eMLR - assumption testing

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Last updated: 2021-03-14

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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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))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
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4571843	jens-daniel-mueller	2021-01-14
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7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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

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

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
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 + phosphate	Atlantic	(-Inf,26]	0.9484664	0.8861831	0.9871187
aou + phosphate	Atlantic	(26,26.5]	0.8684170	0.8600538	0.8851070
aou + phosphate	Atlantic	(26.5,26.75]	0.8840179	0.8141434	0.9223061
aou + phosphate	Atlantic	(26.75,27]	0.9500066	0.9405661	0.9601405
aou + phosphate	Atlantic	(27,27.25]	0.9070228	0.8602279	0.9320651
aou + phosphate	Atlantic	(27.25,27.5]	0.8803436	0.8541093	0.8944194
aou + phosphate	Atlantic	(27.5,27.75]	0.7540063	0.6853689	0.7988831
aou + phosphate	Atlantic	(27.75,27.85]	0.5889364	0.5112086	0.6809884
aou + phosphate	Atlantic	(27.85,27.95]	0.6336078	0.4514413	0.7289580
aou + phosphate	Atlantic	(27.95,28.05]	0.7749783	0.6027826	0.8654608
aou + phosphate	Atlantic	(28.05,28.1]	0.9334160	0.8936113	0.9556949
aou + phosphate	Atlantic	(28.1,28.15]	0.9681735	0.9600930	0.9734925
aou + phosphate	Atlantic	(28.15,28.2]	0.9762549	0.9664194	0.9817811
aou + phosphate	Atlantic	(28.2, Inf]	0.9014269	0.8648868	0.9596938
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9483190	0.9345827	0.9574807
aou + phosphate	Indo-Pacific	(26,26.5]	0.9569483	0.9527286	0.9609356
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9654762	0.9565212	0.9786036
aou + phosphate	Indo-Pacific	(26.75,27]	0.9636306	0.9427367	0.9799603
aou + phosphate	Indo-Pacific	(27,27.25]	0.9725879	0.9510318	0.9874239
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9787885	0.9702064	0.9882546
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9836873	0.9744861	0.9919090
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9920917	0.9880803	0.9951202
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9939526	0.9930708	0.9951298
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9960182	0.9952680	0.9967108
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9950549	0.9939650	0.9961776
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9878349	0.9823308	0.9932286
aou + phosphate_star	Atlantic	(-Inf,26]	0.1901224	-0.1846451	0.4029590
aou + phosphate_star	Atlantic	(26,26.5]	0.2987309	0.1853046	0.3783900
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1319413	0.0336643	0.2544705
aou + phosphate_star	Atlantic	(26.75,27]	-0.0268212	-0.1451818	0.1356729
aou + phosphate_star	Atlantic	(27,27.25]	0.0402776	-0.0035513	0.0985628
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0158473	-0.1030666	0.1009221
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1324113	0.0820884	0.1719372
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1205028	-0.0461541	0.2263003
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2802030	0.0137979	0.4659051
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5525080	0.3092523	0.6900139
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8408600	0.7677410	0.8779631
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9091622	0.8929644	0.9220297
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9242416	0.8954013	0.9416943
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8111044	0.7600615	0.8978529
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5038034	0.4237458	0.6003870
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4453643	0.3430047	0.5244068
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4367916	0.2940037	0.6662048
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5950904	0.4832320	0.6879078
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6701667	0.6043182	0.7549756
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4684058	0.3442303	0.5506084
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0536764	-0.0553382	0.1125378
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2310549	-0.2528800	-0.2047386
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3347233	-0.5059843	-0.1510260
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3122880	-0.6358890	-0.1054336
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1954295	-0.4600298	-0.0328146
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.4293534	-0.5669809	-0.3101030
aou + silicate	Atlantic	(-Inf,26]	0.1024757	-0.0955795	0.2036364
aou + silicate	Atlantic	(26,26.5]	0.3302752	0.2008893	0.4182490
aou + silicate	Atlantic	(26.5,26.75]	0.6115694	0.5756313	0.6591380
aou + silicate	Atlantic	(26.75,27]	0.7738570	0.7608808	0.7970546
aou + silicate	Atlantic	(27,27.25]	0.6233579	0.5874809	0.6687573
aou + silicate	Atlantic	(27.25,27.5]	0.6309334	0.5759453	0.6974380
aou + silicate	Atlantic	(27.5,27.75]	0.4860454	0.4776068	0.4964655
aou + silicate	Atlantic	(27.75,27.85]	0.3264108	0.2185866	0.3939840
aou + silicate	Atlantic	(27.85,27.95]	0.4160850	0.2293472	0.5966331
aou + silicate	Atlantic	(27.95,28.05]	0.6347845	0.4740180	0.7794701
aou + silicate	Atlantic	(28.05,28.1]	0.8816264	0.8471511	0.9193525
aou + silicate	Atlantic	(28.1,28.15]	0.9458962	0.9399094	0.9569551
aou + silicate	Atlantic	(28.15,28.2]	0.9526296	0.9374090	0.9647281
aou + silicate	Atlantic	(28.2, Inf]	0.6577595	0.5477415	0.8586750
aou + silicate	Indo-Pacific	(-Inf,26]	0.7879909	0.7453151	0.8665331
aou + silicate	Indo-Pacific	(26,26.5]	0.7929596	0.7598011	0.8132652
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7886944	0.7510331	0.8388889
aou + silicate	Indo-Pacific	(26.75,27]	0.8602917	0.8397059	0.8977578
aou + silicate	Indo-Pacific	(27,27.25]	0.9107136	0.8871344	0.9451941
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9290412	0.9072189	0.9610907
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9428433	0.9270323	0.9689893
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9659418	0.9573818	0.9809424
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9748772	0.9674108	0.9811877
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9829801	0.9746922	0.9891835
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9901607	0.9863109	0.9942474
aou + silicate	Indo-Pacific	(28.1, Inf]	0.8662964	0.8339183	0.8921142
oxygen + aou	Atlantic	(-Inf,26]	-0.9280388	-0.9608411	-0.8848832
oxygen + aou	Atlantic	(26,26.5]	-0.9492347	-0.9635369	-0.9359326
