eMLR - assumption testing

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Last updated: 2021-07-04

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
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
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
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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
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
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
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
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
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]	0.7851805	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8662328	0.8546045	0.8891656
aou + nitrate	Atlantic	(26.5,26.75]	0.9678335	0.9625608	0.9743825
aou + nitrate	Atlantic	(26.75,27]	0.9827873	0.9792926	0.9866522
aou + nitrate	Atlantic	(27,27.25]	0.9676857	0.9645554	0.9731812
aou + nitrate	Atlantic	(27.25,27.5]	0.9150799	0.8966498	0.9307677
aou + nitrate	Atlantic	(27.5,27.75]	0.7985614	0.7607164	0.8357190
aou + nitrate	Atlantic	(27.75,27.85]	0.6468804	0.5841198	0.7248407
aou + nitrate	Atlantic	(27.85,27.95]	0.6678137	0.5702417	0.7831067
aou + nitrate	Atlantic	(27.95,28.05]	0.7978951	0.7131143	0.8944957
aou + nitrate	Atlantic	(28.05,28.1]	0.9299187	0.9052865	0.9651229
aou + nitrate	Atlantic	(28.1,28.15]	0.9717197	0.9651500	0.9831586
aou + nitrate	Atlantic	(28.15,28.2]	0.9805977	0.9753946	0.9851086
aou + nitrate	Atlantic	(28.2, Inf]	0.9290303	0.9007742	0.9490012
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9212120	0.9164309	0.9303388
aou + nitrate	Indo-Pacific	(26,26.5]	0.8701650	0.8167319	0.8973822
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8653021	0.8332945	0.8926114
aou + nitrate	Indo-Pacific	(26.75,27]	0.8722716	0.8506661	0.9079454
aou + nitrate	Indo-Pacific	(27,27.25]	0.9201744	0.8978691	0.9371622
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9398040	0.9294550	0.9600130
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9639677	0.9502600	0.9763012
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9898377	0.9852865	0.9934478
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9934355	0.9904510	0.9953933
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9938801	0.9892943	0.9965555
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9939923	0.9901408	0.9962764
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9910432	0.9863773	0.9940907
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9845177	0.9773355	0.9893033
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9497675	0.9408191	0.9650268
aou + phosphate	Atlantic	(-Inf,26]	0.8054182	0.7359829	0.8546664
aou + phosphate	Atlantic	(26,26.5]	0.8800860	0.8577069	0.8946459
aou + phosphate	Atlantic	(26.5,26.75]	0.9196396	0.9107460	0.9356111
aou + phosphate	Atlantic	(26.75,27]	0.9570929	0.9516230	0.9675829
aou + phosphate	Atlantic	(27,27.25]	0.9387165	0.9322646	0.9459891
aou + phosphate	Atlantic	(27.25,27.5]	0.8715031	0.8397434	0.8930345
aou + phosphate	Atlantic	(27.5,27.75]	0.7519326	0.7057244	0.7958385
aou + phosphate	Atlantic	(27.75,27.85]	0.6081165	0.5456241	0.6872793
aou + phosphate	Atlantic	(27.85,27.95]	0.6409742	0.5410122	0.7552846
aou + phosphate	Atlantic	(27.95,28.05]	0.7853717	0.6994641	0.8795269
aou + phosphate	Atlantic	(28.05,28.1]	0.9263154	0.9006025	0.9617356
aou + phosphate	Atlantic	(28.1,28.15]	0.9699850	0.9627567	0.9818846
aou + phosphate	Atlantic	(28.15,28.2]	0.9833485	0.9779507	0.9871152
aou + phosphate	Atlantic	(28.2, Inf]	0.9122855	0.8728444	0.9510141
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9552796	0.9453730	0.9614523
aou + phosphate	Indo-Pacific	(26,26.5]	0.9600273	0.9580250	0.9620948
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9665843	0.9616033	0.9724763
aou + phosphate	Indo-Pacific	(26.75,27]	0.9759778	0.9724933	0.9809008
aou + phosphate	Indo-Pacific	(27,27.25]	0.9847329	0.9795914	0.9887591
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9859476	0.9802018	0.9894702
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9903378	0.9870220	0.9928111
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9958119	0.9935738	0.9972675
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9964095	0.9954980	0.9969047
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9965798	0.9958642	0.9974145
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9968710	0.9962425	0.9975717
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9950707	0.9934696	0.9966912
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9922479	0.9903885	0.9950821
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9419115	0.9324917	0.9571457
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1331700	-0.4780399	0.4442608
aou + phosphate_star	Atlantic	(26,26.5]	0.3237418	0.2432138	0.4059836
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0391134	-0.1922474	0.2168889
aou + phosphate_star	Atlantic	(26.75,27]	-0.0021401	-0.0716357	0.1052521
aou + phosphate_star	Atlantic	(27,27.25]	-0.0547320	-0.1691317	0.0957672
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1059725	0.0489781	0.2192071
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1453861	0.1085230	0.1797094
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1572565	0.1107838	0.2460044
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2815804	0.1421925	0.4140461
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5570986	0.4326136	0.6842004
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8249403	0.7741942	0.8922133
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9140640	0.8943249	0.9458669
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9422991	0.9264753	0.9548096
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8108843	0.7412625	0.8816142
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5073812	0.5025786	0.5100292
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4442610	0.3269823	0.5315940
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4330958	0.3488184	0.5842658
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5915753	0.5243894	0.6849302
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6799039	0.5920835	0.7639776
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4663112	0.2889500	0.5637710
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0665178	-0.0860366	0.1558071
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2283103	-0.3798138	-0.1428221
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3412898	-0.3894824	-0.2644613
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4709228	-0.7018426	-0.2346265
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2702078	-0.4644561	-0.0510970
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1835644	-0.2980004	-0.0454238
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1205421	-0.2366018	0.0123009
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8476333	-0.8575844	-0.8310296
aou + silicate	Atlantic	(-Inf,26]	0.1210269	-0.5259231	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.2829372	0.2029873	0.3274609
aou + silicate	Atlantic	(26.5,26.75]	0.6234853	0.5919199	0.6803886
aou + silicate	Atlantic	(26.75,27]	0.8150759	0.7906961	0.8373435
