eMLR - assumption testing

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Last updated: 2021-06-23

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
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
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cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
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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
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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

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
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]	0.9246989	0.9207826	0.9313060
aou + nitrate	Atlantic	(26,26.5]	0.9423850	0.9368438	0.9452922
aou + nitrate	Atlantic	(26.5,26.75]	0.9292160	0.9204440	0.9410413
aou + nitrate	Atlantic	(26.75,27]	0.8737823	0.8427280	0.9007600
aou + nitrate	Atlantic	(27,27.25]	0.7960208	0.7922793	0.8005488
aou + nitrate	Atlantic	(27.25,27.5]	0.6985205	0.6846780	0.7191432
aou + nitrate	Atlantic	(27.5,27.75]	0.3325851	0.2985445	0.3519987
aou + nitrate	Atlantic	(27.75,27.85]	0.6337516	0.6184662	0.6555163
aou + nitrate	Atlantic	(27.85,27.95]	0.8611302	0.8534558	0.8663135
aou + nitrate	Atlantic	(27.95,28.05]	0.8464251	0.8394960	0.8593770
aou + nitrate	Atlantic	(28.05,28.1]	0.9212962	0.9032121	0.9320477
aou + nitrate	Atlantic	(28.1,28.15]	0.9615590	0.9428082	0.9776089
aou + nitrate	Atlantic	(28.15,28.2]	0.9786345	0.9608366	0.9892776
aou + nitrate	Atlantic	(28.2, Inf]	0.8255682	0.7984583	0.8450878
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9330558	0.9249550	0.9450821
aou + nitrate	Indo-Pacific	(26,26.5]	0.8288142	0.8123643	0.8507323
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5971233	0.5907742	0.6038411
aou + nitrate	Indo-Pacific	(26.75,27]	0.3172227	0.2795247	0.3555411
aou + nitrate	Indo-Pacific	(27,27.25]	-0.0856853	-0.0957825	-0.0679574
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.4157407	-0.4265163	-0.4083774
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.5218531	-0.5303854	-0.5090535
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.4455332	-0.4593495	-0.4339401
aou + nitrate	Indo-Pacific	(27.85,27.95]	-0.2922490	-0.3013443	-0.2795254
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.6709204	0.6611898	0.6787991
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9760402	0.9715879	0.9806021
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9859735	0.9854896	0.9863008
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9012340	0.8806188	0.9160917
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5271125	0.4990947	0.5691532
aou + phosphate	Atlantic	(-Inf,26]	0.8943056	0.8901813	0.8984626
aou + phosphate	Atlantic	(26,26.5]	0.9605439	0.9562075	0.9631830
aou + phosphate	Atlantic	(26.5,26.75]	0.9693265	0.9664813	0.9731275
aou + phosphate	Atlantic	(26.75,27]	0.9716290	0.9679621	0.9762430
aou + phosphate	Atlantic	(27,27.25]	0.9597391	0.9576560	0.9632191
aou + phosphate	Atlantic	(27.25,27.5]	0.9451247	0.9413558	0.9486651
aou + phosphate	Atlantic	(27.5,27.75]	0.9612087	0.9563253	0.9639923
aou + phosphate	Atlantic	(27.75,27.85]	0.9680342	0.9652785	0.9703128
aou + phosphate	Atlantic	(27.85,27.95]	0.9599712	0.9577043	0.9636098
aou + phosphate	Atlantic	(27.95,28.05]	0.8834635	0.8784735	0.8918997
aou + phosphate	Atlantic	(28.05,28.1]	0.9296813	0.9123737	0.9385452
aou + phosphate	Atlantic	(28.1,28.15]	0.9658598	0.9484264	0.9809060
aou + phosphate	Atlantic	(28.15,28.2]	0.9807822	0.9646919	0.9900904
aou + phosphate	Atlantic	(28.2, Inf]	0.8286184	0.8053700	0.8455437
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9569880	0.9527237	0.9633973
aou + phosphate	Indo-Pacific	(26,26.5]	0.9525179	0.9485510	0.9552914
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9508302	0.9490816	0.9521282
aou + phosphate	Indo-Pacific	(26.75,27]	0.9364805	0.9354785	0.9379844
aou + phosphate	Indo-Pacific	(27,27.25]	0.8942559	0.8899223	0.8985062
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8840905	0.8825895	0.8862806
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9348014	0.9342426	0.9358477
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9802071	0.9797693	0.9805781
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9908544	0.9904207	0.9911717
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9974475	0.9974311	0.9974769
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9960536	0.9959607	0.9962113
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9923495	0.9921308	0.9924733
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9099523	0.8953497	0.9228685
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.5500072	0.5247464	0.5883533
aou + phosphate_star	Atlantic	(-Inf,26]	0.5485924	0.5256755	0.5779393
aou + phosphate_star	Atlantic	(26,26.5]	0.5624384	0.5250583	0.5866621
aou + phosphate_star	Atlantic	(26.5,26.75]	0.3753003	0.3408182	0.4224513
aou + phosphate_star	Atlantic	(26.75,27]	0.4702563	0.4307388	0.5222437
aou + phosphate_star	Atlantic	(27,27.25]	0.1780206	0.1323724	0.2474523
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1537038	-0.2016067	-0.1009993
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1870831	0.1632193	0.2040341
aou + phosphate_star	Atlantic	(27.75,27.85]	0.2954396	0.2640961	0.3280383
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2084088	0.1753408	0.2404301
aou + phosphate_star	Atlantic	(27.95,28.05]	0.2889210	0.2656842	0.3120729
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7417880	0.7008571	0.7779581
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8490135	0.8080556	0.8866471
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9159354	0.8615455	0.9486973
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7334416	0.6779035	0.7740882
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.7245695	0.7019620	0.7545533
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6560950	0.6302530	0.6741242
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6517694	0.6313611	0.6737728
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6540457	0.6497829	0.6565974
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6753636	0.6603464	0.6920546
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7224027	0.7155131	0.7307500
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7922468	0.7897414	0.7940747
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8779002	0.8769434	0.8796733
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9109726	0.9021524	0.9163258
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8928782	0.8870540	0.8968758
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7671006	0.7485710	0.7770219
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6974353	0.6801403	0.7095028
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4465905	0.4287311	0.4770976
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0262067	0.0050377	0.0368149
aou + silicate	Atlantic	(-Inf,26]	0.8426002	0.8271128	0.8661603
aou + silicate	Atlantic	(26,26.5]	0.8789502	0.8730721	0.8878477
aou + silicate	Atlantic	(26.5,26.75]	0.8211844	0.8073781	0.8445494
aou + silicate	Atlantic	(26.75,27]	0.7838149	0.7603815	0.8015980
aou + silicate	Atlantic	(27,27.25]	0.7290957	0.7054648	0.7665669