oxygen + aou	Atlantic	(26.5,26.75]	-0.9795503	-0.9862520	-0.9665324
oxygen + aou	Atlantic	(26.75,27]	-0.9897191	-0.9930329	-0.9839261
oxygen + aou	Atlantic	(27,27.25]	-0.9895299	-0.9931350	-0.9824529
oxygen + aou	Atlantic	(27.25,27.5]	-0.9767623	-0.9798534	-0.9736931
oxygen + aou	Atlantic	(27.5,27.75]	-0.9680891	-0.9788016	-0.9538915
oxygen + aou	Atlantic	(27.75,27.85]	-0.9680957	-0.9789778	-0.9547569
oxygen + aou	Atlantic	(27.85,27.95]	-0.9445040	-0.9629555	-0.9301827
oxygen + aou	Atlantic	(27.95,28.05]	-0.9075007	-0.9490205	-0.8597514
oxygen + aou	Atlantic	(28.05,28.1]	-0.9266052	-0.9707459	-0.8665072
oxygen + aou	Atlantic	(28.1,28.15]	-0.9622569	-0.9799740	-0.9384074
oxygen + aou	Atlantic	(28.15,28.2]	-0.9778980	-0.9851716	-0.9686668
oxygen + aou	Atlantic	(28.2, Inf]	-0.9098846	-0.9701413	-0.8727628
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9427332	-0.9540969	-0.9268311
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9707734	-0.9831385	-0.9531290
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9824116	-0.9829434	-0.9814795
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9734416	-0.9787101	-0.9649288
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9840288	-0.9889285	-0.9795130
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9938819	-0.9964240	-0.9925445
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9962458	-0.9976945	-0.9954690
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9977257	-0.9987232	-0.9968836
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9982176	-0.9987390	-0.9979434
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9987578	-0.9993421	-0.9980091
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9989095	-0.9994605	-0.9981335
oxygen + aou	Indo-Pacific	(28.1, Inf]	-0.9985867	-0.9992068	-0.9976600
oxygen + phosphate	Atlantic	(-Inf,26]	-0.9193619	-0.9316884	-0.9102484
oxygen + phosphate	Atlantic	(26,26.5]	-0.7137852	-0.7479607	-0.6665612
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7949427	-0.8584417	-0.6785857
oxygen + phosphate	Atlantic	(26.75,27]	-0.9162844	-0.9359452	-0.8979276
oxygen + phosphate	Atlantic	(27,27.25]	-0.8588246	-0.8971905	-0.7889702
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.8224152	-0.8400536	-0.7926297
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6747071	-0.7384508	-0.5976639
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.4100605	-0.5472500	-0.3165808
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.3770304	-0.5257739	-0.1399442
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.4702402	-0.6825508	-0.1251168
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.7418282	-0.8648907	-0.5555024
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.8715801	-0.9106561	-0.8100321
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9204319	-0.9339004	-0.9093057
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7083896	-0.8849874	-0.5871273
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.8232240	-0.8459883	-0.7779727
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.8779457	-0.9085342	-0.8276079
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.9208162	-0.9371905	-0.8993907
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.9193151	-0.9368876	-0.8980119
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9483109	-0.9584689	-0.9325483
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9656798	-0.9744760	-0.9484257
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9752356	-0.9820564	-0.9650787
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9885325	-0.9926516	-0.9833529
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9889822	-0.9919384	-0.9874709
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9912776	-0.9937558	-0.9883260
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9907681	-0.9936726	-0.9874576
oxygen + phosphate	Indo-Pacific	(28.1, Inf]	-0.9827040	-0.9914289	-0.9733160
oxygen + phosphate_star	Atlantic	(-Inf,26]	0.0375594	-0.1888279	0.4299292
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.0297865	-0.1217000	0.1373440
oxygen + phosphate_star	Atlantic	(26.5,26.75]	0.0394169	-0.1069669	0.1842843
oxygen + phosphate_star	Atlantic	(26.75,27]	0.1333596	-0.0350925	0.2339684
oxygen + phosphate_star	Atlantic	(27,27.25]	0.0700230	-0.0004142	0.1431416
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.1212316	0.0438452	0.2404651
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.0037976	-0.0605928	0.0643447
oxygen + phosphate_star	Atlantic	(27.75,27.85]	0.0899529	-0.0541594	0.2613855
oxygen + phosphate_star	Atlantic	(27.85,27.95]	0.0171780	-0.1450658	0.3117143
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.1878096	-0.4068889	0.2081430
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.5911623	-0.7441232	-0.3500348
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.7709182	-0.8202049	-0.6878025
oxygen + phosphate_star	Atlantic	(28.15,28.2]	-0.8366512	-0.8657900	-0.8175255
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.5626887	-0.7875055	-0.4156092
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.2229007	-0.3435629	-0.1611179
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.2467983	-0.3071216	-0.1794202
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.2982645	-0.5175338	-0.1791139
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.4541064	-0.5398780	-0.2919589
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	-0.5791307	-0.6577595	-0.4592585
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4070287	-0.5030273	-0.2338729
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0016958	-0.1118481	0.1464830
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.2638410	0.1933587	0.2998597
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3767864	0.2112269	0.5281341
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3535790	0.1634526	0.6606049
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	0.2328039	0.0856698	0.4839850
oxygen + phosphate_star	Indo-Pacific	(28.1, Inf]	0.4599709	0.3569081	0.5835186
oxygen + silicate	Atlantic	(-Inf,26]	0.1655283	-0.0030521	0.4482681
oxygen + silicate	Atlantic	(26,26.5]	-0.3987447	-0.5067546	-0.2558677
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6191844	-0.6661541	-0.5820006
oxygen + silicate	Atlantic	(26.75,27]	-0.7528897	-0.7651062	-0.7421973
oxygen + silicate	Atlantic	(27,27.25]	-0.5597467	-0.6072190	-0.5168380
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5773139	-0.6441377	-0.5279703
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3958815	-0.4280977	-0.3769432
oxygen + silicate	Atlantic	(27.75,27.85]	-0.1234576	-0.2019675	-0.0102957
oxygen + silicate	Atlantic	(27.85,27.95]	-0.1231919	-0.2851670	0.0961194