aou + silicate	Atlantic	(27,27.25]	0.7471726	0.7029597	0.7711501
aou + silicate	Atlantic	(27.25,27.5]	0.6339446	0.6173236	0.6611052
aou + silicate	Atlantic	(27.5,27.75]	0.4775990	0.4476798	0.5007851
aou + silicate	Atlantic	(27.75,27.85]	0.3526923	0.3348493	0.3791326
aou + silicate	Atlantic	(27.85,27.95]	0.4260505	0.3485969	0.4688654
aou + silicate	Atlantic	(27.95,28.05]	0.6502975	0.5799586	0.6937643
aou + silicate	Atlantic	(28.05,28.1]	0.8840050	0.8582062	0.9017234
aou + silicate	Atlantic	(28.1,28.15]	0.9560798	0.9489135	0.9628005
aou + silicate	Atlantic	(28.15,28.2]	0.9631320	0.9583065	0.9682489
aou + silicate	Atlantic	(28.2, Inf]	0.6643184	0.5676330	0.8157958
aou + silicate	Indo-Pacific	(-Inf,26]	0.8024412	0.7630627	0.8478128
aou + silicate	Indo-Pacific	(26,26.5]	0.8022381	0.7733625	0.8305562
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7791804	0.7524380	0.8250130
aou + silicate	Indo-Pacific	(26.75,27]	0.8582794	0.8291778	0.8940636
aou + silicate	Indo-Pacific	(27,27.25]	0.9227053	0.9071539	0.9445899
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9408977	0.9184902	0.9606258
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9551682	0.9421225	0.9697688
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9744228	0.9641591	0.9834384
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9797096	0.9736232	0.9843861
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9858238	0.9805511	0.9893425
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9927118	0.9905080	0.9945878
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9813852	0.9799643	0.9832185
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9038841	0.8926339	0.9253135
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8596700	0.8485033	0.8800259
nitrate + phosphate	Atlantic	(-Inf,26]	0.3444775	0.3254820	0.3621732
nitrate + phosphate	Atlantic	(26,26.5]	0.7303354	0.6914675	0.8047297
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9365288	0.9270643	0.9473844
nitrate + phosphate	Atlantic	(26.75,27]	0.9749858	0.9697795	0.9830587
nitrate + phosphate	Atlantic	(27,27.25]	0.9831826	0.9766630	0.9890476
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9897794	0.9861168	0.9934225
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9952495	0.9942139	0.9963896
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983872	0.9983147	0.9984901
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9989267	0.9987350	0.9990964
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992795	0.9989528	0.9994640
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997040	0.9995905	0.9997863
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996119	0.9995187	0.9996675
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9975505	0.9972551	0.9980256
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9931219	0.9926873	0.9937600
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9604410	0.9519531	0.9647243
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9121443	0.8505505	0.9460265
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9040446	0.8644351	0.9301536
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9001977	0.8799784	0.9310872
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9334806	0.9065677	0.9474652
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9440043	0.9278876	0.9627509
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9674733	0.9485346	0.9789406
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9933092	0.9925107	0.9943422
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9975315	0.9969134	0.9979454
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9984175	0.9963253	0.9994835
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982492	0.9962357	0.9992971
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973515	0.9951469	0.9986426
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9920563	0.9878997	0.9955045
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9860988	0.9842925	0.9888346
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.3063364	-0.6731818	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2454713	0.2205592	0.2667762
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1231479	-0.1407865	0.3383469
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0856414	0.0238033	0.1965781
nitrate + phosphate_star	Atlantic	(27,27.25]	0.0975807	-0.0478705	0.3100891
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4414327	0.3436476	0.5570506
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6825447	0.6704411	0.6936587
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8495449	0.8372516	0.8689492
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8972616	0.8878213	0.9121379
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9409839	0.9351254	0.9485843
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9734955	0.9689392	0.9776765
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9825032	0.9792174	0.9870260
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9865753	0.9844813	0.9876890
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9624978	0.9522195	0.9750898
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7127766	0.7013751	0.7339936
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6571113	0.5416076	0.7390112
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6422263	0.5525448	0.7577633
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7362285	0.6943196	0.7989494
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7757778	0.7395521	0.8315727
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5657388	0.4502148	0.6409141
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1821444	0.0749207	0.2428158
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1394779	-0.2547756	-0.0611385
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2535271	-0.3109366	-0.1928139
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3850771	-0.6456453	-0.1093547
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1778487	-0.3941877	0.0719894
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0672002	-0.2040259	0.0991440
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0244130	-0.1205173	0.1837246
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6515004	-0.7022817	-0.6050659
nitrate + silicate	Atlantic	(-Inf,26]	0.5462232	-0.1125950	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.6758791	0.6356833	0.7284894
nitrate + silicate	Atlantic	(26.5,26.75]	0.7302694	0.6989499	0.7650621
nitrate + silicate	Atlantic	(26.75,27]	0.8704264	0.8444516	0.9024184
nitrate + silicate	Atlantic	(27,27.25]	0.8751775	0.8523427	0.8932722
nitrate + silicate	Atlantic	(27.25,27.5]	0.8708031	0.8641493	0.8784601
nitrate + silicate	Atlantic	(27.5,27.75]	0.8820361	0.8693112	0.8915502
nitrate + silicate	Atlantic	(27.75,27.85]	0.9098545	0.8892811	0.9317342
nitrate + silicate	Atlantic	(27.85,27.95]	0.9217850	0.8864232	0.9442278
nitrate + silicate	Atlantic	(27.95,28.05]	0.9414234	0.9042954	0.9637765
nitrate + silicate	Atlantic	(28.05,28.1]	0.9718277	0.9589685	0.9801168
nitrate + silicate	Atlantic	(28.1,28.15]	0.9804240	0.9752475	0.9832932
nitrate + silicate	Atlantic	(28.15,28.2]	0.9534438	0.9458329	0.9642537
nitrate + silicate	Atlantic	(28.2, Inf]	0.7739724	0.7425168	0.8198717
