Pacific (27.95,28.05] -0.4584244 -0.5734645 -0.2539760
temp + silicate Indo-Pacific (28.05,28.1] -0.1196173 -0.2703790 0.1514640
temp + silicate Indo-Pacific (28.1,28.2] 0.0818827 0.0210379 0.1607348
temp + silicate Indo-Pacific (28.2,28.3] 0.4983881 0.4152551 0.6202435
temp + silicate Indo-Pacific (28.3, Inf] 0.5409569 0.4881886 0.5937252
temp + silicate SO (-Inf,26] -0.0043555 -0.9997871 0.6693706
temp + silicate SO (26,26.5] -0.2740948 -0.5063144 0.0492625
temp + silicate SO (26.5,26.75] -0.4554061 -0.6618120 -0.2445784
temp + silicate SO (26.75,27] -0.5677662 -0.7038954 -0.4503141
temp + silicate SO (27,27.25] -0.1503944 -0.2790885 -0.0059152
temp + silicate SO (27.25,27.5] 0.1018440 0.0833040 0.1253772
temp + silicate SO (27.5,27.75] 0.4524277 0.3659980 0.5565217
temp + silicate SO (27.75,27.85] 0.4821884 0.4492826 0.5055447
temp + silicate SO (27.85,27.95] 0.2919805 0.2177002 0.3601883
temp + silicate SO (27.95,28.05] 0.0486020 -0.0439968 0.1081125
temp + silicate SO (28.05,28.1] 0.3573749 0.3437800 0.3765395
temp + silicate SO (28.1,28.15] 0.9127204 0.9047630 0.9186020
temp + silicate SO (28.1,28.2] 0.4549167 0.3961993 0.5219859
temp + silicate SO (28.15,28.2] 0.8659674 0.8201820 0.9248489
temp + silicate SO (28.2, Inf] -0.3592702 -0.4608807 -0.1805234
temp + silicate SO (28.2,28.3] 0.1603881 -0.1607872 0.4271531
temp + silicate SO (28.3, Inf] 0.2495456 0.1756078 0.3285751
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")

Version Author Date
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
17f1c4a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
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] -0.0549988 -0.2237155 0.2233277
aou Atlantic (26,26.5] -0.3828558 -0.4804593 -0.2591530
aou Atlantic (26.5,26.75] 0.0959961 -0.2576497 0.4060856
aou Atlantic (26.75,27] -0.4052729 -0.5612855 -0.2580394
aou Atlantic (27,27.25] -0.5436504 -0.6282873 -0.4182601
aou Atlantic (27.25,27.5] -0.3245996 -0.3316888 -0.3129684
aou Atlantic (27.5,27.75] -0.3299035 -0.5816387 -0.1047244
aou Atlantic (27.75,27.85] -0.4438242 -0.7438799 -0.1071330
aou Atlantic (27.85,27.95] -0.4955588 -0.6686674 -0.3388745
aou Atlantic (27.95,28.05] -0.4998008 -0.6472517 -0.3963478
aou Atlantic (28.05,28.1] -0.7204103 -0.7326744 -0.7099733
aou Atlantic (28.1,28.15] -0.7013037 -0.7360647 -0.6751213
aou Atlantic (28.15,28.2] -0.7098480 -0.8032251 -0.6337047
aou Atlantic (28.2, Inf] -0.7564155 -0.8226598 -0.6961700
aou Indo-Pacific (-Inf,26] -0.1119214 -0.1397866 -0.0901181
aou Indo-Pacific (26,26.5] -0.3724171 -0.4968904 -0.2108149