oxygen + silicate	Atlantic	(27.95,28.05]	-0.2812492	-0.4779699	0.0275151
oxygen + silicate	Atlantic	(28.05,28.1]	-0.6570169	-0.7497520	-0.4789356
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8361820	-0.8697539	-0.7769312
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9181979	-0.9325485	-0.8992364
oxygen + silicate	Atlantic	(28.2, Inf]	-0.4741571	-0.8073352	-0.2852060
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.6203966	-0.7029150	-0.5202071
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.6744021	-0.7187588	-0.6450724
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6972423	-0.7412649	-0.6376973
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7729007	-0.8121864	-0.7221291
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8614550	-0.9000193	-0.8174159
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.9010968	-0.9376190	-0.8532483
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9262123	-0.9526451	-0.8981115
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9593782	-0.9720984	-0.9404557
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9668853	-0.9759599	-0.9521227
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9754302	-0.9852137	-0.9621138
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9851124	-0.9918993	-0.9777965
oxygen + silicate	Indo-Pacific	(28.1, Inf]	-0.8640972	-0.8966938	-0.8255780
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3405216	-0.0725877	0.5666217
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7186702	0.6468378	0.7593368
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5640632	0.4773425	0.6179589
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2697417	0.1233900	0.4353590
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4437034	0.3802229	0.4951697
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4630365	0.4012134	0.5137920
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7332894	0.7178132	0.7616288
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8679742	0.8328385	0.9057045
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9153194	0.8972029	0.9432616
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9507950	0.9443703	0.9626880
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9781559	0.9733557	0.9821959
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9838289	0.9827981	0.9854046
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9840468	0.9788299	0.9874740
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9810599	0.9789993	0.9838945
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7339057	0.6629284	0.7913956
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6747303	0.5945319	0.7530107
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6404168	0.5276022	0.8024784
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7662828	0.6829845	0.8157596
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8071312	0.7489981	0.8452603
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6278650	0.5300193	0.6842095
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2197602	0.1177669	0.3140655
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1175313	-0.1578561	-0.0732143
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2372972	-0.4162703	-0.0547606
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2313819	-0.5727155	-0.0112395
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1020290	-0.3826382	0.0727087
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.2914918	-0.4724184	-0.1330283
sal + aou	Atlantic	(-Inf,26]	-0.3558065	-0.4617325	-0.2413586
sal + aou	Atlantic	(26,26.5]	-0.3274940	-0.5226235	-0.2194451
sal + aou	Atlantic	(26.5,26.75]	0.1480912	0.0049802	0.2435704
sal + aou	Atlantic	(26.75,27]	0.3758317	0.2104063	0.5672571
sal + aou	Atlantic	(27,27.25]	0.3142088	0.2106993	0.4141876
sal + aou	Atlantic	(27.25,27.5]	0.5525319	0.4478486	0.7400031
sal + aou	Atlantic	(27.5,27.75]	0.5160822	0.4748961	0.5641220
sal + aou	Atlantic	(27.75,27.85]	0.4229328	0.3872721	0.4482022
sal + aou	Atlantic	(27.85,27.95]	0.2018685	0.0791878	0.3088763
sal + aou	Atlantic	(27.95,28.05]	-0.2120939	-0.3336190	-0.1018938
sal + aou	Atlantic	(28.05,28.1]	-0.7406165	-0.7915214	-0.6861365
sal + aou	Atlantic	(28.1,28.15]	-0.8716590	-0.8786392	-0.8586638
sal + aou	Atlantic	(28.15,28.2]	-0.8564318	-0.8837968	-0.8215009
sal + aou	Atlantic	(28.2, Inf]	-0.8811452	-0.8873480	-0.8689173
sal + aou	Indo-Pacific	(-Inf,26]	-0.1470739	-0.2652727	0.0512398
sal + aou	Indo-Pacific	(26,26.5]	-0.2353976	-0.3923722	-0.0503267
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1676350	-0.5409375	0.1599006
sal + aou	Indo-Pacific	(26.75,27]	-0.3311535	-0.6254057	-0.0397923
sal + aou	Indo-Pacific	(27,27.25]	-0.5807970	-0.7145580	-0.4940972
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4542915	-0.6261607	-0.2485495
sal + aou	Indo-Pacific	(27.5,27.75]	0.0097283	-0.1127730	0.1987127
sal + aou	Indo-Pacific	(27.75,27.85]	0.4296357	0.3521240	0.4976622
sal + aou	Indo-Pacific	(27.85,27.95]	0.6165544	0.5524583	0.6797341
sal + aou	Indo-Pacific	(27.95,28.05]	0.7810573	0.6653102	0.9053035
sal + aou	Indo-Pacific	(28.05,28.1]	0.8378485	0.7289826	0.9341793
sal + aou	Indo-Pacific	(28.1, Inf]	0.5373820	0.4915114	0.6098068
sal + oxygen	Atlantic	(-Inf,26]	0.0690233	-0.1885701	0.2658350
sal + oxygen	Atlantic	(26,26.5]	0.0364896	-0.0967030	0.2960781
sal + oxygen	Atlantic	(26.5,26.75]	-0.3341265	-0.4350593	-0.1673017
sal + oxygen	Atlantic	(26.75,27]	-0.4976527	-0.6634067	-0.3213137
sal + oxygen	Atlantic	(27,27.25]	-0.4398628	-0.5141722	-0.3206221
sal + oxygen	Atlantic	(27.25,27.5]	-0.7084362	-0.8682086	-0.6251025
sal + oxygen	Atlantic	(27.5,27.75]	-0.7026974	-0.7771955	-0.6634623
sal + oxygen	Atlantic	(27.75,27.85]	-0.6267091	-0.6444791	-0.6017094
sal + oxygen	Atlantic	(27.85,27.95]	-0.4985752	-0.6060094	-0.4260442
sal + oxygen	Atlantic	(27.95,28.05]	-0.1914928	-0.4107735	-0.0598938
sal + oxygen	Atlantic	(28.05,28.1]	0.4516593	0.2373799	0.5676742
sal + oxygen	Atlantic	(28.1,28.15]	0.7159069	0.6363991	0.7721617
sal + oxygen	Atlantic	(28.15,28.2]	0.7455137	0.7236540	0.7839379
sal + oxygen	Atlantic	(28.2, Inf]	0.6516711	0.5831292	0.7473534
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.1113190	-0.2397090	-0.0264632
sal + oxygen	Indo-Pacific	(26,26.5]	0.0159431	-0.1264244	0.1065564
sal + oxygen	Indo-Pacific	(26.5,26.75]	-0.0065681	-0.3322799	0.3729044
sal + oxygen	Indo-Pacific	(26.75,27]	0.1204297	-0.2177013	0.4562706
sal + oxygen	Indo-Pacific	(27,27.25]	0.4322705	0.3328879	0.6059281
sal + oxygen	Indo-Pacific	(27.25,27.5]	0.3627428	0.1348285	0.5645044
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.0817934	-0.2812893	0.0589269