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8598380	0.7831686	0.9095420
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8882612	0.8162416	0.9260220
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8852992	0.8310676	0.9170276
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9154660	0.9004043	0.9345656
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9456983	0.9340730	0.9531390
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9556687	0.9487140	0.9671800
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9696762	0.9599259	0.9788749
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9863927	0.9834601	0.9892623
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9889020	0.9871161	0.9900811
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9914895	0.9881455	0.9940616
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9941930	0.9925427	0.9961685
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9821142	0.9797548	0.9849661
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8980185	0.8864409	0.9208030
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.9000246	0.8848702	0.9119590
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2544871	-0.0896968	0.5661272
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7204296	0.6505003	0.7557494
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3941903	0.1709813	0.5928130
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2681499	0.1643620	0.3970049
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2541721	0.1481642	0.4196456
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5525838	0.4632873	0.6390688
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7440761	0.7263814	0.7608236
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8758720	0.8647564	0.8922394
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9137363	0.9078077	0.9253361
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9487600	0.9460542	0.9534047
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9763035	0.9719719	0.9811550
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9845435	0.9815773	0.9891610
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9865051	0.9838038	0.9889421
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9758056	0.9699097	0.9807851
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7222603	0.7044528	0.7447260
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6704520	0.5726782	0.7472971
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6451890	0.5769025	0.7544618
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7489066	0.7042529	0.8105162
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7924538	0.7375199	0.8478339
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6032522	0.4698559	0.6748228
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2004717	0.0731524	0.2826953
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1427739	-0.2743229	-0.0627486
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2629465	-0.3168088	-0.1900646
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4003270	-0.6506253	-0.1476831
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1972533	-0.4043001	0.0327098
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0890345	-0.2215746	0.0658480
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0085055	-0.1536505	0.1423985
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6286871	-0.6796375	-0.5906209
sal + aou	Atlantic	(-Inf,26]	-0.1213639	-0.5301569	0.5724319
sal + aou	Atlantic	(26,26.5]	-0.3339430	-0.4392600	-0.2584949
sal + aou	Atlantic	(26.5,26.75]	0.2849872	0.0825805	0.4304783
sal + aou	Atlantic	(26.75,27]	0.4823442	0.3342196	0.6975233
sal + aou	Atlantic	(27,27.25]	0.5618341	0.5199662	0.5972382
sal + aou	Atlantic	(27.25,27.5]	0.4367892	0.2837183	0.5496775
sal + aou	Atlantic	(27.5,27.75]	0.4708767	0.4555109	0.4895791
sal + aou	Atlantic	(27.75,27.85]	0.3980758	0.3779926	0.4229040
sal + aou	Atlantic	(27.85,27.95]	0.2349743	0.1882630	0.2930971
sal + aou	Atlantic	(27.95,28.05]	-0.1866472	-0.2686333	-0.1231439
sal + aou	Atlantic	(28.05,28.1]	-0.7256240	-0.7726827	-0.6789458
sal + aou	Atlantic	(28.1,28.15]	-0.8732972	-0.9121114	-0.8489114
sal + aou	Atlantic	(28.15,28.2]	-0.8705329	-0.8861873	-0.8619443
sal + aou	Atlantic	(28.2, Inf]	-0.8512865	-0.8807988	-0.8041889
sal + aou	Indo-Pacific	(-Inf,26]	-0.0453839	-0.1864813	0.0287724
sal + aou	Indo-Pacific	(26,26.5]	-0.2538199	-0.4127452	-0.0330141
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2672770	-0.4822335	-0.0939039
sal + aou	Indo-Pacific	(26.75,27]	-0.4794925	-0.6261950	-0.3508357
sal + aou	Indo-Pacific	(27,27.25]	-0.6078950	-0.7178802	-0.4887661
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4765208	-0.6352332	-0.2152613
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0380205	-0.1838935	0.2310426
sal + aou	Indo-Pacific	(27.75,27.85]	0.4249282	0.3041612	0.5377311
sal + aou	Indo-Pacific	(27.85,27.95]	0.6421572	0.6029622	0.6645022
sal + aou	Indo-Pacific	(27.95,28.05]	0.8124754	0.7317272	0.8803960
sal + aou	Indo-Pacific	(28.05,28.1]	0.8475888	0.7704494	0.9033132
sal + aou	Indo-Pacific	(28.1,28.2]	0.8332612	0.7873641	0.8747241
sal + aou	Indo-Pacific	(28.2,28.3]	0.6555818	0.6336830	0.6864054
sal + aou	Indo-Pacific	(28.3, Inf]	0.8418546	0.7062271	0.9143227
sal + nitrate	Atlantic	(-Inf,26]	-0.2651279	-0.7367410	0.6280297
sal + nitrate	Atlantic	(26,26.5]	-0.3535078	-0.4259472	-0.3033242
sal + nitrate	Atlantic	(26.5,26.75]	0.2608210	0.0015713	0.4616845
sal + nitrate	Atlantic	(26.75,27]	0.4945801	0.3111950	0.7152159
sal + nitrate	Atlantic	(27,27.25]	0.5549242	0.4487467	0.6249655
sal + nitrate	Atlantic	(27.25,27.5]	0.2843804	0.0807495	0.4624359
sal + nitrate	Atlantic	(27.5,27.75]	0.2258095	0.2080059	0.2590848
sal + nitrate	Atlantic	(27.75,27.85]	-0.2285980	-0.2652627	-0.1702765
sal + nitrate	Atlantic	(27.85,27.95]	-0.4460017	-0.5196819	-0.3195352
sal + nitrate	Atlantic	(27.95,28.05]	-0.6370876	-0.7575781	-0.4257241
sal + nitrate	Atlantic	(28.05,28.1]	-0.9054520	-0.9190292	-0.8835562
sal + nitrate	Atlantic	(28.1,28.15]	-0.9476717	-0.9489823	-0.9456876
sal + nitrate	Atlantic	(28.15,28.2]	-0.9362791	-0.9396219	-0.9345138
sal + nitrate	Atlantic	(28.2, Inf]	-0.9266583	-0.9411738	-0.9054214
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2124681	-0.3930946	-0.1029335
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5394319	-0.6558555	-0.3803263
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5579139	-0.7123296	-0.4212227
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7036950	-0.7899666	-0.6205385
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7549616	-0.8227757	-0.6832476
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6061919	-0.7209441	-0.4145601
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1527871	-0.2833676	0.0703372
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3378288	0.2213938	0.4148873
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5739994	0.5402706	0.6111093
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7570434	0.6387045	0.8482179
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7927465	0.6812178	0.8698446
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7711186	0.6927518	0.8339046