aou Indo-Pacific (26.5,26.75] -0.1304365 -0.2455261 0.0165874
aou Indo-Pacific (26.75,27] 0.1190463 0.0150617 0.2553257
aou Indo-Pacific (27,27.25] 0.4543681 0.3579198 0.5912027
aou Indo-Pacific (27.25,27.5] 0.6533502 0.5747343 0.7401189
aou Indo-Pacific (27.5,27.75] 0.8107572 0.7801021 0.8404449
aou Indo-Pacific (27.75,27.85] 0.9197649 0.9032044 0.9319669
aou Indo-Pacific (27.85,27.95] 0.9648827 0.9585963 0.9766801
aou Indo-Pacific (27.95,28.05] 0.9815987 0.9776759 0.9862758
aou Indo-Pacific (28.05,28.1] 0.9921145 0.9901152 0.9941799
aou Indo-Pacific (28.1,28.2] 0.9263263 0.9224335 0.9308136
aou Indo-Pacific (28.2,28.3] -0.1683498 -0.3615305 0.0841832
aou Indo-Pacific (28.3, Inf] -0.7052538 -0.8283143 -0.5821932
aou SO (-Inf,26] -0.6662382 -0.9106819 -0.2811765
aou SO (26,26.5] -0.3385211 -0.5690355 -0.0433966
aou SO (26.5,26.75] -0.2320292 -0.3252528 -0.0737570
aou SO (26.75,27] -0.1192444 -0.2253953 -0.0177193
aou SO (27,27.25] 0.0008410 -0.0495430 0.0882328
aou SO (27.25,27.5] -0.2477199 -0.4422957 0.0867270
aou SO (27.5,27.75] -0.1973355 -0.5791290 0.2761099
aou SO (27.75,27.85] -0.1142106 -0.3459673 0.2110115
aou SO (27.85,27.95] -0.1847736 -0.3447639 0.0625501
aou SO (27.95,28.05] 0.0837047 -0.0505818 0.1617493
aou SO (28.05,28.1] 0.2704434 -0.0162185 0.4651708
aou SO (28.1,28.15] -0.5558366 -0.8311959 -0.3951151
aou SO (28.1,28.2] -0.1640420 -0.2055856 -0.1005592
aou SO (28.15,28.2] -0.7200826 -0.8490941 -0.6469084
aou SO (28.2, Inf] -0.6064041 -0.7249834 -0.4517067
aou SO (28.2,28.3] -0.5393025 -0.6081666 -0.4128316
aou SO (28.3, Inf] 0.0042509 -0.2557220 0.2925147
nitrate Atlantic (-Inf,26] 0.0449250 -0.1780397 0.2963268
nitrate Atlantic (26,26.5] -0.3247832 -0.4044986 -0.1963963
nitrate Atlantic (26.5,26.75] 0.1239243 -0.1999550 0.4582990
nitrate Atlantic (26.75,27] -0.4562779 -0.5952268 -0.3100782
nitrate Atlantic (27,27.25] -0.6588621 -0.7088566 -0.5732617
nitrate Atlantic (27.25,27.5] -0.6139114 -0.6495434 -0.5701805
nitrate Atlantic (27.5,27.75] -0.6978101 -0.8033479 -0.6403977
nitrate Atlantic (27.75,27.85] -0.7714194 -0.9099017 -0.5849771
nitrate Atlantic (27.85,27.95] -0.6738145 -0.8188202 -0.5195167
nitrate Atlantic (27.95,28.05] -0.7486000 -0.8890247 -0.6412558
nitrate Atlantic (28.05,28.1] -0.8512630 -0.8863357 -0.8322356
nitrate Atlantic (28.1,28.15] -0.8229171 -0.8437592 -0.7983111
nitrate Atlantic (28.15,28.2] -0.8090166 -0.8585394 -0.7802753
nitrate Atlantic (28.2, Inf] -0.9383408 -0.9780727 -0.9157253
nitrate Indo-Pacific (-Inf,26] -0.1707246 -0.2475209 -0.0905597
nitrate Indo-Pacific (26,26.5] -0.7234229 -0.7845833 -0.6200346