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.4850464	-0.5361510	-0.4217217
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.6575745	-0.7112797	-0.6002620
sal + oxygen	Indo-Pacific	(27.95,28.05]	-0.8047655	-0.9157614	-0.7041139
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.8585943	-0.9424973	-0.7651189
sal + oxygen	Indo-Pacific	(28.1, Inf]	-0.5556998	-0.6236285	-0.5193127
sal + phosphate	Atlantic	(-Inf,26]	-0.1903015	-0.4301128	0.0983411
sal + phosphate	Atlantic	(26,26.5]	-0.6042526	-0.7518948	-0.4938026
sal + phosphate	Atlantic	(26.5,26.75]	-0.2244382	-0.3410909	-0.0787438
sal + phosphate	Atlantic	(26.75,27]	0.1848055	-0.0396254	0.4236732
sal + phosphate	Atlantic	(27,27.25]	0.0107054	-0.0808861	0.1514033
sal + phosphate	Atlantic	(27.25,27.5]	0.3044117	0.2016426	0.4862572
sal + phosphate	Atlantic	(27.5,27.75]	0.1817769	0.1159040	0.2164878
sal + phosphate	Atlantic	(27.75,27.85]	-0.2816565	-0.3986961	-0.1824864
sal + phosphate	Atlantic	(27.85,27.95]	-0.5079953	-0.6334289	-0.4179244
sal + phosphate	Atlantic	(27.95,28.05]	-0.6726341	-0.8076015	-0.5588480
sal + phosphate	Atlantic	(28.05,28.1]	-0.9048912	-0.9297772	-0.8739903
sal + phosphate	Atlantic	(28.1,28.15]	-0.9484475	-0.9588694	-0.9417439
sal + phosphate	Atlantic	(28.15,28.2]	-0.9063673	-0.9202651	-0.8800849
sal + phosphate	Atlantic	(28.2, Inf]	-0.9064924	-0.9137432	-0.8972223
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3056037	-0.4552653	-0.1488436
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4191006	-0.6120913	-0.2779622
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3098707	-0.6810856	0.1129793
sal + phosphate	Indo-Pacific	(26.75,27]	-0.4036694	-0.7465687	0.0620161
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6091549	-0.7876474	-0.4085720
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.4878209	-0.6967264	-0.3637711
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.0127978	-0.1970515	0.0994974
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.4103460	0.3457083	0.4551457
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5829124	0.4834446	0.6541723
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7431827	0.6146316	0.8804282
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8045592	0.6859437	0.9114356
sal + phosphate	Indo-Pacific	(28.1, Inf]	0.5120372	0.4604009	0.6030335
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2640935	-0.3391497	-0.1467068
sal + phosphate_star	Atlantic	(26,26.5]	-0.8295570	-0.8524176	-0.8081975
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8468784	-0.8875259	-0.8144042
sal + phosphate_star	Atlantic	(26.75,27]	-0.7511845	-0.8150361	-0.6997765
sal + phosphate_star	Atlantic	(27,27.25]	-0.7621614	-0.8043931	-0.7347450
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.5832222	-0.6116643	-0.5302191
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4023269	-0.4743412	-0.3587093
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6438331	-0.7817749	-0.5717517
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7618871	-0.8781352	-0.6881609
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8193021	-0.9323368	-0.7448304
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9556398	-0.9819729	-0.9321605
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9738078	-0.9865678	-0.9670665
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9317043	-0.9507859	-0.9022713
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8896718	-0.9225592	-0.8679902
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6597164	-0.7864653	-0.5811026
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8327863	-0.9298409	-0.7171994
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7900465	-0.9534901	-0.4917460
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.7080045	-0.9591114	-0.2242047
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.7615167	-0.9449526	-0.3974035
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6180787	-0.8752603	-0.1371141
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4028800	-0.8429120	0.3740537
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5041937	-0.9013520	0.2145852
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6588644	-0.8103220	-0.3604469
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6793850	-0.8042184	-0.5926414
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5329305	-0.6517005	-0.4424696
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.4230979	-0.4586910	-0.3687580
sal + silicate	Atlantic	(-Inf,26]	-0.8874765	-0.9404492	-0.7900439
sal + silicate	Atlantic	(26,26.5]	0.0739577	-0.0428146	0.1778448
sal + silicate	Atlantic	(26.5,26.75]	0.2226509	0.1462824	0.2817613
sal + silicate	Atlantic	(26.75,27]	0.2035560	-0.0267347	0.3496892
sal + silicate	Atlantic	(27,27.25]	-0.2138407	-0.3244736	-0.1470033
sal + silicate	Atlantic	(27.25,27.5]	0.1442527	0.0267628	0.3746660
sal + silicate	Atlantic	(27.5,27.75]	-0.0312366	-0.1245776	0.0426798
sal + silicate	Atlantic	(27.75,27.85]	-0.5245748	-0.6321056	-0.4534611
sal + silicate	Atlantic	(27.85,27.95]	-0.7179125	-0.7955128	-0.6518988
sal + silicate	Atlantic	(27.95,28.05]	-0.8098343	-0.8828045	-0.7593685
sal + silicate	Atlantic	(28.05,28.1]	-0.9466948	-0.9527262	-0.9348040
sal + silicate	Atlantic	(28.1,28.15]	-0.9472827	-0.9569844	-0.9345975
sal + silicate	Atlantic	(28.15,28.2]	-0.7992581	-0.8451194	-0.7607563
sal + silicate	Atlantic	(28.2, Inf]	-0.6235739	-0.7003702	-0.5511178
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5324038	-0.6628376	-0.4316622
sal + silicate	Indo-Pacific	(26,26.5]	-0.5905712	-0.7042824	-0.5135161
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5499108	-0.8146367	-0.2069404
sal + silicate	Indo-Pacific	(26.75,27]	-0.5692612	-0.8196230	-0.1810384
sal + silicate	Indo-Pacific	(27,27.25]	-0.6945265	-0.8325709	-0.4859890
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5823812	-0.7581145	-0.4140184
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.0874425	-0.2732734	0.1125613
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3647466	0.2185215	0.5053443
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5466786	0.3800975	0.6843372
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7182926	0.5466113	0.8852111
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7923855	0.6523861	0.9156750
sal + silicate	Indo-Pacific	(28.1, Inf]	0.7583181	0.6872458	0.8539700
sal + temp	Atlantic	(-Inf,26]	0.7460722	0.6385580	0.8704676
sal + temp	Atlantic	(26,26.5]	0.9329825	0.9201397	0.9499563
sal + temp	Atlantic	(26.5,26.75]	0.9744000	0.9692577	0.9770835
sal + temp	Atlantic	(26.75,27]	0.9793570	0.9720666	0.9836184
sal + temp	Atlantic	(27,27.25]	0.9676975	0.9605942	0.9767643
sal + temp	Atlantic	(27.25,27.5]	0.9856709	0.9833656	0.9895113