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5627254	0.5185379	0.6188009
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7517390	0.5972943	0.8494092
sal + phosphate	Atlantic	(-Inf,26]	0.0209090	-0.1414568	0.2256542
sal + phosphate	Atlantic	(26,26.5]	-0.5985751	-0.7254774	-0.4837735
sal + phosphate	Atlantic	(26.5,26.75]	0.0404438	-0.2565102	0.2473048
sal + phosphate	Atlantic	(26.75,27]	0.3490440	0.1326063	0.6356314
sal + phosphate	Atlantic	(27,27.25]	0.4261512	0.3510303	0.4656183
sal + phosphate	Atlantic	(27.25,27.5]	0.1628322	-0.0188613	0.3419802
sal + phosphate	Atlantic	(27.5,27.75]	0.1441105	0.1170803	0.1756444
sal + phosphate	Atlantic	(27.75,27.85]	-0.2724171	-0.3062294	-0.2160462
sal + phosphate	Atlantic	(27.85,27.95]	-0.4780629	-0.5495513	-0.3588935
sal + phosphate	Atlantic	(27.95,28.05]	-0.6491323	-0.7673276	-0.4469082
sal + phosphate	Atlantic	(28.05,28.1]	-0.9109378	-0.9219826	-0.8918991
sal + phosphate	Atlantic	(28.1,28.15]	-0.9487899	-0.9509468	-0.9469962
sal + phosphate	Atlantic	(28.15,28.2]	-0.9161163	-0.9221860	-0.9124595
sal + phosphate	Atlantic	(28.2, Inf]	-0.8888077	-0.9022816	-0.8628278
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2047626	-0.3632727	-0.1229838
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4639324	-0.6164745	-0.2613267
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4762384	-0.6507915	-0.3211078
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6304317	-0.7432459	-0.5312642
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7043438	-0.7848608	-0.6237783
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5663468	-0.6955495	-0.3604873
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1268902	-0.2535434	0.1050765
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3612086	0.2444849	0.4521209
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5909302	0.5549492	0.6151403
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7750784	0.6837606	0.8541745
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8151824	0.7296482	0.8800652
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7971922	0.7397372	0.8515670
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6292989	0.6011360	0.6823504
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8095155	0.6652148	0.8966816
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2813387	-0.9765653	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8280035	-0.8510651	-0.7876637
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7900933	-0.8600297	-0.7211600
sal + phosphate_star	Atlantic	(26.75,27]	-0.6144188	-0.7129138	-0.4475222
sal + phosphate_star	Atlantic	(27,27.25]	-0.6220229	-0.6921217	-0.5381976
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6119131	-0.6583097	-0.5520342
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4131858	-0.4284590	-0.3846776
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6259201	-0.6638375	-0.5903930
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7480841	-0.8113560	-0.6691069
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8058756	-0.9047719	-0.6489928
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9649350	-0.9769206	-0.9461940
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9756284	-0.9837161	-0.9649714
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9462764	-0.9546418	-0.9367580
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8805465	-0.9080218	-0.8550288
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6074398	-0.7247074	-0.4807208
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8948595	-0.9249478	-0.8690013
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9358279	-0.9525679	-0.9165805
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9421730	-0.9561428	-0.9350591
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9335468	-0.9412198	-0.9195840
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8267333	-0.8624531	-0.7970862
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7266633	-0.8341058	-0.6557314
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8395196	-0.9184116	-0.7703874
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8124087	-0.8626209	-0.7511796
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7969969	-0.8867605	-0.7046011
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6503594	-0.7297120	-0.5563148
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5051018	-0.5331549	-0.4585892
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4717033	-0.4951041	-0.4297885
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7217201	-0.7914873	-0.6035032
sal + silicate	Atlantic	(-Inf,26]	-0.7639223	-0.7914932	-0.7200102
sal + silicate	Atlantic	(26,26.5]	0.0666600	0.0421284	0.0986262
sal + silicate	Atlantic	(26.5,26.75]	0.2472784	0.1400567	0.3445364
sal + silicate	Atlantic	(26.75,27]	0.3801164	0.1622511	0.6211339
sal + silicate	Atlantic	(27,27.25]	0.3761943	0.1880903	0.4948460
sal + silicate	Atlantic	(27.25,27.5]	0.0464184	-0.1550423	0.2146149
sal + silicate	Atlantic	(27.5,27.75]	-0.0471966	-0.0582910	-0.0291987
sal + silicate	Atlantic	(27.75,27.85]	-0.5065033	-0.5320745	-0.4929350
sal + silicate	Atlantic	(27.85,27.95]	-0.6881149	-0.7185970	-0.6554489
sal + silicate	Atlantic	(27.95,28.05]	-0.7840123	-0.8538780	-0.6830310
sal + silicate	Atlantic	(28.05,28.1]	-0.9433347	-0.9488202	-0.9373091
sal + silicate	Atlantic	(28.1,28.15]	-0.9420266	-0.9471749	-0.9344679
sal + silicate	Atlantic	(28.15,28.2]	-0.8151817	-0.8386160	-0.7938019
sal + silicate	Atlantic	(28.2, Inf]	-0.5455554	-0.6383099	-0.4665693
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4572057	-0.5818516	-0.3507977
sal + silicate	Indo-Pacific	(26,26.5]	-0.6322679	-0.7069212	-0.4903019
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6807334	-0.7753931	-0.5974020
sal + silicate	Indo-Pacific	(26.75,27]	-0.7530730	-0.8051951	-0.7037165
sal + silicate	Indo-Pacific	(27,27.25]	-0.7875343	-0.8229972	-0.7507376
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6763504	-0.7597909	-0.5212543
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2394289	-0.3695226	-0.0414794
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2708698	0.1488530	0.3406494
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5383969	0.5099861	0.5801951
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7543332	0.6378420	0.8461848
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8032112	0.7070936	0.8727668
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8213835	0.7625758	0.8737753
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7628346	0.7081254	0.8300145
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8392666	0.7063085	0.9198128
sal + temp	Atlantic	(-Inf,26]	0.7926539	0.6858358	0.9574139
sal + temp	Atlantic	(26,26.5]	0.9236261	0.9121139	0.9408192
sal + temp	Atlantic	(26.5,26.75]	0.9851732	0.9790017	0.9906237
sal + temp	Atlantic	(26.75,27]	0.9813809	0.9769859	0.9850024
sal + temp	Atlantic	(27,27.25]	0.9850747	0.9752155	0.9909047
sal + temp	Atlantic	(27.25,27.5]	0.9856936	0.9808113	0.9890179
sal + temp	Atlantic	(27.5,27.75]	0.9680057	0.9625571	0.9716205
sal + temp	Atlantic	(27.75,27.85]	0.9710566	0.9690322	0.9731086
sal + temp	Atlantic	(27.85,27.95]	0.9631967	0.9588113	0.9681771
