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
1920ad9	Donghe-Zhu	2021-07-04
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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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
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
1920ad9	Donghe-Zhu	2021-07-04
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
1920ad9	Donghe-Zhu	2021-07-04
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]	0.7810305	0.6125683	0.8950698
aou + nitrate	Atlantic	(26,26.5]	0.8625366	0.8609557	0.8640134
aou + nitrate	Atlantic	(26.5,26.75]	0.9667208	0.9619495	0.9758958
aou + nitrate	Atlantic	(26.75,27]	0.9822924	0.9794413	0.9861924
aou + nitrate	Atlantic	(27,27.25]	0.9662918	0.9628565	0.9721390
aou + nitrate	Atlantic	(27.25,27.5]	0.9211528	0.9109263	0.9293670
aou + nitrate	Atlantic	(27.5,27.75]	0.8065798	0.7684673	0.8367482
aou + nitrate	Atlantic	(27.75,27.85]	0.6263195	0.5546333	0.7240393
aou + nitrate	Atlantic	(27.85,27.95]	0.6514284	0.5558475	0.7580996
aou + nitrate	Atlantic	(27.95,28.05]	0.7860126	0.7000500	0.8904182
aou + nitrate	Atlantic	(28.05,28.1]	0.9380296	0.9179148	0.9639492
aou + nitrate	Atlantic	(28.1,28.15]	0.9630570	0.9366901	0.9827206
aou + nitrate	Atlantic	(28.15,28.2]	0.9753945	0.9646115	0.9829898
aou + nitrate	Atlantic	(28.2, Inf]	0.9100290	0.8796724	0.9383444
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9229487	0.9200802	0.9269673
aou + nitrate	Indo-Pacific	(26,26.5]	0.8658520	0.8116690	0.8934066
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8680679	0.8338274	0.8920767
aou + nitrate	Indo-Pacific	(26.75,27]	0.8757670	0.8545432	0.9079444
aou + nitrate	Indo-Pacific	(27,27.25]	0.9167455	0.8906181	0.9358689
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9404044	0.9304597	0.9595004
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9645954	0.9517173	0.9761583
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9894523	0.9858544	0.9923998
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9920585	0.9897776	0.9932328
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9927111	0.9879484	0.9955328
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9920387	0.9870494	0.9948274
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9884764	0.9828498	0.9930465
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9805414	0.9696938	0.9886238
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9257239	0.9116455	0.9412587
aou + phosphate	Atlantic	(-Inf,26]	0.8902318	0.8454592	0.9720974
aou + phosphate	Atlantic	(26,26.5]	0.8795493	0.8559760	0.8954964
aou + phosphate	Atlantic	(26.5,26.75]	0.9179782	0.8985094	0.9430642
aou + phosphate	Atlantic	(26.75,27]	0.9574209	0.9514926	0.9660685
aou + phosphate	Atlantic	(27,27.25]	0.9314152	0.9241028	0.9352853
aou + phosphate	Atlantic	(27.25,27.5]	0.8761354	0.8532732	0.8893439
aou + phosphate	Atlantic	(27.5,27.75]	0.7582199	0.7133340	0.7964999
aou + phosphate	Atlantic	(27.75,27.85]	0.5860250	0.5152854	0.6860218
aou + phosphate	Atlantic	(27.85,27.95]	0.6233298	0.5248043	0.7291395
aou + phosphate	Atlantic	(27.95,28.05]	0.7731828	0.6856954	0.8751009
aou + phosphate	Atlantic	(28.05,28.1]	0.9343652	0.9131165	0.9604140
aou + phosphate	Atlantic	(28.1,28.15]	0.9606067	0.9334162	0.9814525
aou + phosphate	Atlantic	(28.15,28.2]	0.9780139	0.9671067	0.9848902
aou + phosphate	Atlantic	(28.2, Inf]	0.8877127	0.8402096	0.9377299
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9475109	0.9398401	0.9529637
aou + phosphate	Indo-Pacific	(26,26.5]	0.9581035	0.9550481	0.9621921
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9650022	0.9591707	0.9705968
aou + phosphate	Indo-Pacific	(26.75,27]	0.9752359	0.9710769	0.9803287
aou + phosphate	Indo-Pacific	(27,27.25]	0.9849405	0.9803062	0.9881843
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9860644	0.9802681	0.9894138
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9904091	0.9872192	0.9928613
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948125	0.9930846	0.9958782
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9946035	0.9940875	0.9950350
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9954354	0.9945192	0.9963868
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9948829	0.9928772	0.9962525
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9924514	0.9896693	0.9956415
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9886015	0.9833137	0.9943741
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9076924	0.8905431	0.9178993
aou + phosphate_star	Atlantic	(-Inf,26]	0.0873326	-0.3917576	0.4029590
aou + phosphate_star	Atlantic	(26,26.5]	0.3009688	0.2114335	0.3726800
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0516324	-0.0941966	0.2478926
aou + phosphate_star	Atlantic	(26.75,27]	-0.0155441	-0.0829558	0.1012615
aou + phosphate_star	Atlantic	(27,27.25]	0.0267281	-0.0373119	0.1309052
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0617896	-0.0281161	0.1778138
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1268291	0.0908883	0.1804149
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1216552	0.0498766	0.2413056
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2599197	0.1239116	0.3774571
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5469684	0.4222846	0.6790142
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8476264	0.8069028	0.8930188
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8999432	0.8440120	0.9476779
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9321807	0.9054434	0.9508528
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7847111	0.7165205	0.8627982
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4480268	0.4341604	0.4715005
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4454166	0.3761127	0.5251380
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4035026	0.3123967	0.5566932
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5810459	0.5011789	0.6807701
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6835066	0.6042132	0.7528288
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4715978	0.2908616	0.5659672
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0677160	-0.0805538	0.1549380
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2959915	-0.4272718	-0.2239464
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4457736	-0.5766793	-0.3454574
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4944476	-0.6926000	-0.2979614
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3418385	-0.4685236	-0.2462193
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.2250025	-0.2667374	-0.1635665
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1502923	-0.2100506	-0.0573587
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8317130	-0.8431142	-0.8246266
aou + silicate	Atlantic	(-Inf,26]	-0.1163562	-0.5672851	0.2036364
aou + silicate	Atlantic	(26,26.5]	0.3233267	0.2291580	0.3831128
aou + silicate	Atlantic	(26.5,26.75]	0.6271281	0.5865575	0.6974452
aou + silicate	Atlantic	(26.75,27]	0.8095253	0.7907354	0.8248421
aou + silicate	Atlantic	(27,27.25]	0.7120469	0.6918064	0.7333453
aou + silicate	Atlantic	(27.25,27.5]	0.6431750	0.6404034	0.6452229
aou + silicate	Atlantic	(27.5,27.75]	0.4819197	0.4558068	0.5008361