nitrate Indo-Pacific (26.5,26.75] -0.7280616 -0.7773117 -0.6560173
nitrate Indo-Pacific (26.75,27] -0.8069238 -0.8245535 -0.7917957
nitrate Indo-Pacific (27,27.25] -0.9226394 -0.9323307 -0.9176704
nitrate Indo-Pacific (27.25,27.5] -0.9235215 -0.9359610 -0.9054427
nitrate Indo-Pacific (27.5,27.75] -0.8419435 -0.8743483 -0.8188709
nitrate Indo-Pacific (27.75,27.85] -0.7280632 -0.8221843 -0.6664357
nitrate Indo-Pacific (27.85,27.95] -0.4865003 -0.5971631 -0.3956073
nitrate Indo-Pacific (27.95,28.05] 0.5165682 0.3292457 0.6704189
nitrate Indo-Pacific (28.05,28.1] 0.9357506 0.9130834 0.9604830
nitrate Indo-Pacific (28.1,28.2] 0.9471923 0.9426642 0.9536875
nitrate Indo-Pacific (28.2,28.3] -0.0964704 -0.2876713 0.1322031
nitrate Indo-Pacific (28.3, Inf] 0.1304192 -0.7182609 0.9790993
nitrate SO (-Inf,26] -0.5691092 -0.9974122 -0.2879255
nitrate SO (26,26.5] -0.5025084 -0.5577784 -0.4566834
nitrate SO (26.5,26.75] -0.5581173 -0.6726100 -0.4917239
nitrate SO (26.75,27] -0.6413355 -0.7152147 -0.5207007
nitrate SO (27,27.25] -0.4769695 -0.5149430 -0.4025398
nitrate SO (27.25,27.5] -0.6656941 -0.7568035 -0.5209993
nitrate SO (27.5,27.75] -0.5257555 -0.5796007 -0.4893284
nitrate SO (27.75,27.85] -0.1368391 -0.2097363 -0.0543149
nitrate SO (27.85,27.95] 0.3641210 0.2475088 0.4994260
nitrate SO (27.95,28.05] 0.3622676 0.1670496 0.5683237
nitrate SO (28.05,28.1] 0.4269203 0.2905523 0.5397272
nitrate SO (28.1,28.15] 0.1438316 -0.6233892 0.5843164
nitrate SO (28.1,28.2] 0.1988793 0.1718732 0.2202870
nitrate SO (28.15,28.2] 0.0329553 -0.4945302 0.3280099
nitrate SO (28.2, Inf] 0.4854853 0.2887573 0.6840414
nitrate SO (28.2,28.3] 0.1214198 -0.0267591 0.2331728
nitrate SO (28.3, Inf] -0.0727401 -0.1615378 0.0960036
phosphate Atlantic (-Inf,26] 0.1027418 -0.1531934 0.3713412
phosphate Atlantic (26,26.5] -0.3085992 -0.3857728 -0.1743650
phosphate Atlantic (26.5,26.75] 0.1100820 -0.2257076 0.4296519
phosphate Atlantic (26.75,27] -0.4533260 -0.6055010 -0.3025750
phosphate Atlantic (27,27.25] -0.6400821 -0.7049768 -0.5544312
phosphate Atlantic (27.25,27.5] -0.5369991 -0.6043387 -0.4849970
phosphate Atlantic (27.5,27.75] -0.4753528 -0.7567538 -0.2727566
phosphate Atlantic (27.75,27.85] -0.5341045 -0.8668763 -0.2111568
phosphate Atlantic (27.85,27.95] -0.5779221 -0.7553894 -0.4140727
phosphate Atlantic (27.95,28.05] -0.7494555 -0.8886222 -0.6469005
phosphate Atlantic (28.05,28.1] -0.8573221 -0.8901152 -0.8404200
phosphate Atlantic (28.1,28.15] -0.8228499 -0.8417919 -0.7985741
phosphate Atlantic (28.15,28.2] -0.8088852 -0.8583719 -0.7786354
phosphate Atlantic (28.2, Inf] -0.9359056 -0.9797726 -0.9102617
