eMLR - assumption testing

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Last updated: 2021-06-25

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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
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
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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
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
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8792988	0.8506558	0.8936374
aou + nitrate	Atlantic	(26,26.5]	0.8841205	0.8502520	0.9036002
aou + nitrate	Atlantic	(26.5,26.75]	0.9705645	0.9675927	0.9729257
aou + nitrate	Atlantic	(26.75,27]	0.9840228	0.9783885	0.9874548
aou + nitrate	Atlantic	(27,27.25]	0.9665208	0.9595430	0.9714439
aou + nitrate	Atlantic	(27.25,27.5]	0.8663892	0.8569914	0.8743628
aou + nitrate	Atlantic	(27.5,27.75]	0.6434455	0.6180438	0.6566042
aou + nitrate	Atlantic	(27.75,27.85]	0.3923143	0.3484639	0.4238218
aou + nitrate	Atlantic	(27.85,27.95]	0.2401278	0.2020147	0.2922958
aou + nitrate	Atlantic	(27.95,28.05]	0.5399724	0.5072600	0.5901553
aou + nitrate	Atlantic	(28.05,28.1]	0.8348408	0.7967002	0.8863640
aou + nitrate	Atlantic	(28.1,28.15]	0.9367791	0.9299619	0.9502598
aou + nitrate	Atlantic	(28.15,28.2]	0.9604796	0.9576883	0.9653148
aou + nitrate	Atlantic	(28.2, Inf]	0.8884681	0.8837022	0.8931100
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9330489	0.9221286	0.9418742
aou + nitrate	Indo-Pacific	(26,26.5]	0.8678598	0.8644133	0.8720420
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7894220	0.7714569	0.8229418
aou + nitrate	Indo-Pacific	(26.75,27]	0.8566110	0.8494353	0.8686065
aou + nitrate	Indo-Pacific	(27,27.25]	0.9212823	0.9205721	0.9220656
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9535184	0.9506107	0.9559696
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9759412	0.9747553	0.9770201
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9926981	0.9915911	0.9933746
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9932594	0.9929689	0.9936433
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9934964	0.9930759	0.9941007
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9932783	0.9929476	0.9938509
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9901062	0.9900320	0.9902177
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9864573	0.9858673	0.9871528
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9246038	0.9111657	0.9369499
aou + phosphate	Atlantic	(-Inf,26]	0.9463780	0.9416324	0.9514864
aou + phosphate	Atlantic	(26,26.5]	0.8885005	0.8745075	0.9080155
aou + phosphate	Atlantic	(26.5,26.75]	0.9324729	0.9270958	0.9419380
aou + phosphate	Atlantic	(26.75,27]	0.9600591	0.9569151	0.9626339
aou + phosphate	Atlantic	(27,27.25]	0.9278262	0.9234599	0.9329684
aou + phosphate	Atlantic	(27.25,27.5]	0.8046544	0.7908275	0.8158797
aou + phosphate	Atlantic	(27.5,27.75]	0.5669394	0.5372765	0.5821360
aou + phosphate	Atlantic	(27.75,27.85]	0.3087833	0.2580470	0.3462059
aou + phosphate	Atlantic	(27.85,27.95]	0.1929339	0.1521203	0.2465433
aou + phosphate	Atlantic	(27.95,28.05]	0.5218078	0.4917329	0.5697741
aou + phosphate	Atlantic	(28.05,28.1]	0.8289159	0.7893619	0.8815908
aou + phosphate	Atlantic	(28.1,28.15]	0.9346171	0.9276323	0.9485757
aou + phosphate	Atlantic	(28.15,28.2]	0.9632602	0.9605156	0.9677902
aou + phosphate	Atlantic	(28.2, Inf]	0.8850337	0.8797155	0.8908588
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9684615	0.9666194	0.9704178
aou + phosphate	Indo-Pacific	(26,26.5]	0.9606412	0.9594952	0.9619710
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9716106	0.9704928	0.9733145
aou + phosphate	Indo-Pacific	(26.75,27]	0.9772294	0.9752248	0.9793964
aou + phosphate	Indo-Pacific	(27,27.25]	0.9832073	0.9825486	0.9840637
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9871797	0.9867393	0.9874005
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9901798	0.9898318	0.9905154
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9955095	0.9950039	0.9958154
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9958090	0.9957512	0.9959114
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9953163	0.9947750	0.9957511
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9962509	0.9958550	0.9969933
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9941730	0.9940612	0.9943511
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9928001	0.9921877	0.9933839
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9138103	0.8929637	0.9314351
aou + phosphate_star	Atlantic	(-Inf,26]	0.0866151	0.0198909	0.1276865
aou + phosphate_star	Atlantic	(26,26.5]	0.3981953	0.3696046	0.4265615
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1904074	0.1333534	0.2293310
aou + phosphate_star	Atlantic	(26.75,27]	-0.0800392	-0.1347490	-0.0235671
aou + phosphate_star	Atlantic	(27,27.25]	-0.0113332	-0.0189657	-0.0040654
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0724012	-0.1128854	-0.0434968
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2985941	-0.3263402	-0.2812990
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3985058	-0.4695358	-0.3443519
aou + phosphate_star	Atlantic	(27.85,27.95]	-0.2846418	-0.3350912	-0.2246580
aou + phosphate_star	Atlantic	(27.95,28.05]	0.2110737	0.1805337	0.2547242
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6568927	0.5904560	0.7398382
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8346164	0.8217788	0.8576734
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8847592	0.8716775	0.9007802
aou + phosphate_star	Atlantic	(28.2, Inf]	0.6958222	0.6830525	0.7138263
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6375808	0.6259724	0.6457929
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4222659	0.4095127	0.4382074
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4452938	0.4248391	0.4614569
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5779214	0.5545452	0.6077782
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6360860	0.6330544	0.6420990
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3255627	0.3025530	0.3452686
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1994589	-0.2152084	-0.1780978
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4935432	-0.5062936	-0.4846157
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4310809	-0.4670678	-0.3853094
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4259230	-0.4353789	-0.4100045
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1666879	-0.2093016	-0.1027435
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0442755	-0.1047102	0.0227884
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2050468	0.1607285	0.2769877
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7546741	-0.7679743	-0.7365366
aou + silicate	Atlantic	(-Inf,26]	0.1716078	0.0964638	0.2175220
aou + silicate	Atlantic	(26,26.5]	0.2349372	0.1655234	0.3083419
aou + silicate	Atlantic	(26.5,26.75]	0.6180859	0.5794736	0.6613428
aou + silicate	Atlantic	(26.75,27]	0.7863999	0.7750575	0.7939265
aou + silicate	Atlantic	(27,27.25]	0.6899511	0.6448869	0.7157523
aou + silicate	Atlantic	(27.25,27.5]	0.4698700	0.4347872	0.4885139
aou + silicate	Atlantic	(27.5,27.75]	0.1752909	0.1408083	0.2099687