sal + temp	Atlantic	(27.5,27.75]	0.9679326	0.9622407	0.9712087
sal + temp	Atlantic	(27.75,27.85]	0.9729492	0.9686003	0.9794978
sal + temp	Atlantic	(27.85,27.95]	0.9681054	0.9611404	0.9777583
sal + temp	Atlantic	(27.95,28.05]	0.9565681	0.9428927	0.9756898
sal + temp	Atlantic	(28.05,28.1]	0.9721852	0.9669938	0.9792013
sal + temp	Atlantic	(28.1,28.15]	0.9614026	0.9498280	0.9713915
sal + temp	Atlantic	(28.15,28.2]	0.9505610	0.9215379	0.9676600
sal + temp	Atlantic	(28.2, Inf]	0.9280977	0.8872016	0.9530749
sal + temp	Indo-Pacific	(-Inf,26]	0.7055580	0.5369646	0.8448589
sal + temp	Indo-Pacific	(26,26.5]	0.9441518	0.9063289	0.9664544
sal + temp	Indo-Pacific	(26.5,26.75]	0.9806623	0.9701248	0.9868963
sal + temp	Indo-Pacific	(26.75,27]	0.9817096	0.9780596	0.9841271
sal + temp	Indo-Pacific	(27,27.25]	0.9797356	0.9728440	0.9835574
sal + temp	Indo-Pacific	(27.25,27.5]	0.9295245	0.9155898	0.9437114
sal + temp	Indo-Pacific	(27.5,27.75]	0.8336690	0.7855757	0.8918152
sal + temp	Indo-Pacific	(27.75,27.85]	0.9423340	0.9164405	0.9557276
sal + temp	Indo-Pacific	(27.85,27.95]	0.9313474	0.9261938	0.9371483
sal + temp	Indo-Pacific	(27.95,28.05]	0.9077541	0.8798664	0.9343214
sal + temp	Indo-Pacific	(28.05,28.1]	0.9432076	0.9338197	0.9513398
sal + temp	Indo-Pacific	(28.1, Inf]	0.6230152	0.5613172	0.6834533
silicate + phosphate	Atlantic	(-Inf,26]	-0.0763113	-0.4925249	0.1681527
silicate + phosphate	Atlantic	(26,26.5]	0.0350949	-0.1075953	0.1489700
silicate + phosphate	Atlantic	(26.5,26.75]	0.4863566	0.4336201	0.5216207
silicate + phosphate	Atlantic	(26.75,27]	0.8406332	0.8254222	0.8515684
silicate + phosphate	Atlantic	(27,27.25]	0.8623413	0.8382968	0.8771857
silicate + phosphate	Atlantic	(27.25,27.5]	0.8997019	0.8629531	0.9484169
silicate + phosphate	Atlantic	(27.5,27.75]	0.9163388	0.8966419	0.9468209
silicate + phosphate	Atlantic	(27.75,27.85]	0.9268898	0.9083667	0.9584098
silicate + phosphate	Atlantic	(27.85,27.95]	0.9382005	0.9077022	0.9631413
silicate + phosphate	Atlantic	(27.95,28.05]	0.9491491	0.9158866	0.9663928
silicate + phosphate	Atlantic	(28.05,28.1]	0.9733251	0.9562167	0.9839200
silicate + phosphate	Atlantic	(28.1,28.15]	0.9816216	0.9715407	0.9881406
silicate + phosphate	Atlantic	(28.15,28.2]	0.9680247	0.9618872	0.9791204
silicate + phosphate	Atlantic	(28.2, Inf]	0.8668818	0.8352421	0.9048679
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8662648	0.8195417	0.9288819
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8847889	0.8729555	0.8912002
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8734466	0.8538447	0.8997408
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9139713	0.8903769	0.9332690
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9472722	0.9353509	0.9613902
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9610436	0.9486442	0.9755957
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9720375	0.9620068	0.9821109
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9818928	0.9750288	0.9876928
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9857179	0.9787833	0.9892226
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9882616	0.9826899	0.9925330
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9938970	0.9915108	0.9967462
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.8888645	0.8741244	0.9021266
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1527926	-0.2851561	0.4095560
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3515695	-0.4159496	-0.3182722
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0311783	-0.1474133	0.0817690
silicate + phosphate_star	Atlantic	(26.75,27]	0.2758728	0.1843213	0.4021124
silicate + phosphate_star	Atlantic	(27,27.25]	0.7134301	0.6821359	0.7311496
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6696655	0.5421786	0.7380332
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8806929	0.8692601	0.8875585
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9475662	0.9239447	0.9627883
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9627090	0.9485181	0.9699454
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9652632	0.9606272	0.9692698
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9738803	0.9705065	0.9763552
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9729764	0.9653828	0.9785424
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9408686	0.9288543	0.9588473
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8871908	0.8688590	0.9049289
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7452343	0.6204997	0.8301655
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7621026	0.7457820	0.7795097
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7681786	0.6634624	0.8669511
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8101773	0.7973098	0.8353923
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8330089	0.8210755	0.8528020
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6831925	0.6271091	0.7275300
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.3084434	0.2281570	0.4126407
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0420061	-0.1194369	0.0117135
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1827606	-0.3743435	0.0381551
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2005470	-0.5601981	0.0487079
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1055915	-0.3934019	0.0801666
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.2197772	-0.4416940	-0.0073490
temp + aou	Atlantic	(-Inf,26]	-0.6026018	-0.7462288	-0.3763824
temp + aou	Atlantic	(26,26.5]	-0.4139993	-0.5937955	-0.3175104
temp + aou	Atlantic	(26.5,26.75]	0.0645096	-0.0729739	0.1482724
temp + aou	Atlantic	(26.75,27]	0.3130838	0.1207154	0.4993581
temp + aou	Atlantic	(27,27.25]	0.2917300	0.1837723	0.3607660
temp + aou	Atlantic	(27.25,27.5]	0.5644962	0.4654415	0.7427592
temp + aou	Atlantic	(27.5,27.75]	0.5178019	0.4974091	0.5338315
temp + aou	Atlantic	(27.75,27.85]	0.4179225	0.3743338	0.4618557
temp + aou	Atlantic	(27.85,27.95]	0.2224683	0.0843751	0.3466906
temp + aou	Atlantic	(27.95,28.05]	-0.1190657	-0.2602069	-0.0098199
temp + aou	Atlantic	(28.05,28.1]	-0.6308171	-0.6904814	-0.5731360
temp + aou	Atlantic	(28.1,28.15]	-0.7660054	-0.7766995	-0.7568813
temp + aou	Atlantic	(28.15,28.2]	-0.8092440	-0.8396896	-0.7647553
temp + aou	Atlantic	(28.2, Inf]	-0.8058553	-0.8506386	-0.7367399
temp + aou	Indo-Pacific	(-Inf,26]	-0.3859524	-0.5350987	-0.2310820
temp + aou	Indo-Pacific	(26,26.5]	-0.2552156	-0.3985730	-0.0834556
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1538392	-0.5289917	0.1749802
temp + aou	Indo-Pacific	(26.75,27]	-0.2916354	-0.5780865	0.0054111
temp + aou	Indo-Pacific	(27,27.25]	-0.5560782	-0.6880932	-0.4819731