phosphate Indo-Pacific (-Inf,26] -0.1902387 -0.2423695 -0.1314248
phosphate Indo-Pacific (26,26.5] -0.5196716 -0.6127267 -0.3824323
phosphate Indo-Pacific (26.5,26.75] -0.3210667 -0.4146828 -0.1397298
phosphate Indo-Pacific (26.75,27] 0.0131076 -0.1097084 0.2075442
phosphate Indo-Pacific (27,27.25] 0.5623238 0.4192419 0.7393388
phosphate Indo-Pacific (27.25,27.5] 0.8682766 0.7958399 0.9410381
phosphate Indo-Pacific (27.5,27.75] 0.9223454 0.8990831 0.9475749
phosphate Indo-Pacific (27.75,27.85] 0.9549757 0.9425849 0.9670955
phosphate Indo-Pacific (27.85,27.95] 0.9728243 0.9649566 0.9853389
phosphate Indo-Pacific (27.95,28.05] 0.9753279 0.9685936 0.9833495
phosphate Indo-Pacific (28.05,28.1] 0.9854582 0.9825660 0.9907503
phosphate Indo-Pacific (28.1,28.2] 0.9441730 0.9386230 0.9487367
phosphate Indo-Pacific (28.2,28.3] -0.0694539 -0.2586227 0.1491974
phosphate Indo-Pacific (28.3, Inf] 0.1351707 -0.7154827 0.9858241
phosphate SO (-Inf,26] -0.6433822 -0.9976168 -0.3706660
phosphate SO (26,26.5] -0.5964711 -0.6765289 -0.5489652
phosphate SO (26.5,26.75] -0.5673673 -0.6430604 -0.5153720
phosphate SO (26.75,27] -0.6095604 -0.6680105 -0.5138618
phosphate SO (27,27.25] -0.3987345 -0.4642867 -0.3487022
phosphate SO (27.25,27.5] -0.5527005 -0.6938501 -0.3038497
phosphate SO (27.5,27.75] -0.0784594 -0.4336103 0.3395785
phosphate SO (27.75,27.85] 0.0646301 -0.1344013 0.3151474
phosphate SO (27.85,27.95] 0.0777451 -0.0347328 0.2176622
phosphate SO (27.95,28.05] 0.2782752 0.2044083 0.4035752
phosphate SO (28.05,28.1] 0.4043754 0.2301471 0.4983477
phosphate SO (28.1,28.15] 0.0524565 -0.6700996 0.4713876
phosphate SO (28.1,28.2] 0.2006222 0.1739631 0.2253413
phosphate SO (28.15,28.2] -0.1340905 -0.4506756 0.0591818
phosphate SO (28.2, Inf] 0.4962351 0.3048776 0.6904053
phosphate SO (28.2,28.3] 0.1720734 -0.0097002 0.3027821
phosphate SO (28.3, Inf] -0.0397724 -0.1305309 0.1258956
phosphate_star Atlantic (-Inf,26] 0.3539482 0.0795262 0.5511663
phosphate_star Atlantic (26,26.5] 0.0292437 -0.0482618 0.1282457
phosphate_star Atlantic (26.5,26.75] 0.2023318 -0.0265224 0.4925584
phosphate_star Atlantic (26.75,27] -0.5283683 -0.6484621 -0.3886316
phosphate_star Atlantic (27,27.25] -0.7748569 -0.8083643 -0.7457077
phosphate_star Atlantic (27.25,27.5] -0.7941076 -0.8081877 -0.7731217
phosphate_star Atlantic (27.5,27.75] -0.6338570 -0.6998237 -0.5959683
phosphate_star Atlantic (27.75,27.85] -0.5628938 -0.6462900 -0.4728744
phosphate_star Atlantic (27.85,27.95] -0.5242466 -0.6356179 -0.4393361
phosphate_star Atlantic (27.95,28.05] -0.7732983 -0.8216311 -0.6901117
