eMLR - assumption testing

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Last updated: 2021-07-06

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Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
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
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
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
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
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
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]	0.8602046	0.8310258	0.8877901
aou + nitrate	Atlantic	(26,26.5]	0.9143052	0.9047372	0.9257329
aou + nitrate	Atlantic	(26.5,26.75]	0.9745526	0.9739889	0.9749517
aou + nitrate	Atlantic	(26.75,27]	0.9831755	0.9825939	0.9841817
aou + nitrate	Atlantic	(27,27.25]	0.9628386	0.9597728	0.9654201
aou + nitrate	Atlantic	(27.25,27.5]	0.8564383	0.8463598	0.8712986
aou + nitrate	Atlantic	(27.5,27.75]	0.6098546	0.5971117	0.6269582
aou + nitrate	Atlantic	(27.75,27.85]	0.3901968	0.3511874	0.4225959
aou + nitrate	Atlantic	(27.85,27.95]	0.5776907	0.5311546	0.6338536
aou + nitrate	Atlantic	(27.95,28.05]	0.9165430	0.9110890	0.9259559
aou + nitrate	Atlantic	(28.05,28.1]	0.7368690	0.7018313	0.7678513
aou + nitrate	Atlantic	(28.1,28.15]	0.7487724	0.7213320	0.7907288
aou + nitrate	Atlantic	(28.15,28.2]	0.8485638	0.8025541	0.8838645
aou + nitrate	Atlantic	(28.2, Inf]	0.8678910	0.8544069	0.8846396
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9308327	0.9295584	0.9319748
aou + nitrate	Indo-Pacific	(26,26.5]	0.8449408	0.8428489	0.8485559
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7671341	0.7547052	0.7736196
aou + nitrate	Indo-Pacific	(26.75,27]	0.8457179	0.8424499	0.8495873
aou + nitrate	Indo-Pacific	(27,27.25]	0.9250960	0.9225106	0.9276352
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9498279	0.9457448	0.9549661
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9724806	0.9703709	0.9739074
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9926072	0.9924048	0.9928643
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9926064	0.9923150	0.9927819
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9938257	0.9935189	0.9943796
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9913956	0.9912979	0.9914604
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9896048	0.9893277	0.9897620
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9887546	0.9881862	0.9894323
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.7207030	0.6981844	0.7538790
aou + phosphate	Atlantic	(-Inf,26]	0.9427107	0.9342443	0.9555689
aou + phosphate	Atlantic	(26,26.5]	0.8896267	0.8852446	0.8963924
aou + phosphate	Atlantic	(26.5,26.75]	0.9525395	0.9513517	0.9540016
aou + phosphate	Atlantic	(26.75,27]	0.9648070	0.9644933	0.9652477
aou + phosphate	Atlantic	(27,27.25]	0.9238189	0.9190935	0.9282715
aou + phosphate	Atlantic	(27.25,27.5]	0.7967310	0.7830153	0.8154359
aou + phosphate	Atlantic	(27.5,27.75]	0.5394098	0.5239672	0.5596327
aou + phosphate	Atlantic	(27.75,27.85]	0.3177366	0.2745672	0.3529799
aou + phosphate	Atlantic	(27.85,27.95]	0.5430746	0.4959712	0.5989672
aou + phosphate	Atlantic	(27.95,28.05]	0.9096215	0.9040963	0.9193853
aou + phosphate	Atlantic	(28.05,28.1]	0.7299626	0.6938253	0.7627657
aou + phosphate	Atlantic	(28.1,28.15]	0.7460769	0.7182223	0.7884176
aou + phosphate	Atlantic	(28.15,28.2]	0.8576357	0.8129589	0.8920920
aou + phosphate	Atlantic	(28.2, Inf]	0.8854034	0.8745607	0.8974524
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9674945	0.9664578	0.9682028
aou + phosphate	Indo-Pacific	(26,26.5]	0.9599690	0.9594451	0.9605230
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9743853	0.9738618	0.9747080
aou + phosphate	Indo-Pacific	(26.75,27]	0.9795067	0.9791030	0.9797238
aou + phosphate	Indo-Pacific	(27,27.25]	0.9855116	0.9853642	0.9856156
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9870658	0.9865444	0.9874956
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9897362	0.9895550	0.9899725
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948281	0.9946492	0.9950262
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9963937	0.9961208	0.9967034
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9962833	0.9960055	0.9967460
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9944372	0.9943128	0.9945925
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9937811	0.9934996	0.9940381
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9928556	0.9924392	0.9934141
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6345281	0.6074484	0.6733688
aou + phosphate_star	Atlantic	(-Inf,26]	0.1545950	0.0134093	0.3362043
aou + phosphate_star	Atlantic	(26,26.5]	0.4126745	0.4079358	0.4216133
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1791341	0.1375449	0.2011770
aou + phosphate_star	Atlantic	(26.75,27]	-0.0980336	-0.1101933	-0.0774933
aou + phosphate_star	Atlantic	(27,27.25]	-0.0248728	-0.0443912	-0.0150666
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0916319	-0.1246113	-0.0588598
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3100659	-0.3370134	-0.2851783
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3644763	-0.4232625	-0.3114720
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1843279	0.1217663	0.2539431
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7899426	0.7716134	0.8118375
aou + phosphate_star	Atlantic	(28.05,28.1]	0.4269377	0.3518675	0.4932557
aou + phosphate_star	Atlantic	(28.1,28.15]	0.4710766	0.4337638	0.5337243
aou + phosphate_star	Atlantic	(28.15,28.2]	0.6562790	0.5656591	0.7300120
aou + phosphate_star	Atlantic	(28.2, Inf]	0.6873352	0.6554242	0.7280131
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5961009	0.5893402	0.6084080
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4185283	0.4127214	0.4237926
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4834952	0.4734412	0.4896848
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6098828	0.6055228	0.6171750
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6850564	0.6701769	0.6936355
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3484302	0.2853480	0.4087233
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2901904	-0.3386077	-0.2384225
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5956552	-0.6041800	-0.5822570
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3445529	-0.3814542	-0.3044852
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1692474	-0.2169175	-0.1280825
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2626171	-0.2743112	-0.2491151
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0489783	-0.0906814	-0.0050232