aou + silicate	Atlantic	(27.75,27.85]	0.3295896	0.2897395	0.3793963
aou + silicate	Atlantic	(27.85,27.95]	0.3983108	0.3132072	0.4490072
aou + silicate	Atlantic	(27.95,28.05]	0.6311909	0.5548385	0.6698901
aou + silicate	Atlantic	(28.05,28.1]	0.8873599	0.8650914	0.9002701
aou + silicate	Atlantic	(28.1,28.15]	0.9410916	0.9149238	0.9620696
aou + silicate	Atlantic	(28.15,28.2]	0.9581765	0.9567417	0.9597578
aou + silicate	Atlantic	(28.2, Inf]	0.6186942	0.4850682	0.7936872
aou + silicate	Indo-Pacific	(-Inf,26]	0.7900589	0.7537655	0.8308023
aou + silicate	Indo-Pacific	(26,26.5]	0.7983855	0.7798297	0.8246931
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7759897	0.7475759	0.8215407
aou + silicate	Indo-Pacific	(26.75,27]	0.8542202	0.8259773	0.8922869
aou + silicate	Indo-Pacific	(27,27.25]	0.9231305	0.9077258	0.9442239
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9416404	0.9185567	0.9609490
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9558647	0.9431883	0.9696707
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9740108	0.9646326	0.9821039
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9790533	0.9726890	0.9824922
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9846345	0.9785192	0.9885551
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9905030	0.9862901	0.9934552
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9791166	0.9766624	0.9829731
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9060718	0.8965014	0.9220743
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8025901	0.7866671	0.8156213
nitrate + phosphate	Atlantic	(-Inf,26]	0.5373003	0.1686490	0.8707344
nitrate + phosphate	Atlantic	(26,26.5]	0.7052879	0.6939174	0.7279915
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9361609	0.9186302	0.9522071
nitrate + phosphate	Atlantic	(26.75,27]	0.9742226	0.9690355	0.9822848
nitrate + phosphate	Atlantic	(27,27.25]	0.9828596	0.9758180	0.9893570
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9883125	0.9836051	0.9924993
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9947533	0.9938760	0.9963196
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983319	0.9982257	0.9984931
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9987647	0.9986725	0.9988929
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992740	0.9989463	0.9994750
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996982	0.9995794	0.9997951
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996068	0.9995319	0.9996715
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9975633	0.9972723	0.9980497
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9929790	0.9923804	0.9937661
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9621561	0.9558810	0.9674385
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9065591	0.8341615	0.9455471
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9052837	0.8667957	0.9281752
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9056872	0.8866611	0.9319024
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9292544	0.8975058	0.9451345
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9445621	0.9285994	0.9621664
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9680418	0.9503486	0.9786676
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9936605	0.9930469	0.9945282
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9977537	0.9969480	0.9981833
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9984184	0.9963121	0.9994940
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9983155	0.9964268	0.9993274
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9974649	0.9954075	0.9986520
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9922185	0.9879528	0.9956687
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9832949	0.9797519	0.9864306
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0365581	-0.7261828	0.6607966
nitrate + phosphate_star	Atlantic	(26,26.5]	0.1850300	0.0979189	0.2398528
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1460142	0.0008433	0.3754272
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0664896	-0.0159648	0.1900035
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2140293	0.1250021	0.3611058
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3858708	0.3143162	0.5061671
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6592182	0.6220294	0.6861141
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8442187	0.8257674	0.8664724
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8972221	0.8875949	0.9128200
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9431105	0.9356805	0.9521289
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9775342	0.9742488	0.9796212
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9823815	0.9772196	0.9881612
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9860047	0.9832431	0.9874435
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9647294	0.9565524	0.9755908
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6681180	0.6489198	0.7040443
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6507606	0.5427040	0.7425471
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6150847	0.5519788	0.7323742
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7350139	0.6776852	0.7982479
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7750506	0.7482610	0.8226246
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5698606	0.4528847	0.6424996
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1825037	0.0775625	0.2432247
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1992424	-0.3055606	-0.1319833
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3449107	-0.4893294	-0.2248167
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3974791	-0.6251036	-0.1627462
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2314395	-0.3816451	-0.1003927
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0877876	-0.1602699	0.0058427
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0187756	-0.0862127	0.1565566
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5786778	-0.6082179	-0.5628843
nitrate + silicate	Atlantic	(-Inf,26]	0.2760235	-0.4962449	0.7902760
nitrate + silicate	Atlantic	(26,26.5]	0.6963404	0.6440464	0.7404459
nitrate + silicate	Atlantic	(26.5,26.75]	0.7387331	0.7038884	0.7779061
nitrate + silicate	Atlantic	(26.75,27]	0.8647368	0.8417875	0.8929894
nitrate + silicate	Atlantic	(27,27.25]	0.8514470	0.8415687	0.8678239
nitrate + silicate	Atlantic	(27.25,27.5]	0.8701883	0.8605730	0.8810923
nitrate + silicate	Atlantic	(27.5,27.75]	0.8790585	0.8686413	0.8914225
nitrate + silicate	Atlantic	(27.75,27.85]	0.9085715	0.8888113	0.9328161
nitrate + silicate	Atlantic	(27.85,27.95]	0.9215242	0.8888313	0.9439523
nitrate + silicate	Atlantic	(27.95,28.05]	0.9407087	0.9041615	0.9639373
nitrate + silicate	Atlantic	(28.05,28.1]	0.9717854	0.9578715	0.9812480
nitrate + silicate	Atlantic	(28.1,28.15]	0.9809176	0.9760378	0.9846591
nitrate + silicate	Atlantic	(28.15,28.2]	0.9552494	0.9476622	0.9664278
nitrate + silicate	Atlantic	(28.2, Inf]	0.7790887	0.7532664	0.8212701
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8546350	0.7837366	0.9014653
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8796599	0.7919972	0.9265784