phosphate_star Atlantic (28.05,28.1] -0.8669054 -0.8964888 -0.8471528
phosphate_star Atlantic (28.1,28.15] -0.8592732 -0.8790987 -0.8367651
phosphate_star Atlantic (28.15,28.2] -0.8221074 -0.8637227 -0.7939627
phosphate_star Atlantic (28.2, Inf] -0.9546608 -0.9709639 -0.9402677
phosphate_star Indo-Pacific (-Inf,26] -0.1678114 -0.2813019 -0.0303973
phosphate_star Indo-Pacific (26,26.5] -0.6643236 -0.7233895 -0.5807767
phosphate_star Indo-Pacific (26.5,26.75] -0.5959858 -0.7305550 -0.4355332
phosphate_star Indo-Pacific (26.75,27] -0.2806984 -0.4765912 -0.0512115
phosphate_star Indo-Pacific (27,27.25] 0.3988665 0.2343815 0.6025907
phosphate_star Indo-Pacific (27.25,27.5] 0.8368249 0.7758943 0.9106030
phosphate_star Indo-Pacific (27.5,27.75] 0.8670865 0.8457047 0.8827960
phosphate_star Indo-Pacific (27.75,27.85] 0.8880082 0.8692036 0.8985966
phosphate_star Indo-Pacific (27.85,27.95] 0.8963431 0.8645727 0.9302563
phosphate_star Indo-Pacific (27.95,28.05] 0.7939800 0.7586254 0.8466395
phosphate_star Indo-Pacific (28.05,28.1] 0.6398853 0.5402763 0.7359841
phosphate_star Indo-Pacific (28.1,28.2] 0.6545957 0.6384497 0.6774294
phosphate_star Indo-Pacific (28.2,28.3] 0.4244774 0.4154257 0.4297680
phosphate_star Indo-Pacific (28.3, Inf] 0.1552601 -0.6855977 0.9961179
phosphate_star SO (-Inf,26] -0.2156178 -0.9993680 0.3980621
phosphate_star SO (26,26.5] -0.4060572 -0.5104948 -0.2710501
phosphate_star SO (26.5,26.75] -0.5892469 -0.7068423 -0.4258721
phosphate_star SO (26.75,27] -0.8460759 -0.8738457 -0.8256943
phosphate_star SO (27,27.25] -0.7590636 -0.8370537 -0.7018187
phosphate_star SO (27.25,27.5] -0.4483029 -0.7236789 -0.1705832
phosphate_star SO (27.5,27.75] 0.4158503 0.0779008 0.6576072
phosphate_star SO (27.75,27.85] 0.7763277 0.6059169 0.8664591
phosphate_star SO (27.85,27.95] 0.7680036 0.5753960 0.8707630
phosphate_star SO (27.95,28.05] 0.5434471 0.2272790 0.7491818
phosphate_star SO (28.05,28.1] 0.4080371 0.1421941 0.5783051
phosphate_star SO (28.1,28.15] 0.3093869 -0.5672694 0.7885428
phosphate_star SO (28.1,28.2] 0.2750200 0.2236324 0.3474588
phosphate_star SO (28.15,28.2] 0.2982841 -0.6634594 0.8028145
phosphate_star SO (28.2, Inf] 0.5119891 0.3361497 0.6847883
phosphate_star SO (28.2,28.3] 0.4567024 0.3646257 0.5219872
phosphate_star SO (28.3, Inf] -0.0153788 -0.1432385 0.1570741
sal Atlantic (-Inf,26] -0.5265026 -0.7041382 -0.3522253
sal Atlantic (26,26.5] -0.4784501 -0.4891095 -0.4674223
sal Atlantic (26.5,26.75] -0.3692911 -0.5876673 -0.1680879
sal Atlantic (26.75,27] 0.4933717 0.3729705 0.6036776
sal Atlantic (27,27.25] 0.7779438 0.7487874 0.8127309