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4348899	0.3890479	0.4601010
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5605067	-0.5907628	-0.5371117
aou + silicate	Atlantic	(-Inf,26]	0.0851366	0.0420992	0.1221024
aou + silicate	Atlantic	(26,26.5]	0.2618382	0.2263582	0.3121030
aou + silicate	Atlantic	(26.5,26.75]	0.6230284	0.5958985	0.6657143
aou + silicate	Atlantic	(26.75,27]	0.8049766	0.7861523	0.8191195
aou + silicate	Atlantic	(27,27.25]	0.7409860	0.7248411	0.7496544
aou + silicate	Atlantic	(27.25,27.5]	0.5374604	0.5287664	0.5512925
aou + silicate	Atlantic	(27.5,27.75]	0.2235682	0.2103959	0.2410324
aou + silicate	Atlantic	(27.75,27.85]	-0.0634818	-0.0985476	-0.0428100
aou + silicate	Atlantic	(27.85,27.95]	0.2808383	0.2411618	0.3227320
aou + silicate	Atlantic	(27.95,28.05]	0.8379142	0.8293068	0.8492494
aou + silicate	Atlantic	(28.05,28.1]	0.7631694	0.7339110	0.7976557
aou + silicate	Atlantic	(28.1,28.15]	0.8359690	0.8145261	0.8662999
aou + silicate	Atlantic	(28.15,28.2]	0.9221764	0.9055961	0.9353633
aou + silicate	Atlantic	(28.2, Inf]	0.7501387	0.7449343	0.7574100
aou + silicate	Indo-Pacific	(-Inf,26]	0.8351493	0.8302616	0.8377173
aou + silicate	Indo-Pacific	(26,26.5]	0.7712871	0.7687340	0.7749109
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7834946	0.7794116	0.7893040
aou + silicate	Indo-Pacific	(26.75,27]	0.8747662	0.8697261	0.8789170
aou + silicate	Indo-Pacific	(27,27.25]	0.9404453	0.9384631	0.9417886
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9547688	0.9538716	0.9553924
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9658700	0.9646905	0.9677210
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9831257	0.9828310	0.9836970
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9834175	0.9827340	0.9838454
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9924811	0.9916361	0.9932744
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9923472	0.9921768	0.9924393
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9797702	0.9796005	0.9800727
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9078405	0.9048601	0.9097289
aou + silicate	Indo-Pacific	(28.3, Inf]	0.2401503	0.2222358	0.2751401
nitrate + phosphate	Atlantic	(-Inf,26]	0.7338534	0.6719156	0.8008506
nitrate + phosphate	Atlantic	(26,26.5]	0.8314468	0.8204058	0.8449085
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9675170	0.9662298	0.9685222
nitrate + phosphate	Atlantic	(26.75,27]	0.9790548	0.9785984	0.9795300
nitrate + phosphate	Atlantic	(27,27.25]	0.9864989	0.9857595	0.9877790
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9922764	0.9919855	0.9924466
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944346	0.9942197	0.9947664
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9963705	0.9960921	0.9965328
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986904	0.9986189	0.9987514
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9994074	0.9993564	0.9994539
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997273	0.9997046	0.9997715
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997942	0.9997788	0.9998125
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9978621	0.9977602	0.9979674
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9897422	0.9889318	0.9903355
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9523192	0.9517618	0.9530276
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8617064	0.8591685	0.8654090
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7804196	0.7659338	0.7898424
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8624439	0.8605820	0.8661561
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9348915	0.9312189	0.9391975
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9536211	0.9487428	0.9596318
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9776445	0.9750803	0.9800253
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9952855	0.9950032	0.9956497
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9975968	0.9975562	0.9976422
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987519	0.9986512	0.9988137
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980603	0.9979691	0.9981164
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9971523	0.9971222	0.9971870
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9930134	0.9929292	0.9931481
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9518190	0.9486086	0.9545246
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1336058	0.0541663	0.2552332
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4324137	0.4261873	0.4407520
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2930435	0.2495777	0.3169119
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0154529	0.0017023	0.0376980
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2226354	0.2011939	0.2432915
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4258715	0.4141717	0.4357449
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5474060	0.5371126	0.5530182
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7118535	0.6969934	0.7269281
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9065707	0.9037626	0.9088968
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9674467	0.9623607	0.9706948
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9244999	0.9126008	0.9348061
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9364273	0.9342561	0.9390507
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9538387	0.9439455	0.9628722
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9482232	0.9439670	0.9538992
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7332354	0.7277755	0.7403430
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5588804	0.5556959	0.5647727
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5624796	0.5534024	0.5800629
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6970708	0.6892410	0.7033708
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7645886	0.7621764	0.7659139
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4549389	0.3951100	0.5126973
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1631671	-0.2126718	-0.1151431
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5270318	-0.5362788	-0.5174697
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2486073	-0.2832934	-0.2090943
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0707166	-0.1160760	-0.0265337
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1460715	-0.1587638	-0.1327406
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0803812	0.0378809	0.1228643
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5376523	0.4990759	0.5577232
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1346728	0.1147152	0.1548309