aou + silicate	Atlantic	(27.75,27.85]	-0.1347730	-0.2043952	-0.0757472
aou + silicate	Atlantic	(27.85,27.95]	-0.0679102	-0.1183707	-0.0123709
aou + silicate	Atlantic	(27.95,28.05]	0.4100981	0.3912241	0.4354049
aou + silicate	Atlantic	(28.05,28.1]	0.7993039	0.7568298	0.8540717
aou + silicate	Atlantic	(28.1,28.15]	0.9363899	0.9279107	0.9496245
aou + silicate	Atlantic	(28.15,28.2]	0.9607021	0.9586015	0.9636641
aou + silicate	Atlantic	(28.2, Inf]	0.6880166	0.6591444	0.7026465
aou + silicate	Indo-Pacific	(-Inf,26]	0.8667065	0.8635478	0.8685275
aou + silicate	Indo-Pacific	(26,26.5]	0.7881485	0.7879926	0.7883889
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7885558	0.7804275	0.7949870
aou + silicate	Indo-Pacific	(26.75,27]	0.8661733	0.8596124	0.8720014
aou + silicate	Indo-Pacific	(27,27.25]	0.9333861	0.9328105	0.9344904
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9524416	0.9521675	0.9526856
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9643707	0.9637167	0.9650428
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9833988	0.9822312	0.9841077
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9829348	0.9821586	0.9837498
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9896884	0.9891078	0.9907752
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9939107	0.9934062	0.9948689
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9866464	0.9856649	0.9872385
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9051873	0.9039857	0.9063860
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7977868	0.7678333	0.8256189
nitrate + phosphate	Atlantic	(-Inf,26]	0.8088829	0.7486349	0.8587595
nitrate + phosphate	Atlantic	(26,26.5]	0.7500119	0.7100280	0.7706668
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9541610	0.9516911	0.9566764
nitrate + phosphate	Atlantic	(26.75,27]	0.9751803	0.9717981	0.9778585
nitrate + phosphate	Atlantic	(27,27.25]	0.9833792	0.9821524	0.9840234
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9912038	0.9906789	0.9914746
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9936881	0.9934595	0.9938338
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9954654	0.9949185	0.9959808
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9983664	0.9982090	0.9984595
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992463	0.9991908	0.9993472
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997199	0.9996959	0.9997402
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997253	0.9997012	0.9997440
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9983257	0.9982342	0.9984661
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9925648	0.9919017	0.9929840
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9573057	0.9457057	0.9691519
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8941271	0.8901346	0.8976031
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8059416	0.7866327	0.8427956
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8794197	0.8705061	0.8930731
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9358808	0.9344325	0.9371239
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9572015	0.9535857	0.9601939
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9811052	0.9798037	0.9825513
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9948009	0.9937626	0.9956861
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9978063	0.9974694	0.9981319
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9989620	0.9988618	0.9990178
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982506	0.9981917	0.9983532
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972609	0.9972318	0.9972795
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9929524	0.9927954	0.9931074
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9801129	0.9786071	0.9820201
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2347611	0.2190510	0.2513310
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3130318	0.3002320	0.3216844
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3134756	0.2600764	0.3528853
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0268537	-0.0323877	0.0980217
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2140958	0.2008459	0.2353234
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4220043	0.4029725	0.4355856
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5201317	0.5160187	0.5242441
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6838779	0.6617175	0.7017120
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8603750	0.8534692	0.8647595
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9350307	0.9295599	0.9439508
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9622992	0.9573668	0.9662991
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9735010	0.9726382	0.9742044
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9773716	0.9735666	0.9809856
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9409639	0.9359558	0.9455439
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7800930	0.7705864	0.7976350
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6016260	0.5931752	0.6099267
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5585011	0.5344407	0.5907726
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7006573	0.6888614	0.7083916
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7448841	0.7430335	0.7474966
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4347318	0.4149784	0.4545245
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0749694	-0.0921239	-0.0535296
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4238285	-0.4368362	-0.4167321
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3410330	-0.3807092	-0.2902587
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3289757	-0.3346840	-0.3179110
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0633895	-0.1036161	-0.0044363
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0820695	0.0221010	0.1478034
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3353553	0.2927614	0.3995318
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4640007	-0.5109244	-0.4084019
nitrate + silicate	Atlantic	(-Inf,26]	0.5754584	0.5607104	0.5877851
nitrate + silicate	Atlantic	(26,26.5]	0.6103510	0.5947128	0.6232970
nitrate + silicate	Atlantic	(26.5,26.75]	0.7250612	0.6980096	0.7526366
nitrate + silicate	Atlantic	(26.75,27]	0.8459198	0.8406289	0.8519045
nitrate + silicate	Atlantic	(27,27.25]	0.8284447	0.8053455	0.8401767
nitrate + silicate	Atlantic	(27.25,27.5]	0.8151517	0.8022535	0.8251655
nitrate + silicate	Atlantic	(27.5,27.75]	0.8256281	0.8195042	0.8333593
nitrate + silicate	Atlantic	(27.75,27.85]	0.8082570	0.7914986	0.8261160
nitrate + silicate	Atlantic	(27.85,27.95]	0.9118216	0.9065484	0.9153632
nitrate + silicate	Atlantic	(27.95,28.05]	0.9571371	0.9517760	0.9635155
nitrate + silicate	Atlantic	(28.05,28.1]	0.9805977	0.9794274	0.9811837
nitrate + silicate	Atlantic	(28.1,28.15]	0.9875881	0.9871516	0.9882183
nitrate + silicate	Atlantic	(28.15,28.2]	0.9564082	0.9544005	0.9600810
nitrate + silicate	Atlantic	(28.2, Inf]	0.7406246	0.7332491	0.7454544
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8768657	0.8729258	0.8803632