sal + temp	Atlantic	(27.95,28.05]	0.9501881	0.9354396	0.9619296
sal + temp	Atlantic	(28.05,28.1]	0.9709020	0.9685707	0.9721686
sal + temp	Atlantic	(28.1,28.15]	0.9658778	0.9647681	0.9667449
sal + temp	Atlantic	(28.15,28.2]	0.9631213	0.9558585	0.9671920
sal + temp	Atlantic	(28.2, Inf]	0.9100589	0.8948637	0.9239203
sal + temp	Indo-Pacific	(-Inf,26]	0.6138669	0.3412296	0.7736433
sal + temp	Indo-Pacific	(26,26.5]	0.9540931	0.9408467	0.9624804
sal + temp	Indo-Pacific	(26.5,26.75]	0.9809232	0.9777402	0.9827681
sal + temp	Indo-Pacific	(26.75,27]	0.9806991	0.9781167	0.9824293
sal + temp	Indo-Pacific	(27,27.25]	0.9782306	0.9715699	0.9830175
sal + temp	Indo-Pacific	(27.25,27.5]	0.9199105	0.9051610	0.9367207
sal + temp	Indo-Pacific	(27.5,27.75]	0.7950293	0.7508935	0.8830872
sal + temp	Indo-Pacific	(27.75,27.85]	0.9129917	0.8870813	0.9594283
sal + temp	Indo-Pacific	(27.85,27.95]	0.9127045	0.8935987	0.9484730
sal + temp	Indo-Pacific	(27.95,28.05]	0.9369456	0.9177476	0.9556332
sal + temp	Indo-Pacific	(28.05,28.1]	0.9536196	0.9465005	0.9582598
sal + temp	Indo-Pacific	(28.1,28.2]	0.8830025	0.8755366	0.8947965
sal + temp	Indo-Pacific	(28.2,28.3]	0.8921026	0.8811606	0.9122773
sal + temp	Indo-Pacific	(28.3, Inf]	0.8670080	0.7029206	0.9553695
silicate + phosphate	Atlantic	(-Inf,26]	-0.2293349	-0.4485582	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0197258	-0.0930406	0.1252122
silicate + phosphate	Atlantic	(26.5,26.75]	0.5305991	0.4836989	0.5935322
silicate + phosphate	Atlantic	(26.75,27]	0.8696660	0.8408511	0.9005127
silicate + phosphate	Atlantic	(27,27.25]	0.9054148	0.8882104	0.9173802
silicate + phosphate	Atlantic	(27.25,27.5]	0.9085668	0.8987936	0.9190065
silicate + phosphate	Atlantic	(27.5,27.75]	0.9145656	0.9002554	0.9254048
silicate + phosphate	Atlantic	(27.75,27.85]	0.9304984	0.9132552	0.9486642
silicate + phosphate	Atlantic	(27.85,27.95]	0.9373129	0.9077858	0.9557673
silicate + phosphate	Atlantic	(27.95,28.05]	0.9508490	0.9199321	0.9691145
silicate + phosphate	Atlantic	(28.05,28.1]	0.9766507	0.9661304	0.9833228
silicate + phosphate	Atlantic	(28.1,28.15]	0.9846822	0.9807741	0.9868111
silicate + phosphate	Atlantic	(28.15,28.2]	0.9703066	0.9651999	0.9772985
silicate + phosphate	Atlantic	(28.2, Inf]	0.8399774	0.8150836	0.8764992
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8726464	0.8198337	0.9150270
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8918426	0.8732072	0.9048777
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8713583	0.8582438	0.8933748
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9088810	0.8843900	0.9251317
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9481397	0.9398623	0.9577875
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9630399	0.9525981	0.9738359
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9730922	0.9659536	0.9817272
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9827818	0.9778978	0.9874005
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9862781	0.9827397	0.9888629
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9905335	0.9863758	0.9932398
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9947393	0.9925188	0.9967041
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9842963	0.9823883	0.9862632
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9208565	0.9114710	0.9384324
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9566039	0.9497934	0.9605808
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0257649	-0.6957630	0.5690688
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3255822	-0.3961118	-0.2490812
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0624540	-0.1997859	0.0765253
silicate + phosphate_star	Atlantic	(26.75,27]	0.2556554	0.1819306	0.3558316
silicate + phosphate_star	Atlantic	(27,27.25]	0.4088888	0.2215972	0.6659473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7156513	0.6516810	0.8088299
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8832095	0.8792891	0.8876710
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9508334	0.9417515	0.9658760
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9585146	0.9481228	0.9727832
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9626448	0.9587710	0.9701132
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9703425	0.9679481	0.9737795
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9719923	0.9693204	0.9753851
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9424213	0.9330874	0.9490543
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8501447	0.8337813	0.8611244
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7415788	0.6389776	0.8009307
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7586425	0.7094835	0.7920736
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7688584	0.7319888	0.8140651
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7979783	0.7776630	0.8158383
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8227716	0.8043209	0.8476134
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6591940	0.5582743	0.7174517
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2850349	0.1713207	0.3788296
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0724057	-0.1828703	0.0140840
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2113912	-0.2656553	-0.1566213
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3730118	-0.6280165	-0.1081322
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1988708	-0.4011148	0.0297254
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0946438	-0.2129094	0.0455882
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0158121	-0.1484663	0.1158511
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5305958	-0.5808276	-0.5031635
temp + aou	Atlantic	(-Inf,26]	-0.3274091	-0.7806278	0.4073685
temp + aou	Atlantic	(26,26.5]	-0.4369177	-0.5331751	-0.3608062
temp + aou	Atlantic	(26.5,26.75]	0.2211429	0.0116378	0.3832299
temp + aou	Atlantic	(26.75,27]	0.4204826	0.2535391	0.6379817
temp + aou	Atlantic	(27,27.25]	0.5422160	0.4717501	0.5987778
temp + aou	Atlantic	(27.25,27.5]	0.4527371	0.3105352	0.5644497
temp + aou	Atlantic	(27.5,27.75]	0.4726083	0.4525115	0.5023915
temp + aou	Atlantic	(27.75,27.85]	0.3942524	0.3674866	0.4180076
temp + aou	Atlantic	(27.85,27.95]	0.2535372	0.2146488	0.3164104
temp + aou	Atlantic	(27.95,28.05]	-0.0836116	-0.1546369	-0.0378476
temp + aou	Atlantic	(28.05,28.1]	-0.6050660	-0.6653738	-0.5476685
temp + aou	Atlantic	(28.1,28.15]	-0.7749610	-0.8281785	-0.7399038
temp + aou	Atlantic	(28.15,28.2]	-0.8215069	-0.8470215	-0.8007774
temp + aou	Atlantic	(28.2, Inf]	-0.7443434	-0.7836321	-0.6681961
temp + aou	Indo-Pacific	(-Inf,26]	-0.3658551	-0.4076191	-0.3056050
temp + aou	Indo-Pacific	(26,26.5]	-0.2643641	-0.3997677	-0.0601543
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2545423	-0.4546496	-0.0854020
temp + aou	Indo-Pacific	(26.75,27]	-0.4464963	-0.5735246	-0.3279745
temp + aou	Indo-Pacific	(27,27.25]	-0.5870417	-0.6888660	-0.4787446
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4492396	-0.5891065	-0.2094358
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0107211	-0.1226971	0.2045404
temp + aou	Indo-Pacific	(27.75,27.85]	0.4449904	0.3460166	0.5606958
temp + aou	Indo-Pacific	(27.85,27.95]	0.6091503	0.5734712	0.6417670