aou + silicate	Atlantic	(27.25,27.5]	0.5875596	0.5665738	0.6287053
aou + silicate	Atlantic	(27.5,27.75]	0.6222515	0.6163452	0.6310256
aou + silicate	Atlantic	(27.75,27.85]	0.6869737	0.6706934	0.6966321
aou + silicate	Atlantic	(27.85,27.95]	0.6733719	0.6626550	0.6861536
aou + silicate	Atlantic	(27.95,28.05]	0.5620220	0.5514927	0.5785919
aou + silicate	Atlantic	(28.05,28.1]	0.4067903	0.3292573	0.4719761
aou + silicate	Atlantic	(28.1,28.15]	0.2382791	0.2081844	0.2635108
aou + silicate	Atlantic	(28.15,28.2]	0.4360934	0.4318196	0.4385534
aou + silicate	Atlantic	(28.2, Inf]	0.3879721	0.3859855	0.3912965
aou + silicate	Indo-Pacific	(-Inf,26]	0.8569837	0.8434822	0.8698001
aou + silicate	Indo-Pacific	(26,26.5]	0.8093913	0.8003323	0.8201905
aou + silicate	Indo-Pacific	(26.5,26.75]	0.8060880	0.8026096	0.8097383
aou + silicate	Indo-Pacific	(26.75,27]	0.8276996	0.8247026	0.8296254
aou + silicate	Indo-Pacific	(27,27.25]	0.8578942	0.8557403	0.8606765
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9064633	0.9060158	0.9067268
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9297004	0.9279892	0.9306608
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9441158	0.9429764	0.9449748
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9388167	0.9356397	0.9405339
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9253386	0.9214190	0.9285735
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9282798	0.9262908	0.9295324
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8884768	0.8843846	0.8918709
aou + silicate	Indo-Pacific	(28.2,28.3]	0.8658718	0.8495351	0.8885229
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4442789	0.4078458	0.5056173
nitrate + phosphate	Atlantic	(-Inf,26]	0.9919196	0.9916912	0.9923729
nitrate + phosphate	Atlantic	(26,26.5]	0.9835177	0.9809849	0.9855676
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9513662	0.9413093	0.9584341
nitrate + phosphate	Atlantic	(26.75,27]	0.8772602	0.8462845	0.9034280
nitrate + phosphate	Atlantic	(27,27.25]	0.8047073	0.8001574	0.8071301
nitrate + phosphate	Atlantic	(27.25,27.5]	0.7087433	0.6884506	0.7303212
nitrate + phosphate	Atlantic	(27.5,27.75]	0.3424790	0.3028837	0.3656640
nitrate + phosphate	Atlantic	(27.75,27.85]	0.7287516	0.7135519	0.7539659
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9539580	0.9505141	0.9579052
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9947121	0.9942698	0.9951647
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9978116	0.9974727	0.9980773
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9992441	0.9991353	0.9993275
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9997390	0.9997210	0.9997729
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9996404	0.9995379	0.9997123
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9734338	0.9708966	0.9761270
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8107835	0.7887327	0.8443461
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.5316138	0.5230503	0.5372368
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.1536563	0.1096923	0.2007257
nitrate + phosphate	Indo-Pacific	(27,27.25]	-0.3949334	-0.4122598	-0.3771409
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	-0.7195405	-0.7229063	-0.7177429
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	-0.7456550	-0.7522150	-0.7333642
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	-0.5792766	-0.5931915	-0.5665607
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	-0.3836249	-0.3935729	-0.3727978
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.6743372	0.6616125	0.6832138
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9822806	0.9773277	0.9872375
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9957414	0.9955819	0.9958802
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9978410	0.9977937	0.9978991
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9972563	0.9969134	0.9976169
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8143838	0.8048165	0.8246573
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7631614	0.7432415	0.7745469
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.5494873	0.5138663	0.5750263
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5443775	0.5055573	0.5890420
nitrate + phosphate_star	Atlantic	(27,27.25]	0.3233125	0.2988514	0.3685416
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.0814281	0.0473740	0.1006780
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.2133394	0.1883269	0.2379518
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6415066	0.6342461	0.6545213
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6239551	0.6009157	0.6555628
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.7472902	0.7401304	0.7550136
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9321628	0.9257371	0.9447320
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9491540	0.9440782	0.9541285
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9662445	0.9549123	0.9719404
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9786593	0.9730236	0.9823015
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8829298	0.8801608	0.8843250
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6417935	0.6063249	0.6856886
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3952324	0.3728752	0.4079554
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.0218084	-0.0144084	0.0736723
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.5029087	-0.5228793	-0.4864246
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7931852	-0.7950986	-0.7918663
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8341007	-0.8389223	-0.8257148
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6940682	-0.7069444	-0.6836454
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4909013	-0.5015796	-0.4823891
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6905958	0.6640232	0.7039107
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.8154742	0.7989227	0.8296496
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7732619	0.7562291	0.7850045
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7458517	0.7263217	0.7646463
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.8513352	0.8282195	0.8666286
nitrate + silicate	Atlantic	(-Inf,26]	0.9174968	0.9132990	0.9207586
nitrate + silicate	Atlantic	(26,26.5]	0.9349366	0.9340228	0.9361782
nitrate + silicate	Atlantic	(26.5,26.75]	0.8702909	0.8500114	0.8821089
nitrate + silicate	Atlantic	(26.75,27]	0.7724699	0.7356853	0.8044632
nitrate + silicate	Atlantic	(27,27.25]	0.7105548	0.6941319	0.7312974
nitrate + silicate	Atlantic	(27.25,27.5]	0.6130345	0.6002431	0.6239932
nitrate + silicate	Atlantic	(27.5,27.75]	0.4601750	0.4331884	0.4821425
nitrate + silicate	Atlantic	(27.75,27.85]	0.8802454	0.8738756	0.8846436
nitrate + silicate	Atlantic	(27.85,27.95]	0.9129969	0.9023966	0.9249023
nitrate + silicate	Atlantic	(27.95,28.05]	0.7637684	0.7595019	0.7668057
nitrate + silicate	Atlantic	(28.05,28.1]	0.2536041	0.1934663	0.3133539
nitrate + silicate	Atlantic	(28.1,28.15]	0.1125140	0.1016500	0.1336622
nitrate + silicate	Atlantic	(28.15,28.2]	0.4094320	0.3968813	0.4242176
nitrate + silicate	Atlantic	(28.2, Inf]	0.6680978	0.6577250	0.6849728