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8264001	0.8234869	0.8298168
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8294835	0.8167183	0.8501856
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8921091	0.8866808	0.8986183
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9400310	0.9395125	0.9404595
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9622591	0.9603975	0.9639047
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9792848	0.9786289	0.9803719
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9900951	0.9898184	0.9902567
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9911346	0.9908405	0.9914099
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9934451	0.9929622	0.9940307
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9929748	0.9926456	0.9935374
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9848867	0.9833909	0.9860113
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9002279	0.8991239	0.9010679
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8654592	0.8601017	0.8744708
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3461254	0.2756028	0.3877591
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7600471	0.7495418	0.7689193
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5264756	0.4869851	0.5545764
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1956313	0.1400766	0.2628033
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3563435	0.3480289	0.3689475
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5274226	0.5128510	0.5372209
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6060629	0.6011060	0.6116899
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7467701	0.7303035	0.7597305
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8843453	0.8791374	0.8879526
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9428756	0.9389326	0.9500393
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9654414	0.9610570	0.9691555
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9752742	0.9744584	0.9757946
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9767878	0.9731236	0.9804279
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9477035	0.9456734	0.9514484
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7921822	0.7863226	0.7980500
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6522938	0.6443397	0.6620695
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6409262	0.6268744	0.6494484
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7340114	0.7210944	0.7516057
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7622329	0.7601926	0.7643503
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4699767	0.4471820	0.4909476
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0619780	-0.0755271	-0.0403229
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4105170	-0.4269205	-0.4015317
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3484759	-0.3851462	-0.3005143
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3386472	-0.3463432	-0.3263740
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0828629	-0.1218957	-0.0269368
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0614387	-0.0004640	0.1293252
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3141709	0.2664365	0.3832171
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4325041	-0.4905096	-0.3610368
sal + aou	Atlantic	(-Inf,26]	-0.4270821	-0.4479994	-0.3880791
sal + aou	Atlantic	(26,26.5]	-0.3597848	-0.3930369	-0.3341186
sal + aou	Atlantic	(26.5,26.75]	0.1779853	0.1326037	0.2440581
sal + aou	Atlantic	(26.75,27]	0.4213151	0.3966181	0.4404172
sal + aou	Atlantic	(27,27.25]	0.3579711	0.3329577	0.3739177
sal + aou	Atlantic	(27.25,27.5]	0.3425902	0.3092444	0.3656526
sal + aou	Atlantic	(27.5,27.75]	0.6382772	0.6043700	0.6619011
sal + aou	Atlantic	(27.75,27.85]	0.6373604	0.6073955	0.6766479
sal + aou	Atlantic	(27.85,27.95]	0.5051979	0.4567326	0.5402505
sal + aou	Atlantic	(27.95,28.05]	-0.0557642	-0.0898160	-0.0237217
sal + aou	Atlantic	(28.05,28.1]	-0.5869660	-0.6742270	-0.5279054
sal + aou	Atlantic	(28.1,28.15]	-0.8109677	-0.8329659	-0.7959882
sal + aou	Atlantic	(28.15,28.2]	-0.8543699	-0.8717298	-0.8416928
sal + aou	Atlantic	(28.2, Inf]	-0.6865102	-0.6951253	-0.6718414
sal + aou	Indo-Pacific	(-Inf,26]	-0.3007849	-0.3156099	-0.2921440
sal + aou	Indo-Pacific	(26,26.5]	-0.1897178	-0.1989701	-0.1781023
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2148506	-0.2347725	-0.1923801
sal + aou	Indo-Pacific	(26.75,27]	-0.4461550	-0.4694697	-0.4246206
sal + aou	Indo-Pacific	(27,27.25]	-0.5654144	-0.5668243	-0.5642824
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2892513	-0.3203767	-0.2448532
sal + aou	Indo-Pacific	(27.5,27.75]	0.3872728	0.3549657	0.4078822
sal + aou	Indo-Pacific	(27.75,27.85]	0.6855463	0.6740649	0.7008632
sal + aou	Indo-Pacific	(27.85,27.95]	0.7564186	0.7382129	0.7674328
sal + aou	Indo-Pacific	(27.95,28.05]	0.8296728	0.8217178	0.8369942
sal + aou	Indo-Pacific	(28.05,28.1]	0.8339496	0.8308652	0.8367454
sal + aou	Indo-Pacific	(28.1,28.2]	0.8196855	0.8041725	0.8337273
sal + aou	Indo-Pacific	(28.2,28.3]	0.5714747	0.5347194	0.5940391
sal + aou	Indo-Pacific	(28.3, Inf]	0.8723285	0.8652639	0.8769807
sal + nitrate	Atlantic	(-Inf,26]	-0.6723506	-0.6871765	-0.6647912
sal + nitrate	Atlantic	(26,26.5]	-0.3788165	-0.4347221	-0.3479033
sal + nitrate	Atlantic	(26.5,26.75]	0.0867986	0.0475883	0.1504742
sal + nitrate	Atlantic	(26.75,27]	0.3618042	0.3201133	0.3837440
sal + nitrate	Atlantic	(27,27.25]	0.2162450	0.1820366	0.2717797
sal + nitrate	Atlantic	(27.25,27.5]	-0.0391995	-0.0816082	-0.0006557
sal + nitrate	Atlantic	(27.5,27.75]	0.2253189	0.1744957	0.2931738
sal + nitrate	Atlantic	(27.75,27.85]	-0.3683999	-0.3763396	-0.3632273
sal + nitrate	Atlantic	(27.85,27.95]	-0.6727351	-0.6751846	-0.6697391
sal + nitrate	Atlantic	(27.95,28.05]	-0.8446193	-0.8673415	-0.8279110
sal + nitrate	Atlantic	(28.05,28.1]	-0.9213197	-0.9237866	-0.9193804
sal + nitrate	Atlantic	(28.1,28.15]	-0.9557613	-0.9582448	-0.9529370
sal + nitrate	Atlantic	(28.15,28.2]	-0.9576512	-0.9612587	-0.9554293
sal + nitrate	Atlantic	(28.2, Inf]	-0.8974882	-0.8991455	-0.8964745
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4379329	-0.4541351	-0.4134798
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4557306	-0.4653436	-0.4506635
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4882518	-0.4974711	-0.4785071
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6656696	-0.6763701	-0.6560132
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7254058	-0.7260107	-0.7246161
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4278788	-0.4538732	-0.3869799
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2787514	0.2454172	0.3000147
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6222006	0.6051866	0.6402527
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6963642	0.6742248	0.7101990
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7704785	0.7609118	0.7815391
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7701956	0.7691815	0.7719817
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7447386	0.7274624	0.7605703
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4801786	0.4450507	0.5031411