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8840204	0.8361547	0.9136965
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9164565	0.8937534	0.9351074
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9441329	0.9296067	0.9522441
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9559598	0.9491023	0.9669458
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9699616	0.9608840	0.9786215
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9867725	0.9836114	0.9895492
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9897787	0.9867554	0.9917022
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9914494	0.9881412	0.9940424
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9942895	0.9928374	0.9962115
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9824876	0.9805106	0.9854023
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9015393	0.8909465	0.9215720
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8822389	0.8747562	0.8939914
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3307125	-0.0779038	0.5425104
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6966879	0.5922087	0.7547183
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4163670	0.3105399	0.6183002
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2523249	0.1581070	0.3925418
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3672463	0.3173837	0.4663395
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5087549	0.4614545	0.5981536
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7256277	0.6960238	0.7547650
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8714627	0.8554085	0.8898796
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9141656	0.9075564	0.9264712
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9509044	0.9474915	0.9566810
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9803305	0.9772934	0.9822844
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9847638	0.9795973	0.9902289
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9861413	0.9827329	0.9889630
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9784914	0.9762851	0.9815159
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6935424	0.6738281	0.7269433
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6764026	0.6087362	0.7486782
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6246008	0.5647686	0.7372393
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7425382	0.6892191	0.8089430
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7948009	0.7453096	0.8407770
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6074188	0.4713265	0.6770595
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2012461	0.0774214	0.2821534
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2003904	-0.3197098	-0.1320110
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3527746	-0.4908629	-0.2520492
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4127893	-0.6305205	-0.1988545
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2490339	-0.3929674	-0.1322749
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1089615	-0.1788484	-0.0245180
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0124565	-0.1175531	0.1171061
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5399712	-0.5528545	-0.5252270
sal + aou	Atlantic	(-Inf,26]	-0.0414424	-0.3643283	0.5518160
sal + aou	Atlantic	(26,26.5]	-0.2989105	-0.4885570	-0.1748086
sal + aou	Atlantic	(26.5,26.75]	0.2783450	0.0131306	0.4862776
sal + aou	Atlantic	(26.75,27]	0.4689271	0.3237046	0.6657627
sal + aou	Atlantic	(27,27.25]	0.4726562	0.4427248	0.4878408
sal + aou	Atlantic	(27.25,27.5]	0.4771728	0.3441749	0.5618652
sal + aou	Atlantic	(27.5,27.75]	0.5105248	0.4525104	0.5919850
sal + aou	Atlantic	(27.75,27.85]	0.4220010	0.3905819	0.4620973
sal + aou	Atlantic	(27.85,27.95]	0.2398175	0.1895727	0.3013259
sal + aou	Atlantic	(27.95,28.05]	-0.1824828	-0.2675685	-0.1222074
sal + aou	Atlantic	(28.05,28.1]	-0.7543603	-0.7752586	-0.7173167
sal + aou	Atlantic	(28.1,28.15]	-0.8731591	-0.9176740	-0.8312371
sal + aou	Atlantic	(28.15,28.2]	-0.8656367	-0.8879336	-0.8464692
sal + aou	Atlantic	(28.2, Inf]	-0.8619921	-0.8710999	-0.8504381
sal + aou	Indo-Pacific	(-Inf,26]	-0.0390304	-0.1866163	0.0484296
sal + aou	Indo-Pacific	(26,26.5]	-0.2658200	-0.4222376	-0.0691325
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2405070	-0.4514828	-0.0890822
sal + aou	Indo-Pacific	(26.75,27]	-0.4684469	-0.6193830	-0.3325973
sal + aou	Indo-Pacific	(27,27.25]	-0.6118412	-0.7106818	-0.5004343
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4815640	-0.6403761	-0.2183402
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0346375	-0.1789223	0.2297624
sal + aou	Indo-Pacific	(27.75,27.85]	0.4695299	0.3677652	0.5700270
sal + aou	Indo-Pacific	(27.85,27.95]	0.6941721	0.6554452	0.7171928
sal + aou	Indo-Pacific	(27.95,28.05]	0.8230977	0.7477993	0.8821513
sal + aou	Indo-Pacific	(28.05,28.1]	0.8647596	0.8008989	0.9075146
sal + aou	Indo-Pacific	(28.1,28.2]	0.8487736	0.8009465	0.8840462
sal + aou	Indo-Pacific	(28.2,28.3]	0.6645874	0.6221841	0.7055424
sal + aou	Indo-Pacific	(28.3, Inf]	0.8318888	0.6880580	0.9041330
sal + nitrate	Atlantic	(-Inf,26]	-0.2254470	-0.8492624	0.8025938
sal + nitrate	Atlantic	(26,26.5]	-0.3001016	-0.4871163	-0.1367378
sal + nitrate	Atlantic	(26.5,26.75]	0.2447861	-0.0802931	0.4953615
sal + nitrate	Atlantic	(26.75,27]	0.4863842	0.3056863	0.6767424
sal + nitrate	Atlantic	(27,27.25]	0.4256897	0.3828977	0.4883493
sal + nitrate	Atlantic	(27.25,27.5]	0.3304750	0.1490258	0.4242743
sal + nitrate	Atlantic	(27.5,27.75]	0.2704104	0.2058596	0.3739073
sal + nitrate	Atlantic	(27.75,27.85]	-0.2356170	-0.2864037	-0.1602013
sal + nitrate	Atlantic	(27.85,27.95]	-0.4599577	-0.5263043	-0.3525700
sal + nitrate	Atlantic	(27.95,28.05]	-0.6443526	-0.7594901	-0.4296425
sal + nitrate	Atlantic	(28.05,28.1]	-0.9117568	-0.9294848	-0.8840994
sal + nitrate	Atlantic	(28.1,28.15]	-0.9530390	-0.9558168	-0.9491203
sal + nitrate	Atlantic	(28.15,28.2]	-0.9378663	-0.9405203	-0.9360026
sal + nitrate	Atlantic	(28.2, Inf]	-0.9347311	-0.9446875	-0.9234130
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2194627	-0.3935663	-0.1292758
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5511132	-0.6726133	-0.3997222
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5313122	-0.6849115	-0.4199353
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6969884	-0.7865378	-0.6100980
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7567170	-0.8179027	-0.6930319
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6103215	-0.7254301	-0.4175453
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1475371	-0.2779298	0.0728289
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3778943	0.2792736	0.4506503
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6165555	0.5566892	0.6483618
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7633943	0.6516914	0.8451977
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.8084396	0.7101093	0.8717099
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7879277	0.7084066	0.8434506
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5749824	0.5042847	0.6413295