nitrate + silicate	Atlantic	(-Inf,26]	0.5519870	0.5371655	0.5633314
nitrate + silicate	Atlantic	(26,26.5]	0.5551593	0.5261525	0.5768120
nitrate + silicate	Atlantic	(26.5,26.75]	0.7059267	0.6824010	0.7394569
nitrate + silicate	Atlantic	(26.75,27]	0.8586885	0.8423545	0.8706496
nitrate + silicate	Atlantic	(27,27.25]	0.8721236	0.8656198	0.8765909
nitrate + silicate	Atlantic	(27.25,27.5]	0.8547022	0.8522638	0.8559239
nitrate + silicate	Atlantic	(27.5,27.75]	0.8571176	0.8551217	0.8583228
nitrate + silicate	Atlantic	(27.75,27.85]	0.8347718	0.8301702	0.8398149
nitrate + silicate	Atlantic	(27.85,27.95]	0.9150292	0.9108355	0.9187645
nitrate + silicate	Atlantic	(27.95,28.05]	0.9632593	0.9613434	0.9645723
nitrate + silicate	Atlantic	(28.05,28.1]	0.9781736	0.9756427	0.9817818
nitrate + silicate	Atlantic	(28.1,28.15]	0.9759143	0.9751141	0.9772390
nitrate + silicate	Atlantic	(28.15,28.2]	0.8803543	0.8660555	0.8919883
nitrate + silicate	Atlantic	(28.2, Inf]	0.6709582	0.6571811	0.6845746
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8561624	0.8532251	0.8582843
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7955940	0.7916780	0.7976030
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8137979	0.8027344	0.8221197
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8783899	0.8777412	0.8792781
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9369538	0.9328162	0.9420614
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9594083	0.9571932	0.9624038
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9783597	0.9769538	0.9797847
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9901363	0.9898322	0.9904238
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9896707	0.9894321	0.9901353
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9911567	0.9903845	0.9915496
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9902542	0.9899164	0.9905661
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9790581	0.9787340	0.9793878
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9094768	0.9069966	0.9122634
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6965974	0.6877662	0.7052448
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4127909	0.2566507	0.5880954
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7722834	0.7593054	0.7824477
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4656048	0.4312850	0.4838930
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1625918	0.1512935	0.1835404
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3549889	0.3364279	0.3762038
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5242847	0.5156037	0.5323676
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6239637	0.6160197	0.6298099
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7649598	0.7533097	0.7774787
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9240347	0.9211135	0.9255616
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9722111	0.9676186	0.9750883
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9288901	0.9177187	0.9380790
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9381554	0.9359910	0.9406378
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9501392	0.9396706	0.9595252
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9433594	0.9368557	0.9524543
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7650899	0.7587014	0.7730955
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6509862	0.6445804	0.6554619
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6643798	0.6574363	0.6690775
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7528725	0.7487175	0.7579514
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7947637	0.7829149	0.8018314
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4918214	0.4359017	0.5454721
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1521450	-0.2010691	-0.1003347
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5128273	-0.5216994	-0.5002197
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2667738	-0.3015083	-0.2293432
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0874173	-0.1322242	-0.0437659
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1625264	-0.1758377	-0.1487651
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0589905	0.0149139	0.1025566
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5308159	0.4885685	0.5536072
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2774318	0.2550635	0.3009320
sal + aou	Atlantic	(-Inf,26]	-0.3862951	-0.4197807	-0.3294246
sal + aou	Atlantic	(26,26.5]	-0.3723804	-0.3981563	-0.3462148
sal + aou	Atlantic	(26.5,26.75]	0.2547911	0.2288780	0.2934788
sal + aou	Atlantic	(26.75,27]	0.4368897	0.4277099	0.4523304
sal + aou	Atlantic	(27,27.25]	0.3443226	0.3069303	0.3684791
sal + aou	Atlantic	(27.25,27.5]	0.3523473	0.3299900	0.3871512
sal + aou	Atlantic	(27.5,27.75]	0.6718042	0.6608369	0.6854763
sal + aou	Atlantic	(27.75,27.85]	0.6741748	0.6250406	0.7139294
sal + aou	Atlantic	(27.85,27.95]	0.2048092	0.1528031	0.2675582
sal + aou	Atlantic	(27.95,28.05]	-0.6035404	-0.6259692	-0.5868804
sal + aou	Atlantic	(28.05,28.1]	-0.3959479	-0.4580044	-0.3247358
sal + aou	Atlantic	(28.1,28.15]	-0.4642808	-0.5227930	-0.4233029
sal + aou	Atlantic	(28.15,28.2]	-0.6149289	-0.6827220	-0.5294233
sal + aou	Atlantic	(28.2, Inf]	-0.4633812	-0.5170640	-0.4301887
sal + aou	Indo-Pacific	(-Inf,26]	-0.2380108	-0.2491885	-0.2273684
sal + aou	Indo-Pacific	(26,26.5]	-0.1512818	-0.1538755	-0.1493887
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2171480	-0.2242361	-0.2093586
sal + aou	Indo-Pacific	(26.75,27]	-0.4525080	-0.4562325	-0.4455086
sal + aou	Indo-Pacific	(27,27.25]	-0.5919147	-0.6017738	-0.5773679
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2644553	-0.3265568	-0.2021063
sal + aou	Indo-Pacific	(27.5,27.75]	0.5021280	0.4613933	0.5371845
sal + aou	Indo-Pacific	(27.75,27.85]	0.7744088	0.7731869	0.7755334
sal + aou	Indo-Pacific	(27.85,27.95]	0.7649737	0.7595058	0.7699735
sal + aou	Indo-Pacific	(27.95,28.05]	0.8088625	0.7910090	0.8229348
sal + aou	Indo-Pacific	(28.05,28.1]	0.8325849	0.8279614	0.8361434
sal + aou	Indo-Pacific	(28.1,28.2]	0.8153588	0.8025082	0.8271230
sal + aou	Indo-Pacific	(28.2,28.3]	0.5675189	0.5442349	0.5934861
sal + aou	Indo-Pacific	(28.3, Inf]	0.8169445	0.8099847	0.8247481
sal + nitrate	Atlantic	(-Inf,26]	-0.6469908	-0.6981350	-0.6013774
sal + nitrate	Atlantic	(26,26.5]	-0.4246279	-0.4463490	-0.3885882
sal + nitrate	Atlantic	(26.5,26.75]	0.1834055	0.1500950	0.2299335
sal + nitrate	Atlantic	(26.75,27]	0.3740461	0.3634532	0.3900960
sal + nitrate	Atlantic	(27,27.25]	0.1724215	0.1121438	0.2184491
sal + nitrate	Atlantic	(27.25,27.5]	-0.0830990	-0.1278508	-0.0568208
sal + nitrate	Atlantic	(27.5,27.75]	0.1988801	0.1753532	0.2222184