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7436805	0.7337445	0.7594094
sal + phosphate	Atlantic	(-Inf,26]	-0.3890271	-0.3957729	-0.3782113
sal + phosphate	Atlantic	(26,26.5]	-0.5729051	-0.5990050	-0.5240824
sal + phosphate	Atlantic	(26.5,26.75]	-0.1103438	-0.1475980	-0.0511676
sal + phosphate	Atlantic	(26.75,27]	0.2369809	0.1917662	0.2606948
sal + phosphate	Atlantic	(27,27.25]	0.0844902	0.0459493	0.1414577
sal + phosphate	Atlantic	(27.25,27.5]	-0.1538534	-0.1941111	-0.1138424
sal + phosphate	Atlantic	(27.5,27.75]	0.1269310	0.0753687	0.1976554
sal + phosphate	Atlantic	(27.75,27.85]	-0.4470868	-0.4597563	-0.4377413
sal + phosphate	Atlantic	(27.85,27.95]	-0.7079829	-0.7120660	-0.7041460
sal + phosphate	Atlantic	(27.95,28.05]	-0.8547257	-0.8748451	-0.8406167
sal + phosphate	Atlantic	(28.05,28.1]	-0.9260997	-0.9282683	-0.9238379
sal + phosphate	Atlantic	(28.1,28.15]	-0.9571862	-0.9597108	-0.9544739
sal + phosphate	Atlantic	(28.15,28.2]	-0.9458217	-0.9500554	-0.9434825
sal + phosphate	Atlantic	(28.2, Inf]	-0.8538740	-0.8554862	-0.8522943
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3860320	-0.4011492	-0.3741025
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4021892	-0.4073486	-0.3943327
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4086166	-0.4225291	-0.3907552
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5959598	-0.6071700	-0.5838796
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6718896	-0.6741870	-0.6678685
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3971348	-0.4301537	-0.3524255
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2827545	0.2492772	0.3068181
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6256004	0.6088552	0.6450630
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7064125	0.6871838	0.7166725
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7833353	0.7761083	0.7927420
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7948205	0.7920476	0.7963249
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7751745	0.7576005	0.7915363
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5502823	0.5168407	0.5736784
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8108828	0.7977603	0.8291448
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3686036	-0.4487804	-0.3230872
sal + phosphate_star	Atlantic	(26,26.5]	-0.7950161	-0.8270514	-0.7714546
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8057617	-0.8170366	-0.7944374
sal + phosphate_star	Atlantic	(26.75,27]	-0.7498391	-0.7582926	-0.7337261
sal + phosphate_star	Atlantic	(27,27.25]	-0.7650568	-0.7942306	-0.7088248
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8201633	-0.8450529	-0.7866651
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5650117	-0.6022110	-0.5141126
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8928438	-0.9118259	-0.8776307
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9385609	-0.9448825	-0.9350762
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9637668	-0.9698224	-0.9584885
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9826609	-0.9848483	-0.9804866
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9893830	-0.9899809	-0.9883114
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9758256	-0.9773419	-0.9743325
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8901556	-0.8950724	-0.8831516
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6813104	-0.6894356	-0.6696757
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8759293	-0.8768481	-0.8746774
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9128437	-0.9155578	-0.9112224
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9318571	-0.9357107	-0.9284959
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9234935	-0.9259213	-0.9191393
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8339119	-0.8408459	-0.8243668
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8152478	-0.8221665	-0.8093467
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9015579	-0.9064254	-0.8970567
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8171661	-0.8377884	-0.7959852
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7804620	-0.7852725	-0.7724388
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5921711	-0.6204758	-0.5407501
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4375323	-0.4699789	-0.4032464
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2371236	-0.2601506	-0.1916081
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6881611	-0.7050472	-0.6676381
sal + silicate	Atlantic	(-Inf,26]	-0.8121259	-0.8865229	-0.7666614
sal + silicate	Atlantic	(26,26.5]	0.0833645	0.0001026	0.1824974
sal + silicate	Atlantic	(26.5,26.75]	0.1630153	0.1492809	0.1801713
sal + silicate	Atlantic	(26.75,27]	0.1238577	0.0619027	0.1663320
sal + silicate	Atlantic	(27,27.25]	-0.1507969	-0.2239855	-0.0549093
sal + silicate	Atlantic	(27.25,27.5]	-0.3943676	-0.4403753	-0.3319497
sal + silicate	Atlantic	(27.5,27.75]	-0.1589672	-0.1895037	-0.1061418
sal + silicate	Atlantic	(27.75,27.85]	-0.7544736	-0.7754328	-0.7356137
sal + silicate	Atlantic	(27.85,27.95]	-0.8566100	-0.8641743	-0.8527621
sal + silicate	Atlantic	(27.95,28.05]	-0.8993747	-0.9055597	-0.8942022
sal + silicate	Atlantic	(28.05,28.1]	-0.9360389	-0.9399709	-0.9320497
sal + silicate	Atlantic	(28.1,28.15]	-0.9413726	-0.9450360	-0.9386678
sal + silicate	Atlantic	(28.15,28.2]	-0.8485637	-0.8611701	-0.8420007
sal + silicate	Atlantic	(28.2, Inf]	-0.4448774	-0.4512759	-0.4322921
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5478006	-0.5558530	-0.5389824
sal + silicate	Indo-Pacific	(26,26.5]	-0.5930894	-0.5985133	-0.5838995
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6397509	-0.6481476	-0.6264745
sal + silicate	Indo-Pacific	(26.75,27]	-0.7376159	-0.7436045	-0.7312376
sal + silicate	Indo-Pacific	(27,27.25]	-0.7570629	-0.7577599	-0.7561532
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5091071	-0.5371496	-0.4684616
sal + silicate	Indo-Pacific	(27.5,27.75]	0.1974935	0.1626283	0.2241683
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5839196	0.5617030	0.6068475
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6824501	0.6609645	0.6937111
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7764775	0.7683815	0.7864308
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7984604	0.7956751	0.8001389
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8065589	0.7911313	0.8205701
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7125455	0.6837932	0.7343916
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8285492	0.8056415	0.8515761
sal + temp	Atlantic	(-Inf,26]	0.6603762	0.6475362	0.6814394
sal + temp	Atlantic	(26,26.5]	0.9439240	0.9348165	0.9520798
sal + temp	Atlantic	(26.5,26.75]	0.9717056	0.9682659	0.9746473
sal + temp	Atlantic	(26.75,27]	0.9703066	0.9691467	0.9717739
sal + temp	Atlantic	(27,27.25]	0.9636622	0.9618229	0.9653056
sal + temp	Atlantic	(27.25,27.5]	0.9750913	0.9733018	0.9784623
sal + temp	Atlantic	(27.5,27.75]	0.9706751	0.9701801	0.9713426
sal + temp	Atlantic	(27.75,27.85]	0.9856457	0.9851865	0.9864369
sal + temp	Atlantic	(27.85,27.95]	0.9788097	0.9765004	0.9816747
sal + temp	Atlantic	(27.95,28.05]	0.9707483	0.9700864	0.9711273