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7587677	0.6104833	0.8673728
sal + phosphate	Atlantic	(-Inf,26]	0.0399383	-0.2391329	0.2500138
sal + phosphate	Atlantic	(26,26.5]	-0.5298336	-0.7317714	-0.3713611
sal + phosphate	Atlantic	(26.5,26.75]	0.0220736	-0.3344744	0.3064427
sal + phosphate	Atlantic	(26.75,27]	0.3405972	0.1295498	0.5953302
sal + phosphate	Atlantic	(27,27.25]	0.2870852	0.2640823	0.3112682
sal + phosphate	Atlantic	(27.25,27.5]	0.1999050	0.0410306	0.2960577
sal + phosphate	Atlantic	(27.5,27.75]	0.1852706	0.1343735	0.2820587
sal + phosphate	Atlantic	(27.75,27.85]	-0.2806482	-0.3274123	-0.2069787
sal + phosphate	Atlantic	(27.85,27.95]	-0.4926872	-0.5576466	-0.3917696
sal + phosphate	Atlantic	(27.95,28.05]	-0.6566485	-0.7698514	-0.4512941
sal + phosphate	Atlantic	(28.05,28.1]	-0.9171690	-0.9320902	-0.8925777
sal + phosphate	Atlantic	(28.1,28.15]	-0.9544556	-0.9565255	-0.9503832
sal + phosphate	Atlantic	(28.15,28.2]	-0.9179596	-0.9234077	-0.9141604
sal + phosphate	Atlantic	(28.2, Inf]	-0.8971517	-0.9043789	-0.8829576
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2228140	-0.3711807	-0.1295837
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4755846	-0.6292523	-0.2816937
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4563585	-0.6285955	-0.3183440
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6238269	-0.7394983	-0.5195913
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7064696	-0.7803704	-0.6308279
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5704231	-0.7000361	-0.3634698
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1230200	-0.2491894	0.1053523
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3977036	0.2985841	0.4834731
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6313635	0.5907237	0.6574171
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7819205	0.6962548	0.8515822
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8305154	0.7553089	0.8831947
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8142254	0.7537324	0.8617437
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6439907	0.5940491	0.7063025
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8157886	0.6855838	0.9060448
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4128793	-0.9386447	0.0064308
sal + phosphate_star	Atlantic	(26,26.5]	-0.7960249	-0.8108743	-0.7731599
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7804632	-0.8807468	-0.6952523
sal + phosphate_star	Atlantic	(26.75,27]	-0.6292443	-0.7075672	-0.4926522
sal + phosphate_star	Atlantic	(27,27.25]	-0.6247949	-0.6756736	-0.5445820
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6322531	-0.6658893	-0.5883835
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4045300	-0.4322168	-0.3616236
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6414091	-0.6907667	-0.5871423
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7584538	-0.8163990	-0.6963035
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8088530	-0.9041513	-0.6513986
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9641811	-0.9765534	-0.9443626
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9758582	-0.9830608	-0.9658929
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9461217	-0.9548249	-0.9366651
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8805749	-0.9084277	-0.8542708
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6562839	-0.7280730	-0.6073636
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8866277	-0.9238926	-0.8464401
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9348781	-0.9493690	-0.9180890
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9428509	-0.9559132	-0.9355085
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9318447	-0.9397671	-0.9177601
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8271432	-0.8640922	-0.7973594
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7244609	-0.8298077	-0.6565428
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8551906	-0.9179485	-0.8050193
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8572915	-0.8910587	-0.8310453
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7899498	-0.8711378	-0.7145517
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6354282	-0.6872652	-0.6092770
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4625595	-0.4695018	-0.4559919
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3817778	-0.4455481	-0.3186566
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6905180	-0.7716210	-0.6015946
sal + silicate	Atlantic	(-Inf,26]	-0.8482121	-0.9404492	-0.7712514
sal + silicate	Atlantic	(26,26.5]	0.0353897	-0.0356950	0.1281923
sal + silicate	Atlantic	(26.5,26.75]	0.2873755	0.1152063	0.4707401
sal + silicate	Atlantic	(26.75,27]	0.3635411	0.1477728	0.5679297
sal + silicate	Atlantic	(27,27.25]	0.1797945	0.0647403	0.2978073
sal + silicate	Atlantic	(27.25,27.5]	0.0810829	-0.0861591	0.1707443
sal + silicate	Atlantic	(27.5,27.75]	-0.0160919	-0.0650273	0.0521586
sal + silicate	Atlantic	(27.75,27.85]	-0.5130190	-0.5465632	-0.4850981
sal + silicate	Atlantic	(27.85,27.95]	-0.7054880	-0.7369566	-0.6803625
sal + silicate	Atlantic	(27.95,28.05]	-0.7931880	-0.8598320	-0.6900865
sal + silicate	Atlantic	(28.05,28.1]	-0.9518280	-0.9534035	-0.9496436
sal + silicate	Atlantic	(28.1,28.15]	-0.9522300	-0.9554112	-0.9496009
sal + silicate	Atlantic	(28.15,28.2]	-0.8221726	-0.8459116	-0.8006396
sal + silicate	Atlantic	(28.2, Inf]	-0.5666505	-0.6451809	-0.5126106
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4628940	-0.5874639	-0.3530302
sal + silicate	Indo-Pacific	(26,26.5]	-0.6410911	-0.7138305	-0.5077063
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6698132	-0.7630379	-0.5984927
sal + silicate	Indo-Pacific	(26.75,27]	-0.7507623	-0.8034064	-0.6992546
sal + silicate	Indo-Pacific	(27,27.25]	-0.7888726	-0.8199784	-0.7551128
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6788753	-0.7626504	-0.5248332
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2333460	-0.3609909	-0.0391062
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3115679	0.2087892	0.3751916
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5832867	0.5114784	0.6218350
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7624331	0.6490090	0.8453168
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8195238	0.7319293	0.8773785
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8411104	0.7758286	0.8876467
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7853447	0.6981655	0.8618277
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8253094	0.7084275	0.8949299
sal + temp	Atlantic	(-Inf,26]	0.7959962	0.6385580	0.8799713
sal + temp	Atlantic	(26,26.5]	0.9338253	0.9213208	0.9425088
sal + temp	Atlantic	(26.5,26.75]	0.9844426	0.9776058	0.9902855
sal + temp	Atlantic	(26.75,27]	0.9835346	0.9790118	0.9869857
sal + temp	Atlantic	(27,27.25]	0.9779449	0.9662835	0.9860902
sal + temp	Atlantic	(27.25,27.5]	0.9865854	0.9823482	0.9890531
sal + temp	Atlantic	(27.5,27.75]	0.9690374	0.9628300	0.9745339
sal + temp	Atlantic	(27.75,27.85]	0.9720725	0.9698182	0.9732441
sal + temp	Atlantic	(27.85,27.95]	0.9672050	0.9635271	0.9719645
sal + temp	Atlantic	(27.95,28.05]	0.9573094	0.9392167	0.9701324