sal Atlantic (27.25,27.5] 0.7971052 0.7737636 0.8092159
sal Atlantic (27.5,27.75] 0.6637020 0.5690406 0.7140242
sal Atlantic (27.75,27.85] 0.5588205 0.5262443 0.6101623
sal Atlantic (27.85,27.95] 0.2051602 0.1059255 0.2902906
sal Atlantic (27.95,28.05] 0.4947182 0.3302287 0.5910327
sal Atlantic (28.05,28.1] 0.7567980 0.7440177 0.7641391
sal Atlantic (28.1,28.15] 0.7846078 0.7409696 0.8199823
sal Atlantic (28.15,28.2] 0.7691595 0.7200527 0.8206398
sal Atlantic (28.2, Inf] 0.9565641 0.9509016 0.9607912
sal Indo-Pacific (-Inf,26] 0.4124543 0.3414853 0.4761962
sal Indo-Pacific (26,26.5] 0.6827629 0.5635145 0.8115181
sal Indo-Pacific (26.5,26.75] 0.7579177 0.6620346 0.8798581
sal Indo-Pacific (26.75,27] 0.7545238 0.6046254 0.8709115
sal Indo-Pacific (27,27.25] 0.6674047 0.5051791 0.7527425
sal Indo-Pacific (27.25,27.5] 0.4274096 0.2126229 0.5527411
sal Indo-Pacific (27.5,27.75] 0.3636759 0.2181266 0.4940779
sal Indo-Pacific (27.75,27.85] 0.1617602 -0.0430745 0.3719832
sal Indo-Pacific (27.85,27.95] -0.1204544 -0.3335736 0.0753368
sal Indo-Pacific (27.95,28.05] -0.3192848 -0.5081435 -0.1328118
sal Indo-Pacific (28.05,28.1] -0.2874332 -0.4634137 -0.0977032
sal Indo-Pacific (28.1,28.2] -0.0940878 -0.1000814 -0.0903261
sal Indo-Pacific (28.2,28.3] -0.3647139 -0.5166803 -0.1339214
sal Indo-Pacific (28.3, Inf] 0.1628307 -0.1101767 0.4358380
sal SO (-Inf,26] -0.2220201 -0.9375976 0.9999953
sal SO (26,26.5] -0.1588928 -0.4653154 -0.0014640
sal SO (26.5,26.75] 0.3229107 0.0784241 0.4609646
sal SO (26.75,27] 0.7180006 0.6222463 0.8092420
sal SO (27,27.25] 0.5830454 0.4989065 0.6736070
sal SO (27.25,27.5] 0.1653013 -0.0938474 0.5248653
sal SO (27.5,27.75] -0.4125633 -0.7235826 0.0172885
sal SO (27.75,27.85] -0.5908562 -0.7084155 -0.3662015
sal SO (27.85,27.95] -0.6646363 -0.8000131 -0.4466609
sal SO (27.95,28.05] -0.4639177 -0.6862650 -0.1212523
sal SO (28.05,28.1] -0.2286983 -0.4321450 0.0640907
sal SO (28.1,28.15] -0.2648576 -0.7603979 0.6200901
sal SO (28.1,28.2] 0.1650225 0.1448106 0.1795682
sal SO (28.15,28.2] -0.2103439 -0.7368829 0.7935787
sal SO (28.2, Inf] 0.2416097 0.1734369 0.3345686
sal SO (28.2,28.3] 0.1965865 -0.0696500 0.5526865
sal SO (28.3, Inf] 0.5036440 0.2758786 0.7091561
silicate Atlantic (-Inf,26] -0.1200636 -0.2848417 0.0384934
silicate Atlantic (26,26.5] -0.3830685 -0.4996286 -0.2176126
silicate Atlantic (26.5,26.75] 0.0301964 -0.2337223 0.3541550
silicate Atlantic (26.75,27] -0.5475082 -0.6731237 -0.4110452
silicate Atlantic (27,27.25] -0.7457585 -0.7924436 -0.6970306
silicate Atlantic (27.25,27.5] -0.7397705 -0.7598076 -0.7293059