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9158005	0.9082988	0.9212118
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7602280	0.7425554	0.7877562
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5372386	0.5211266	0.5502443
nitrate + silicate	Indo-Pacific	(26.75,27]	0.2882437	0.2517190	0.3427691
nitrate + silicate	Indo-Pacific	(27,27.25]	-0.0514992	-0.0699167	-0.0292675
nitrate + silicate	Indo-Pacific	(27.25,27.5]	-0.3902323	-0.3969040	-0.3846560
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.4743257	-0.4852352	-0.4626164
nitrate + silicate	Indo-Pacific	(27.75,27.85]	-0.2936596	-0.3190576	-0.2743877
nitrate + silicate	Indo-Pacific	(27.85,27.95]	-0.1191239	-0.1271734	-0.1082674
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.7823345	0.7701118	0.7922479
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9494244	0.9489300	0.9500374
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9133602	0.9119633	0.9160556
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9429918	0.9389356	0.9469544
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6684753	0.6294552	0.7133997
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8441395	0.8326996	0.8573049
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7651505	0.7462602	0.7771039
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5900163	0.5630065	0.6183242
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6643346	0.6424153	0.6935299
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4459020	0.4089328	0.4976078
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.1757950	0.1272636	0.2175104
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.4482421	0.4421754	0.4570175
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.5235983	0.5049709	0.5448213
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.4674360	0.4442760	0.5004018
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.6942778	0.6851235	0.6997706
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9253630	0.9184903	0.9378357
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9442576	0.9388658	0.9485261
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9635360	0.9514480	0.9699406
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9748359	0.9678066	0.9795180
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8851199	0.8784480	0.8940618
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8519037	0.8406705	0.8596868
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8507902	0.8396965	0.8637448
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.8725320	0.8679601	0.8748454
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.9297484	0.9258900	0.9346085
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.9600083	0.9581337	0.9620811
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.9557275	0.9535688	0.9570134
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.9532041	0.9519903	0.9541558
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9553774	0.9500282	0.9591855
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.9193158	0.9139842	0.9228418
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.8130232	0.7961233	0.8230076
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7649594	0.7469882	0.7778605
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7427490	0.7290542	0.7527357
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.8404247	0.8190916	0.8560816
sal + aou	Atlantic	(-Inf,26]	-0.1338533	-0.1461560	-0.1146298
sal + aou	Atlantic	(26,26.5]	-0.1024243	-0.1195296	-0.0870811
sal + aou	Atlantic	(26.5,26.75]	0.0126668	-0.0171847	0.0666634
sal + aou	Atlantic	(26.75,27]	-0.2305917	-0.2749713	-0.2012402
sal + aou	Atlantic	(27,27.25]	-0.0002114	-0.0508115	0.0256957
sal + aou	Atlantic	(27.25,27.5]	0.2871032	0.2553328	0.3180577
sal + aou	Atlantic	(27.5,27.75]	0.0016554	-0.0097527	0.0153693
sal + aou	Atlantic	(27.75,27.85]	-0.1033680	-0.1262204	-0.0899002
sal + aou	Atlantic	(27.85,27.95]	-0.1036363	-0.1196719	-0.0912154
sal + aou	Atlantic	(27.95,28.05]	-0.2856094	-0.3102655	-0.2666237
sal + aou	Atlantic	(28.05,28.1]	-0.7053781	-0.7494944	-0.6641810
sal + aou	Atlantic	(28.1,28.15]	-0.7760667	-0.8108354	-0.7413808
sal + aou	Atlantic	(28.15,28.2]	-0.8305735	-0.8598881	-0.7746949
sal + aou	Atlantic	(28.2, Inf]	-0.7115640	-0.7727199	-0.6139903
sal + aou	Indo-Pacific	(-Inf,26]	-0.2712922	-0.2847427	-0.2618127
sal + aou	Indo-Pacific	(26,26.5]	-0.2586273	-0.2828382	-0.2115241
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2903242	-0.3242156	-0.2672127
sal + aou	Indo-Pacific	(26.75,27]	-0.2199325	-0.2361262	-0.2053812
sal + aou	Indo-Pacific	(27,27.25]	-0.0432275	-0.0682641	-0.0064924
sal + aou	Indo-Pacific	(27.25,27.5]	0.1259342	0.1105185	0.1489957
sal + aou	Indo-Pacific	(27.5,27.75]	0.2194355	0.2098137	0.2285650
sal + aou	Indo-Pacific	(27.75,27.85]	0.0854479	0.0563510	0.1062581
sal + aou	Indo-Pacific	(27.85,27.95]	-0.2463842	-0.2778399	-0.2166570
sal + aou	Indo-Pacific	(27.95,28.05]	-0.3763112	-0.3910619	-0.3501177
sal + aou	Indo-Pacific	(28.05,28.1]	-0.1357683	-0.1616307	-0.1149053
sal + aou	Indo-Pacific	(28.1,28.2]	0.3069262	0.2764775	0.3397108
sal + aou	Indo-Pacific	(28.2,28.3]	0.6076465	0.5539544	0.6578373
sal + aou	Indo-Pacific	(28.3, Inf]	0.7796221	0.7413562	0.8017450
sal + nitrate	Atlantic	(-Inf,26]	-0.3388215	-0.3731204	-0.2914948
sal + nitrate	Atlantic	(26,26.5]	-0.3154798	-0.3243880	-0.3073858
sal + nitrate	Atlantic	(26.5,26.75]	-0.2148221	-0.2690132	-0.1594056
sal + nitrate	Atlantic	(26.75,27]	-0.4186012	-0.4382180	-0.4085341
sal + nitrate	Atlantic	(27,27.25]	-0.2723479	-0.3035456	-0.2529022
sal + nitrate	Atlantic	(27.25,27.5]	-0.0753897	-0.0928873	-0.0462420
sal + nitrate	Atlantic	(27.5,27.75]	-0.3426625	-0.3629150	-0.3266344
sal + nitrate	Atlantic	(27.75,27.85]	-0.5823756	-0.5957046	-0.5755847
sal + nitrate	Atlantic	(27.85,27.95]	-0.5220539	-0.5371078	-0.5127961
sal + nitrate	Atlantic	(27.95,28.05]	-0.7261853	-0.7308623	-0.7231400
sal + nitrate	Atlantic	(28.05,28.1]	-0.8911793	-0.9096247	-0.8812361
sal + nitrate	Atlantic	(28.1,28.15]	-0.8847347	-0.8896773	-0.8810310
sal + nitrate	Atlantic	(28.15,28.2]	-0.8793308	-0.8944770	-0.8661545
sal + nitrate	Atlantic	(28.2, Inf]	-0.8347678	-0.8653613	-0.7886348
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4752325	-0.4963345	-0.4613149
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4786341	-0.4991393	-0.4494925
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5314552	-0.5538634	-0.5124526
sal + nitrate	Indo-Pacific	(26.75,27]	-0.4962614	-0.5077443	-0.4877303
sal + nitrate	Indo-Pacific	(27,27.25]	-0.4581375	-0.4684563	-0.4476643
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3297413	-0.3379204	-0.3224117
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.2761039	-0.2815832	-0.2724646
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2590834	-0.2783300	-0.2391580
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2453800	-0.2655667	-0.2285187
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5887850	-0.6098846	-0.5532509
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.1921648	-0.2166401	-0.1715996
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2951565	0.2559323	0.3390647