sal + temp	Atlantic	(28.05,28.1]	0.9732366	0.9721254	0.9742697
sal + temp	Atlantic	(28.1,28.15]	0.9720906	0.9704079	0.9737520
sal + temp	Atlantic	(28.15,28.2]	0.9696685	0.9691901	0.9701858
sal + temp	Atlantic	(28.2, Inf]	0.9272619	0.9208787	0.9316295
sal + temp	Indo-Pacific	(-Inf,26]	0.8194615	0.8143982	0.8270821
sal + temp	Indo-Pacific	(26,26.5]	0.9545750	0.9534445	0.9557144
sal + temp	Indo-Pacific	(26.5,26.75]	0.9816388	0.9807876	0.9820903
sal + temp	Indo-Pacific	(26.75,27]	0.9762577	0.9758380	0.9766120
sal + temp	Indo-Pacific	(27,27.25]	0.9753019	0.9740662	0.9759694
sal + temp	Indo-Pacific	(27.25,27.5]	0.9165798	0.9141195	0.9187551
sal + temp	Indo-Pacific	(27.5,27.75]	0.8461870	0.8400570	0.8530549
sal + temp	Indo-Pacific	(27.75,27.85]	0.9616385	0.9606016	0.9621669
sal + temp	Indo-Pacific	(27.85,27.95]	0.9244090	0.9152825	0.9296491
sal + temp	Indo-Pacific	(27.95,28.05]	0.9391760	0.9385489	0.9398620
sal + temp	Indo-Pacific	(28.05,28.1]	0.9516890	0.9476067	0.9537571
sal + temp	Indo-Pacific	(28.1,28.2]	0.8864356	0.8808432	0.8901490
sal + temp	Indo-Pacific	(28.2,28.3]	0.8484749	0.8408687	0.8557425
sal + temp	Indo-Pacific	(28.3, Inf]	0.9153868	0.9109471	0.9202882
silicate + phosphate	Atlantic	(-Inf,26]	0.0579464	-0.0560807	0.1510865
silicate + phosphate	Atlantic	(26,26.5]	-0.0419100	-0.0995779	0.0072656
silicate + phosphate	Atlantic	(26.5,26.75]	0.5608038	0.5284235	0.6048623
silicate + phosphate	Atlantic	(26.75,27]	0.8410408	0.8354133	0.8491520
silicate + phosphate	Atlantic	(27,27.25]	0.8759249	0.8579894	0.8850660
silicate + phosphate	Atlantic	(27.25,27.5]	0.8687929	0.8599685	0.8763105
silicate + phosphate	Atlantic	(27.5,27.75]	0.8733750	0.8681259	0.8789180
silicate + phosphate	Atlantic	(27.75,27.85]	0.8582108	0.8463660	0.8709916
silicate + phosphate	Atlantic	(27.85,27.95]	0.9323371	0.9287279	0.9348172
silicate + phosphate	Atlantic	(27.95,28.05]	0.9654600	0.9613665	0.9703791
silicate + phosphate	Atlantic	(28.05,28.1]	0.9844471	0.9835333	0.9849812
silicate + phosphate	Atlantic	(28.1,28.15]	0.9903399	0.9898533	0.9908165
silicate + phosphate	Atlantic	(28.15,28.2]	0.9698439	0.9683980	0.9726095
silicate + phosphate	Atlantic	(28.2, Inf]	0.8138166	0.8105964	0.8166819
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8929142	0.8874868	0.8962256
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8832064	0.8806514	0.8845070
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8682692	0.8637953	0.8709169
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9150547	0.9126516	0.9163808
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9551240	0.9544845	0.9562391
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9705861	0.9697328	0.9717754
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9801048	0.9798947	0.9803719
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9881413	0.9879492	0.9882770
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9885492	0.9880223	0.9889601
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9939628	0.9933973	0.9946047
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9954091	0.9951937	0.9958027
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9888658	0.9876727	0.9896788
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9227003	0.9223487	0.9229144
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9413249	0.9384211	0.9447227
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1650057	0.0640435	0.3322789
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3555628	-0.3664024	-0.3468716
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0759975	0.0596919	0.1080436
silicate + phosphate_star	Atlantic	(26.75,27]	0.2521921	0.1760908	0.3568733
silicate + phosphate_star	Atlantic	(27,27.25]	0.6146021	0.5874937	0.6678072
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7713040	0.7655451	0.7771691
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8346890	0.8230841	0.8418297
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9222039	0.9184995	0.9245336
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9437029	0.9429237	0.9449235
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9502710	0.9470647	0.9527292
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9599184	0.9556104	0.9637077
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9603429	0.9593535	0.9619741
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9205601	0.9134055	0.9305110
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7596249	0.7427550	0.7738310
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7661716	0.7641555	0.7671854
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7590849	0.7540081	0.7648126
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7694365	0.7575601	0.7776981
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8003860	0.7922907	0.8120415
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7869076	0.7848570	0.7887814
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5196236	0.4985806	0.5397137
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0010258	-0.0114530	0.0242588
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3896323	-0.4093226	-0.3762259
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3198392	-0.3559339	-0.2690137
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3351643	-0.3413852	-0.3239545
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1036278	-0.1422831	-0.0484396
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0345323	-0.0238540	0.0998422
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3077498	0.2569814	0.3807092
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3027736	-0.3677933	-0.2211859
temp + aou	Atlantic	(-Inf,26]	-0.5977954	-0.6323635	-0.5563696
temp + aou	Atlantic	(26,26.5]	-0.4107949	-0.4282441	-0.3938042
temp + aou	Atlantic	(26.5,26.75]	0.0801059	0.0296100	0.1346125
temp + aou	Atlantic	(26.75,27]	0.3412620	0.3097070	0.3674615
temp + aou	Atlantic	(27,27.25]	0.3238661	0.2997209	0.3402740
temp + aou	Atlantic	(27.25,27.5]	0.3568784	0.3287956	0.3814137
temp + aou	Atlantic	(27.5,27.75]	0.6362736	0.6011531	0.6603575
temp + aou	Atlantic	(27.75,27.85]	0.6487094	0.6132225	0.6959682
temp + aou	Atlantic	(27.85,27.95]	0.5373016	0.4878791	0.5678747
temp + aou	Atlantic	(27.95,28.05]	0.0611795	0.0336869	0.0935408
temp + aou	Atlantic	(28.05,28.1]	-0.4434773	-0.5380002	-0.3704225
temp + aou	Atlantic	(28.1,28.15]	-0.7001852	-0.7218083	-0.6889872
temp + aou	Atlantic	(28.15,28.2]	-0.7774116	-0.8028659	-0.7553894
temp + aou	Atlantic	(28.2, Inf]	-0.5753161	-0.5947699	-0.5649295
temp + aou	Indo-Pacific	(-Inf,26]	-0.4187019	-0.4196567	-0.4174292
temp + aou	Indo-Pacific	(26,26.5]	-0.2297258	-0.2463151	-0.2184844
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2093479	-0.2251756	-0.1894266
temp + aou	Indo-Pacific	(26.75,27]	-0.3988655	-0.4242900	-0.3812631
temp + aou	Indo-Pacific	(27,27.25]	-0.5315091	-0.5348553	-0.5280278
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2731833	-0.3037805	-0.2379511
temp + aou	Indo-Pacific	(27.5,27.75]	0.3005188	0.2729382	0.3188478
temp + aou	Indo-Pacific	(27.75,27.85]	0.6943593	0.6861228	0.7057798
temp + aou	Indo-Pacific	(27.85,27.95]	0.7105523	0.6873988	0.7240656
temp + aou	Indo-Pacific	(27.95,28.05]	0.7514834	0.7465573	0.7558616