silicate Atlantic (27.5,27.75] -0.6432076 -0.7328879 -0.5449854
silicate Atlantic (27.75,27.85] -0.6817927 -0.8149270 -0.4666737
silicate Atlantic (27.85,27.95] -0.7493520 -0.8199516 -0.6469637
silicate Atlantic (27.95,28.05] -0.6764956 -0.7358835 -0.6016746
silicate Atlantic (28.05,28.1] -0.7605119 -0.8119770 -0.7235965
silicate Atlantic (28.1,28.15] -0.6932202 -0.8025888 -0.6228456
silicate Atlantic (28.15,28.2] -0.6986503 -0.7247078 -0.6845487
silicate Atlantic (28.2, Inf] -0.8555967 -0.9048536 -0.8280667
silicate Indo-Pacific (-Inf,26] -0.2746135 -0.3524811 -0.1859214
silicate Indo-Pacific (26,26.5] -0.6916660 -0.7388645 -0.6385135
silicate Indo-Pacific (26.5,26.75] -0.5953455 -0.6654713 -0.4610068
silicate Indo-Pacific (26.75,27] -0.3942674 -0.4874625 -0.2136052
silicate Indo-Pacific (27,27.25] -0.0368721 -0.1969399 0.2155241
silicate Indo-Pacific (27.25,27.5] 0.4083015 0.2562685 0.6259088
silicate Indo-Pacific (27.5,27.75] 0.6097848 0.5559924 0.7038630
silicate Indo-Pacific (27.75,27.85] 0.7098660 0.6739327 0.7750013
silicate Indo-Pacific (27.85,27.95] 0.7841029 0.7465663 0.8392810
silicate Indo-Pacific (27.95,28.05] 0.8172023 0.7995749 0.8356211
silicate Indo-Pacific (28.05,28.1] 0.8658013 0.8249248 0.9232400
silicate Indo-Pacific (28.1,28.2] 0.8283698 0.7979595 0.8607006
silicate Indo-Pacific (28.2,28.3] -0.1148662 -0.2568837 0.0713783
silicate Indo-Pacific (28.3, Inf] 0.7608352 0.6832837 0.8383867
silicate SO (-Inf,26] -0.8281922 -0.9979277 -0.5614356
silicate SO (26,26.5] -0.8237454 -0.8440161 -0.7886746
silicate SO (26.5,26.75] -0.7801661 -0.8424450 -0.7445609
silicate SO (26.75,27] -0.8054915 -0.9101364 -0.7456464
silicate SO (27,27.25] -0.6192882 -0.7682487 -0.5242179
silicate SO (27.25,27.5] -0.6377284 -0.8119518 -0.4218023
silicate SO (27.5,27.75] -0.0497850 -0.4193651 0.3709176
silicate SO (27.75,27.85] 0.0929424 -0.0741800 0.3311159
silicate SO (27.85,27.95] 0.0048169 -0.1092855 0.1532185
silicate SO (27.95,28.05] 0.2003215 0.1247739 0.3055752
silicate SO (28.05,28.1] 0.4190149 0.2312674 0.5733105
silicate SO (28.1,28.15] -0.2032029 -0.6798835 0.6613001
silicate SO (28.1,28.2] 0.3487314 0.2636707 0.4147219
silicate SO (28.15,28.2] -0.0238895 -0.5047942 0.8474496
silicate SO (28.2, Inf] 0.4973487 0.3356648 0.6493316
silicate SO (28.2,28.3] 0.1914250 0.0389163 0.3293103
silicate SO (28.3, Inf] 0.2414827 0.0308253 0.4907578
temp Atlantic (-Inf,26] -0.5279664 -0.5736003 -0.4698734
temp Atlantic (26,26.5] -0.3859872 -0.4080831 -0.3565957
temp Atlantic (26.5,26.75] -0.3616403 -0.5762924 -0.1526999