sal + nitrate	Atlantic	(27.75,27.85]	-0.3373989	-0.3694476	-0.3131353
sal + nitrate	Atlantic	(27.85,27.95]	-0.6331154	-0.6536089	-0.6192066
sal + nitrate	Atlantic	(27.95,28.05]	-0.8268129	-0.8350235	-0.8135936
sal + nitrate	Atlantic	(28.05,28.1]	-0.8847871	-0.8873997	-0.8797410
sal + nitrate	Atlantic	(28.1,28.15]	-0.9231105	-0.9269463	-0.9163247
sal + nitrate	Atlantic	(28.15,28.2]	-0.9315531	-0.9368544	-0.9240936
sal + nitrate	Atlantic	(28.2, Inf]	-0.7914087	-0.7981971	-0.7855032
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3678568	-0.3776568	-0.3580164
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3967274	-0.3999735	-0.3936970
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4748203	-0.4865928	-0.4637436
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6534451	-0.6618922	-0.6430639
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7291092	-0.7337715	-0.7229808
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4030677	-0.4564357	-0.3492987
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3925016	0.3540227	0.4279286
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7193636	0.7157772	0.7243862
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7072759	0.7025407	0.7142418
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7538301	0.7332650	0.7722379
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7632021	0.7588468	0.7666622
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7450218	0.7308002	0.7599007
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4984715	0.4750560	0.5199518
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5539175	0.5079784	0.5978514
sal + phosphate	Atlantic	(-Inf,26]	-0.2922094	-0.3350811	-0.2580540
sal + phosphate	Atlantic	(26,26.5]	-0.6469689	-0.6728715	-0.6176214
sal + phosphate	Atlantic	(26.5,26.75]	0.0084341	-0.0199143	0.0512790
sal + phosphate	Atlantic	(26.75,27]	0.2549742	0.2435892	0.2712060
sal + phosphate	Atlantic	(27,27.25]	0.0388636	-0.0268681	0.0908514
sal + phosphate	Atlantic	(27.25,27.5]	-0.1927528	-0.2362190	-0.1644065
sal + phosphate	Atlantic	(27.5,27.75]	0.1022732	0.0812353	0.1245005
sal + phosphate	Atlantic	(27.75,27.85]	-0.4101907	-0.4392239	-0.3858086
sal + phosphate	Atlantic	(27.85,27.95]	-0.6661066	-0.6847195	-0.6544894
sal + phosphate	Atlantic	(27.95,28.05]	-0.8360206	-0.8438841	-0.8238531
sal + phosphate	Atlantic	(28.05,28.1]	-0.8912569	-0.8941760	-0.8868655
sal + phosphate	Atlantic	(28.1,28.15]	-0.9247511	-0.9284442	-0.9180679
sal + phosphate	Atlantic	(28.15,28.2]	-0.9162684	-0.9220798	-0.9080843
sal + phosphate	Atlantic	(28.2, Inf]	-0.7171798	-0.7284868	-0.7064612
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3561625	-0.3651657	-0.3433535
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3688411	-0.3714563	-0.3638205
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4006790	-0.4073520	-0.3945657
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5946015	-0.6010769	-0.5877329
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6852615	-0.6935693	-0.6719352
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3746858	-0.4320725	-0.3172931
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3985734	0.3567174	0.4355296
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7158402	0.7136665	0.7188737
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7213663	0.7179723	0.7265059
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7730890	0.7542703	0.7895390
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7888978	0.7836932	0.7919880
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7730397	0.7586558	0.7878034
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5650575	0.5406151	0.5872009
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5962648	0.5347358	0.6562666
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2694008	-0.3439836	-0.1906713
sal + phosphate_star	Atlantic	(26,26.5]	-0.8852143	-0.8897726	-0.8814002
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7936552	-0.8070991	-0.7803307
sal + phosphate_star	Atlantic	(26.75,27]	-0.7727676	-0.7757581	-0.7704415
sal + phosphate_star	Atlantic	(27,27.25]	-0.8116217	-0.8485476	-0.7718490
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8610080	-0.8817585	-0.8406256
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5891429	-0.6060057	-0.5772075
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8750989	-0.8827185	-0.8620621
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8846767	-0.8943609	-0.8757035
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9169834	-0.9232554	-0.9103686
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9745210	-0.9807398	-0.9674062
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9896971	-0.9920494	-0.9853885
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9803649	-0.9811857	-0.9787468
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8407983	-0.8516435	-0.8331734
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7078573	-0.7150230	-0.6996890
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8663951	-0.8696924	-0.8633983
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9022276	-0.9041295	-0.9009938
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9314332	-0.9361055	-0.9279058
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9190716	-0.9217153	-0.9145622
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8345908	-0.8404195	-0.8289509
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8338193	-0.8374140	-0.8271541
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9255251	-0.9324723	-0.9169393
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7708516	-0.7951116	-0.7484986
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5841300	-0.6146920	-0.5615435
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6427430	-0.6468545	-0.6397016
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4434483	-0.4593360	-0.4269265
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0063627	-0.0369720	0.0466301
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4173935	-0.4922317	-0.3674591
sal + silicate	Atlantic	(-Inf,26]	-0.7595580	-0.7680722	-0.7473370
sal + silicate	Atlantic	(26,26.5]	0.1617220	0.1208691	0.1829165
sal + silicate	Atlantic	(26.5,26.75]	0.2939333	0.2684984	0.3187611
sal + silicate	Atlantic	(26.75,27]	0.1608310	0.1196413	0.1847336
sal + silicate	Atlantic	(27,27.25]	-0.1354404	-0.2219359	-0.0733740
sal + silicate	Atlantic	(27.25,27.5]	-0.3822716	-0.4244703	-0.3596825
sal + silicate	Atlantic	(27.5,27.75]	-0.1398562	-0.1631451	-0.1176272
sal + silicate	Atlantic	(27.75,27.85]	-0.6904969	-0.7189897	-0.6701289