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7071584	0.6728508	0.7485535
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.2521009	0.2154996	0.3178986
sal + phosphate	Atlantic	(-Inf,26]	-0.3379454	-0.3736480	-0.2935615
sal + phosphate	Atlantic	(26,26.5]	-0.3054297	-0.3083386	-0.3006557
sal + phosphate	Atlantic	(26.5,26.75]	-0.2142800	-0.2584010	-0.1625203
sal + phosphate	Atlantic	(26.75,27]	-0.4375694	-0.4614315	-0.4235840
sal + phosphate	Atlantic	(27,27.25]	-0.2686603	-0.3050778	-0.2489577
sal + phosphate	Atlantic	(27.25,27.5]	-0.0293898	-0.0511348	0.0030374
sal + phosphate	Atlantic	(27.5,27.75]	-0.2572279	-0.2769906	-0.2341572
sal + phosphate	Atlantic	(27.75,27.85]	-0.3431618	-0.3563685	-0.3333104
sal + phosphate	Atlantic	(27.85,27.95]	-0.3572653	-0.3728523	-0.3457742
sal + phosphate	Atlantic	(27.95,28.05]	-0.6752643	-0.6769709	-0.6720718
sal + phosphate	Atlantic	(28.05,28.1]	-0.8879230	-0.9064974	-0.8768788
sal + phosphate	Atlantic	(28.1,28.15]	-0.8800309	-0.8833668	-0.8764012
sal + phosphate	Atlantic	(28.15,28.2]	-0.8758633	-0.8922459	-0.8625773
sal + phosphate	Atlantic	(28.2, Inf]	-0.8307405	-0.8635399	-0.7825084
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.4365896	-0.4549040	-0.4262813
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4690138	-0.4909692	-0.4338482
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4786396	-0.5043821	-0.4650965
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3799734	-0.4027620	-0.3621160
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1160160	-0.1352614	-0.0876808
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0659734	0.0559673	0.0821573
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1429597	0.1340524	0.1511032
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0371219	0.0058646	0.0610089
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.2686438	-0.2963860	-0.2450717
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.4165015	-0.4311888	-0.3897543
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1715724	-0.1978552	-0.1516364
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2967264	0.2568091	0.3399340
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.7042396	0.6698568	0.7454963
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.2889397	0.2567983	0.3491185
sal + phosphate_star	Atlantic	(-Inf,26]	-0.6500715	-0.6878116	-0.5989936
sal + phosphate_star	Atlantic	(26,26.5]	-0.7640444	-0.7857997	-0.7369591
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8784247	-0.9038526	-0.8656272
sal + phosphate_star	Atlantic	(26.75,27]	-0.9269294	-0.9298601	-0.9244518
sal + phosphate_star	Atlantic	(27,27.25]	-0.9544578	-0.9583394	-0.9508887
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9609452	-0.9640934	-0.9570474
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9407986	-0.9501460	-0.9347674
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9680567	-0.9703641	-0.9665479
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9675885	-0.9711846	-0.9610582
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9858422	-0.9881263	-0.9825585
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9885203	-0.9896426	-0.9866274
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9828119	-0.9832533	-0.9825665
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9668289	-0.9711109	-0.9621007
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8656027	-0.8904329	-0.8346150
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6747609	-0.7028301	-0.6582463
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7816750	-0.7944393	-0.7684787
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7673295	-0.7726500	-0.7575707
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.6329728	-0.6552655	-0.6151817
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.2675913	-0.2770904	-0.2503698
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0428402	-0.0537218	-0.0335377
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0056701	0.0008683	0.0083632
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1258819	-0.1582617	-0.0960434
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4117647	-0.4217025	-0.4054217
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7066326	-0.7135615	-0.6944012
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6221169	-0.6303072	-0.6088278
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1987570	-0.2301032	-0.1714519
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4142651	0.3259518	0.4640642
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.1623040	-0.1959147	-0.1083686
sal + silicate	Atlantic	(-Inf,26]	-0.3773261	-0.4048836	-0.3242854
sal + silicate	Atlantic	(26,26.5]	-0.3985109	-0.4180084	-0.3848329
sal + silicate	Atlantic	(26.5,26.75]	-0.4208095	-0.4894329	-0.3787756
sal + silicate	Atlantic	(26.75,27]	-0.6686140	-0.6850295	-0.6502089
sal + silicate	Atlantic	(27,27.25]	-0.5629610	-0.5688519	-0.5551290
sal + silicate	Atlantic	(27.25,27.5]	-0.4563087	-0.4756305	-0.4447497
sal + silicate	Atlantic	(27.5,27.75]	-0.6601221	-0.6704673	-0.6486982
sal + silicate	Atlantic	(27.75,27.85]	-0.6895825	-0.7013022	-0.6718771
sal + silicate	Atlantic	(27.85,27.95]	-0.6572768	-0.6599818	-0.6544997
sal + silicate	Atlantic	(27.95,28.05]	-0.5361175	-0.5448894	-0.5268311
sal + silicate	Atlantic	(28.05,28.1]	0.1683401	0.1260542	0.1898419
sal + silicate	Atlantic	(28.1,28.15]	0.3165011	0.3000042	0.3284476
sal + silicate	Atlantic	(28.15,28.2]	0.0028599	-0.0213876	0.0350476
sal + silicate	Atlantic	(28.2, Inf]	-0.2888615	-0.3132380	-0.2493443
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5155137	-0.5320698	-0.4906767
sal + silicate	Indo-Pacific	(26,26.5]	-0.5401201	-0.5592890	-0.5108813
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5683928	-0.5962141	-0.5528467
sal + silicate	Indo-Pacific	(26.75,27]	-0.5066146	-0.5266078	-0.4941955
sal + silicate	Indo-Pacific	(27,27.25]	-0.3381359	-0.3542133	-0.3079904
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.0901195	-0.1042748	-0.0678621
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0749989	0.0621652	0.0852383
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0139249	-0.0137461	0.0328800
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2438485	-0.2731818	-0.2091512
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.3830885	-0.4017003	-0.3567431
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0083201	-0.0062501	0.0222061
sal + silicate	Indo-Pacific	(28.1,28.2]	0.4214068	0.3998197	0.4493027
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6912718	0.6483582	0.7363920
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4810873	0.4464152	0.5201803
sal + temp	Atlantic	(-Inf,26]	0.8255141	0.8143670	0.8401485
sal + temp	Atlantic	(26,26.5]	0.9586782	0.9553533	0.9630607
sal + temp	Atlantic	(26.5,26.75]	0.9772275	0.9758786	0.9795624
sal + temp	Atlantic	(26.75,27]	0.9707029	0.9695339	0.9719427
sal + temp	Atlantic	(27,27.25]	0.9721582	0.9712177	0.9726406
sal + temp	Atlantic	(27.25,27.5]	0.9644821	0.9629265	0.9659574
sal + temp	Atlantic	(27.5,27.75]	0.9490338	0.9454601	0.9546877
sal + temp	Atlantic	(27.75,27.85]	0.9784456	0.9766895	0.9811152
sal + temp	Atlantic	(27.85,27.95]	0.9732763	0.9716418	0.9748691