temp + aou	Indo-Pacific	(28.05,28.1]	0.7589619	0.7526702	0.7668073
temp + aou	Indo-Pacific	(28.1,28.2]	0.7397643	0.7291177	0.7491961
temp + aou	Indo-Pacific	(28.2,28.3]	0.7064050	0.6929955	0.7179136
temp + aou	Indo-Pacific	(28.3, Inf]	0.9414918	0.9386453	0.9441428
temp + nitrate	Atlantic	(-Inf,26]	-0.7690962	-0.7708844	-0.7677314
temp + nitrate	Atlantic	(26,26.5]	-0.4158559	-0.4342552	-0.3972940
temp + nitrate	Atlantic	(26.5,26.75]	-0.0150906	-0.0410877	0.0353938
temp + nitrate	Atlantic	(26.75,27]	0.2661722	0.2165966	0.2945080
temp + nitrate	Atlantic	(27,27.25]	0.1735657	0.1414183	0.2218799
temp + nitrate	Atlantic	(27.25,27.5]	-0.0198818	-0.0580938	0.0140147
temp + nitrate	Atlantic	(27.5,27.75]	0.2089873	0.1793176	0.2556824
temp + nitrate	Atlantic	(27.75,27.85]	-0.3659597	-0.3728601	-0.3607448
temp + nitrate	Atlantic	(27.85,27.95]	-0.6476349	-0.6541601	-0.6407798
temp + nitrate	Atlantic	(27.95,28.05]	-0.7818608	-0.8086425	-0.7620901
temp + nitrate	Atlantic	(28.05,28.1]	-0.8489764	-0.8517122	-0.8441322
temp + nitrate	Atlantic	(28.1,28.15]	-0.8918616	-0.8945692	-0.8891932
temp + nitrate	Atlantic	(28.15,28.2]	-0.9127389	-0.9208160	-0.9047680
temp + nitrate	Atlantic	(28.2, Inf]	-0.8636034	-0.8671549	-0.8579877
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5731140	-0.5834312	-0.5633913
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5012075	-0.5052413	-0.4941326
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4880229	-0.4946404	-0.4774839
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6349817	-0.6492713	-0.6256795
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7066913	-0.7098663	-0.7020126
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4395598	-0.4644141	-0.4082391
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1524502	0.1222693	0.1726748
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.6303957	0.6168052	0.6443666
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6408435	0.6129890	0.6565373
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6837226	0.6751403	0.6888600
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6881505	0.6842371	0.6949654
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6478887	0.6366374	0.6576904
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5980302	0.5870369	0.6109780
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.7838050	0.7639724	0.8067265
temp + phosphate	Atlantic	(-Inf,26]	-0.6830398	-0.7081996	-0.6681898
temp + phosphate	Atlantic	(26,26.5]	-0.6117465	-0.6332370	-0.5692168
temp + phosphate	Atlantic	(26.5,26.75]	-0.1956893	-0.2204347	-0.1504104
temp + phosphate	Atlantic	(26.75,27]	0.1527219	0.1014350	0.1835225
temp + phosphate	Atlantic	(27,27.25]	0.0607712	0.0253151	0.1087707
temp + phosphate	Atlantic	(27.25,27.5]	-0.1262321	-0.1615206	-0.0921397
temp + phosphate	Atlantic	(27.5,27.75]	0.1144228	0.0854066	0.1623999
temp + phosphate	Atlantic	(27.75,27.85]	-0.4441716	-0.4466585	-0.4414261
temp + phosphate	Atlantic	(27.85,27.95]	-0.6823631	-0.6880431	-0.6747486
temp + phosphate	Atlantic	(27.95,28.05]	-0.7945270	-0.8182752	-0.7776783
temp + phosphate	Atlantic	(28.05,28.1]	-0.8548153	-0.8572202	-0.8507653
temp + phosphate	Atlantic	(28.1,28.15]	-0.8950949	-0.8980302	-0.8921890
temp + phosphate	Atlantic	(28.15,28.2]	-0.9067039	-0.9148537	-0.8991909
temp + phosphate	Atlantic	(28.2, Inf]	-0.8496018	-0.8515681	-0.8478643
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5183343	-0.5232336	-0.5153933
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4479534	-0.4597680	-0.4408903
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4076923	-0.4181298	-0.3915766
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5586419	-0.5711257	-0.5504816
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6480654	-0.6546190	-0.6447481
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.4021227	-0.4346968	-0.3671712
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1758724	0.1480194	0.1921872
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.6328450	0.6193483	0.6479637
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6516237	0.6263567	0.6650857
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6932548	0.6838905	0.6987874
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7072412	0.7028841	0.7134461
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6728266	0.6609126	0.6832053
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6498012	0.6390212	0.6639535
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8077964	0.7776670	0.8360079
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7523384	-0.7698596	-0.7316519
temp + phosphate_star	Atlantic	(26,26.5]	-0.8129318	-0.8334186	-0.7880804
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8193016	-0.8276808	-0.8144280
temp + phosphate_star	Atlantic	(26.75,27]	-0.7802172	-0.7903492	-0.7675122
temp + phosphate_star	Atlantic	(27,27.25]	-0.7579351	-0.7864352	-0.7058559
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8029069	-0.8263476	-0.7693254
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.5822633	-0.5958122	-0.5566478
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8994005	-0.9126431	-0.8910660
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9324814	-0.9361496	-0.9282112
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9441757	-0.9500842	-0.9390986
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9560516	-0.9588749	-0.9525062
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9660479	-0.9677566	-0.9643069
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9707590	-0.9714717	-0.9699604
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9535057	-0.9567481	-0.9504929
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8342739	-0.8415180	-0.8271081
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9190444	-0.9207602	-0.9162075
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9278810	-0.9307999	-0.9251540
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9427919	-0.9463112	-0.9376678
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9432768	-0.9466550	-0.9406425
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9414202	-0.9461838	-0.9388518
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9591162	-0.9601353	-0.9572806
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9300444	-0.9343042	-0.9270249
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9095444	-0.9200199	-0.9017626
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8864286	-0.8944164	-0.8777892
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7375089	-0.7563574	-0.7053483
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6677011	-0.7060628	-0.6278008
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4320108	-0.4646093	-0.3700838
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8435572	-0.8506491	-0.8326474
temp + silicate	Atlantic	(-Inf,26]	-0.4816728	-0.5702246	-0.4347428
temp + silicate	Atlantic	(26,26.5]	0.0871527	0.0571639	0.1314520
temp + silicate	Atlantic	(26.5,26.75]	0.0837006	0.0678129	0.1019628
temp + silicate	Atlantic	(26.75,27]	0.0133069	-0.0547112	0.0563802
temp + silicate	Atlantic	(27,27.25]	-0.1924908	-0.2554043	-0.1084384