sal + silicate	Atlantic	(27.85,27.95]	-0.8343852	-0.8423913	-0.8242227
sal + silicate	Atlantic	(27.95,28.05]	-0.9029310	-0.9066635	-0.8990188
sal + silicate	Atlantic	(28.05,28.1]	-0.8747509	-0.8827477	-0.8627614
sal + silicate	Atlantic	(28.1,28.15]	-0.8502605	-0.8576230	-0.8417432
sal + silicate	Atlantic	(28.15,28.2]	-0.6714419	-0.7005186	-0.6349045
sal + silicate	Atlantic	(28.2, Inf]	-0.1535128	-0.1877061	-0.1234649
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5422825	-0.5482165	-0.5347137
sal + silicate	Indo-Pacific	(26,26.5]	-0.5820131	-0.5833331	-0.5796143
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6466993	-0.6520596	-0.6394075
sal + silicate	Indo-Pacific	(26.75,27]	-0.7291913	-0.7415811	-0.7227292
sal + silicate	Indo-Pacific	(27,27.25]	-0.7625730	-0.7692378	-0.7504889
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4826482	-0.5342898	-0.4317825
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3263403	0.2851490	0.3626442
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6856090	0.6847778	0.6870384
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7120144	0.7060806	0.7188220
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7866339	0.7658787	0.8048770
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8069546	0.8035481	0.8105612
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8178383	0.8058238	0.8288465
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7156350	0.6899169	0.7352044
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4400690	0.3779884	0.5000518
sal + temp	Atlantic	(-Inf,26]	0.6760960	0.6351371	0.7228217
sal + temp	Atlantic	(26,26.5]	0.9611288	0.9608409	0.9613728
sal + temp	Atlantic	(26.5,26.75]	0.9690781	0.9662937	0.9706347
sal + temp	Atlantic	(26.75,27]	0.9692669	0.9674913	0.9710664
sal + temp	Atlantic	(27,27.25]	0.9630553	0.9616948	0.9639001
sal + temp	Atlantic	(27.25,27.5]	0.9691191	0.9679205	0.9705730
sal + temp	Atlantic	(27.5,27.75]	0.9670216	0.9656809	0.9677706
sal + temp	Atlantic	(27.75,27.85]	0.9867593	0.9860640	0.9871591
sal + temp	Atlantic	(27.85,27.95]	0.9818072	0.9806488	0.9830034
sal + temp	Atlantic	(27.95,28.05]	0.9676649	0.9647540	0.9694536
sal + temp	Atlantic	(28.05,28.1]	0.9637563	0.9610683	0.9652574
sal + temp	Atlantic	(28.1,28.15]	0.9761092	0.9757085	0.9764501
sal + temp	Atlantic	(28.15,28.2]	0.9793893	0.9774500	0.9818693
sal + temp	Atlantic	(28.2, Inf]	0.9359114	0.9254309	0.9414959
sal + temp	Indo-Pacific	(-Inf,26]	0.8186545	0.8117851	0.8263988
sal + temp	Indo-Pacific	(26,26.5]	0.9534940	0.9519886	0.9547246
sal + temp	Indo-Pacific	(26.5,26.75]	0.9797855	0.9794274	0.9802927
sal + temp	Indo-Pacific	(26.75,27]	0.9764258	0.9761306	0.9769952
sal + temp	Indo-Pacific	(27,27.25]	0.9749000	0.9743483	0.9752552
sal + temp	Indo-Pacific	(27.25,27.5]	0.9197131	0.9185789	0.9215823
sal + temp	Indo-Pacific	(27.5,27.75]	0.8707163	0.8666603	0.8728466
sal + temp	Indo-Pacific	(27.75,27.85]	0.9740274	0.9716426	0.9757330
sal + temp	Indo-Pacific	(27.85,27.95]	0.9363686	0.9320016	0.9406547
sal + temp	Indo-Pacific	(27.95,28.05]	0.9292825	0.9258166	0.9310969
sal + temp	Indo-Pacific	(28.05,28.1]	0.9607168	0.9593786	0.9630351
sal + temp	Indo-Pacific	(28.1,28.2]	0.9163392	0.9147326	0.9177053
sal + temp	Indo-Pacific	(28.2,28.3]	0.8685618	0.8604636	0.8812142
sal + temp	Indo-Pacific	(28.3, Inf]	0.8311051	0.8174692	0.8424494
silicate + phosphate	Atlantic	(-Inf,26]	-0.0986176	-0.1742255	-0.0263385
silicate + phosphate	Atlantic	(26,26.5]	0.0251493	-0.0132487	0.0742065
silicate + phosphate	Atlantic	(26.5,26.75]	0.5761598	0.5397038	0.6235850
silicate + phosphate	Atlantic	(26.75,27]	0.8490230	0.8345812	0.8602385
silicate + phosphate	Atlantic	(27,27.25]	0.9030246	0.9005814	0.9053091
silicate + phosphate	Atlantic	(27.25,27.5]	0.8954592	0.8928526	0.8971258
silicate + phosphate	Atlantic	(27.5,27.75]	0.8943495	0.8932386	0.8954496
silicate + phosphate	Atlantic	(27.75,27.85]	0.8756173	0.8727224	0.8792281
silicate + phosphate	Atlantic	(27.85,27.95]	0.9335787	0.9304409	0.9364804
silicate + phosphate	Atlantic	(27.95,28.05]	0.9702115	0.9685749	0.9710466
silicate + phosphate	Atlantic	(28.05,28.1]	0.9811867	0.9788085	0.9843182
silicate + phosphate	Atlantic	(28.1,28.15]	0.9778178	0.9770838	0.9790729
silicate + phosphate	Atlantic	(28.15,28.2]	0.9044820	0.8920954	0.9143598
silicate + phosphate	Atlantic	(28.2, Inf]	0.7666718	0.7583851	0.7758803
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8849810	0.8845264	0.8854613
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8778882	0.8745329	0.8801130
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8651951	0.8615600	0.8711493
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9195951	0.9186354	0.9200841
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9576152	0.9572824	0.9582315
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9715956	0.9705739	0.9723184
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9804174	0.9792421	0.9818816
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9880719	0.9875213	0.9886331
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9871410	0.9869506	0.9874517
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9933691	0.9927056	0.9937754
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9944334	0.9941951	0.9946525
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9831576	0.9829873	0.9833407
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9308069	0.9282312	0.9322401
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8515802	0.8489465	0.8544471
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0667062	-0.1066652	-0.0380350
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2748421	-0.2961008	-0.2617317
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0394258	-0.0184183	0.0727393
silicate + phosphate_star	Atlantic	(26.75,27]	0.2078863	0.1941473	0.2184346
silicate + phosphate_star	Atlantic	(27,27.25]	0.5466168	0.5152297	0.5797119
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7076374	0.6920236	0.7173111
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7977231	0.7882986	0.8028757
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9026652	0.8894821	0.9164296
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9676439	0.9617472	0.9736745
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9736486	0.9714313	0.9762597
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.8896151	0.8718591	0.9015076
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.8626865	0.8576466	0.8696466
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.7630417	0.7247221	0.7952506
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6359599	0.6182192	0.6713161
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7779362	0.7716540	0.7819162