sal + temp	Atlantic	(27.95,28.05]	0.9872069	0.9868885	0.9874492
sal + temp	Atlantic	(28.05,28.1]	0.9874287	0.9868100	0.9885096
sal + temp	Atlantic	(28.1,28.15]	0.9889348	0.9888561	0.9890064
sal + temp	Atlantic	(28.15,28.2]	0.9867894	0.9853038	0.9883411
sal + temp	Atlantic	(28.2, Inf]	0.6543151	0.6520655	0.6576480
sal + temp	Indo-Pacific	(-Inf,26]	0.6897944	0.6596276	0.7104601
sal + temp	Indo-Pacific	(26,26.5]	0.9600358	0.9579182	0.9615450
sal + temp	Indo-Pacific	(26.5,26.75]	0.9815361	0.9800850	0.9825260
sal + temp	Indo-Pacific	(26.75,27]	0.9804775	0.9796531	0.9814863
sal + temp	Indo-Pacific	(27,27.25]	0.9688618	0.9685811	0.9690647
sal + temp	Indo-Pacific	(27.25,27.5]	0.9316109	0.9309956	0.9324423
sal + temp	Indo-Pacific	(27.5,27.75]	0.8836140	0.8825314	0.8855343
sal + temp	Indo-Pacific	(27.75,27.85]	0.9334812	0.9304674	0.9390056
sal + temp	Indo-Pacific	(27.85,27.95]	0.9122334	0.9090436	0.9175940
sal + temp	Indo-Pacific	(27.95,28.05]	0.9457060	0.9436447	0.9468909
sal + temp	Indo-Pacific	(28.05,28.1]	0.9691283	0.9684204	0.9700422
sal + temp	Indo-Pacific	(28.1,28.2]	0.9675079	0.9631903	0.9716653
sal + temp	Indo-Pacific	(28.2,28.3]	0.7593895	0.7175783	0.7817967
sal + temp	Indo-Pacific	(28.3, Inf]	0.4588965	0.3742126	0.5163717
silicate + phosphate	Atlantic	(-Inf,26]	0.8869839	0.8848526	0.8896754
silicate + phosphate	Atlantic	(26,26.5]	0.9538263	0.9512197	0.9564284
silicate + phosphate	Atlantic	(26.5,26.75]	0.9194387	0.9099637	0.9279933
silicate + phosphate	Atlantic	(26.75,27]	0.8912863	0.8812138	0.8971139
silicate + phosphate	Atlantic	(27,27.25]	0.8632369	0.8467168	0.8863160
silicate + phosphate	Atlantic	(27.25,27.5]	0.7745288	0.7576039	0.8001457
silicate + phosphate	Atlantic	(27.5,27.75]	0.7778228	0.7675534	0.7836063
silicate + phosphate	Atlantic	(27.75,27.85]	0.8198291	0.8084600	0.8270687
silicate + phosphate	Atlantic	(27.85,27.95]	0.8299656	0.8228900	0.8438232
silicate + phosphate	Atlantic	(27.95,28.05]	0.7385153	0.7326183	0.7418284
silicate + phosphate	Atlantic	(28.05,28.1]	0.2373262	0.1769073	0.2994042
silicate + phosphate	Atlantic	(28.1,28.15]	0.1110229	0.0998085	0.1298787
silicate + phosphate	Atlantic	(28.15,28.2]	0.4074031	0.3942250	0.4243475
silicate + phosphate	Atlantic	(28.2, Inf]	0.6642261	0.6530177	0.6808504
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9216648	0.9170066	0.9265511
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9061008	0.9029085	0.9103053
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.9070421	0.9049566	0.9090384
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9061633	0.9015513	0.9090983
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8732784	0.8720537	0.8748658
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8724056	0.8709206	0.8740773
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8942863	0.8924429	0.8957804
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9113419	0.9085317	0.9135958
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9192774	0.9155699	0.9226726
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9285687	0.9242112	0.9322896
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9296541	0.9281986	0.9311476
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8913608	0.8895904	0.8948747
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9442201	0.9424618	0.9459845
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6746564	0.6378331	0.7119963
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7296712	0.7235408	0.7336541
silicate + phosphate_star	Atlantic	(26,26.5]	0.8178364	0.8078642	0.8281853
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7641234	0.7479001	0.7819893
silicate + phosphate_star	Atlantic	(26.75,27]	0.8473883	0.8389372	0.8566404
silicate + phosphate_star	Atlantic	(27,27.25]	0.6990162	0.6834981	0.7186001
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.5816075	0.5600602	0.5976525
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7746467	0.7650823	0.7821819
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.7923038	0.7678321	0.8047894
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7544857	0.7347102	0.7711008
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.6085012	0.6012860	0.6198395
silicate + phosphate_star	Atlantic	(28.05,28.1]	-0.0501377	-0.0756707	-0.0007103
silicate + phosphate_star	Atlantic	(28.1,28.15]	-0.1636131	-0.1793429	-0.1448305
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.2107913	0.1757767	0.2342726
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6704958	0.6575312	0.6849853
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8613259	0.8503208	0.8681612
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8641257	0.8550005	0.8692846
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8754644	0.8653784	0.8862597
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8484843	0.8450384	0.8516155
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7871259	0.7829372	0.7914382
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7759999	0.7734543	0.7801679
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7921252	0.7904553	0.7952794
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8035314	0.7969027	0.8074911
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8259600	0.8159660	0.8351428
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8536532	0.8480005	0.8618972
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6878704	0.6670069	0.6989305
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6205153	0.6084655	0.6304669
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6915967	0.6737720	0.7026446
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5072717	0.4809057	0.5345773
temp + aou	Atlantic	(-Inf,26]	-0.3003973	-0.3328864	-0.2573201
temp + aou	Atlantic	(26,26.5]	-0.1946112	-0.2085673	-0.1671066
temp + aou	Atlantic	(26.5,26.75]	0.0069782	-0.0331308	0.0794495
temp + aou	Atlantic	(26.75,27]	-0.2176952	-0.2659568	-0.1931863
temp + aou	Atlantic	(27,27.25]	0.0564355	0.0055794	0.0845918
temp + aou	Atlantic	(27.25,27.5]	0.3339399	0.3007748	0.3652591
temp + aou	Atlantic	(27.5,27.75]	0.1027308	0.0912742	0.1208129
temp + aou	Atlantic	(27.75,27.85]	-0.0320302	-0.0429047	-0.0262834
temp + aou	Atlantic	(27.85,27.95]	-0.0241469	-0.0379342	-0.0155482
temp + aou	Atlantic	(27.95,28.05]	-0.2330631	-0.2620089	-0.2127291
temp + aou	Atlantic	(28.05,28.1]	-0.6187693	-0.6709658	-0.5697835
temp + aou	Atlantic	(28.1,28.15]	-0.6936270	-0.7340135	-0.6549108
temp + aou	Atlantic	(28.15,28.2]	-0.7424640	-0.7800379	-0.6708026
temp + aou	Atlantic	(28.2, Inf]	-0.4537661	-0.5123116	-0.3526651
temp + aou	Indo-Pacific	(-Inf,26]	-0.4165485	-0.4219243	-0.4120272
temp + aou	Indo-Pacific	(26,26.5]	-0.2565570	-0.2799563	-0.2156903
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2473362	-0.2766661	-0.2218683
temp + aou	Indo-Pacific	(26.75,27]	-0.2095315	-0.2238179	-0.1960342
temp + aou	Indo-Pacific	(27,27.25]	-0.0600509	-0.0768669	-0.0315099
temp + aou	Indo-Pacific	(27.25,27.5]	0.1467055	0.1307677	0.1696787
temp + aou	Indo-Pacific	(27.5,27.75]	0.2477979	0.2413725	0.2572614
temp + aou	Indo-Pacific	(27.75,27.85]	0.1720542	0.1377305	0.2000834
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0495774	-0.0747009	-0.0294279