sal + temp	Atlantic	(28.05,28.1]	0.9762610	0.9716479	0.9789549
sal + temp	Atlantic	(28.1,28.15]	0.9694198	0.9672524	0.9726109
sal + temp	Atlantic	(28.15,28.2]	0.9662137	0.9561527	0.9736695
sal + temp	Atlantic	(28.2, Inf]	0.9313863	0.9190668	0.9489024
sal + temp	Indo-Pacific	(-Inf,26]	0.6843785	0.5482562	0.7741083
sal + temp	Indo-Pacific	(26,26.5]	0.9505920	0.9383432	0.9580950
sal + temp	Indo-Pacific	(26.5,26.75]	0.9812838	0.9783949	0.9830404
sal + temp	Indo-Pacific	(26.75,27]	0.9805306	0.9778696	0.9820225
sal + temp	Indo-Pacific	(27,27.25]	0.9775361	0.9704150	0.9823804
sal + temp	Indo-Pacific	(27.25,27.5]	0.9204844	0.9052397	0.9379856
sal + temp	Indo-Pacific	(27.5,27.75]	0.7925916	0.7484151	0.8793027
sal + temp	Indo-Pacific	(27.75,27.85]	0.9228903	0.9037633	0.9578937
sal + temp	Indo-Pacific	(27.85,27.95]	0.9377678	0.9271016	0.9475877
sal + temp	Indo-Pacific	(27.95,28.05]	0.9335539	0.9254406	0.9494682
sal + temp	Indo-Pacific	(28.05,28.1]	0.9504648	0.9438199	0.9549330
sal + temp	Indo-Pacific	(28.1,28.2]	0.8789308	0.8699087	0.8858606
sal + temp	Indo-Pacific	(28.2,28.3]	0.8848393	0.8722715	0.9054455
sal + temp	Indo-Pacific	(28.3, Inf]	0.8347084	0.8057314	0.8557720
silicate + phosphate	Atlantic	(-Inf,26]	-0.2695827	-0.4591207	0.0954383
silicate + phosphate	Atlantic	(26,26.5]	0.0413824	-0.0855200	0.1545509
silicate + phosphate	Atlantic	(26.5,26.75]	0.5334712	0.4474154	0.6234811
silicate + phosphate	Atlantic	(26.75,27]	0.8682634	0.8436987	0.8937272
silicate + phosphate	Atlantic	(27,27.25]	0.8929093	0.8854984	0.9052469
silicate + phosphate	Atlantic	(27.25,27.5]	0.9089667	0.9014867	0.9229462
silicate + phosphate	Atlantic	(27.5,27.75]	0.9134273	0.8998850	0.9257662
silicate + phosphate	Atlantic	(27.75,27.85]	0.9295909	0.9129848	0.9494515
silicate + phosphate	Atlantic	(27.85,27.95]	0.9375420	0.9100194	0.9559929
silicate + phosphate	Atlantic	(27.95,28.05]	0.9503442	0.9198999	0.9693190
silicate + phosphate	Atlantic	(28.05,28.1]	0.9766928	0.9652531	0.9843187
silicate + phosphate	Atlantic	(28.1,28.15]	0.9852141	0.9814192	0.9880753
silicate + phosphate	Atlantic	(28.15,28.2]	0.9717782	0.9667528	0.9790463
silicate + phosphate	Atlantic	(28.2, Inf]	0.8451281	0.8240677	0.8776455
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8731952	0.8241751	0.9140472
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8918938	0.8760832	0.9036567
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8714089	0.8549759	0.8932082
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9079996	0.8845409	0.9245181
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9479674	0.9396712	0.9582340
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9632897	0.9526260	0.9740210
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9734913	0.9665450	0.9815965
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9835694	0.9790043	0.9877437
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9873584	0.9823874	0.9898901
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9903620	0.9860576	0.9932289
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9948022	0.9927992	0.9966830
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9846017	0.9830647	0.9866349
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9236110	0.9158578	0.9387340
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9490760	0.9436122	0.9519152
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1911887	-0.3565686	0.5961567
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3374869	-0.4159299	-0.2833579
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0772781	-0.2088694	0.1066402
silicate + phosphate_star	Atlantic	(26.75,27]	0.2533952	0.1590473	0.3632956
silicate + phosphate_star	Atlantic	(27,27.25]	0.5682898	0.4462112	0.7329707
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6767595	0.6061225	0.7644804
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8744296	0.8638210	0.8828136
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9466998	0.9365775	0.9639208
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9624791	0.9550607	0.9726970
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9663018	0.9631079	0.9722285
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9765689	0.9758368	0.9769973
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9766176	0.9737222	0.9783588
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9457254	0.9371885	0.9514623
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8618189	0.8569340	0.8643824
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7264352	0.6324880	0.7899481
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7648155	0.7383677	0.7825496
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7577071	0.7100774	0.8044303
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7980958	0.7830013	0.8154778
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8240020	0.8094460	0.8419570
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6614207	0.5598580	0.7215429
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2841167	0.1739953	0.3744255
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1356346	-0.2322907	-0.0635157
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3086610	-0.4548846	-0.1818823
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3876368	-0.6108276	-0.1579089
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2488898	-0.3923391	-0.1262146
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1131496	-0.1736425	-0.0397617
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0189860	-0.1109253	0.0912419
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4087322	-0.4322973	-0.3876647
temp + aou	Atlantic	(-Inf,26]	-0.3101557	-0.6851943	0.1960620
temp + aou	Atlantic	(26,26.5]	-0.3902380	-0.5608531	-0.2736937
temp + aou	Atlantic	(26.5,26.75]	0.2130733	-0.0649770	0.4277396
temp + aou	Atlantic	(26.75,27]	0.4134423	0.2465449	0.6071788
temp + aou	Atlantic	(27,27.25]	0.4521522	0.4292929	0.4957045
temp + aou	Atlantic	(27.25,27.5]	0.4968923	0.3768714	0.5720435
temp + aou	Atlantic	(27.5,27.75]	0.5084811	0.4610354	0.5959590
temp + aou	Atlantic	(27.75,27.85]	0.4197536	0.3769582	0.4605902
temp + aou	Atlantic	(27.85,27.95]	0.2551681	0.2114958	0.3200221
temp + aou	Atlantic	(27.95,28.05]	-0.0957727	-0.1765962	-0.0406871
temp + aou	Atlantic	(28.05,28.1]	-0.6593134	-0.6829987	-0.6138637
temp + aou	Atlantic	(28.1,28.15]	-0.7866721	-0.8468764	-0.7388029
temp + aou	Atlantic	(28.15,28.2]	-0.8298540	-0.8569776	-0.8083095
temp + aou	Atlantic	(28.2, Inf]	-0.7867216	-0.8080917	-0.7491968
temp + aou	Indo-Pacific	(-Inf,26]	-0.3303111	-0.3922243	-0.2516896
temp + aou	Indo-Pacific	(26,26.5]	-0.2866499	-0.4105953	-0.1223718
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2254654	-0.4255047	-0.0784959
temp + aou	Indo-Pacific	(26.75,27]	-0.4361053	-0.5692821	-0.3049961
temp + aou	Indo-Pacific	(27,27.25]	-0.5907962	-0.6805765	-0.4904860
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4547765	-0.5930476	-0.2138677
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0096645	-0.1160044	0.1983936
temp + aou	Indo-Pacific	(27.75,27.85]	0.4789872	0.3961079	0.5863514
temp + aou	Indo-Pacific	(27.85,27.95]	0.6725161	0.6309362	0.7250985