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7790266	0.7750614	0.7823423
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8022454	0.7933838	0.8091518
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8135105	0.8096587	0.8206333
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8103905	0.7968078	0.8213262
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5315962	0.4760834	0.5843516
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1008323	-0.1491601	-0.0515073
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4968440	-0.5069438	-0.4796670
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2533255	-0.2840563	-0.2189976
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1177451	-0.1611220	-0.0713995
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1952335	-0.2053683	-0.1845318
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0339342	-0.0045931	0.0727570
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5434058	0.4946679	0.5679447
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5939209	0.5810388	0.6158475
temp + aou	Atlantic	(-Inf,26]	-0.6291949	-0.6589595	-0.6043171
temp + aou	Atlantic	(26,26.5]	-0.4286914	-0.4439993	-0.4076636
temp + aou	Atlantic	(26.5,26.75]	0.1436580	0.1161504	0.1787527
temp + aou	Atlantic	(26.75,27]	0.3722763	0.3636352	0.3860874
temp + aou	Atlantic	(27,27.25]	0.3242979	0.2963872	0.3463723
temp + aou	Atlantic	(27.25,27.5]	0.3842745	0.3632346	0.4195631
temp + aou	Atlantic	(27.5,27.75]	0.6636047	0.6559489	0.6758084
temp + aou	Atlantic	(27.75,27.85]	0.6875631	0.6380959	0.7303219
temp + aou	Atlantic	(27.85,27.95]	0.2055769	0.1520259	0.2654079
temp + aou	Atlantic	(27.95,28.05]	-0.5208004	-0.5515923	-0.4822497
temp + aou	Atlantic	(28.05,28.1]	-0.1687053	-0.2340671	-0.0915302
temp + aou	Atlantic	(28.1,28.15]	-0.2832075	-0.3484782	-0.2408960
temp + aou	Atlantic	(28.15,28.2]	-0.5005547	-0.5892107	-0.3945251
temp + aou	Atlantic	(28.2, Inf]	-0.5199911	-0.5711464	-0.4811161
temp + aou	Indo-Pacific	(-Inf,26]	-0.3878596	-0.4001481	-0.3723055
temp + aou	Indo-Pacific	(26,26.5]	-0.1967657	-0.2002965	-0.1914949
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2042661	-0.2125644	-0.1965369
temp + aou	Indo-Pacific	(26.75,27]	-0.3933775	-0.4024477	-0.3857446
temp + aou	Indo-Pacific	(27,27.25]	-0.5494990	-0.5588305	-0.5385797
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2403355	-0.2977002	-0.1821708
temp + aou	Indo-Pacific	(27.5,27.75]	0.4159371	0.3744316	0.4533056
temp + aou	Indo-Pacific	(27.75,27.85]	0.7730705	0.7667441	0.7776657
temp + aou	Indo-Pacific	(27.85,27.95]	0.7319547	0.7204598	0.7387253
temp + aou	Indo-Pacific	(27.95,28.05]	0.7382577	0.7207072	0.7497518
temp + aou	Indo-Pacific	(28.05,28.1]	0.7842519	0.7785905	0.7873136
temp + aou	Indo-Pacific	(28.1,28.2]	0.7634964	0.7522590	0.7738258
temp + aou	Indo-Pacific	(28.2,28.3]	0.7129198	0.7038292	0.7193054
temp + aou	Indo-Pacific	(28.3, Inf]	0.8938793	0.8929760	0.8951367
temp + nitrate	Atlantic	(-Inf,26]	-0.7428028	-0.7807180	-0.7156921
temp + nitrate	Atlantic	(26,26.5]	-0.4771426	-0.4893491	-0.4537886
temp + nitrate	Atlantic	(26.5,26.75]	0.0651846	0.0320928	0.1068188
temp + nitrate	Atlantic	(26.75,27]	0.2922025	0.2820824	0.3044367
temp + nitrate	Atlantic	(27,27.25]	0.1463950	0.0966497	0.1890980
temp + nitrate	Atlantic	(27.25,27.5]	-0.0400995	-0.0873273	-0.0121085
temp + nitrate	Atlantic	(27.5,27.75]	0.1761927	0.1599048	0.1985478
temp + nitrate	Atlantic	(27.75,27.85]	-0.3315177	-0.3656583	-0.3137047
temp + nitrate	Atlantic	(27.85,27.95]	-0.6403315	-0.6572929	-0.6285402
temp + nitrate	Atlantic	(27.95,28.05]	-0.7913344	-0.8044610	-0.7691427
temp + nitrate	Atlantic	(28.05,28.1]	-0.7750493	-0.7855731	-0.7604923
temp + nitrate	Atlantic	(28.1,28.15]	-0.8371459	-0.8412287	-0.8323022
temp + nitrate	Atlantic	(28.15,28.2]	-0.8766248	-0.8915539	-0.8602024
temp + nitrate	Atlantic	(28.2, Inf]	-0.8467305	-0.8544354	-0.8417621
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5351635	-0.5425454	-0.5214250
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4482959	-0.4523684	-0.4424238
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4731078	-0.4863944	-0.4616365
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6114363	-0.6173060	-0.6015291
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7032331	-0.7060110	-0.7018297
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4112211	-0.4595708	-0.3612389
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2657299	0.2265710	0.3025334
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7174745	0.7137038	0.7226823
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6672986	0.6561121	0.6734969
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6760370	0.6549953	0.6930465
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7089436	0.7038845	0.7118264
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6765195	0.6650811	0.6891440
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6264568	0.6167834	0.6374051
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4191761	0.3874423	0.4650404
temp + phosphate	Atlantic	(-Inf,26]	-0.6634700	-0.6801104	-0.6519716
temp + phosphate	Atlantic	(26,26.5]	-0.6712341	-0.6921537	-0.6483314
temp + phosphate	Atlantic	(26.5,26.75]	-0.0955171	-0.1246057	-0.0586791
temp + phosphate	Atlantic	(26.75,27]	0.1827232	0.1730142	0.1956191
temp + phosphate	Atlantic	(27,27.25]	0.0288272	-0.0260736	0.0768144
temp + phosphate	Atlantic	(27.25,27.5]	-0.1421000	-0.1885842	-0.1117182
temp + phosphate	Atlantic	(27.5,27.75]	0.0845112	0.0708140	0.1057733
temp + phosphate	Atlantic	(27.75,27.85]	-0.4032515	-0.4341845	-0.3869931
temp + phosphate	Atlantic	(27.85,27.95]	-0.6719278	-0.6871441	-0.6625187
temp + phosphate	Atlantic	(27.95,28.05]	-0.8018250	-0.8146803	-0.7808288
temp + phosphate	Atlantic	(28.05,28.1]	-0.7829670	-0.7917597	-0.7694420
temp + phosphate	Atlantic	(28.1,28.15]	-0.8398741	-0.8437859	-0.8351316
temp + phosphate	Atlantic	(28.15,28.2]	-0.8660432	-0.8813662	-0.8489702
temp + phosphate	Atlantic	(28.2, Inf]	-0.8104081	-0.8139589	-0.8033880
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5058374	-0.5138572	-0.4899024
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4197108	-0.4249172	-0.4127938
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3935850	-0.4010256	-0.3876876
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5457913	-0.5509084	-0.5385217
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6537971	-0.6615872	-0.6438434
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3718732	-0.4250703	-0.3184613
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2937306	0.2513987	0.3325032