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4278164	-0.5834807	-0.2521126
temp + aou	Indo-Pacific	(27.5,27.75]	0.0178903	-0.0844906	0.1756704
temp + aou	Indo-Pacific	(27.75,27.85]	0.4391194	0.3810278	0.4757359
temp + aou	Indo-Pacific	(27.85,27.95]	0.6148619	0.5205243	0.6878615
temp + aou	Indo-Pacific	(27.95,28.05]	0.7293221	0.6236233	0.8753591
temp + aou	Indo-Pacific	(28.05,28.1]	0.7745251	0.6726369	0.8896984
temp + aou	Indo-Pacific	(28.1, Inf]	0.8406651	0.7817126	0.8942548
temp + oxygen	Atlantic	(-Inf,26]	0.2761094	-0.0979425	0.5334770
temp + oxygen	Atlantic	(26,26.5]	0.1117025	-0.0224299	0.3572519
temp + oxygen	Atlantic	(26.5,26.75]	-0.2577568	-0.3687806	-0.0927546
temp + oxygen	Atlantic	(26.75,27]	-0.4409705	-0.6033005	-0.2366339
temp + oxygen	Atlantic	(27,27.25]	-0.4221267	-0.5006700	-0.2984702
temp + oxygen	Atlantic	(27.25,27.5]	-0.7225396	-0.8748113	-0.6435673
temp + oxygen	Atlantic	(27.5,27.75]	-0.7118820	-0.7622700	-0.6853154
temp + oxygen	Atlantic	(27.75,27.85]	-0.6295893	-0.6617652	-0.5940265
temp + oxygen	Atlantic	(27.85,27.95]	-0.5261392	-0.6449126	-0.4440447
temp + oxygen	Atlantic	(27.95,28.05]	-0.2958807	-0.5021235	-0.1543914
temp + oxygen	Atlantic	(28.05,28.1]	0.3068938	0.0876210	0.4238103
temp + oxygen	Atlantic	(28.1,28.15]	0.5671153	0.4946249	0.6116530
temp + oxygen	Atlantic	(28.15,28.2]	0.6713025	0.6429771	0.7143703
temp + oxygen	Atlantic	(28.2, Inf]	0.4970197	0.3408191	0.6977596
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0630436	-0.0674335	0.2372285
temp + oxygen	Indo-Pacific	(26,26.5]	0.0240892	-0.0997953	0.1034260
temp + oxygen	Indo-Pacific	(26.5,26.75]	-0.0245081	-0.3527494	0.3568136
temp + oxygen	Indo-Pacific	(26.75,27]	0.0741459	-0.2674395	0.3987513
temp + oxygen	Indo-Pacific	(27,27.25]	0.4011187	0.3135948	0.5730826
temp + oxygen	Indo-Pacific	(27.25,27.5]	0.3273426	0.1323931	0.5128470
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.1027159	-0.2684271	0.0167077
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.4978524	-0.5212952	-0.4527333
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.6603082	-0.7326583	-0.5741650
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.7619405	-0.8923009	-0.6716608
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.8027726	-0.9042077	-0.7165645
temp + oxygen	Indo-Pacific	(28.1, Inf]	-0.8679659	-0.9113218	-0.8224643
temp + phosphate	Atlantic	(-Inf,26]	-0.5144848	-0.7829052	-0.0776522
temp + phosphate	Atlantic	(26,26.5]	-0.6685413	-0.8091897	-0.5460465
temp + phosphate	Atlantic	(26.5,26.75]	-0.2955595	-0.3958131	-0.1654889
temp + phosphate	Atlantic	(26.75,27]	0.1254143	-0.1237758	0.3562171
temp + phosphate	Atlantic	(27,27.25]	0.0006416	-0.0964212	0.1057343
temp + phosphate	Atlantic	(27.25,27.5]	0.3321473	0.2348279	0.5017410
temp + phosphate	Atlantic	(27.5,27.75]	0.1883049	0.1311623	0.2319423
temp + phosphate	Atlantic	(27.75,27.85]	-0.3324407	-0.4179511	-0.2380866
temp + phosphate	Atlantic	(27.85,27.95]	-0.5203134	-0.6237876	-0.4293527
temp + phosphate	Atlantic	(27.95,28.05]	-0.6443747	-0.7739032	-0.5119046
temp + phosphate	Atlantic	(28.05,28.1]	-0.8429254	-0.8712752	-0.8036122
temp + phosphate	Atlantic	(28.1,28.15]	-0.8837133	-0.9035654	-0.8685002
temp + phosphate	Atlantic	(28.15,28.2]	-0.8896816	-0.9015919	-0.8670001
temp + phosphate	Atlantic	(28.2, Inf]	-0.8855029	-0.9387142	-0.8019508
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5527912	-0.6718960	-0.4122422
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4520059	-0.6279167	-0.3176882
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.2952506	-0.6734332	0.1379020
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3722326	-0.7119539	0.1029720
temp + phosphate	Indo-Pacific	(27,27.25]	-0.5941541	-0.7713232	-0.3852040
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.4892069	-0.6805334	-0.3620554
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.0456050	-0.1952317	0.0423626
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.4092468	0.3645046	0.4632297
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5645980	0.4445223	0.6918690
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6793903	0.5597556	0.8423090
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7277816	0.6126445	0.8593333
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.7933320	0.7062364	0.8767015
temp + phosphate_star	Atlantic	(-Inf,26]	-0.5674802	-0.8297050	-0.3915735
temp + phosphate_star	Atlantic	(26,26.5]	-0.8455445	-0.8871551	-0.8162778
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8580853	-0.8796034	-0.8382131
temp + phosphate_star	Atlantic	(26.75,27]	-0.7644897	-0.8345281	-0.7166361
temp + phosphate_star	Atlantic	(27,27.25]	-0.7515595	-0.7952070	-0.7198404
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5560111	-0.5763590	-0.5154882
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4020005	-0.4768240	-0.3642626
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.7018661	-0.8114552	-0.6397057
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7886788	-0.8862344	-0.7342255
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8267779	-0.9293970	-0.7429685
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9270679	-0.9573658	-0.8970393
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9448370	-0.9627579	-0.9329773
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9424518	-0.9530804	-0.9276537
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9076712	-0.9443787	-0.8343443
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8831958	-0.9114353	-0.8570228
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8886878	-0.9607810	-0.8138615
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7881614	-0.9615705	-0.4715638
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.7108890	-0.9693166	-0.2109382
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.7805794	-0.9633795	-0.4194837
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7327493	-0.9494557	-0.2997862
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6536035	-0.9569331	-0.0557350
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6071020	-0.9339285	0.0245392
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7992154	-0.8949685	-0.6206940
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8158994	-0.8883353	-0.7757221
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6741321	-0.7426752	-0.6192653
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.6826290	-0.6984185	-0.6721171
temp + silicate	Atlantic	(-Inf,26]	-0.6094694	-0.6747236	-0.5549506
temp + silicate	Atlantic	(26,26.5]	0.1044798	0.0144092	0.1765226
temp + silicate	Atlantic	(26.5,26.75]	0.1457342	0.0450717	0.1967754
temp + silicate	Atlantic	(26.75,27]	0.1241210	-0.1308653	0.2720436