temp + aou	Indo-Pacific	(27.95,28.05]	0.7647747	0.6804556	0.8564927
temp + aou	Indo-Pacific	(28.05,28.1]	0.7732983	0.6963321	0.8371264
temp + aou	Indo-Pacific	(28.1,28.2]	0.7820758	0.7156885	0.8346382
temp + aou	Indo-Pacific	(28.2,28.3]	0.7524314	0.7231040	0.7882095
temp + aou	Indo-Pacific	(28.3, Inf]	0.9621675	0.9547280	0.9684867
temp + nitrate	Atlantic	(-Inf,26]	-0.3822355	-0.9376675	0.5962946
temp + nitrate	Atlantic	(26,26.5]	-0.4191523	-0.4625112	-0.3945802
temp + nitrate	Atlantic	(26.5,26.75]	0.1942625	-0.0743588	0.4160400
temp + nitrate	Atlantic	(26.75,27]	0.4228448	0.2207313	0.6418975
temp + nitrate	Atlantic	(27,27.25]	0.5369149	0.3971110	0.6296682
temp + nitrate	Atlantic	(27.25,27.5]	0.3073827	0.1114774	0.4852962
temp + nitrate	Atlantic	(27.5,27.75]	0.2245892	0.1966720	0.2616221
temp + nitrate	Atlantic	(27.75,27.85]	-0.2852607	-0.3297459	-0.2212000
temp + nitrate	Atlantic	(27.85,27.95]	-0.4644674	-0.5295714	-0.3463138
temp + nitrate	Atlantic	(27.95,28.05]	-0.6039310	-0.7130980	-0.4086723
temp + nitrate	Atlantic	(28.05,28.1]	-0.8357426	-0.8518456	-0.8153245
temp + nitrate	Atlantic	(28.1,28.15]	-0.8831233	-0.8853568	-0.8793666
temp + nitrate	Atlantic	(28.15,28.2]	-0.9025025	-0.9026876	-0.9022536
temp + nitrate	Atlantic	(28.2, Inf]	-0.8818568	-0.9374513	-0.8530967
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5736689	-0.6260520	-0.5103667
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5495625	-0.6460267	-0.4076677
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5480661	-0.6892539	-0.4202203
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6824284	-0.7512623	-0.6090182
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7475181	-0.8085019	-0.6812054
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6094458	-0.7035856	-0.4388684
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1726244	-0.2853332	0.0139226
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3526960	0.2557258	0.4393838
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5355070	0.5140795	0.5474321
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7027265	0.5842877	0.8191107
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7117503	0.6014635	0.7974600
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7034075	0.6041116	0.7779777
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6508476	0.5854237	0.7164550
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8717576	0.8426575	0.9005132
temp + phosphate	Atlantic	(-Inf,26]	-0.2241048	-0.5306378	0.0923250
temp + phosphate	Atlantic	(26,26.5]	-0.6706521	-0.7872335	-0.5515879
temp + phosphate	Atlantic	(26.5,26.75]	-0.0070254	-0.2971515	0.2113397
temp + phosphate	Atlantic	(26.75,27]	0.2849525	0.0545994	0.5657953
temp + phosphate	Atlantic	(27,27.25]	0.4179059	0.3105502	0.4797717
temp + phosphate	Atlantic	(27.25,27.5]	0.1911755	0.0160587	0.3706638
temp + phosphate	Atlantic	(27.5,27.75]	0.1469466	0.1105027	0.1814839
temp + phosphate	Atlantic	(27.75,27.85]	-0.3304956	-0.3722997	-0.2686478
temp + phosphate	Atlantic	(27.85,27.95]	-0.4979121	-0.5606147	-0.3868441
temp + phosphate	Atlantic	(27.95,28.05]	-0.6204554	-0.7260795	-0.4358551
temp + phosphate	Atlantic	(28.05,28.1]	-0.8429964	-0.8563245	-0.8257597
temp + phosphate	Atlantic	(28.1,28.15]	-0.8879827	-0.8910939	-0.8848097
temp + phosphate	Atlantic	(28.15,28.2]	-0.8922867	-0.8958367	-0.8890868
temp + phosphate	Atlantic	(28.2, Inf]	-0.8780242	-0.9337064	-0.8495231
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5258762	-0.5875193	-0.4388439
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4856336	-0.6189375	-0.2921891
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4701552	-0.6322624	-0.3157937
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6085887	-0.7049736	-0.5149238
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6939337	-0.7669844	-0.6200665
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5662594	-0.6787504	-0.3743204
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1297794	-0.2326024	0.0592925
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3764486	0.2798251	0.4735445
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5490061	0.5171600	0.5745376
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7177685	0.6212077	0.8244090
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7314148	0.6432867	0.8065255
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7272467	0.6447402	0.7947314
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7061675	0.6543806	0.7709616
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8886553	0.8694583	0.9169387
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4849137	-0.9845677	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8387948	-0.8613591	-0.7956005
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7859328	-0.8379665	-0.7349510
temp + phosphate_star	Atlantic	(26.75,27]	-0.6490157	-0.7374786	-0.5106846
temp + phosphate_star	Atlantic	(27,27.25]	-0.6126453	-0.6740118	-0.5490303
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5886133	-0.6363073	-0.5239574
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4171319	-0.4333083	-0.3915981
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6923813	-0.7266057	-0.6510636
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7823866	-0.8359936	-0.7109622
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8175300	-0.9015398	-0.6806914
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9336612	-0.9447619	-0.9127801
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9479466	-0.9539801	-0.9374022
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9465392	-0.9521013	-0.9413390
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9285713	-0.9695899	-0.9013266
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8798498	-0.9107928	-0.8232791
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9372994	-0.9622047	-0.8999641
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9526446	-0.9670301	-0.9266209
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9593183	-0.9694393	-0.9466673
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9586524	-0.9626948	-0.9559670
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9436779	-0.9458755	-0.9402423
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9438327	-0.9548097	-0.9346476
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9137846	-0.9462951	-0.8733465
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9202579	-0.9375987	-0.9019427
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8949009	-0.9438257	-0.8337447
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7706008	-0.8293189	-0.7049060
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7140257	-0.7412953	-0.6857163
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.6074782	-0.6282728	-0.5889542
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8828839	-0.8935761	-0.8765895
temp + silicate	Atlantic	(-Inf,26]	-0.6850987	-0.8003479	-0.5648139
temp + silicate	Atlantic	(26,26.5]	0.0838433	0.0612752	0.1090433
temp + silicate	Atlantic	(26.5,26.75]	0.1755953	0.0375137	0.2780958
temp + silicate	Atlantic	(26.75,27]	0.3006840	0.0695056	0.5392708
temp + silicate	Atlantic	(27,27.25]	0.3721561	0.1511638	0.5124945