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7144134	0.7090456	0.7188672
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6833669	0.6734122	0.6884886
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6903024	0.6705462	0.7064153
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7261705	0.7207112	0.7296290
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7017358	0.6898850	0.7147287
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6783792	0.6671648	0.6898268
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3488406	0.3080636	0.4085011
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6841104	-0.7161253	-0.6496976
temp + phosphate_star	Atlantic	(26,26.5]	-0.8721274	-0.8810575	-0.8640140
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8201290	-0.8328077	-0.8115180
temp + phosphate_star	Atlantic	(26.75,27]	-0.8102672	-0.8150517	-0.8055739
temp + phosphate_star	Atlantic	(27,27.25]	-0.8025839	-0.8352487	-0.7676144
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8328113	-0.8595264	-0.8058459
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6077429	-0.6195885	-0.5956110
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8787147	-0.8851792	-0.8710077
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8937150	-0.9014282	-0.8863972
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9115980	-0.9176900	-0.9044549
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9523882	-0.9554413	-0.9485673
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9717862	-0.9740777	-0.9688099
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9752280	-0.9757092	-0.9744993
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9373018	-0.9455359	-0.9250795
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8434278	-0.8500854	-0.8384533
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9117566	-0.9132636	-0.9109602
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9178514	-0.9190581	-0.9168907
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9361835	-0.9399015	-0.9330230
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9355688	-0.9369887	-0.9334807
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9374395	-0.9412456	-0.9345156
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9565667	-0.9574375	-0.9548551
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9395823	-0.9427025	-0.9356905
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8469394	-0.8604054	-0.8355932
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7398363	-0.7680881	-0.7243129
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7656372	-0.7717521	-0.7594435
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6300047	-0.6495051	-0.6083221
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1222896	-0.1788615	-0.0794936
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7722395	-0.8019551	-0.7434887
temp + silicate	Atlantic	(-Inf,26]	-0.3980501	-0.4155258	-0.3846041
temp + silicate	Atlantic	(26,26.5]	0.1159246	0.0855251	0.1447521
temp + silicate	Atlantic	(26.5,26.75]	0.1994068	0.1712573	0.2266029
temp + silicate	Atlantic	(26.75,27]	0.0488879	0.0126119	0.0693621
temp + silicate	Atlantic	(27,27.25]	-0.1735054	-0.2460436	-0.1206419
temp + silicate	Atlantic	(27.25,27.5]	-0.3351201	-0.3819269	-0.3093477
temp + silicate	Atlantic	(27.5,27.75]	-0.1689934	-0.1852968	-0.1461130
temp + silicate	Atlantic	(27.75,27.85]	-0.6778694	-0.7072909	-0.6601073
temp + silicate	Atlantic	(27.85,27.95]	-0.8291725	-0.8351701	-0.8172819
temp + silicate	Atlantic	(27.95,28.05]	-0.8695784	-0.8767062	-0.8573033
temp + silicate	Atlantic	(28.05,28.1]	-0.7454940	-0.7577177	-0.7252041
temp + silicate	Atlantic	(28.1,28.15]	-0.7410315	-0.7500994	-0.7340362
temp + silicate	Atlantic	(28.15,28.2]	-0.6133322	-0.6540596	-0.5659152
temp + silicate	Atlantic	(28.2, Inf]	-0.3948549	-0.4364157	-0.3722962
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6104547	-0.6184747	-0.5990144
temp + silicate	Indo-Pacific	(26,26.5]	-0.6090078	-0.6116809	-0.6070450
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6464600	-0.6506886	-0.6413091
temp + silicate	Indo-Pacific	(26.75,27]	-0.6982707	-0.7058662	-0.6907459
temp + silicate	Indo-Pacific	(27,27.25]	-0.7451668	-0.7499126	-0.7361022
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4767300	-0.5256768	-0.4277657
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2117825	0.1725751	0.2486689
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6831746	0.6733159	0.6898540
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6574827	0.6489006	0.6641583
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7041641	0.6806094	0.7232527
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7450928	0.7410996	0.7479057
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7026995	0.6937428	0.7123307
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6877237	0.6721092	0.6955936
temp + silicate	Indo-Pacific	(28.3, Inf]	-0.0023064	-0.0375645	0.0568183

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
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
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]	0.3323136	0.2460948	0.4476876
aou	Atlantic	(26,26.5]	0.0450421	-0.0497602	0.1447101
aou	Atlantic	(26.5,26.75]	0.0167340	-0.0901373	0.1734876
aou	Atlantic	(26.75,27]	-0.0275405	-0.2193140	0.2064334
aou	Atlantic	(27,27.25]	-0.3553858	-0.5140863	-0.1774562
aou	Atlantic	(27.25,27.5]	-0.3106224	-0.4319341	-0.1961757
aou	Atlantic	(27.5,27.75]	-0.1548877	-0.1956385	-0.1066019
aou	Atlantic	(27.75,27.85]	-0.0165770	-0.0333577	0.0033098
aou	Atlantic	(27.85,27.95]	-0.4827423	-0.5094904	-0.4680360
aou	Atlantic	(27.95,28.05]	-0.8497916	-0.8629060	-0.8394497
aou	Atlantic	(28.05,28.1]	-0.6834367	-0.7613586	-0.5967680
aou	Atlantic	(28.1,28.15]	-0.6945689	-0.7040667	-0.6766097
aou	Atlantic	(28.15,28.2]	-0.8172342	-0.8290106	-0.7962854
aou	Atlantic	(28.2, Inf]	-0.8119118	-0.8254313	-0.7997738
aou	Indo-Pacific	(-Inf,26]	-0.0773170	-0.2062968	0.0487801
aou	Indo-Pacific	(26,26.5]	-0.4492189	-0.5768937	-0.2801926
aou	Indo-Pacific	(26.5,26.75]	-0.7505130	-0.8257727	-0.6626407
aou	Indo-Pacific	(26.75,27]	-0.8587714	-0.9007640	-0.8043549
aou	Indo-Pacific	(27,27.25]	-0.8064476	-0.8647431	-0.7309651
aou	Indo-Pacific	(27.25,27.5]	-0.6822410	-0.8302817	-0.4775871
aou	Indo-Pacific	(27.5,27.75]	-0.2515815	-0.7115332	0.3942368
aou	Indo-Pacific	(27.75,27.85]	0.0831129	-0.4821928	0.7503970
aou	Indo-Pacific	(27.85,27.95]	0.2977768	-0.1266397	0.7305237
aou	Indo-Pacific	(27.95,28.05]	0.2891677	-0.0275060	0.6251302
aou	Indo-Pacific	(28.05,28.1]	0.2333984	-0.0761524	0.5747540
aou	Indo-Pacific	(28.1,28.2]	0.3336824	0.0805688	0.6086491
aou	Indo-Pacific	(28.2,28.3]	0.4797634	0.3653595	0.5770232