temp + aou	Indo-Pacific	(27.95,28.05]	-0.2306795	-0.2521452	-0.1907517
temp + aou	Indo-Pacific	(28.05,28.1]	0.0164005	-0.0117015	0.0359227
temp + aou	Indo-Pacific	(28.1,28.2]	0.3726119	0.3557940	0.3920161
temp + aou	Indo-Pacific	(28.2,28.3]	0.4601574	0.4274299	0.4853182
temp + aou	Indo-Pacific	(28.3, Inf]	0.4517142	0.3759518	0.5274513
temp + nitrate	Atlantic	(-Inf,26]	-0.5214384	-0.5466972	-0.4954721
temp + nitrate	Atlantic	(26,26.5]	-0.4194239	-0.4310376	-0.4097515
temp + nitrate	Atlantic	(26.5,26.75]	-0.2266031	-0.2861836	-0.1590834
temp + nitrate	Atlantic	(26.75,27]	-0.4068265	-0.4330397	-0.3868270
temp + nitrate	Atlantic	(27,27.25]	-0.2263918	-0.2625567	-0.2048852
temp + nitrate	Atlantic	(27.25,27.5]	-0.0329731	-0.0533370	0.0000606
temp + nitrate	Atlantic	(27.5,27.75]	-0.2529114	-0.2783968	-0.2369462
temp + nitrate	Atlantic	(27.75,27.85]	-0.5133397	-0.5231915	-0.5021793
temp + nitrate	Atlantic	(27.85,27.95]	-0.4515004	-0.4686646	-0.4355140
temp + nitrate	Atlantic	(27.95,28.05]	-0.6868223	-0.6888638	-0.6828201
temp + nitrate	Atlantic	(28.05,28.1]	-0.8366565	-0.8630470	-0.8210736
temp + nitrate	Atlantic	(28.1,28.15]	-0.8215288	-0.8276681	-0.8170053
temp + nitrate	Atlantic	(28.15,28.2]	-0.8012777	-0.8233321	-0.7808169
temp + nitrate	Atlantic	(28.2, Inf]	-0.4455390	-0.4685944	-0.4082352
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6235403	-0.6423672	-0.6048089
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4843225	-0.5058208	-0.4569648
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5222945	-0.5379580	-0.5095014
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5085920	-0.5204933	-0.4961600
temp + nitrate	Indo-Pacific	(27,27.25]	-0.4843719	-0.4963821	-0.4714181
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.3146824	-0.3216301	-0.3104979
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.2354952	-0.2364339	-0.2348218
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2268186	-0.2490838	-0.2111569
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2269228	-0.2441430	-0.1955274
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.4526778	-0.4801411	-0.4019838
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0274603	-0.0537970	-0.0074765
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3704536	0.3451005	0.4001300
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6797424	0.6515626	0.7001582
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.1621501	0.0439201	0.3497116
temp + phosphate	Atlantic	(-Inf,26]	-0.5082205	-0.5392469	-0.4786968
temp + phosphate	Atlantic	(26,26.5]	-0.4002956	-0.4144813	-0.3912631
temp + phosphate	Atlantic	(26.5,26.75]	-0.2214856	-0.2752466	-0.1519324
temp + phosphate	Atlantic	(26.75,27]	-0.4279069	-0.4547792	-0.4106446
temp + phosphate	Atlantic	(27,27.25]	-0.2146282	-0.2515258	-0.1923266
temp + phosphate	Atlantic	(27.25,27.5]	0.0195194	-0.0046546	0.0539433
temp + phosphate	Atlantic	(27.5,27.75]	-0.1572461	-0.1812508	-0.1290816
temp + phosphate	Atlantic	(27.75,27.85]	-0.2704801	-0.2759837	-0.2636602
temp + phosphate	Atlantic	(27.85,27.95]	-0.2758408	-0.2916262	-0.2585982
temp + phosphate	Atlantic	(27.95,28.05]	-0.6258665	-0.6323972	-0.6205457
temp + phosphate	Atlantic	(28.05,28.1]	-0.8255677	-0.8523566	-0.8092251
temp + phosphate	Atlantic	(28.1,28.15]	-0.8128943	-0.8169298	-0.8085107
temp + phosphate	Atlantic	(28.15,28.2]	-0.7957624	-0.8194344	-0.7750579
temp + phosphate	Atlantic	(28.2, Inf]	-0.4288762	-0.4518509	-0.3900212
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5573372	-0.5782707	-0.5412831
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4760429	-0.4907026	-0.4473642
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4482585	-0.4705423	-0.4354870
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3756198	-0.3959012	-0.3577951
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1266089	-0.1396652	-0.1062646
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0791881	0.0711773	0.0940788
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1645106	0.1587439	0.1721736
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.1203731	0.0836143	0.1512766
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0718169	-0.0926301	-0.0572324
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.2654036	-0.2870105	-0.2247507
temp + phosphate	Indo-Pacific	(28.05,28.1]	-0.0082471	-0.0365383	0.0102844
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3783491	0.3536434	0.4061613
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6679872	0.6420506	0.6860513
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.1722321	0.0593388	0.3528491
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8025170	-0.8292378	-0.7764937
temp + phosphate_star	Atlantic	(26,26.5]	-0.8344551	-0.8462662	-0.8137363
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8910677	-0.9183498	-0.8720843
temp + phosphate_star	Atlantic	(26.75,27]	-0.9366691	-0.9405940	-0.9340025
temp + phosphate_star	Atlantic	(27,27.25]	-0.9526019	-0.9572364	-0.9469078
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9667592	-0.9690952	-0.9624125
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9302522	-0.9408517	-0.9214643
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9494765	-0.9568250	-0.9424063
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9568269	-0.9619537	-0.9507907
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9808692	-0.9826665	-0.9797483
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9727747	-0.9763965	-0.9691723
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9561123	-0.9570731	-0.9555040
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9230797	-0.9305996	-0.9147105
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.5531696	-0.5648997	-0.5355988
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8036390	-0.8288646	-0.7851106
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8050809	-0.8126256	-0.7963470
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7664654	-0.7750659	-0.7555889
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.6405287	-0.6600243	-0.6216457
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.2752092	-0.2853678	-0.2645114
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0397694	-0.0480974	-0.0324894
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0120121	0.0103652	0.0132913
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0590272	-0.0965115	-0.0227128
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2403725	-0.2431887	-0.2360555
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5743418	-0.5870172	-0.5506519
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4544140	-0.4664454	-0.4370195
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0732999	-0.0875865	-0.0657036
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4480595	0.3501288	0.5329614
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2010821	-0.2817147	-0.0654035
temp + silicate	Atlantic	(-Inf,26]	-0.5027064	-0.5164079	-0.4818238
temp + silicate	Atlantic	(26,26.5]	-0.4921636	-0.5006426	-0.4776673
temp + silicate	Atlantic	(26.5,26.75]	-0.4412824	-0.5183698	-0.3875316
temp + silicate	Atlantic	(26.75,27]	-0.6683243	-0.6856643	-0.6466253