temp Atlantic (26.75,27] 0.4720550 0.3411963 0.5854095
temp Atlantic (27,27.25] 0.7490806 0.7147564 0.7921675
temp Atlantic (27.25,27.5] 0.8031633 0.7706042 0.8261151
temp Atlantic (27.5,27.75] 0.6300929 0.5094278 0.6990275
temp Atlantic (27.75,27.85] 0.5481402 0.5290846 0.5819276
temp Atlantic (27.85,27.95] 0.0872419 -0.0007375 0.1648724
temp Atlantic (27.95,28.05] 0.3563638 0.1419439 0.4868993
temp Atlantic (28.05,28.1] 0.6699636 0.6508730 0.6933685
temp Atlantic (28.1,28.15] 0.7105930 0.6761164 0.7458561
temp Atlantic (28.15,28.2] 0.6960344 0.6136521 0.7616221
temp Atlantic (28.2, Inf] 0.3995787 0.2164291 0.7433793
temp Indo-Pacific (-Inf,26] -0.1436598 -0.3149293 -0.0140649
temp Indo-Pacific (26,26.5] 0.6582717 0.5467968 0.7819368
temp Indo-Pacific (26.5,26.75] 0.7732725 0.6973748 0.8860239
temp Indo-Pacific (26.75,27] 0.7826596 0.6603099 0.8828878
temp Indo-Pacific (27,27.25] 0.6787532 0.5371918 0.7562454
temp Indo-Pacific (27.25,27.5] 0.4233184 0.2229968 0.5400819
temp Indo-Pacific (27.5,27.75] 0.3202678 0.1850476 0.4521303
temp Indo-Pacific (27.75,27.85] 0.1864205 -0.0025389 0.3866287
temp Indo-Pacific (27.85,27.95] -0.1019244 -0.2990889 0.0744354
temp Indo-Pacific (27.95,28.05] -0.3174465 -0.4964609 -0.1293093
temp Indo-Pacific (28.05,28.1] -0.2550065 -0.4185845 -0.0792954
temp Indo-Pacific (28.1,28.2] -0.0831666 -0.1087385 -0.0465715
temp Indo-Pacific (28.2,28.3] -0.4323196 -0.5888178 -0.2051656
temp Indo-Pacific (28.3, Inf] 0.5397374 0.4814170 0.5980578
temp SO (-Inf,26] -0.2593963 -0.9029222 0.9990430
temp SO (26,26.5] -0.0674192 -0.3824925 0.1338741
temp SO (26.5,26.75] 0.3482797 0.0841409 0.5028730
temp SO (26.75,27] 0.7713906 0.6628803 0.8558958
temp SO (27,27.25] 0.7110600 0.6649027 0.7443045
temp SO (27.25,27.5] 0.4003361 0.1420639 0.6495135
temp SO (27.5,27.75] -0.3328749 -0.6262964 0.0915217
temp SO (27.75,27.85] -0.6984656 -0.8131024 -0.4970865
temp SO (27.85,27.95] -0.7595446 -0.8595956 -0.5648545
temp SO (27.95,28.05] -0.5245305 -0.7290086 -0.2045164
temp SO (28.05,28.1] -0.2621112 -0.4532486 0.0076820
temp SO (28.1,28.15] -0.2921389 -0.7840217 0.5849931
temp SO (28.1,28.2] 0.1658676 0.0463442 0.2770085
temp SO (28.15,28.2] -0.2333977 -0.7597841 0.7762705
temp SO (28.2, Inf] -0.0247499 -0.0902510 0.0095817
temp SO (28.2,28.3] 0.0373506 -0.2326415 0.2209309
temp SO (28.3, Inf] 0.1163449 -0.0396204 0.3818666
rm(cor_target_predictor, cor_target_predictor_stats)

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_1.0.5      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_1.0.0          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