temp + silicate	Atlantic	(27.25,27.5]	0.0762507	-0.1235022	0.2474700
temp + silicate	Atlantic	(27.5,27.75]	-0.0403771	-0.0499593	-0.0245541
temp + silicate	Atlantic	(27.75,27.85]	-0.5559972	-0.5757819	-0.5416046
temp + silicate	Atlantic	(27.85,27.95]	-0.6966955	-0.7180929	-0.6735401
temp + silicate	Atlantic	(27.95,28.05]	-0.7637897	-0.8156745	-0.6914558
temp + silicate	Atlantic	(28.05,28.1]	-0.8823967	-0.8946780	-0.8748129
temp + silicate	Atlantic	(28.1,28.15]	-0.8937906	-0.9079389	-0.8840492
temp + silicate	Atlantic	(28.15,28.2]	-0.8118092	-0.8280852	-0.7880507
temp + silicate	Atlantic	(28.2, Inf]	-0.6982420	-0.7272672	-0.6545623
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5988155	-0.7343866	-0.3687890
temp + silicate	Indo-Pacific	(26,26.5]	-0.6325809	-0.6957086	-0.5069910
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6667857	-0.7523449	-0.5997174
temp + silicate	Indo-Pacific	(26.75,27]	-0.7289976	-0.7667526	-0.6932762
temp + silicate	Indo-Pacific	(27,27.25]	-0.7827380	-0.8125113	-0.7534787
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6865992	-0.7614908	-0.5431427
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2643555	-0.3856841	-0.0914636
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2745225	0.1685439	0.3565712
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4846629	0.4692707	0.4945612
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6826687	0.5647648	0.8010630
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7192345	0.6238668	0.7976819
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7083734	0.6292056	0.7718373
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7350483	0.6653459	0.8131764
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8438521	0.8219080	0.8773536

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
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
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]	0.2307656	-0.2944902	0.6358479
aou	Atlantic	(26,26.5]	0.2119940	0.0832505	0.2795637
aou	Atlantic	(26.5,26.75]	-0.2508187	-0.3208879	-0.1551184
aou	Atlantic	(26.75,27]	-0.3885914	-0.4474610	-0.3121104
aou	Atlantic	(27,27.25]	-0.5943345	-0.6674813	-0.4574849
aou	Atlantic	(27.25,27.5]	-0.6425254	-0.7109074	-0.5588419
aou	Atlantic	(27.5,27.75]	-0.5397724	-0.5719480	-0.5196401
aou	Atlantic	(27.75,27.85]	-0.4495443	-0.4899852	-0.4153798
aou	Atlantic	(27.85,27.95]	-0.5700374	-0.6430372	-0.4827330
aou	Atlantic	(27.95,28.05]	-0.7496585	-0.8118995	-0.6911966
aou	Atlantic	(28.05,28.1]	-0.9257468	-0.9515712	-0.9117691
aou	Atlantic	(28.1,28.15]	-0.9610152	-0.9642954	-0.9574772
aou	Atlantic	(28.15,28.2]	-0.9676948	-0.9750149	-0.9632883
aou	Atlantic	(28.2, Inf]	-0.8335009	-0.8839788	-0.7872196
aou	Indo-Pacific	(-Inf,26]	0.2051314	0.1186834	0.3215182
aou	Indo-Pacific	(26,26.5]	-0.4659013	-0.5298317	-0.3852694
aou	Indo-Pacific	(26.5,26.75]	-0.6453220	-0.6963603	-0.6119464
aou	Indo-Pacific	(26.75,27]	-0.8086482	-0.8418379	-0.7757369
aou	Indo-Pacific	(27,27.25]	-0.7098882	-0.7653801	-0.6391312
aou	Indo-Pacific	(27.25,27.5]	-0.4968211	-0.5904847	-0.3808410
aou	Indo-Pacific	(27.5,27.75]	0.0316116	-0.1384013	0.2982128
aou	Indo-Pacific	(27.75,27.85]	0.4927407	0.3147401	0.6719993
aou	Indo-Pacific	(27.85,27.95]	0.5114038	0.2958620	0.6830955
aou	Indo-Pacific	(27.95,28.05]	0.2982461	-0.0756721	0.5912169
aou	Indo-Pacific	(28.05,28.1]	0.4083353	0.1676594	0.5489504
aou	Indo-Pacific	(28.1,28.2]	0.3962149	0.2728119	0.4901187
aou	Indo-Pacific	(28.2,28.3]	0.4505360	0.3677759	0.5777615
aou	Indo-Pacific	(28.3, Inf]	-0.0306093	-0.1239963	0.0605200
nitrate	Atlantic	(-Inf,26]	0.1149916	-0.5739635	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1199022	-0.2945346	-0.0205459
nitrate	Atlantic	(26.5,26.75]	-0.3998272	-0.4911368	-0.2762905
nitrate	Atlantic	(26.75,27]	-0.5095248	-0.5762090	-0.4435342
nitrate	Atlantic	(27,27.25]	-0.7460735	-0.8063178	-0.6442901
nitrate	Atlantic	(27.25,27.5]	-0.8551623	-0.8824304	-0.8111445
nitrate	Atlantic	(27.5,27.75]	-0.8986407	-0.9110696	-0.8792312
nitrate	Atlantic	(27.75,27.85]	-0.9535052	-0.9600527	-0.9441204
nitrate	Atlantic	(27.85,27.95]	-0.9757320	-0.9793903	-0.9712225
nitrate	Atlantic	(27.95,28.05]	-0.9512582	-0.9598204	-0.9453841
nitrate	Atlantic	(28.05,28.1]	-0.9931707	-0.9939742	-0.9926193
nitrate	Atlantic	(28.1,28.15]	-0.9913915	-0.9921485	-0.9900852
nitrate	Atlantic	(28.15,28.2]	-0.9918641	-0.9924452	-0.9913361
nitrate	Atlantic	(28.2, Inf]	-0.9628747	-0.9805001	-0.9537837
nitrate	Indo-Pacific	(-Inf,26]	0.2066440	0.1307657	0.3242235
nitrate	Indo-Pacific	(26,26.5]	-0.5334329	-0.5989446	-0.4209167
nitrate	Indo-Pacific	(26.5,26.75]	-0.6698553	-0.7163269	-0.6355909
nitrate	Indo-Pacific	(26.75,27]	-0.7113078	-0.7702052	-0.6689456
nitrate	Indo-Pacific	(27,27.25]	-0.6251111	-0.6499942	-0.5760579
nitrate	Indo-Pacific	(27.25,27.5]	-0.4614686	-0.5201839	-0.3655004
nitrate	Indo-Pacific	(27.5,27.75]	0.0296347	-0.1034535	0.2570418
nitrate	Indo-Pacific	(27.75,27.85]	0.5158746	0.3428855	0.6919652
nitrate	Indo-Pacific	(27.85,27.95]	0.5453303	0.3359105	0.7192210
nitrate	Indo-Pacific	(27.95,28.05]	0.3455310	-0.0262804	0.6399608
nitrate	Indo-Pacific	(28.05,28.1]	0.4548984	0.2136766	0.6087465
nitrate	Indo-Pacific	(28.1,28.2]	0.4595577	0.3387627	0.5391728
nitrate	Indo-Pacific	(28.2,28.3]	0.5391190	0.4795688	0.6405756
nitrate	Indo-Pacific	(28.3, Inf]	-0.1501565	-0.3142700	-0.0464628
phosphate	Atlantic	(-Inf,26]	0.2626307	-0.0187517	0.4192617
phosphate	Atlantic	(26,26.5]	0.2237402	0.1476716	0.2836754
phosphate	Atlantic	(26.5,26.75]	-0.3476619	-0.4593151	-0.2658111
phosphate	Atlantic	(26.75,27]	-0.4821743	-0.5735345	-0.3808746
phosphate	Atlantic	(27,27.25]	-0.7211317	-0.7510928	-0.6697437
phosphate	Atlantic	(27.25,27.5]	-0.8454260	-0.8639498	-0.8237138
phosphate	Atlantic	(27.5,27.75]	-0.9024978	-0.9107071	-0.8939479
phosphate	Atlantic	(27.75,27.85]	-0.9627867	-0.9660390	-0.9566655
phosphate	Atlantic	(27.85,27.95]	-0.9792630	-0.9822926	-0.9776475
phosphate	Atlantic	(27.95,28.05]	-0.9555201	-0.9629034	-0.9495816
phosphate	Atlantic	(28.05,28.1]	-0.9927237	-0.9933055	-0.9923898
phosphate	Atlantic	(28.1,28.15]	-0.9912268	-0.9921174	-0.9897729
phosphate	Atlantic	(28.15,28.2]	-0.9915168	-0.9925274	-0.9898412
phosphate	Atlantic	(28.2, Inf]	-0.9777165	-0.9792728	-0.9768914
phosphate	Indo-Pacific	(-Inf,26]	0.1787355	0.0561841	0.3192083
phosphate	Indo-Pacific	(26,26.5]	-0.5577009	-0.5799649	-0.5210569
phosphate	Indo-Pacific	(26.5,26.75]	-0.7290373	-0.7547337	-0.6822568
phosphate	Indo-Pacific	(26.75,27]	-0.8231571	-0.8417846	-0.7875498
phosphate	Indo-Pacific	(27,27.25]	-0.7278568	-0.7751012	-0.6724200
phosphate	Indo-Pacific	(27.25,27.5]	-0.5597617	-0.6342667	-0.4803527
phosphate	Indo-Pacific	(27.5,27.75]	-0.0036334	-0.1595448	0.2344289
phosphate	Indo-Pacific	(27.75,27.85]	0.5153177	0.3414688	0.6927380
phosphate	Indo-Pacific	(27.85,27.95]	0.5445853	0.3366793	0.7124131
phosphate	Indo-Pacific	(27.95,28.05]	0.3350473	-0.0313532	0.6154604
phosphate	Indo-Pacific	(28.05,28.1]	0.4320403	0.1997925	0.5637533
phosphate	Indo-Pacific	(28.1,28.2]	0.4216501	0.3069938	0.5192573
phosphate	Indo-Pacific	(28.2,28.3]	0.4719631	0.3764303	0.6106725
phosphate	Indo-Pacific	(28.3, Inf]	-0.2247757	-0.3408980	-0.1493468
phosphate_star	Atlantic	(-Inf,26]	0.4420153	-0.1868457	0.9260875