temp + silicate	Atlantic	(27.25,27.5]	-0.3675085	-0.4077572	-0.3099883
temp + silicate	Atlantic	(27.5,27.75]	-0.1821099	-0.2065904	-0.1539254
temp + silicate	Atlantic	(27.75,27.85]	-0.7460777	-0.7605304	-0.7358541
temp + silicate	Atlantic	(27.85,27.95]	-0.8216172	-0.8277282	-0.8135837
temp + silicate	Atlantic	(27.95,28.05]	-0.8498611	-0.8575345	-0.8433353
temp + silicate	Atlantic	(28.05,28.1]	-0.8667524	-0.8704585	-0.8628042
temp + silicate	Atlantic	(28.1,28.15]	-0.8817447	-0.8870510	-0.8765924
temp + silicate	Atlantic	(28.15,28.2]	-0.8154907	-0.8320243	-0.8035404
temp + silicate	Atlantic	(28.2, Inf]	-0.5832291	-0.5983182	-0.5634130
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6096130	-0.6171346	-0.6046588
temp + silicate	Indo-Pacific	(26,26.5]	-0.6157996	-0.6263060	-0.6067440
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6443252	-0.6532092	-0.6326914
temp + silicate	Indo-Pacific	(26.75,27]	-0.7181921	-0.7270496	-0.7124951
temp + silicate	Indo-Pacific	(27,27.25]	-0.7467118	-0.7508543	-0.7434718
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5144323	-0.5416093	-0.4835010
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0803825	0.0507234	0.0961107
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5922650	0.5739524	0.6110423
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6121947	0.5828953	0.6278386
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6821753	0.6733308	0.6876085
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7138390	0.7093488	0.7195658
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6755005	0.6632631	0.6848912
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6594958	0.6480653	0.6742573
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7435532	0.7014618	0.7795173

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
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.3842808	0.3561217	0.4315437
aou	Atlantic	(26,26.5]	0.0568194	-0.0119504	0.1124535
aou	Atlantic	(26.5,26.75]	-0.0194743	-0.1546323	0.0657608
aou	Atlantic	(26.75,27]	0.0093084	-0.2290212	0.2152236
aou	Atlantic	(27,27.25]	-0.3171409	-0.4897554	-0.1373014
aou	Atlantic	(27.25,27.5]	-0.3045175	-0.4190653	-0.2267365
aou	Atlantic	(27.5,27.75]	-0.1588717	-0.2497345	-0.0975564
aou	Atlantic	(27.75,27.85]	0.0571174	0.0412099	0.0687561
aou	Atlantic	(27.85,27.95]	-0.0414675	-0.0471498	-0.0318267
aou	Atlantic	(27.95,28.05]	-0.4558452	-0.4783013	-0.4280619
aou	Atlantic	(28.05,28.1]	-0.8199853	-0.8557469	-0.7769241
aou	Atlantic	(28.1,28.15]	-0.9208725	-0.9269827	-0.9103361
aou	Atlantic	(28.15,28.2]	-0.9440504	-0.9570341	-0.9328270
aou	Atlantic	(28.2, Inf]	-0.8081477	-0.8230183	-0.7852664
aou	Indo-Pacific	(-Inf,26]	-0.1102923	-0.2066845	0.0186605
aou	Indo-Pacific	(26,26.5]	-0.4250432	-0.5512916	-0.2602043
aou	Indo-Pacific	(26.5,26.75]	-0.7025525	-0.7744262	-0.6015920
aou	Indo-Pacific	(26.75,27]	-0.8338194	-0.8682666	-0.7839447
aou	Indo-Pacific	(27,27.25]	-0.7795713	-0.8362664	-0.7071616
aou	Indo-Pacific	(27.25,27.5]	-0.6486279	-0.8042617	-0.4356576
aou	Indo-Pacific	(27.5,27.75]	-0.2540653	-0.6866045	0.3280920
aou	Indo-Pacific	(27.75,27.85]	0.1719740	-0.3876429	0.7504089
aou	Indo-Pacific	(27.85,27.95]	0.3181014	-0.1919295	0.7919239
aou	Indo-Pacific	(27.95,28.05]	0.3039331	-0.1051946	0.7187113
aou	Indo-Pacific	(28.05,28.1]	0.4036126	0.1102876	0.6763987
aou	Indo-Pacific	(28.1,28.2]	0.3869954	0.1298178	0.6250956
aou	Indo-Pacific	(28.2,28.3]	0.5092754	0.3881746	0.6154604
aou	Indo-Pacific	(28.3, Inf]	0.3433642	0.1342218	0.5473298
nitrate	Atlantic	(-Inf,26]	0.1389397	0.0983840	0.2187557
nitrate	Atlantic	(26,26.5]	-0.1846369	-0.3198796	-0.0848807
nitrate	Atlantic	(26.5,26.75]	-0.1830402	-0.3128826	-0.1031765
nitrate	Atlantic	(26.75,27]	-0.1020794	-0.3343153	0.0927095
nitrate	Atlantic	(27,27.25]	-0.5114816	-0.6508688	-0.3668589
nitrate	Atlantic	(27.25,27.5]	-0.7000191	-0.7736885	-0.6374325
nitrate	Atlantic	(27.5,27.75]	-0.8266896	-0.8618551	-0.7890215
nitrate	Atlantic	(27.75,27.85]	-0.8703135	-0.8766829	-0.8610341
nitrate	Atlantic	(27.85,27.95]	-0.9538089	-0.9596292	-0.9477314
nitrate	Atlantic	(27.95,28.05]	-0.9410534	-0.9522032	-0.9350943
nitrate	Atlantic	(28.05,28.1]	-0.9922964	-0.9930629	-0.9908630
nitrate	Atlantic	(28.1,28.15]	-0.9918732	-0.9934070	-0.9908966
nitrate	Atlantic	(28.15,28.2]	-0.9932674	-0.9945028	-0.9919303
nitrate	Atlantic	(28.2, Inf]	-0.9652312	-0.9682909	-0.9601635
nitrate	Indo-Pacific	(-Inf,26]	-0.1068612	-0.1912154	0.0149175
nitrate	Indo-Pacific	(26,26.5]	-0.4335909	-0.5414236	-0.2917319
nitrate	Indo-Pacific	(26.5,26.75]	-0.6324517	-0.6666540	-0.5945401
nitrate	Indo-Pacific	(26.75,27]	-0.7359108	-0.7644087	-0.7074402
nitrate	Indo-Pacific	(27,27.25]	-0.7379463	-0.7899705	-0.6707613
nitrate	Indo-Pacific	(27.25,27.5]	-0.6365903	-0.7918219	-0.4343508
nitrate	Indo-Pacific	(27.5,27.75]	-0.2754843	-0.6934088	0.2889498
nitrate	Indo-Pacific	(27.75,27.85]	0.1969907	-0.3513585	0.7595843
nitrate	Indo-Pacific	(27.85,27.95]	0.3531840	-0.1451276	0.8105670
nitrate	Indo-Pacific	(27.95,28.05]	0.3527748	-0.0426854	0.7465564
nitrate	Indo-Pacific	(28.05,28.1]	0.4568604	0.1805797	0.7108870
nitrate	Indo-Pacific	(28.1,28.2]	0.4535107	0.2253869	0.6618437
nitrate	Indo-Pacific	(28.2,28.3]	0.5822414	0.4839817	0.6646839
nitrate	Indo-Pacific	(28.3, Inf]	0.1362106	-0.0139335	0.2773621
phosphate	Atlantic	(-Inf,26]	0.4200388	0.3803251	0.4655517
phosphate	Atlantic	(26,26.5]	0.0785886	0.0609918	0.0947055
phosphate	Atlantic	(26.5,26.75]	-0.2121893	-0.2998784	-0.1464239
phosphate	Atlantic	(26.75,27]	-0.1615553	-0.3661398	0.0039654
phosphate	Atlantic	(27,27.25]	-0.5727716	-0.6867388	-0.4462015
phosphate	Atlantic	(27.25,27.5]	-0.7500433	-0.8081305	-0.6975802
phosphate	Atlantic	(27.5,27.75]	-0.8589650	-0.8864030	-0.8276070
phosphate	Atlantic	(27.75,27.85]	-0.9067163	-0.9129727	-0.8976542
phosphate	Atlantic	(27.85,27.95]	-0.9629770	-0.9676556	-0.9585787
phosphate	Atlantic	(27.95,28.05]	-0.9463553	-0.9578378	-0.9401209
phosphate	Atlantic	(28.05,28.1]	-0.9926995	-0.9935628	-0.9910095
phosphate	Atlantic	(28.1,28.15]	-0.9920710	-0.9936685	-0.9909964
phosphate	Atlantic	(28.15,28.2]	-0.9928103	-0.9929784	-0.9924835
phosphate	Atlantic	(28.2, Inf]	-0.9776437	-0.9791651	-0.9753158
phosphate	Indo-Pacific	(-Inf,26]	-0.1445352	-0.2507688	-0.0110393
phosphate	Indo-Pacific	(26,26.5]	-0.5569172	-0.6773825	-0.3978839
phosphate	Indo-Pacific	(26.5,26.75]	-0.7959987	-0.8574013	-0.7084211
phosphate	Indo-Pacific	(26.75,27]	-0.8693943	-0.9004800	-0.8243433
phosphate	Indo-Pacific	(27,27.25]	-0.8248909	-0.8713810	-0.7654318
phosphate	Indo-Pacific	(27.25,27.5]	-0.7042792	-0.8420923	-0.5142601
phosphate	Indo-Pacific	(27.5,27.75]	-0.2841872	-0.6956530	0.2738958
phosphate	Indo-Pacific	(27.75,27.85]	0.2055664	-0.3369572	0.7612667
phosphate	Indo-Pacific	(27.85,27.95]	0.3557451	-0.1368320	0.8098133
phosphate	Indo-Pacific	(27.95,28.05]	0.3411296	-0.0526207	0.7345383
phosphate	Indo-Pacific	(28.05,28.1]	0.4296913	0.1484692	0.6887059
phosphate	Indo-Pacific	(28.1,28.2]	0.4119148	0.1777467	0.6278486
phosphate	Indo-Pacific	(28.2,28.3]	0.5223667	0.4172952	0.6105100
phosphate	Indo-Pacific	(28.3, Inf]	0.0473270	-0.0995120	0.1853446
phosphate_star	Atlantic	(-Inf,26]	0.0008285	-0.1028306	0.0823664