temp + aou	Indo-Pacific	(27.95,28.05]	0.7893843	0.7101199	0.8679018
temp + aou	Indo-Pacific	(28.05,28.1]	0.8102414	0.7487384	0.8641350
temp + aou	Indo-Pacific	(28.1,28.2]	0.8216085	0.7601178	0.8664516
temp + aou	Indo-Pacific	(28.2,28.3]	0.7817798	0.7423608	0.8143579
temp + aou	Indo-Pacific	(28.3, Inf]	0.6979791	0.6364480	0.7507926
temp + nitrate	Atlantic	(-Inf,26]	-0.3921485	-0.9131852	0.6089568
temp + nitrate	Atlantic	(26,26.5]	-0.3583616	-0.4998839	-0.2041885
temp + nitrate	Atlantic	(26.5,26.75]	0.1745118	-0.1667250	0.4322744
temp + nitrate	Atlantic	(26.75,27]	0.4228396	0.2200819	0.6079925
temp + nitrate	Atlantic	(27,27.25]	0.4046824	0.3176629	0.4982322
temp + nitrate	Atlantic	(27.25,27.5]	0.3594454	0.1909527	0.4483125
temp + nitrate	Atlantic	(27.5,27.75]	0.2638452	0.2132870	0.3641906
temp + nitrate	Atlantic	(27.75,27.85]	-0.2897933	-0.3488686	-0.2107034
temp + nitrate	Atlantic	(27.85,27.95]	-0.4818246	-0.5419463	-0.3776729
temp + nitrate	Atlantic	(27.95,28.05]	-0.6203541	-0.7285151	-0.4138724
temp + nitrate	Atlantic	(28.05,28.1]	-0.8578362	-0.8827688	-0.8251503
temp + nitrate	Atlantic	(28.1,28.15]	-0.8982686	-0.9053526	-0.8930220
temp + nitrate	Atlantic	(28.15,28.2]	-0.9127095	-0.9180846	-0.9098581
temp + nitrate	Atlantic	(28.2, Inf]	-0.8974025	-0.9480182	-0.8692531
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5492640	-0.6130194	-0.4712464
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5647925	-0.6619922	-0.4389677
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5177511	-0.6613535	-0.4152923
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6764972	-0.7499339	-0.5927925
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7510986	-0.8027426	-0.6937334
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6134780	-0.7071660	-0.4423622
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1701319	-0.2771772	0.0103037
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3811620	0.2987273	0.4686346
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5893002	0.5298001	0.6523958
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7223584	0.6076099	0.8259219
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7443614	0.6463662	0.8212907
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7455062	0.6483264	0.8155045
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6866066	0.6050324	0.7501949
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6608356	0.6542129	0.6673943
temp + phosphate	Atlantic	(-Inf,26]	-0.2833292	-0.6828970	-0.0794935
temp + phosphate	Atlantic	(26,26.5]	-0.6084142	-0.7901001	-0.4832320
temp + phosphate	Atlantic	(26.5,26.75]	-0.0313649	-0.3892771	0.2489149
temp + phosphate	Atlantic	(26.75,27]	0.2842073	0.0557923	0.5299372
temp + phosphate	Atlantic	(27,27.25]	0.2783288	0.2340607	0.3319348
temp + phosphate	Atlantic	(27.25,27.5]	0.2341031	0.0866673	0.3262537
temp + phosphate	Atlantic	(27.5,27.75]	0.1829505	0.1260937	0.2759123
temp + phosphate	Atlantic	(27.75,27.85]	-0.3360770	-0.3912939	-0.2590040
temp + phosphate	Atlantic	(27.85,27.95]	-0.5157930	-0.5742053	-0.4178912
temp + phosphate	Atlantic	(27.95,28.05]	-0.6371770	-0.7422091	-0.4416331
temp + phosphate	Atlantic	(28.05,28.1]	-0.8651960	-0.8870151	-0.8359168
temp + phosphate	Atlantic	(28.1,28.15]	-0.9036359	-0.9095374	-0.8993964
temp + phosphate	Atlantic	(28.15,28.2]	-0.9029228	-0.9080268	-0.8973424
temp + phosphate	Atlantic	(28.2, Inf]	-0.8831964	-0.9304219	-0.8579053
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5184429	-0.5853055	-0.4254209
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5075174	-0.6335284	-0.3392670
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4480497	-0.6115847	-0.3108663
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6025888	-0.7035005	-0.4994085
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6960207	-0.7618813	-0.6275060
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5706619	-0.6824087	-0.3782308
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1284360	-0.2266305	0.0543427
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.4004023	0.3185936	0.4969389
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6020002	0.5595671	0.6588666
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7392191	0.6454647	0.8327340
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7644465	0.6853619	0.8326665
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7711499	0.6904436	0.8342307
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7451338	0.6833765	0.8046969
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7175044	0.7128655	0.7260018
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6877834	-0.9725402	-0.2611051
temp + phosphate_star	Atlantic	(26,26.5]	-0.8258831	-0.8359068	-0.8067519
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7848540	-0.8734817	-0.7158083
temp + phosphate_star	Atlantic	(26.75,27]	-0.6562698	-0.7287074	-0.5403448
temp + phosphate_star	Atlantic	(27,27.25]	-0.6154759	-0.6475388	-0.5657699
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6044021	-0.6337293	-0.5606658
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4124843	-0.4306600	-0.3782326
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.7045714	-0.7478602	-0.6455147
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7936961	-0.8439780	-0.7341115
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8231961	-0.9061849	-0.6821205
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9405457	-0.9531976	-0.9156163
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9541726	-0.9635018	-0.9411286
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9502718	-0.9581701	-0.9432204
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9066070	-0.9448992	-0.8830271
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8919883	-0.9166100	-0.8535248
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9345227	-0.9631522	-0.8921159
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9512338	-0.9647044	-0.9272018
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9603271	-0.9696290	-0.9472637
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9575060	-0.9622662	-0.9539241
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9435336	-0.9456535	-0.9397473
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9436914	-0.9541133	-0.9353129
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9318854	-0.9529339	-0.9072000
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9264435	-0.9527659	-0.9123049
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8761817	-0.9199176	-0.8348161
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7463276	-0.7710465	-0.7217026
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6273334	-0.6517169	-0.6147002
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4853115	-0.5075189	-0.4694283
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6165660	-0.7051506	-0.5050414
temp + silicate	Atlantic	(-Inf,26]	-0.5981931	-0.7155865	-0.4802585
temp + silicate	Atlantic	(26,26.5]	0.0701310	0.0260510	0.0932751
temp + silicate	Atlantic	(26.5,26.75]	0.2189662	0.0150962	0.4193906
temp + silicate	Atlantic	(26.75,27]	0.2925413	0.0609823	0.4935410
temp + silicate	Atlantic	(27,27.25]	0.1711657	0.0065723	0.3196502