temp + silicate	Atlantic	(27,27.25]	-0.2355514	-0.3553709	-0.1272862
temp + silicate	Atlantic	(27.25,27.5]	0.1784311	0.0662210	0.3925066
temp + silicate	Atlantic	(27.5,27.75]	-0.0194794	-0.1127104	0.0432794
temp + silicate	Atlantic	(27.75,27.85]	-0.5667810	-0.6405636	-0.5223813
temp + silicate	Atlantic	(27.85,27.95]	-0.7226400	-0.7796321	-0.6764878
temp + silicate	Atlantic	(27.95,28.05]	-0.7946813	-0.8575909	-0.7600965
temp + silicate	Atlantic	(28.05,28.1]	-0.9015568	-0.9108100	-0.8885400
temp + silicate	Atlantic	(28.1,28.15]	-0.9044430	-0.9178067	-0.8880032
temp + silicate	Atlantic	(28.15,28.2]	-0.8195791	-0.8475523	-0.7968321
temp + silicate	Atlantic	(28.2, Inf]	-0.7137460	-0.7875195	-0.6723282
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6213513	-0.7686452	-0.3754710
temp + silicate	Indo-Pacific	(26,26.5]	-0.6071402	-0.7066922	-0.5404634
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5291793	-0.8087883	-0.1562097
temp + silicate	Indo-Pacific	(26.75,27]	-0.5346167	-0.7879849	-0.1226291
temp + silicate	Indo-Pacific	(27,27.25]	-0.6842945	-0.8232512	-0.4636304
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5932419	-0.7522481	-0.4259456
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.1460005	-0.2892076	-0.0000290
temp + silicate	Indo-Pacific	(27.75,27.85]	0.3501094	0.2280404	0.4889623
temp + silicate	Indo-Pacific	(27.85,27.95]	0.5082190	0.3253505	0.6891921
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6311550	0.4745349	0.8203780
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7138874	0.5821944	0.8594312
temp + silicate	Indo-Pacific	(28.1, Inf]	0.7097056	0.5797126	0.8452616

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Past versions of correlation_predictors-1.png

Version	Author	Date
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]	0.3471853	0.2167318	0.5463812
aou	Atlantic	(26,26.5]	0.1688437	0.1182902	0.2136126
aou	Atlantic	(26.5,26.75]	-0.1337504	-0.3140120	0.1770023
aou	Atlantic	(26.75,27]	-0.2117004	-0.2765303	-0.1462945
aou	Atlantic	(27,27.25]	-0.3560102	-0.4574583	-0.2321419
aou	Atlantic	(27.25,27.5]	-0.6586242	-0.7761161	-0.5248834
aou	Atlantic	(27.5,27.75]	-0.5583034	-0.5921981	-0.5248074
aou	Atlantic	(27.75,27.85]	-0.4268101	-0.4744565	-0.3373277
aou	Atlantic	(27.85,27.95]	-0.5608627	-0.6908840	-0.3940625
aou	Atlantic	(27.95,28.05]	-0.7292912	-0.8069340	-0.6012639
aou	Atlantic	(28.05,28.1]	-0.9301120	-0.9432667	-0.9115242
aou	Atlantic	(28.1,28.15]	-0.9616987	-0.9657605	-0.9573290
aou	Atlantic	(28.15,28.2]	-0.9597371	-0.9738138	-0.9386641
aou	Atlantic	(28.2, Inf]	-0.8244336	-0.9194834	-0.7701462
aou	Indo-Pacific	(-Inf,26]	0.1994693	0.0575943	0.4557355
aou	Indo-Pacific	(26,26.5]	-0.4078975	-0.4818747	-0.3658740
aou	Indo-Pacific	(26.5,26.75]	-0.6553595	-0.7164346	-0.6115752
aou	Indo-Pacific	(26.75,27]	-0.7912931	-0.8577332	-0.7049669
aou	Indo-Pacific	(27,27.25]	-0.6692665	-0.7130401	-0.5964230
aou	Indo-Pacific	(27.25,27.5]	-0.4997464	-0.5558997	-0.4455132
aou	Indo-Pacific	(27.5,27.75]	-0.0096454	-0.2495503	0.2730302
aou	Indo-Pacific	(27.75,27.85]	0.4209379	0.1709624	0.6782235
aou	Indo-Pacific	(27.85,27.95]	0.4577440	0.1958149	0.6896083
aou	Indo-Pacific	(27.95,28.05]	0.3833021	0.0113012	0.5856963
aou	Indo-Pacific	(28.05,28.1]	0.4413754	0.2521597	0.5927767
aou	Indo-Pacific	(28.1, Inf]	0.5970201	0.4716443	0.6611109
oxygen	Atlantic	(-Inf,26]	-0.3742035	-0.3831455	-0.3693225
oxygen	Atlantic	(26,26.5]	-0.1054104	-0.1418956	-0.0345050
oxygen	Atlantic	(26.5,26.75]	0.1468318	-0.1678045	0.3696841
oxygen	Atlantic	(26.75,27]	0.2675013	0.1965265	0.3205881
oxygen	Atlantic	(27,27.25]	0.3471016	0.2090848	0.4338442
oxygen	Atlantic	(27.25,27.5]	0.6846265	0.5554230	0.7931615
oxygen	Atlantic	(27.5,27.75]	0.5531374	0.5131555	0.5747482
oxygen	Atlantic	(27.75,27.85]	0.2661107	0.1601731	0.3419886
oxygen	Atlantic	(27.85,27.95]	0.3197977	0.1020203	0.4572380
oxygen	Atlantic	(27.95,28.05]	0.4783792	0.1826129	0.6288675
oxygen	Atlantic	(28.05,28.1]	0.7578026	0.6065242	0.8586818
oxygen	Atlantic	(28.1,28.15]	0.8806992	0.8424856	0.9024575
oxygen	Atlantic	(28.15,28.2]	0.9062585	0.8887331	0.9222116
oxygen	Atlantic	(28.2, Inf]	0.6251646	0.4670775	0.8335619
oxygen	Indo-Pacific	(-Inf,26]	-0.0624678	-0.2945976	0.0804135
oxygen	Indo-Pacific	(26,26.5]	0.3900234	0.3193256	0.4701387
oxygen	Indo-Pacific	(26.5,26.75]	0.6311924	0.5596000	0.6777008
oxygen	Indo-Pacific	(26.75,27]	0.8210595	0.7909237	0.8513874
oxygen	Indo-Pacific	(27,27.25]	0.7227686	0.7133829	0.7382640
oxygen	Indo-Pacific	(27.25,27.5]	0.5057115	0.4203439	0.6012236
oxygen	Indo-Pacific	(27.5,27.75]	0.0065570	-0.2860214	0.2517733
oxygen	Indo-Pacific	(27.75,27.85]	-0.4156743	-0.6514852	-0.2122212
oxygen	Indo-Pacific	(27.85,27.95]	-0.4439265	-0.6571067	-0.2211577
oxygen	Indo-Pacific	(27.95,28.05]	-0.3511188	-0.5572392	0.0173621
oxygen	Indo-Pacific	(28.05,28.1]	-0.4109561	-0.5674470	-0.2280921
oxygen	Indo-Pacific	(28.1, Inf]	-0.5825163	-0.6498683	-0.4489996
phosphate	Atlantic	(-Inf,26]	0.3928672	0.3326430	0.4888643
phosphate	Atlantic	(26,26.5]	0.1790632	0.1386692	0.2044226
phosphate	Atlantic	(26.5,26.75]	-0.2798091	-0.4231413	-0.0103808
phosphate	Atlantic	(26.75,27]	-0.3246523	-0.3852626	-0.2883268
phosphate	Atlantic	(27,27.25]	-0.6046878	-0.6667520	-0.5074174
phosphate	Atlantic	(27.25,27.5]	-0.8471471	-0.9253466	-0.7741359
phosphate	Atlantic	(27.5,27.75]	-0.9101312	-0.9280567	-0.8966072
phosphate	Atlantic	(27.75,27.85]	-0.9618773	-0.9705269	-0.9568619
phosphate	Atlantic	(27.85,27.95]	-0.9801873	-0.9826569	-0.9771752
phosphate	Atlantic	(27.95,28.05]	-0.9452449	-0.9507220	-0.9419412
phosphate	Atlantic	(28.05,28.1]	-0.9915736	-0.9939382	-0.9893198
phosphate	Atlantic	(28.1,28.15]	-0.9917080	-0.9932035	-0.9905505
phosphate	Atlantic	(28.15,28.2]	-0.9909890	-0.9930109	-0.9882826
phosphate	Atlantic	(28.2, Inf]	-0.9808868	-0.9846104	-0.9785316
phosphate	Indo-Pacific	(-Inf,26]	0.1456496	-0.0248950	0.4438696
phosphate	Indo-Pacific	(26,26.5]	-0.5263117	-0.5450328	-0.4903522
phosphate	Indo-Pacific	(26.5,26.75]	-0.7681286	-0.7715844	-0.7613129
phosphate	Indo-Pacific	(26.75,27]	-0.8532923	-0.8644953	-0.8421268
phosphate	Indo-Pacific	(27,27.25]	-0.7321553	-0.7392948	-0.7234317
phosphate	Indo-Pacific	(27.25,27.5]	-0.5809734	-0.6454927	-0.5448925
phosphate	Indo-Pacific	(27.5,27.75]	-0.0410760	-0.2499854	0.2023391
phosphate	Indo-Pacific	(27.75,27.85]	0.4818837	0.2948441	0.6987907
phosphate	Indo-Pacific	(27.85,27.95]	0.5164752	0.2879491	0.7179951
phosphate	Indo-Pacific	(27.95,28.05]	0.4184206	0.0584201	0.6125144
phosphate	Indo-Pacific	(28.05,28.1]	0.4718439	0.2923262	0.6165639
phosphate	Indo-Pacific	(28.1, Inf]	0.5784000	0.4254737	0.6618566
phosphate_star	Atlantic	(-Inf,26]	0.1030424	-0.2251948	0.4384713