phosphate_star	Atlantic	(26,26.5]	0.1499056	0.0991672	0.1753996
phosphate_star	Atlantic	(26.5,26.75]	-0.4325244	-0.4579925	-0.3902319
phosphate_star	Atlantic	(26.75,27]	-0.4842306	-0.5931024	-0.3900869
phosphate_star	Atlantic	(27,27.25]	-0.6500085	-0.7512346	-0.5260714
phosphate_star	Atlantic	(27.25,27.5]	-0.7630746	-0.8193446	-0.6954503
phosphate_star	Atlantic	(27.5,27.75]	-0.7856038	-0.8226578	-0.7424058
phosphate_star	Atlantic	(27.75,27.85]	-0.9010037	-0.9286339	-0.8707945
phosphate_star	Atlantic	(27.85,27.95]	-0.9127177	-0.9339710	-0.8937412
phosphate_star	Atlantic	(27.95,28.05]	-0.8983481	-0.9258884	-0.8773323
phosphate_star	Atlantic	(28.05,28.1]	-0.9558995	-0.9688658	-0.9446145
phosphate_star	Atlantic	(28.1,28.15]	-0.9667811	-0.9760815	-0.9580450
phosphate_star	Atlantic	(28.15,28.2]	-0.9765410	-0.9819889	-0.9714811
phosphate_star	Atlantic	(28.2, Inf]	-0.9569204	-0.9718253	-0.9398670
phosphate_star	Indo-Pacific	(-Inf,26]	0.0361208	-0.0559680	0.1284354
phosphate_star	Indo-Pacific	(26,26.5]	-0.5650590	-0.6136546	-0.4923889
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6875413	-0.6936039	-0.6768852
phosphate_star	Indo-Pacific	(26.75,27]	-0.6256299	-0.6534240	-0.5974153
phosphate_star	Indo-Pacific	(27,27.25]	-0.6558563	-0.6610154	-0.6507302
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5237147	-0.5438308	-0.5091560
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1515639	-0.3798862	0.0214093
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2740099	-0.1928065	0.6498690
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3090691	-0.0811878	0.6601292
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3260566	-0.0404665	0.6575688
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3769964	0.1417187	0.6207827
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3773066	0.2012941	0.5690054
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3883388	0.2831578	0.5064316
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6220966	-0.8173926	-0.4170771
sal	Atlantic	(-Inf,26]	0.5567772	0.5216202	0.5947252
sal	Atlantic	(26,26.5]	-0.1149301	-0.2514863	-0.0166749
sal	Atlantic	(26.5,26.75]	0.0737022	0.0140087	0.1112985
sal	Atlantic	(26.75,27]	-0.0039712	-0.1760507	0.1839043
sal	Atlantic	(27,27.25]	0.0615457	-0.1901785	0.2517061
sal	Atlantic	(27.25,27.5]	0.2800374	0.1283734	0.4047979
sal	Atlantic	(27.5,27.75]	-0.0510186	-0.1786855	0.0533478
sal	Atlantic	(27.75,27.85]	0.6270912	0.6104567	0.6483572
sal	Atlantic	(27.85,27.95]	0.7374032	0.7191402	0.7661102
sal	Atlantic	(27.95,28.05]	0.7770458	0.7611115	0.8059775
sal	Atlantic	(28.05,28.1]	0.9056496	0.8885042	0.9179151
sal	Atlantic	(28.1,28.15]	0.9412536	0.9339963	0.9523485
sal	Atlantic	(28.15,28.2]	0.9501882	0.9414188	0.9617600
sal	Atlantic	(28.2, Inf]	0.8152307	0.7913617	0.8398063
sal	Indo-Pacific	(-Inf,26]	-0.1193940	-0.1492147	-0.0934465
sal	Indo-Pacific	(26,26.5]	0.3267691	0.2847195	0.3543280
sal	Indo-Pacific	(26.5,26.75]	0.4550160	0.4252083	0.4858820
sal	Indo-Pacific	(26.75,27]	0.4394276	0.4229156	0.4558514
sal	Indo-Pacific	(27,27.25]	0.4462039	0.4217754	0.4696853
sal	Indo-Pacific	(27.25,27.5]	0.2113720	0.1419820	0.2721416
sal	Indo-Pacific	(27.5,27.75]	-0.1837163	-0.3706626	0.1066489
sal	Indo-Pacific	(27.75,27.85]	-0.2521323	-0.6957204	0.2880820
sal	Indo-Pacific	(27.85,27.95]	-0.1401288	-0.6087155	0.3582775
sal	Indo-Pacific	(27.95,28.05]	-0.1082019	-0.5161302	0.3345884
sal	Indo-Pacific	(28.05,28.1]	-0.0122414	-0.3381776	0.3075317
sal	Indo-Pacific	(28.1,28.2]	0.0266823	-0.2620906	0.3032576
sal	Indo-Pacific	(28.2,28.3]	0.0332763	-0.1146276	0.1619314
sal	Indo-Pacific	(28.3, Inf]	0.2541501	0.0574616	0.4428466
silicate	Atlantic	(-Inf,26]	-0.5614654	-0.6255781	-0.4909802
silicate	Atlantic	(26,26.5]	-0.4448484	-0.5819243	-0.3546410
silicate	Atlantic	(26.5,26.75]	-0.3336581	-0.4563137	-0.2373946
silicate	Atlantic	(26.75,27]	-0.4078435	-0.5849709	-0.2538703
silicate	Atlantic	(27,27.25]	-0.7870162	-0.8312401	-0.7390681
silicate	Atlantic	(27.25,27.5]	-0.8974870	-0.9098279	-0.8813059
silicate	Atlantic	(27.5,27.75]	-0.9151841	-0.9183487	-0.9119410
silicate	Atlantic	(27.75,27.85]	-0.9316372	-0.9405650	-0.9185747
silicate	Atlantic	(27.85,27.95]	-0.9276561	-0.9347980	-0.9191899
silicate	Atlantic	(27.95,28.05]	-0.9027109	-0.9195765	-0.8932281
silicate	Atlantic	(28.05,28.1]	-0.9725908	-0.9737657	-0.9711498
silicate	Atlantic	(28.1,28.15]	-0.9781805	-0.9785717	-0.9778326
silicate	Atlantic	(28.15,28.2]	-0.9560600	-0.9658913	-0.9478936
silicate	Atlantic	(28.2, Inf]	-0.8322364	-0.8418047	-0.8238092
silicate	Indo-Pacific	(-Inf,26]	-0.0948730	-0.1852731	0.0143639
silicate	Indo-Pacific	(26,26.5]	-0.6251739	-0.7158168	-0.4928837
silicate	Indo-Pacific	(26.5,26.75]	-0.7568150	-0.7960296	-0.6974160
silicate	Indo-Pacific	(26.75,27]	-0.7328241	-0.7639391	-0.6862199
silicate	Indo-Pacific	(27,27.25]	-0.6871082	-0.7447510	-0.6174602
silicate	Indo-Pacific	(27.25,27.5]	-0.5982492	-0.7486164	-0.4002220
silicate	Indo-Pacific	(27.5,27.75]	-0.2258947	-0.6419352	0.3284228
silicate	Indo-Pacific	(27.75,27.85]	0.2375938	-0.2999596	0.7847374
silicate	Indo-Pacific	(27.85,27.95]	0.3753893	-0.1148781	0.8235698
silicate	Indo-Pacific	(27.95,28.05]	0.3597675	-0.0366198	0.7545284
silicate	Indo-Pacific	(28.05,28.1]	0.4430124	0.1568361	0.7054681
silicate	Indo-Pacific	(28.1,28.2]	0.4405565	0.1976448	0.6668853
silicate	Indo-Pacific	(28.2,28.3]	0.5700901	0.4523759	0.6703886
silicate	Indo-Pacific	(28.3, Inf]	-0.1344355	-0.2672059	-0.0051430
temp	Atlantic	(-Inf,26]	-0.1282068	-0.1691129	-0.0573209
temp	Atlantic	(26,26.5]	-0.2952963	-0.3836732	-0.2384089
temp	Atlantic	(26.5,26.75]	0.0490537	-0.0028682	0.0756994
temp	Atlantic	(26.75,27]	0.0334780	-0.1127849	0.1896478
temp	Atlantic	(27,27.25]	0.0802242	-0.1475278	0.2498509
temp	Atlantic	(27.25,27.5]	0.2520213	0.1063798	0.3680954
temp	Atlantic	(27.5,27.75]	-0.0294138	-0.1221354	0.0388713
temp	Atlantic	(27.75,27.85]	0.6341828	0.6100110	0.6657285
temp	Atlantic	(27.85,27.95]	0.7172419	0.6943372	0.7548102
temp	Atlantic	(27.95,28.05]	0.7255894	0.7042196	0.7587471
temp	Atlantic	(28.05,28.1]	0.8296019	0.8096918	0.8480492
temp	Atlantic	(28.1,28.15]	0.8695783	0.8564747	0.8841985
temp	Atlantic	(28.15,28.2]	0.9021961	0.8915569	0.9152644
temp	Atlantic	(28.2, Inf]	0.8476251	0.8242437	0.8736759
temp	Indo-Pacific	(-Inf,26]	-0.4312450	-0.4809904	-0.3710167
temp	Indo-Pacific	(26,26.5]	0.2753132	0.2173557	0.3117837
temp	Indo-Pacific	(26.5,26.75]	0.4331932	0.4080833	0.4561421
temp	Indo-Pacific	(26.75,27]	0.3816306	0.3536359	0.4005392
temp	Indo-Pacific	(27,27.25]	0.4209757	0.4003850	0.4483494
temp	Indo-Pacific	(27.25,27.5]	0.3307620	0.3014727	0.3642328
temp	Indo-Pacific	(27.5,27.75]	0.0638662	-0.1048844	0.3043643
temp	Indo-Pacific	(27.75,27.85]	-0.2230489	-0.6684518	0.3120283
temp	Indo-Pacific	(27.85,27.95]	-0.1627751	-0.6081901	0.3111380
temp	Indo-Pacific	(27.95,28.05]	-0.1785094	-0.5858290	0.2682117
temp	Indo-Pacific	(28.05,28.1]	-0.0979748	-0.4337367	0.2270276
temp	Indo-Pacific	(28.1,28.2]	-0.0969862	-0.3947836	0.1910000
temp	Indo-Pacific	(28.2,28.3]	0.0338310	-0.1538015	0.2066955
temp	Indo-Pacific	(28.3, Inf]	0.3211513	0.0846773	0.5531351

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