temp + silicate	Atlantic	(27,27.25]	-0.5176492	-0.5200825	-0.5132095
temp + silicate	Atlantic	(27.25,27.5]	-0.4519438	-0.4703045	-0.4425736
temp + silicate	Atlantic	(27.5,27.75]	-0.6131397	-0.6239539	-0.5993443
temp + silicate	Atlantic	(27.75,27.85]	-0.6217646	-0.6324774	-0.6131437
temp + silicate	Atlantic	(27.85,27.95]	-0.5809697	-0.5833979	-0.5787856
temp + silicate	Atlantic	(27.95,28.05]	-0.5293471	-0.5358604	-0.5240981
temp + silicate	Atlantic	(28.05,28.1]	0.2212365	0.1856085	0.2455770
temp + silicate	Atlantic	(28.1,28.15]	0.3939602	0.3802406	0.4020534
temp + silicate	Atlantic	(28.15,28.2]	0.1114534	0.0827137	0.1455777
temp + silicate	Atlantic	(28.2, Inf]	-0.1717608	-0.1909611	-0.1581955
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5742320	-0.5989624	-0.5444790
temp + silicate	Indo-Pacific	(26,26.5]	-0.5471355	-0.5629219	-0.5227776
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5571038	-0.5829042	-0.5426585
temp + silicate	Indo-Pacific	(26.75,27]	-0.5194249	-0.5383493	-0.5068737
temp + silicate	Indo-Pacific	(27,27.25]	-0.3768572	-0.3967227	-0.3517624
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.1054064	-0.1212939	-0.0814156
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0525340	0.0409003	0.0655726
temp + silicate	Indo-Pacific	(27.75,27.85]	0.1039637	0.0726015	0.1299468
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.0512697	-0.0777269	-0.0268610
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.2369217	-0.2625453	-0.1954782
temp + silicate	Indo-Pacific	(28.05,28.1]	0.1632495	0.1496626	0.1741185
temp + silicate	Indo-Pacific	(28.1,28.2]	0.4405341	0.4264151	0.4586764
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6239726	0.5998035	0.6480650
temp + silicate	Indo-Pacific	(28.3, Inf]	0.2263205	0.1477985	0.3769619

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
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]	-0.0163155	-0.0758052	0.0635090
aou	Atlantic	(26,26.5]	-0.2090326	-0.3345286	-0.1038696
aou	Atlantic	(26.5,26.75]	-0.0480374	-0.1897547	0.1565365
aou	Atlantic	(26.75,27]	0.0376467	-0.2039091	0.3653937
aou	Atlantic	(27,27.25]	0.0283652	-0.1967729	0.3270366
aou	Atlantic	(27.25,27.5]	0.2611468	0.0337718	0.5256375
aou	Atlantic	(27.5,27.75]	0.4965509	0.3438460	0.6737402
aou	Atlantic	(27.75,27.85]	0.3677897	0.1301285	0.6100594
aou	Atlantic	(27.85,27.95]	-0.1301892	-0.2716505	0.0260780
aou	Atlantic	(27.95,28.05]	-0.2995741	-0.3257605	-0.2770620
aou	Atlantic	(28.05,28.1]	-0.7224633	-0.7326707	-0.7166125
aou	Atlantic	(28.1,28.15]	-0.8112021	-0.8574887	-0.7776265
aou	Atlantic	(28.15,28.2]	-0.8467228	-0.8626440	-0.8209463
aou	Atlantic	(28.2, Inf]	-0.7050395	-0.7715198	-0.6164883
aou	Indo-Pacific	(-Inf,26]	-0.2032035	-0.3396131	-0.0771669
aou	Indo-Pacific	(26,26.5]	-0.3496965	-0.4308656	-0.2262131
aou	Indo-Pacific	(26.5,26.75]	-0.2766019	-0.3885615	-0.1311818
aou	Indo-Pacific	(26.75,27]	-0.0899238	-0.2327895	0.0494114
aou	Indo-Pacific	(27,27.25]	0.3661982	0.2913322	0.4648083
aou	Indo-Pacific	(27.25,27.5]	0.6727224	0.6337386	0.7169424
aou	Indo-Pacific	(27.5,27.75]	0.8372536	0.8196485	0.8613708
aou	Indo-Pacific	(27.75,27.85]	0.9278662	0.9125529	0.9443125
aou	Indo-Pacific	(27.85,27.95]	0.9625869	0.9499176	0.9726209
aou	Indo-Pacific	(27.95,28.05]	0.9824573	0.9755807	0.9893190
aou	Indo-Pacific	(28.05,28.1]	0.9822179	0.9748550	0.9874687
aou	Indo-Pacific	(28.1,28.2]	0.9349898	0.9239718	0.9410489
aou	Indo-Pacific	(28.2,28.3]	0.1360663	0.0444890	0.2035938
aou	Indo-Pacific	(28.3, Inf]	-0.1197817	-0.1449964	-0.0857588
nitrate	Atlantic	(-Inf,26]	0.0430434	0.0063593	0.1140564
nitrate	Atlantic	(26,26.5]	-0.1774542	-0.2851304	-0.0815549
nitrate	Atlantic	(26.5,26.75]	-0.0311720	-0.2124876	0.2023699
nitrate	Atlantic	(26.75,27]	-0.0223816	-0.2535505	0.2959533
nitrate	Atlantic	(27,27.25]	-0.1688069	-0.3655938	0.0967035
nitrate	Atlantic	(27.25,27.5]	-0.1852171	-0.3516794	0.0217739
nitrate	Atlantic	(27.5,27.75]	-0.3523078	-0.4615099	-0.2324773
nitrate	Atlantic	(27.75,27.85]	-0.2980896	-0.4942088	-0.0657883
nitrate	Atlantic	(27.85,27.95]	-0.3826650	-0.5115925	-0.2421637
nitrate	Atlantic	(27.95,28.05]	-0.4388042	-0.4499274	-0.4221774
nitrate	Atlantic	(28.05,28.1]	-0.7412565	-0.8029160	-0.6854807
nitrate	Atlantic	(28.1,28.15]	-0.8426866	-0.8989548	-0.7995839
nitrate	Atlantic	(28.15,28.2]	-0.8677940	-0.8811657	-0.8472556
nitrate	Atlantic	(28.2, Inf]	-0.8203383	-0.8639653	-0.7869558
nitrate	Indo-Pacific	(-Inf,26]	-0.2508550	-0.3693604	-0.1419766
nitrate	Indo-Pacific	(26,26.5]	-0.6736580	-0.7428564	-0.5783743
nitrate	Indo-Pacific	(26.5,26.75]	-0.7403831	-0.7758961	-0.6883736
nitrate	Indo-Pacific	(26.75,27]	-0.7960522	-0.8209403	-0.7554792
nitrate	Indo-Pacific	(27,27.25]	-0.9002035	-0.9232560	-0.8737680
nitrate	Indo-Pacific	(27.25,27.5]	-0.9205150	-0.9314789	-0.9075825
nitrate	Indo-Pacific	(27.5,27.75]	-0.8795110	-0.8931486	-0.8686409
nitrate	Indo-Pacific	(27.75,27.85]	-0.7158264	-0.7312384	-0.7070594
nitrate	Indo-Pacific	(27.85,27.95]	-0.4843220	-0.5051418	-0.4565839
nitrate	Indo-Pacific	(27.95,28.05]	0.6044171	0.5922755	0.6149649
nitrate	Indo-Pacific	(28.05,28.1]	0.9558653	0.9486710	0.9655965
nitrate	Indo-Pacific	(28.1,28.2]	0.9495242	0.9344143	0.9606020
nitrate	Indo-Pacific	(28.2,28.3]	0.4074780	0.2872122	0.5385920
nitrate	Indo-Pacific	(28.3, Inf]	-0.2670324	-0.3071232	-0.2135466
phosphate	Atlantic	(-Inf,26]	0.1048408	0.0644627	0.1796689
phosphate	Atlantic	(26,26.5]	-0.1622933	-0.2717272	-0.0593910
phosphate	Atlantic	(26.5,26.75]	-0.0304361	-0.2124491	0.2114654
phosphate	Atlantic	(26.75,27]	-0.0495974	-0.3275431	0.3159235
phosphate	Atlantic	(27,27.25]	-0.1187076	-0.3550218	0.2098897
phosphate	Atlantic	(27.25,27.5]	0.0682551	-0.1598314	0.3498334
phosphate	Atlantic	(27.5,27.75]	0.3734777	0.2287533	0.5397451
phosphate	Atlantic	(27.75,27.85]	0.2385656	0.0087179	0.4720969
phosphate	Atlantic	(27.85,27.95]	-0.2634383	-0.4051979	-0.1162715
phosphate	Atlantic	(27.95,28.05]	-0.4569810	-0.4675706	-0.4403076
phosphate	Atlantic	(28.05,28.1]	-0.7670510	-0.8294462	-0.7118028
phosphate	Atlantic	(28.1,28.15]	-0.8528528	-0.9054564	-0.8116448
phosphate	Atlantic	(28.15,28.2]	-0.8715926	-0.8824551	-0.8517113
phosphate	Atlantic	(28.2, Inf]	-0.8209237	-0.8663706	-0.7858355
phosphate	Indo-Pacific	(-Inf,26]	-0.2600419	-0.3847533	-0.1397968
phosphate	Indo-Pacific	(26,26.5]	-0.4605554	-0.5349596	-0.3545502
phosphate	Indo-Pacific	(26.5,26.75]	-0.3656406	-0.4658232	-0.2228125
phosphate	Indo-Pacific	(26.75,27]	-0.0707230	-0.2049319	0.0496775
phosphate	Indo-Pacific	(27,27.25]	0.6044291	0.5523146	0.6779234
phosphate	Indo-Pacific	(27.25,27.5]	0.9029035	0.8839290	0.9238118
phosphate	Indo-Pacific	(27.5,27.75]	0.9542773	0.9464082	0.9659205
phosphate	Indo-Pacific	(27.75,27.85]	0.9694169	0.9596985	0.9800511
phosphate	Indo-Pacific	(27.85,27.95]	0.9799835	0.9705217	0.9871745
phosphate	Indo-Pacific	(27.95,28.05]	0.9812855	0.9741163	0.9885339
phosphate	Indo-Pacific	(28.05,28.1]	0.9788916	0.9690055	0.9865504
phosphate	Indo-Pacific	(28.1,28.2]	0.9493528	0.9341351	0.9605839
phosphate	Indo-Pacific	(28.2,28.3]	0.4226326	0.3074911	0.5412463
phosphate	Indo-Pacific	(28.3, Inf]	-0.2330360	-0.2680581	-0.1803411