temp + silicate	Atlantic	(27.25,27.5]	0.1179370	-0.0405657	0.2010675
temp + silicate	Atlantic	(27.5,27.75]	-0.0140086	-0.0491130	0.0444276
temp + silicate	Atlantic	(27.75,27.85]	-0.5586689	-0.5842612	-0.5320957
temp + silicate	Atlantic	(27.85,27.95]	-0.7184389	-0.7432480	-0.6970501
temp + silicate	Atlantic	(27.95,28.05]	-0.7864493	-0.8398781	-0.7031754
temp + silicate	Atlantic	(28.05,28.1]	-0.9107642	-0.9119986	-0.9093449
temp + silicate	Atlantic	(28.1,28.15]	-0.9177001	-0.9210364	-0.9149713
temp + silicate	Atlantic	(28.15,28.2]	-0.8301682	-0.8444681	-0.8046375
temp + silicate	Atlantic	(28.2, Inf]	-0.6660463	-0.6977959	-0.6291770
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6070308	-0.7339778	-0.4031566
temp + silicate	Indo-Pacific	(26,26.5]	-0.6493325	-0.7023107	-0.5456638
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6548722	-0.7406038	-0.6000972
temp + silicate	Indo-Pacific	(26.75,27]	-0.7285279	-0.7670616	-0.6873978
temp + silicate	Indo-Pacific	(27,27.25]	-0.7847883	-0.8085719	-0.7594794
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6891672	-0.7633825	-0.5468451
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2612693	-0.3754765	-0.0948229
temp + silicate	Indo-Pacific	(27.75,27.85]	0.3070606	0.2182835	0.3868049
temp + silicate	Indo-Pacific	(27.85,27.95]	0.5435342	0.4720445	0.6131983
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7030744	0.5858896	0.8090438
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7517847	0.6637374	0.8243506
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7481003	0.6703133	0.8087593
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7660223	0.6846162	0.8411944
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7015030	0.6832321	0.7121848

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
1920ad9	Donghe-Zhu	2021-07-04
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]	0.1816785	-0.2177160	0.5460197
aou	Atlantic	(26,26.5]	0.2212447	0.1611818	0.2651377
aou	Atlantic	(26.5,26.75]	-0.2535933	-0.3205044	-0.1500254
aou	Atlantic	(26.75,27]	-0.3718202	-0.4047820	-0.3195765
aou	Atlantic	(27,27.25]	-0.5218844	-0.5855895	-0.4053103
aou	Atlantic	(27.25,27.5]	-0.6685423	-0.7080854	-0.5922652
aou	Atlantic	(27.5,27.75]	-0.5623983	-0.6240914	-0.5198025
aou	Atlantic	(27.75,27.85]	-0.4326954	-0.4889254	-0.3870656
aou	Atlantic	(27.85,27.95]	-0.5571295	-0.6149936	-0.4761572
aou	Atlantic	(27.95,28.05]	-0.7435743	-0.8095784	-0.6846352
aou	Atlantic	(28.05,28.1]	-0.9359130	-0.9519766	-0.9266528
aou	Atlantic	(28.1,28.15]	-0.9544592	-0.9691345	-0.9319933
aou	Atlantic	(28.15,28.2]	-0.9623660	-0.9720509	-0.9522957
aou	Atlantic	(28.2, Inf]	-0.7953613	-0.8688152	-0.7371019
aou	Indo-Pacific	(-Inf,26]	0.2056268	0.0960904	0.3278638
aou	Indo-Pacific	(26,26.5]	-0.4169724	-0.4912561	-0.3515762
aou	Indo-Pacific	(26.5,26.75]	-0.6304997	-0.6779058	-0.5942595
aou	Indo-Pacific	(26.75,27]	-0.8050693	-0.8438832	-0.7698402
aou	Indo-Pacific	(27,27.25]	-0.7084410	-0.7649543	-0.6423132
aou	Indo-Pacific	(27.25,27.5]	-0.4927107	-0.5886298	-0.3775379
aou	Indo-Pacific	(27.5,27.75]	0.0329017	-0.1198175	0.2866124
aou	Indo-Pacific	(27.75,27.85]	0.4700417	0.3082201	0.6536022
aou	Indo-Pacific	(27.85,27.95]	0.4201413	0.1283065	0.6843023
aou	Indo-Pacific	(27.95,28.05]	0.3075821	-0.0529595	0.5708740
aou	Indo-Pacific	(28.05,28.1]	0.4027953	0.2044669	0.5230814
aou	Indo-Pacific	(28.1,28.2]	0.4081279	0.3343521	0.5222481
aou	Indo-Pacific	(28.2,28.3]	0.4587815	0.2880318	0.6280153
aou	Indo-Pacific	(28.3, Inf]	0.1330068	0.0527671	0.2486723
nitrate	Atlantic	(-Inf,26]	-0.1344933	-0.6506870	0.3066229
nitrate	Atlantic	(26,26.5]	-0.0762957	-0.1770732	-0.0144146
nitrate	Atlantic	(26.5,26.75]	-0.4084928	-0.4659406	-0.3124480
nitrate	Atlantic	(26.75,27]	-0.4962036	-0.5328913	-0.4588842
nitrate	Atlantic	(27,27.25]	-0.6872811	-0.7440108	-0.6057167
nitrate	Atlantic	(27.25,27.5]	-0.8626635	-0.8898686	-0.8218840
nitrate	Atlantic	(27.5,27.75]	-0.9027725	-0.9212920	-0.8786066
nitrate	Atlantic	(27.75,27.85]	-0.9541879	-0.9608461	-0.9443134
nitrate	Atlantic	(27.85,27.95]	-0.9760196	-0.9798546	-0.9716594
nitrate	Atlantic	(27.95,28.05]	-0.9510060	-0.9587972	-0.9456314
nitrate	Atlantic	(28.05,28.1]	-0.9927191	-0.9940058	-0.9919951
nitrate	Atlantic	(28.1,28.15]	-0.9915209	-0.9921362	-0.9903625
nitrate	Atlantic	(28.15,28.2]	-0.9920214	-0.9925981	-0.9914488
nitrate	Atlantic	(28.2, Inf]	-0.9638534	-0.9804472	-0.9554259
nitrate	Indo-Pacific	(-Inf,26]	0.2110542	0.1172583	0.3310306
nitrate	Indo-Pacific	(26,26.5]	-0.4995794	-0.5706365	-0.3931770
nitrate	Indo-Pacific	(26.5,26.75]	-0.6638567	-0.7035957	-0.6378343
nitrate	Indo-Pacific	(26.75,27]	-0.7152112	-0.7734045	-0.6857119
nitrate	Indo-Pacific	(27,27.25]	-0.6169861	-0.6435197	-0.5713461
nitrate	Indo-Pacific	(27.25,27.5]	-0.4575851	-0.5172136	-0.3647918
nitrate	Indo-Pacific	(27.5,27.75]	0.0301686	-0.0875409	0.2450933
nitrate	Indo-Pacific	(27.75,27.85]	0.4986602	0.3386293	0.6768092
nitrate	Indo-Pacific	(27.85,27.95]	0.4694401	0.1867327	0.7222170
nitrate	Indo-Pacific	(27.95,28.05]	0.3625372	0.0055205	0.6265940
nitrate	Indo-Pacific	(28.05,28.1]	0.4593386	0.2576270	0.5624945
nitrate	Indo-Pacific	(28.1,28.2]	0.4781208	0.3992523	0.5759641
nitrate	Indo-Pacific	(28.2,28.3]	0.5566462	0.4333380	0.6883046
nitrate	Indo-Pacific	(28.3, Inf]	-0.0048491	-0.0922726	0.0942442
phosphate	Atlantic	(-Inf,26]	0.3398524	0.1323103	0.5301524
phosphate	Atlantic	(26,26.5]	0.2306447	0.1920980	0.2649798
phosphate	Atlantic	(26.5,26.75]	-0.3548371	-0.4438546	-0.2265878
phosphate	Atlantic	(26.75,27]	-0.4652759	-0.5347133	-0.3846349
phosphate	Atlantic	(27,27.25]	-0.6787546	-0.6962362	-0.6502507
phosphate	Atlantic	(27.25,27.5]	-0.8472203	-0.8588130	-0.8274565
phosphate	Atlantic	(27.5,27.75]	-0.9063367	-0.9200299	-0.8937650
phosphate	Atlantic	(27.75,27.85]	-0.9634727	-0.9668123	-0.9569293
phosphate	Atlantic	(27.85,27.95]	-0.9794804	-0.9825631	-0.9775052
phosphate	Atlantic	(27.95,28.05]	-0.9551476	-0.9617313	-0.9496728
phosphate	Atlantic	(28.05,28.1]	-0.9921779	-0.9933123	-0.9914763
phosphate	Atlantic	(28.1,28.15]	-0.9912192	-0.9920829	-0.9900334
phosphate	Atlantic	(28.15,28.2]	-0.9915978	-0.9925493	-0.9899373
phosphate	Atlantic	(28.2, Inf]	-0.9782402	-0.9792069	-0.9777477
phosphate	Indo-Pacific	(-Inf,26]	0.1807152	0.0317921	0.3301170
phosphate	Indo-Pacific	(26,26.5]	-0.5258067	-0.5490614	-0.5061477
phosphate	Indo-Pacific	(26.5,26.75]	-0.7230069	-0.7482634	-0.6799462
phosphate	Indo-Pacific	(26.75,27]	-0.8198230	-0.8447168	-0.7827810
phosphate	Indo-Pacific	(27,27.25]	-0.7274298	-0.7739097	-0.6761653
phosphate	Indo-Pacific	(27.25,27.5]	-0.5554535	-0.6318225	-0.4764348
phosphate	Indo-Pacific	(27.5,27.75]	-0.0025315	-0.1432888	0.2235826
phosphate	Indo-Pacific	(27.75,27.85]	0.4994394	0.3377814	0.6799465
phosphate	Indo-Pacific	(27.85,27.95]	0.4695019	0.1885853	0.7151175
phosphate	Indo-Pacific	(27.95,28.05]	0.3512864	-0.0004704	0.6022344
phosphate	Indo-Pacific	(28.05,28.1]	0.4365020	0.2421035	0.5524989
phosphate	Indo-Pacific	(28.1,28.2]	0.4408031	0.3666943	0.5558703
phosphate	Indo-Pacific	(28.2,28.3]	0.4906310	0.3301522	0.6607658
phosphate	Indo-Pacific	(28.3, Inf]	-0.0809597	-0.1361895	-0.0031244
phosphate_star	Atlantic	(-Inf,26]	0.4876616	0.0958506	0.9290740