phosphate_star	Atlantic	(26,26.5]	0.1537624	0.1488130	0.1635163
phosphate_star	Atlantic	(26.5,26.75]	-0.2955378	-0.4395714	-0.1393380
phosphate_star	Atlantic	(26.75,27]	-0.1743422	-0.3174774	0.0366782
phosphate_star	Atlantic	(27,27.25]	-0.5973507	-0.7084534	-0.4674194
phosphate_star	Atlantic	(27.25,27.5]	-0.4103646	-0.5210292	-0.2815650
phosphate_star	Atlantic	(27.5,27.75]	-0.7297907	-0.7973849	-0.6932218
phosphate_star	Atlantic	(27.75,27.85]	-0.9081636	-0.9368101	-0.8816163
phosphate_star	Atlantic	(27.85,27.95]	-0.9213567	-0.9415181	-0.8956253
phosphate_star	Atlantic	(27.95,28.05]	-0.8875951	-0.8981268	-0.8767306
phosphate_star	Atlantic	(28.05,28.1]	-0.9636803	-0.9733751	-0.9496682
phosphate_star	Atlantic	(28.1,28.15]	-0.9703613	-0.9774866	-0.9618935
phosphate_star	Atlantic	(28.15,28.2]	-0.9783074	-0.9809783	-0.9769643
phosphate_star	Atlantic	(28.2, Inf]	-0.9817103	-0.9854663	-0.9763981
phosphate_star	Indo-Pacific	(-Inf,26]	0.1869332	0.0459455	0.4440390
phosphate_star	Indo-Pacific	(26,26.5]	-0.4883631	-0.6308621	-0.3880657
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6406466	-0.7038122	-0.5410177
phosphate_star	Indo-Pacific	(26.75,27]	-0.5961166	-0.6458675	-0.5175782
phosphate_star	Indo-Pacific	(27,27.25]	-0.5385247	-0.5962178	-0.4647284
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5296387	-0.5468004	-0.5101731
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1625985	-0.3201803	-0.0455690
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3730905	0.1099466	0.6415167
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3378276	0.2902077	0.3805567
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4187421	0.3219399	0.5206334
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3892274	0.3318253	0.4345415
phosphate_star	Indo-Pacific	(28.1, Inf]	-0.2436087	-0.3570114	-0.1665657
sal	Atlantic	(-Inf,26]	0.4798924	-0.0222728	0.8040543
sal	Atlantic	(26,26.5]	-0.0492497	-0.0964058	0.0061458
sal	Atlantic	(26.5,26.75]	-0.0439038	-0.3264444	0.1629979
sal	Atlantic	(26.75,27]	-0.3932571	-0.6413405	-0.1532530
sal	Atlantic	(27,27.25]	-0.0193342	-0.2176150	0.0964215
sal	Atlantic	(27.25,27.5]	-0.4819184	-0.6543707	-0.3467463
sal	Atlantic	(27.5,27.75]	-0.3169254	-0.4128577	-0.2492680
sal	Atlantic	(27.75,27.85]	0.2866920	0.1814867	0.4160393
sal	Atlantic	(27.85,27.95]	0.4777155	0.3791176	0.5986555
sal	Atlantic	(27.95,28.05]	0.5169623	0.4252812	0.6780479
sal	Atlantic	(28.05,28.1]	0.8653320	0.8406652	0.8928760
sal	Atlantic	(28.1,28.15]	0.9169412	0.9037283	0.9282707
sal	Atlantic	(28.15,28.2]	0.9032741	0.8840205	0.9166447
sal	Atlantic	(28.2, Inf]	0.8588000	0.8204045	0.9195349
sal	Indo-Pacific	(-Inf,26]	0.0350099	-0.2511378	0.3944294
sal	Indo-Pacific	(26,26.5]	0.2483419	0.1244730	0.3704701
sal	Indo-Pacific	(26.5,26.75]	0.2495639	-0.2822729	0.5461189
sal	Indo-Pacific	(26.75,27]	0.1180489	-0.4786712	0.5152749
sal	Indo-Pacific	(27,27.25]	0.1215725	-0.2328844	0.3669470
sal	Indo-Pacific	(27.25,27.5]	0.0593922	-0.2170747	0.1986374
sal	Indo-Pacific	(27.5,27.75]	-0.1769763	-0.3249630	0.0157012
sal	Indo-Pacific	(27.75,27.85]	0.0818526	-0.3381409	0.6042482
sal	Indo-Pacific	(27.85,27.95]	0.1449543	-0.1674893	0.6088058
sal	Indo-Pacific	(27.95,28.05]	-0.1013268	-0.3143559	0.0840507
sal	Indo-Pacific	(28.05,28.1]	0.0291708	-0.1187160	0.2184622
sal	Indo-Pacific	(28.1, Inf]	0.2130197	0.0773075	0.2881591
silicate	Atlantic	(-Inf,26]	-0.5747506	-0.8395085	-0.0650397
silicate	Atlantic	(26,26.5]	-0.4887792	-0.5352438	-0.4119186
silicate	Atlantic	(26.5,26.75]	-0.4242556	-0.5363192	-0.2494123
silicate	Atlantic	(26.75,27]	-0.5788706	-0.6148850	-0.5600855
silicate	Atlantic	(27,27.25]	-0.8258857	-0.8449652	-0.8111622
silicate	Atlantic	(27.25,27.5]	-0.9000555	-0.9170157	-0.8823098
silicate	Atlantic	(27.5,27.75]	-0.9032618	-0.9293232	-0.8856669
silicate	Atlantic	(27.75,27.85]	-0.9377787	-0.9438907	-0.9342273
silicate	Atlantic	(27.85,27.95]	-0.9282877	-0.9331171	-0.9242819
silicate	Atlantic	(27.95,28.05]	-0.8706783	-0.8964439	-0.8464735
silicate	Atlantic	(28.05,28.1]	-0.9501429	-0.9647455	-0.9313483
silicate	Atlantic	(28.1,28.15]	-0.9612594	-0.9709654	-0.9463790
silicate	Atlantic	(28.15,28.2]	-0.9483047	-0.9657664	-0.9315237
silicate	Atlantic	(28.2, Inf]	-0.8827779	-0.9061895	-0.8516166
silicate	Indo-Pacific	(-Inf,26]	0.0515646	-0.2498371	0.4047160
silicate	Indo-Pacific	(26,26.5]	-0.6086107	-0.6407573	-0.5725956
silicate	Indo-Pacific	(26.5,26.75]	-0.7521339	-0.7790768	-0.7374794
silicate	Indo-Pacific	(26.75,27]	-0.7303882	-0.7567003	-0.7126846
silicate	Indo-Pacific	(27,27.25]	-0.5961259	-0.6120362	-0.5648707
silicate	Indo-Pacific	(27.25,27.5]	-0.4425044	-0.5020580	-0.3927353
silicate	Indo-Pacific	(27.5,27.75]	0.0554298	-0.1276533	0.2895039
silicate	Indo-Pacific	(27.75,27.85]	0.5527864	0.4049044	0.7578697
silicate	Indo-Pacific	(27.85,27.95]	0.5706780	0.3547220	0.7780642
silicate	Indo-Pacific	(27.95,28.05]	0.4575934	0.0798431	0.6531144
silicate	Indo-Pacific	(28.05,28.1]	0.5062977	0.3058710	0.6478838
silicate	Indo-Pacific	(28.1, Inf]	0.5716107	0.4532329	0.6692614
temp	Atlantic	(-Inf,26]	-0.1073121	-0.4679999	0.1344336
temp	Atlantic	(26,26.5]	-0.2424287	-0.2607602	-0.2132743
temp	Atlantic	(26.5,26.75]	-0.0486225	-0.2888276	0.1450156
temp	Atlantic	(26.75,27]	-0.3786989	-0.6338539	-0.1043692
temp	Atlantic	(27,27.25]	-0.0113075	-0.2377650	0.1054219
temp	Atlantic	(27.25,27.5]	-0.5096347	-0.6685811	-0.3898671
temp	Atlantic	(27.5,27.75]	-0.3151022	-0.4017446	-0.2652682
temp	Atlantic	(27.75,27.85]	0.3561801	0.2821059	0.4518277
temp	Atlantic	(27.85,27.95]	0.5061306	0.4355715	0.5992289
temp	Atlantic	(27.95,28.05]	0.5169485	0.4160899	0.6586772
temp	Atlantic	(28.05,28.1]	0.8019653	0.7769034	0.8236923
temp	Atlantic	(28.1,28.15]	0.8446698	0.8346813	0.8577126
temp	Atlantic	(28.15,28.2]	0.8721974	0.8521273	0.8833220
temp	Atlantic	(28.2, Inf]	0.8443886	0.7231190	0.9081930
temp	Indo-Pacific	(-Inf,26]	-0.4837941	-0.6133811	-0.3854865
temp	Indo-Pacific	(26,26.5]	0.1735571	0.0260685	0.3098112
temp	Indo-Pacific	(26.5,26.75]	0.1973094	-0.3650985	0.5085094
temp	Indo-Pacific	(26.75,27]	0.0701570	-0.5280128	0.4622410
temp	Indo-Pacific	(27,27.25]	0.1120204	-0.2434889	0.3560391
temp	Indo-Pacific	(27.25,27.5]	0.1792687	-0.0956593	0.3219554
temp	Indo-Pacific	(27.5,27.75]	0.0616880	-0.0249126	0.2110808
temp	Indo-Pacific	(27.75,27.85]	0.0734130	-0.3164022	0.5372796
temp	Indo-Pacific	(27.85,27.95]	0.0545608	-0.2026709	0.4164728
temp	Indo-Pacific	(27.95,28.05]	-0.1742673	-0.3679263	-0.0278178
temp	Indo-Pacific	(28.05,28.1]	-0.0723168	-0.1747524	0.0644330
temp	Indo-Pacific	(28.1, Inf]	0.3653922	0.1694128	0.5012531

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_0.2.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1