phosphate_star	Atlantic	(-Inf,26]	0.2894675	0.2395855	0.3297605
phosphate_star	Atlantic	(26,26.5]	0.0829901	0.0364578	0.1502852
phosphate_star	Atlantic	(26.5,26.75]	0.1029974	-0.1300355	0.3548453
phosphate_star	Atlantic	(26.75,27]	-0.2660499	-0.5330592	0.0632911
phosphate_star	Atlantic	(27,27.25]	-0.4837719	-0.5960604	-0.2826004
phosphate_star	Atlantic	(27.25,27.5]	-0.5882837	-0.6257783	-0.5362904
phosphate_star	Atlantic	(27.5,27.75]	-0.2984616	-0.3376991	-0.2596753
phosphate_star	Atlantic	(27.75,27.85]	-0.3182852	-0.3914551	-0.2495309
phosphate_star	Atlantic	(27.85,27.95]	-0.3864487	-0.4271699	-0.3528538
phosphate_star	Atlantic	(27.95,28.05]	-0.3384981	-0.4032317	-0.3031187
phosphate_star	Atlantic	(28.05,28.1]	-0.6340176	-0.7749804	-0.5340533
phosphate_star	Atlantic	(28.1,28.15]	-0.8007518	-0.9050517	-0.7289418
phosphate_star	Atlantic	(28.15,28.2]	-0.8588614	-0.9222703	-0.8183060
phosphate_star	Atlantic	(28.2, Inf]	-0.8149990	-0.8516117	-0.7947502
phosphate_star	Indo-Pacific	(-Inf,26]	-0.1966599	-0.2852401	-0.1153229
phosphate_star	Indo-Pacific	(26,26.5]	-0.5760644	-0.6152386	-0.5225081
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5115315	-0.5681439	-0.4106728
phosphate_star	Indo-Pacific	(26.75,27]	-0.1584438	-0.2475574	-0.0891786
phosphate_star	Indo-Pacific	(27,27.25]	0.6231533	0.5918003	0.6741488
phosphate_star	Indo-Pacific	(27.25,27.5]	0.9205218	0.9136748	0.9284342
phosphate_star	Indo-Pacific	(27.5,27.75]	0.9463700	0.9453515	0.9470316
phosphate_star	Indo-Pacific	(27.75,27.85]	0.9513512	0.9502664	0.9522391
phosphate_star	Indo-Pacific	(27.85,27.95]	0.9574709	0.9497014	0.9613687
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8930446	0.8901926	0.8950535
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7612180	0.7456039	0.7731742
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7402080	0.7264859	0.7491357
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6785126	0.6156460	0.7563136
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2397300	-0.2791574	-0.1941574
sal	Atlantic	(-Inf,26]	-0.3634317	-0.4100359	-0.3165288
sal	Atlantic	(26,26.5]	-0.4377987	-0.4606782	-0.4079278
sal	Atlantic	(26.5,26.75]	-0.2835060	-0.4614632	-0.0783049
sal	Atlantic	(26.75,27]	0.2080753	-0.0521070	0.4327537
sal	Atlantic	(27,27.25]	0.4817425	0.3392179	0.5591296
sal	Atlantic	(27.25,27.5]	0.6116359	0.5953717	0.6344227
sal	Atlantic	(27.5,27.75]	0.4877421	0.4621283	0.5154774
sal	Atlantic	(27.75,27.85]	0.4263723	0.3858883	0.4603523
sal	Atlantic	(27.85,27.95]	0.2685336	0.2649291	0.2706581
sal	Atlantic	(27.95,28.05]	0.2381306	0.1995090	0.3002103
sal	Atlantic	(28.05,28.1]	0.5928952	0.4822379	0.7608511
sal	Atlantic	(28.1,28.15]	0.7589114	0.6698024	0.8809105
sal	Atlantic	(28.15,28.2]	0.8097676	0.7382058	0.9081259
sal	Atlantic	(28.2, Inf]	0.9426294	0.9375909	0.9480285
sal	Indo-Pacific	(-Inf,26]	0.3350432	0.3112327	0.3600827
sal	Indo-Pacific	(26,26.5]	0.5814478	0.5702921	0.5929750
sal	Indo-Pacific	(26.5,26.75]	0.6798749	0.6687017	0.6879590
sal	Indo-Pacific	(26.75,27]	0.6714360	0.6447906	0.6948443
sal	Indo-Pacific	(27,27.25]	0.4832970	0.4513844	0.4997793
sal	Indo-Pacific	(27.25,27.5]	0.2850254	0.2781764	0.2900790
sal	Indo-Pacific	(27.5,27.75]	0.2661373	0.2570793	0.2740773
sal	Indo-Pacific	(27.75,27.85]	0.1036602	0.0562938	0.1492325
sal	Indo-Pacific	(27.85,27.95]	-0.2577175	-0.2794802	-0.2144324
sal	Indo-Pacific	(27.95,28.05]	-0.3797162	-0.4040930	-0.3425097
sal	Indo-Pacific	(28.05,28.1]	-0.1416866	-0.1984130	-0.0851482
sal	Indo-Pacific	(28.1,28.2]	0.3245809	0.2403368	0.4190234
sal	Indo-Pacific	(28.2,28.3]	0.3767519	0.2260617	0.5498811
sal	Indo-Pacific	(28.3, Inf]	0.4591801	0.4315362	0.4905737
silicate	Atlantic	(-Inf,26]	-0.1692565	-0.2075100	-0.1005436
silicate	Atlantic	(26,26.5]	-0.2339636	-0.3179398	-0.1418042
silicate	Atlantic	(26.5,26.75]	-0.1517875	-0.3353060	0.1047007
silicate	Atlantic	(26.75,27]	-0.2655544	-0.5340063	0.0977813
silicate	Atlantic	(27,27.25]	-0.3949031	-0.6045207	-0.0753246
silicate	Atlantic	(27.25,27.5]	-0.4058281	-0.5983003	-0.1460564
silicate	Atlantic	(27.5,27.75]	-0.1162109	-0.2549980	0.0391185
silicate	Atlantic	(27.75,27.85]	-0.2175072	-0.4119352	0.0073464
silicate	Atlantic	(27.85,27.95]	-0.5819776	-0.6581259	-0.4975344
silicate	Atlantic	(27.95,28.05]	-0.5155784	-0.5336176	-0.5044221
silicate	Atlantic	(28.05,28.1]	-0.1887113	-0.3002728	0.0313025
silicate	Atlantic	(28.1,28.15]	0.0107101	-0.1024501	0.1393969
silicate	Atlantic	(28.15,28.2]	-0.1457659	-0.2394252	-0.0423545
silicate	Atlantic	(28.2, Inf]	-0.2548444	-0.3048336	-0.2286943
silicate	Indo-Pacific	(-Inf,26]	-0.3484701	-0.4540223	-0.2456609
silicate	Indo-Pacific	(26,26.5]	-0.6635438	-0.7245933	-0.5837285
silicate	Indo-Pacific	(26.5,26.75]	-0.5821002	-0.6541425	-0.4632687
silicate	Indo-Pacific	(26.75,27]	-0.3444107	-0.4435540	-0.2560464
silicate	Indo-Pacific	(27,27.25]	0.2280481	0.1719917	0.3142622
silicate	Indo-Pacific	(27.25,27.5]	0.6320182	0.6027215	0.6681092
silicate	Indo-Pacific	(27.5,27.75]	0.7734843	0.7535534	0.7995181
silicate	Indo-Pacific	(27.75,27.85]	0.8206179	0.7985863	0.8484503
silicate	Indo-Pacific	(27.85,27.95]	0.8608473	0.8420850	0.8813066
silicate	Indo-Pacific	(27.95,28.05]	0.8903436	0.8675201	0.9098881
silicate	Indo-Pacific	(28.05,28.1]	0.9037068	0.8859264	0.9214825
silicate	Indo-Pacific	(28.1,28.2]	0.8801040	0.8667137	0.8903571
silicate	Indo-Pacific	(28.2,28.3]	0.3984586	0.2706646	0.5222048
silicate	Indo-Pacific	(28.3, Inf]	0.0844879	0.0528586	0.1081411
temp	Atlantic	(-Inf,26]	-0.3820044	-0.4267171	-0.3264635
temp	Atlantic	(26,26.5]	-0.3733210	-0.4133641	-0.3322477
temp	Atlantic	(26.5,26.75]	-0.2529542	-0.4413835	-0.0433373
temp	Atlantic	(26.75,27]	0.2274739	-0.0358229	0.4487077
temp	Atlantic	(27,27.25]	0.4736153	0.3446104	0.5403148
temp	Atlantic	(27.25,27.5]	0.6469224	0.6190357	0.6708417
temp	Atlantic	(27.5,27.75]	0.4841490	0.4707391	0.5005313
temp	Atlantic	(27.75,27.85]	0.3909770	0.3756586	0.4110957
temp	Atlantic	(27.85,27.95]	0.2042798	0.2011105	0.2072688
temp	Atlantic	(27.95,28.05]	0.1763127	0.1354869	0.2456346
temp	Atlantic	(28.05,28.1]	0.4893917	0.3739234	0.6716639
temp	Atlantic	(28.1,28.15]	0.6800236	0.5794825	0.8196425
temp	Atlantic	(28.15,28.2]	0.7355465	0.6585950	0.8567440
temp	Atlantic	(28.2, Inf]	0.4467550	0.4367496	0.4603079
temp	Indo-Pacific	(-Inf,26]	-0.2035055	-0.2289256	-0.1673979
temp	Indo-Pacific	(26,26.5]	0.5583436	0.5452047	0.5667447
temp	Indo-Pacific	(26.5,26.75]	0.6983094	0.6887785	0.7058739
temp	Indo-Pacific	(26.75,27]	0.6979464	0.6708448	0.7196985
temp	Indo-Pacific	(27,27.25]	0.4989633	0.4662600	0.5167417
temp	Indo-Pacific	(27.25,27.5]	0.2832974	0.2801216	0.2849812
temp	Indo-Pacific	(27.5,27.75]	0.2406513	0.2316958	0.2527386
temp	Indo-Pacific	(27.75,27.85]	0.1344935	0.0771965	0.1957537
temp	Indo-Pacific	(27.85,27.95]	-0.1151914	-0.1445203	-0.0736555
temp	Indo-Pacific	(27.95,28.05]	-0.2699129	-0.3089098	-0.2102490
temp	Indo-Pacific	(28.05,28.1]	0.0011538	-0.0630954	0.0618799
temp	Indo-Pacific	(28.1,28.2]	0.3915659	0.3169976	0.4742626
temp	Indo-Pacific	(28.2,28.3]	0.4392050	0.2360342	0.6325579
temp	Indo-Pacific	(28.3, Inf]	0.1773438	0.0190592	0.2920381

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_1.0.5      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