phosphate_star	Atlantic	(26,26.5]	0.1672379	0.1130600	0.2229838
phosphate_star	Atlantic	(26.5,26.75]	-0.0319515	-0.3644907	0.3337451
phosphate_star	Atlantic	(26.75,27]	-0.1210296	-0.2388241	0.0877260
phosphate_star	Atlantic	(27,27.25]	-0.1260009	-0.5494616	0.1545535
phosphate_star	Atlantic	(27.25,27.5]	-0.4737501	-0.6825803	-0.3453649
phosphate_star	Atlantic	(27.5,27.75]	-0.7337480	-0.7969316	-0.6913605
phosphate_star	Atlantic	(27.75,27.85]	-0.9117174	-0.9308064	-0.9004049
phosphate_star	Atlantic	(27.85,27.95]	-0.9182825	-0.9391960	-0.9076212
phosphate_star	Atlantic	(27.95,28.05]	-0.8943990	-0.9027553	-0.8873333
phosphate_star	Atlantic	(28.05,28.1]	-0.9616659	-0.9720107	-0.9513857
phosphate_star	Atlantic	(28.1,28.15]	-0.9706802	-0.9789012	-0.9628089
phosphate_star	Atlantic	(28.15,28.2]	-0.9809288	-0.9855600	-0.9783667
phosphate_star	Atlantic	(28.2, Inf]	-0.9749039	-0.9807149	-0.9637593
phosphate_star	Indo-Pacific	(-Inf,26]	0.2502521	0.1042973	0.3811802
phosphate_star	Indo-Pacific	(26,26.5]	-0.4679349	-0.5236716	-0.4013746
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5894861	-0.6966649	-0.4693032
phosphate_star	Indo-Pacific	(26.75,27]	-0.5346264	-0.5787756	-0.4802465
phosphate_star	Indo-Pacific	(27,27.25]	-0.4909512	-0.5260312	-0.4356472
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5007493	-0.5217742	-0.4789547
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1747871	-0.3195258	-0.0974900
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2421730	0.0084758	0.3949554
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3156815	0.1373999	0.4712150
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4116714	0.2713213	0.5834023
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3830726	0.3061823	0.4932696
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3700711	0.2942395	0.4774365
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3201244	0.2716233	0.3734016
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2234325	-0.3183804	-0.1615733
sal	Atlantic	(-Inf,26]	-0.1543762	-0.8612245	0.5631449
sal	Atlantic	(26,26.5]	-0.0183030	-0.1033339	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4265238	-0.7731378	0.0028308
sal	Atlantic	(26.75,27]	-0.6221149	-0.7293584	-0.4495456
sal	Atlantic	(27,27.25]	-0.6532996	-0.8120378	-0.3733573
sal	Atlantic	(27.25,27.5]	-0.3744065	-0.5815912	-0.0840659
sal	Atlantic	(27.5,27.75]	-0.3009946	-0.3631878	-0.1935382
sal	Atlantic	(27.75,27.85]	0.2648344	0.2436038	0.2892660
sal	Atlantic	(27.85,27.95]	0.4457872	0.3828854	0.5086123
sal	Atlantic	(27.95,28.05]	0.5066622	0.3020746	0.6470615
sal	Atlantic	(28.05,28.1]	0.8744111	0.8557888	0.8867179
sal	Atlantic	(28.1,28.15]	0.9155728	0.9088367	0.9194771
sal	Atlantic	(28.15,28.2]	0.9136353	0.9086821	0.9179225
sal	Atlantic	(28.2, Inf]	0.8264323	0.7696549	0.8817188
sal	Indo-Pacific	(-Inf,26]	0.0927706	-0.1586468	0.4808883
sal	Indo-Pacific	(26,26.5]	0.3122250	0.2779303	0.3607798
sal	Indo-Pacific	(26.5,26.75]	0.4368513	0.3421624	0.5015496
sal	Indo-Pacific	(26.75,27]	0.3720300	0.3192382	0.4712364
sal	Indo-Pacific	(27,27.25]	0.2807111	0.1960590	0.3396523
sal	Indo-Pacific	(27.25,27.5]	0.1645173	0.1549808	0.1802345
sal	Indo-Pacific	(27.5,27.75]	-0.2321163	-0.3772958	0.0192762
sal	Indo-Pacific	(27.75,27.85]	-0.2353775	-0.4474004	0.0585621
sal	Indo-Pacific	(27.85,27.95]	-0.1351814	-0.3882287	0.0875579
sal	Indo-Pacific	(27.95,28.05]	-0.1691848	-0.4519536	0.0489049
sal	Indo-Pacific	(28.05,28.1]	-0.0086720	-0.1851807	0.1284429
sal	Indo-Pacific	(28.1,28.2]	0.0424102	-0.0526815	0.1586206
sal	Indo-Pacific	(28.2,28.3]	0.0088617	-0.0625189	0.1159742
sal	Indo-Pacific	(28.3, Inf]	-0.0227871	-0.2303172	0.2796542
silicate	Atlantic	(-Inf,26]	0.2374493	-0.1165638	0.4460557
silicate	Atlantic	(26,26.5]	-0.5150591	-0.6152203	-0.4371921
silicate	Atlantic	(26.5,26.75]	-0.3895767	-0.5284731	-0.2965373
silicate	Atlantic	(26.75,27]	-0.6602766	-0.7304369	-0.5882631
silicate	Atlantic	(27,27.25]	-0.8630651	-0.8643897	-0.8609840
silicate	Atlantic	(27.25,27.5]	-0.8994019	-0.9244174	-0.8837428
silicate	Atlantic	(27.5,27.75]	-0.9019068	-0.9312247	-0.8828590
silicate	Atlantic	(27.75,27.85]	-0.9393442	-0.9456233	-0.9349202
silicate	Atlantic	(27.85,27.95]	-0.9263543	-0.9342177	-0.9207195
silicate	Atlantic	(27.95,28.05]	-0.8833601	-0.9049882	-0.8571438
silicate	Atlantic	(28.05,28.1]	-0.9557282	-0.9646966	-0.9421355
silicate	Atlantic	(28.1,28.15]	-0.9664655	-0.9722842	-0.9567585
silicate	Atlantic	(28.15,28.2]	-0.9554208	-0.9657842	-0.9479517
silicate	Atlantic	(28.2, Inf]	-0.8698581	-0.9004862	-0.8309967
silicate	Indo-Pacific	(-Inf,26]	0.0946516	-0.2182995	0.3301150
silicate	Indo-Pacific	(26,26.5]	-0.6306199	-0.6769702	-0.5929578
silicate	Indo-Pacific	(26.5,26.75]	-0.7585288	-0.7668861	-0.7527937
silicate	Indo-Pacific	(26.75,27]	-0.7243593	-0.7436131	-0.7096021
silicate	Indo-Pacific	(27,27.25]	-0.5885678	-0.6484782	-0.5016360
silicate	Indo-Pacific	(27.25,27.5]	-0.4218303	-0.4992156	-0.3260010
silicate	Indo-Pacific	(27.5,27.75]	0.0822096	-0.0685033	0.3191716
silicate	Indo-Pacific	(27.75,27.85]	0.5643860	0.3912418	0.7459057
silicate	Indo-Pacific	(27.85,27.95]	0.5854614	0.3709287	0.7650036
silicate	Indo-Pacific	(27.95,28.05]	0.3698543	-0.0087092	0.6713833
silicate	Indo-Pacific	(28.05,28.1]	0.4673230	0.2260028	0.6143760
silicate	Indo-Pacific	(28.1,28.2]	0.4716956	0.3465565	0.5622039
silicate	Indo-Pacific	(28.2,28.3]	0.5202807	0.4517141	0.6418814
silicate	Indo-Pacific	(28.3, Inf]	-0.3608860	-0.3934396	-0.3295720
temp	Atlantic	(-Inf,26]	-0.5933334	-0.9600992	-0.0055925
temp	Atlantic	(26,26.5]	-0.2388456	-0.2807916	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4433318	-0.7803465	-0.0231668
temp	Atlantic	(26.75,27]	-0.5933787	-0.7166654	-0.4085477
temp	Atlantic	(27,27.25]	-0.6579268	-0.8229654	-0.3680260
temp	Atlantic	(27.25,27.5]	-0.4014483	-0.6046603	-0.1209882
temp	Atlantic	(27.5,27.75]	-0.2942220	-0.3490682	-0.1993224
temp	Atlantic	(27.75,27.85]	0.3450496	0.3326202	0.3663094
temp	Atlantic	(27.85,27.95]	0.4863310	0.4308750	0.5375811
temp	Atlantic	(27.95,28.05]	0.5079327	0.3317812	0.6252677
temp	Atlantic	(28.05,28.1]	0.8031251	0.7922936	0.8176327
temp	Atlantic	(28.1,28.15]	0.8464156	0.8392722	0.8522076
temp	Atlantic	(28.15,28.2]	0.8774703	0.8718720	0.8825974
temp	Atlantic	(28.2, Inf]	0.8447029	0.7961736	0.9184289
temp	Indo-Pacific	(-Inf,26]	-0.5346699	-0.5668151	-0.5030606
temp	Indo-Pacific	(26,26.5]	0.2239986	0.2013869	0.2614811
temp	Indo-Pacific	(26.5,26.75]	0.3880992	0.2899579	0.4434120
temp	Indo-Pacific	(26.75,27]	0.3280239	0.2859101	0.4106016
temp	Indo-Pacific	(27,27.25]	0.2707690	0.1864489	0.3227191
temp	Indo-Pacific	(27.25,27.5]	0.2866739	0.2709332	0.3091455
temp	Indo-Pacific	(27.5,27.75]	0.0380389	-0.0627313	0.2074266
temp	Indo-Pacific	(27.75,27.85]	-0.2027255	-0.4110993	0.0778208
temp	Indo-Pacific	(27.85,27.95]	-0.1696763	-0.3934927	0.0559666
temp	Indo-Pacific	(27.95,28.05]	-0.2359209	-0.4963723	-0.0090749
temp	Indo-Pacific	(28.05,28.1]	-0.1146334	-0.2985625	-0.0031741
temp	Indo-Pacific	(28.1,28.2]	-0.0841778	-0.1859216	0.0141822
temp	Indo-Pacific	(28.2,28.3]	0.0114041	-0.0666427	0.1245553
temp	Indo-Pacific	(28.3, Inf]	-0.0707674	-0.1493311	0.0283247

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