phosphate_star	Atlantic	(26,26.5]	0.2129452	0.1560852	0.2825969
phosphate_star	Atlantic	(26.5,26.75]	-0.0872626	-0.4249874	0.1136319
phosphate_star	Atlantic	(26.75,27]	-0.0915787	-0.2231613	0.1412954
phosphate_star	Atlantic	(27,27.25]	-0.3206928	-0.6969755	-0.0735007
phosphate_star	Atlantic	(27.25,27.5]	-0.4059801	-0.6065359	-0.2775449
phosphate_star	Atlantic	(27.5,27.75]	-0.7158823	-0.7973404	-0.6658464
phosphate_star	Atlantic	(27.75,27.85]	-0.9092370	-0.9301611	-0.8954539
phosphate_star	Atlantic	(27.85,27.95]	-0.9169047	-0.9393884	-0.9056076
phosphate_star	Atlantic	(27.95,28.05]	-0.8944706	-0.9020775	-0.8885239
phosphate_star	Atlantic	(28.05,28.1]	-0.9644119	-0.9719143	-0.9557270
phosphate_star	Atlantic	(28.1,28.15]	-0.9699383	-0.9793259	-0.9648329
phosphate_star	Atlantic	(28.15,28.2]	-0.9808867	-0.9853445	-0.9781900
phosphate_star	Atlantic	(28.2, Inf]	-0.9805551	-0.9849267	-0.9756552
phosphate_star	Indo-Pacific	(-Inf,26]	0.2422056	0.0837741	0.3687598
phosphate_star	Indo-Pacific	(26,26.5]	-0.4898928	-0.6070240	-0.3850689
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5918580	-0.6925398	-0.4799750
phosphate_star	Indo-Pacific	(26.75,27]	-0.5250319	-0.5825596	-0.4743346
phosphate_star	Indo-Pacific	(27,27.25]	-0.4952887	-0.5265543	-0.4491008
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4995581	-0.5194059	-0.4776257
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1753271	-0.3179432	-0.0991041
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2528008	0.0089294	0.4014276
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3561594	0.1572241	0.5347688
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3854714	0.2511501	0.5699771
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3446725	0.2730230	0.4425251
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3406380	0.2698336	0.4333274
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2920999	0.2219349	0.3508635
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4051234	-0.5378997	-0.2738346
sal	Atlantic	(-Inf,26]	0.0114412	-0.7933795	0.8040543
sal	Atlantic	(26,26.5]	-0.1476968	-0.3626528	0.0065093
sal	Atlantic	(26.5,26.75]	-0.3781858	-0.6537775	0.1285124
sal	Atlantic	(26.75,27]	-0.6332910	-0.7680771	-0.4735907
sal	Atlantic	(27,27.25]	-0.4838993	-0.6919633	-0.1803258
sal	Atlantic	(27.25,27.5]	-0.4240834	-0.5517374	-0.1734400
sal	Atlantic	(27.5,27.75]	-0.3348768	-0.4545180	-0.1862624
sal	Atlantic	(27.75,27.85]	0.2764667	0.2560785	0.3041958
sal	Atlantic	(27.85,27.95]	0.4588481	0.4198612	0.5142054
sal	Atlantic	(27.95,28.05]	0.5129178	0.3044537	0.6476408
sal	Atlantic	(28.05,28.1]	0.8797080	0.8539104	0.8954916
sal	Atlantic	(28.1,28.15]	0.9216689	0.9120552	0.9279553
sal	Atlantic	(28.15,28.2]	0.9159663	0.9108970	0.9205702
sal	Atlantic	(28.2, Inf]	0.8401507	0.7967428	0.8837473
sal	Indo-Pacific	(-Inf,26]	0.0593684	-0.1474961	0.3764937
sal	Indo-Pacific	(26,26.5]	0.3351902	0.2832615	0.3613990
sal	Indo-Pacific	(26.5,26.75]	0.4369809	0.3515241	0.4951571
sal	Indo-Pacific	(26.75,27]	0.3648008	0.3033765	0.4751272
sal	Indo-Pacific	(27,27.25]	0.2813813	0.2051305	0.3378476
sal	Indo-Pacific	(27.25,27.5]	0.1610277	0.1504900	0.1726723
sal	Indo-Pacific	(27.5,27.75]	-0.2377471	-0.3871077	0.0171655
sal	Indo-Pacific	(27.75,27.85]	-0.2448638	-0.4503015	0.0589458
sal	Indo-Pacific	(27.85,27.95]	-0.1887160	-0.4629969	0.0814035
sal	Indo-Pacific	(27.95,28.05]	-0.1392645	-0.4208119	0.0524850
sal	Indo-Pacific	(28.05,28.1]	0.0184512	-0.1361921	0.1876933
sal	Indo-Pacific	(28.1,28.2]	0.1038179	0.0026473	0.2595463
sal	Indo-Pacific	(28.2,28.3]	0.0829770	-0.0886669	0.2541441
sal	Indo-Pacific	(28.3, Inf]	0.1631139	-0.0777896	0.4401904
silicate	Atlantic	(-Inf,26]	-0.2174662	-0.8395085	0.2899072
silicate	Atlantic	(26,26.5]	-0.4312993	-0.5294488	-0.3613473
silicate	Atlantic	(26.5,26.75]	-0.4537068	-0.5455173	-0.3806194
silicate	Atlantic	(26.75,27]	-0.6457384	-0.7038353	-0.5866738
silicate	Atlantic	(27,27.25]	-0.8383436	-0.8537376	-0.8267126
silicate	Atlantic	(27.25,27.5]	-0.8967337	-0.9217601	-0.8838823
silicate	Atlantic	(27.5,27.75]	-0.9021441	-0.9312811	-0.8838602
silicate	Atlantic	(27.75,27.85]	-0.9401631	-0.9451469	-0.9365738
silicate	Atlantic	(27.85,27.95]	-0.9264341	-0.9329117	-0.9197768
silicate	Atlantic	(27.95,28.05]	-0.8825997	-0.9025992	-0.8568395
silicate	Atlantic	(28.05,28.1]	-0.9550733	-0.9643473	-0.9412146
silicate	Atlantic	(28.1,28.15]	-0.9666268	-0.9725866	-0.9581419
silicate	Atlantic	(28.15,28.2]	-0.9564351	-0.9668922	-0.9493757
silicate	Atlantic	(28.2, Inf]	-0.8722109	-0.9019933	-0.8321558
silicate	Indo-Pacific	(-Inf,26]	0.1021073	-0.2161420	0.3295955
silicate	Indo-Pacific	(26,26.5]	-0.6163254	-0.6454469	-0.5977349
silicate	Indo-Pacific	(26.5,26.75]	-0.7545194	-0.7677211	-0.7457936
silicate	Indo-Pacific	(26.75,27]	-0.7197993	-0.7458811	-0.6952675
silicate	Indo-Pacific	(27,27.25]	-0.5884912	-0.6456549	-0.5066641
silicate	Indo-Pacific	(27.25,27.5]	-0.4170576	-0.4959984	-0.3212877
silicate	Indo-Pacific	(27.5,27.75]	0.0837312	-0.0531737	0.3095243
silicate	Indo-Pacific	(27.75,27.85]	0.5494787	0.3871461	0.7355971
silicate	Indo-Pacific	(27.85,27.95]	0.5081982	0.2186407	0.7673844
silicate	Indo-Pacific	(27.95,28.05]	0.3841980	0.0197486	0.6582022
silicate	Indo-Pacific	(28.05,28.1]	0.4717565	0.2671341	0.5807023
silicate	Indo-Pacific	(28.1,28.2]	0.4908973	0.4064604	0.5996533
silicate	Indo-Pacific	(28.2,28.3]	0.5370254	0.4148063	0.6921906
silicate	Indo-Pacific	(28.3, Inf]	-0.2348224	-0.2741572	-0.1927788
temp	Atlantic	(-Inf,26]	-0.4087222	-0.9493804	0.1344336
temp	Atlantic	(26,26.5]	-0.3227215	-0.4935559	-0.2052361
temp	Atlantic	(26.5,26.75]	-0.3843487	-0.6552285	0.1150225
temp	Atlantic	(26.75,27]	-0.6120616	-0.7566512	-0.4411507
temp	Atlantic	(27,27.25]	-0.4869737	-0.7074354	-0.1588360
temp	Atlantic	(27.25,27.5]	-0.4562772	-0.5748284	-0.2230268
temp	Atlantic	(27.5,27.75]	-0.3246206	-0.4316381	-0.1962379
temp	Atlantic	(27.75,27.85]	0.3546133	0.3241821	0.3798571
temp	Atlantic	(27.85,27.95]	0.5007530	0.4625645	0.5484865
temp	Atlantic	(27.95,28.05]	0.5209045	0.3330185	0.6402979
temp	Atlantic	(28.05,28.1]	0.8241774	0.7983325	0.8462083
temp	Atlantic	(28.1,28.15]	0.8627183	0.8564792	0.8737926
temp	Atlantic	(28.15,28.2]	0.8890319	0.8817604	0.8971360
temp	Atlantic	(28.2, Inf]	0.8382670	0.7916105	0.9024214
temp	Indo-Pacific	(-Inf,26]	-0.5081399	-0.5558667	-0.4565814
temp	Indo-Pacific	(26,26.5]	0.2480381	0.1953864	0.2941651
temp	Indo-Pacific	(26.5,26.75]	0.3890577	0.2988713	0.4405845
temp	Indo-Pacific	(26.75,27]	0.3204738	0.2600840	0.4159652
temp	Indo-Pacific	(27,27.25]	0.2728574	0.1985488	0.3223123
temp	Indo-Pacific	(27.25,27.5]	0.2845859	0.2713743	0.3046498
temp	Indo-Pacific	(27.5,27.75]	0.0356579	-0.0582068	0.2053713
temp	Indo-Pacific	(27.75,27.85]	-0.2191080	-0.4188716	0.0725588
temp	Indo-Pacific	(27.85,27.95]	-0.2178944	-0.4727637	0.0437553
temp	Indo-Pacific	(27.95,28.05]	-0.1949933	-0.4564796	-0.0027116
temp	Indo-Pacific	(28.05,28.1]	-0.0787799	-0.2270908	0.0594631
temp	Indo-Pacific	(28.1,28.2]	-0.0324611	-0.1165771	0.1040330
temp	Indo-Pacific	(28.2,28.3]	0.0768218	-0.1107250	0.2559703
temp	Indo-Pacific	(28.3, Inf]	0.1387598	-0.0257924	0.2464212

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