aou	Indo-Pacific	(28.3, Inf]	0.5443563	0.4612561	0.6213245
nitrate	Atlantic	(-Inf,26]	0.0118573	-0.1036872	0.1163637
nitrate	Atlantic	(26,26.5]	-0.1891617	-0.3056473	-0.0643458
nitrate	Atlantic	(26.5,26.75]	-0.1384172	-0.2466330	0.0236617
nitrate	Atlantic	(26.75,27]	-0.1458531	-0.3323766	0.0855346
nitrate	Atlantic	(27,27.25]	-0.5589096	-0.6882845	-0.4144211
nitrate	Atlantic	(27.25,27.5]	-0.7217701	-0.7846525	-0.6502614
nitrate	Atlantic	(27.5,27.75]	-0.8488122	-0.8712183	-0.8195218
nitrate	Atlantic	(27.75,27.85]	-0.9048935	-0.9175644	-0.8884117
nitrate	Atlantic	(27.85,27.95]	-0.9626498	-0.9668480	-0.9560027
nitrate	Atlantic	(27.95,28.05]	-0.9306052	-0.9393701	-0.9183329
nitrate	Atlantic	(28.05,28.1]	-0.9865162	-0.9888711	-0.9845386
nitrate	Atlantic	(28.1,28.15]	-0.9889130	-0.9917885	-0.9868300
nitrate	Atlantic	(28.15,28.2]	-0.9946662	-0.9961503	-0.9919791
nitrate	Atlantic	(28.2, Inf]	-0.9752386	-0.9771602	-0.9720418
nitrate	Indo-Pacific	(-Inf,26]	-0.0951443	-0.2211538	0.0289020
nitrate	Indo-Pacific	(26,26.5]	-0.4385993	-0.5477697	-0.2923218
nitrate	Indo-Pacific	(26.5,26.75]	-0.6320033	-0.6693197	-0.5657582
nitrate	Indo-Pacific	(26.75,27]	-0.7157427	-0.7486543	-0.6719841
nitrate	Indo-Pacific	(27,27.25]	-0.7577064	-0.8047113	-0.6956395
nitrate	Indo-Pacific	(27.25,27.5]	-0.6746664	-0.8193740	-0.4760306
nitrate	Indo-Pacific	(27.5,27.75]	-0.2760726	-0.7184070	0.3522982
nitrate	Indo-Pacific	(27.75,27.85]	0.1056071	-0.4511531	0.7580748
nitrate	Indo-Pacific	(27.85,27.95]	0.3247914	-0.0861988	0.7419126
nitrate	Indo-Pacific	(27.95,28.05]	0.3252811	0.0167011	0.6446119
nitrate	Indo-Pacific	(28.05,28.1]	0.3001826	0.0087384	0.6170348
nitrate	Indo-Pacific	(28.1,28.2]	0.4065263	0.1756024	0.6525486
nitrate	Indo-Pacific	(28.2,28.3]	0.5482444	0.4530552	0.6275130
nitrate	Indo-Pacific	(28.3, Inf]	-0.0823487	-0.1114129	-0.0431685
phosphate	Atlantic	(-Inf,26]	0.4111690	0.3398428	0.5022327
phosphate	Atlantic	(26,26.5]	0.0491176	-0.0490729	0.1377296
phosphate	Atlantic	(26.5,26.75]	-0.1242633	-0.2151363	0.0163140
phosphate	Atlantic	(26.75,27]	-0.1841903	-0.3606474	0.0329576
phosphate	Atlantic	(27,27.25]	-0.6071837	-0.7154656	-0.4834056
phosphate	Atlantic	(27.25,27.5]	-0.7680778	-0.8190299	-0.7073290
phosphate	Atlantic	(27.5,27.75]	-0.8733421	-0.8915311	-0.8499661
phosphate	Atlantic	(27.75,27.85]	-0.9300464	-0.9410542	-0.9168677
phosphate	Atlantic	(27.85,27.95]	-0.9651211	-0.9697192	-0.9566133
phosphate	Atlantic	(27.95,28.05]	-0.9329231	-0.9420541	-0.9198015
phosphate	Atlantic	(28.05,28.1]	-0.9867417	-0.9890724	-0.9840777
phosphate	Atlantic	(28.1,28.15]	-0.9892522	-0.9920539	-0.9871234
phosphate	Atlantic	(28.15,28.2]	-0.9928569	-0.9955662	-0.9890268
phosphate	Atlantic	(28.2, Inf]	-0.9811181	-0.9837518	-0.9770219
phosphate	Indo-Pacific	(-Inf,26]	-0.1279780	-0.2641008	0.0053370
phosphate	Indo-Pacific	(26,26.5]	-0.5769099	-0.6963668	-0.4173641
phosphate	Indo-Pacific	(26.5,26.75]	-0.8159801	-0.8751396	-0.7443955
phosphate	Indo-Pacific	(26.75,27]	-0.8700622	-0.9021627	-0.8274530
phosphate	Indo-Pacific	(27,27.25]	-0.8431568	-0.8899393	-0.7829521
phosphate	Indo-Pacific	(27.25,27.5]	-0.7355100	-0.8627175	-0.5590721
phosphate	Indo-Pacific	(27.5,27.75]	-0.2835848	-0.7191493	0.3344173
phosphate	Indo-Pacific	(27.75,27.85]	0.1186420	-0.4327770	0.7606914
phosphate	Indo-Pacific	(27.85,27.95]	0.3250652	-0.0850998	0.7407757
phosphate	Indo-Pacific	(27.95,28.05]	0.3101173	0.0019668	0.6303533
phosphate	Indo-Pacific	(28.05,28.1]	0.2719337	-0.0212261	0.5916935
phosphate	Indo-Pacific	(28.1,28.2]	0.3655291	0.1319091	0.6174625
phosphate	Indo-Pacific	(28.2,28.3]	0.4837120	0.3829117	0.5686948
phosphate	Indo-Pacific	(28.3, Inf]	-0.2457800	-0.2840614	-0.1966868
phosphate_star	Atlantic	(-Inf,26]	0.0388632	-0.0322470	0.1112641
phosphate_star	Atlantic	(26,26.5]	0.0963845	0.0247148	0.1454025
phosphate_star	Atlantic	(26.5,26.75]	-0.3394829	-0.3555360	-0.3180850
phosphate_star	Atlantic	(26.75,27]	-0.4937548	-0.5369198	-0.4476673
phosphate_star	Atlantic	(27,27.25]	-0.6407431	-0.7386018	-0.5519276
phosphate_star	Atlantic	(27.25,27.5]	-0.7832201	-0.8401099	-0.7296429
phosphate_star	Atlantic	(27.5,27.75]	-0.7939696	-0.8364815	-0.7557997
phosphate_star	Atlantic	(27.75,27.85]	-0.8891422	-0.9217874	-0.8607293
phosphate_star	Atlantic	(27.85,27.95]	-0.9005740	-0.9204052	-0.8721942
phosphate_star	Atlantic	(27.95,28.05]	-0.8903906	-0.9043679	-0.8697431
phosphate_star	Atlantic	(28.05,28.1]	-0.9312738	-0.9506450	-0.9101105
phosphate_star	Atlantic	(28.1,28.15]	-0.9473238	-0.9692897	-0.9219094
phosphate_star	Atlantic	(28.15,28.2]	-0.9636154	-0.9809361	-0.9423720
phosphate_star	Atlantic	(28.2, Inf]	-0.9587463	-0.9775521	-0.9376367
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0076169	-0.1260213	0.1050529
phosphate_star	Indo-Pacific	(26,26.5]	-0.5623936	-0.6128990	-0.4907568
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6359019	-0.6486410	-0.6287331
phosphate_star	Indo-Pacific	(26.75,27]	-0.5683523	-0.5695006	-0.5665099
phosphate_star	Indo-Pacific	(27,27.25]	-0.6780691	-0.6904831	-0.6647378
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5469698	-0.5705412	-0.5276316
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1524871	-0.4578580	0.0745939
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3062803	-0.2677607	0.7270965
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3627773	0.0677480	0.6211069
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4025906	0.1911163	0.5657236
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4617583	0.1969174	0.6783828
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4594192	0.2620071	0.6375359
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4416638	0.3684520	0.5057439
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9364384	-0.9512017	-0.9185325
sal	Atlantic	(-Inf,26]	0.6659853	0.6195393	0.7007148
sal	Atlantic	(26,26.5]	-0.0985039	-0.1654306	-0.0273651
sal	Atlantic	(26.5,26.75]	-0.0168267	-0.1002292	0.0721300
sal	Atlantic	(26.75,27]	0.0245397	-0.0525616	0.1216362
sal	Atlantic	(27,27.25]	0.1153563	-0.0673057	0.3143326
sal	Atlantic	(27.25,27.5]	0.3848734	0.2744403	0.5050609
sal	Atlantic	(27.5,27.75]	-0.0088060	-0.0835011	0.0822692
sal	Atlantic	(27.75,27.85]	0.5683263	0.5319551	0.6373275
sal	Atlantic	(27.85,27.95]	0.6143245	0.5618835	0.6438946
sal	Atlantic	(27.95,28.05]	0.6738190	0.6512971	0.6875164
sal	Atlantic	(28.05,28.1]	0.8678530	0.8273231	0.9048430
sal	Atlantic	(28.1,28.15]	0.9211098	0.8801855	0.9503949
sal	Atlantic	(28.15,28.2]	0.9371484	0.9154260	0.9523586
sal	Atlantic	(28.2, Inf]	0.7235523	0.6847218	0.7670107
sal	Indo-Pacific	(-Inf,26]	-0.0587974	-0.1090239	0.0118098
sal	Indo-Pacific	(26,26.5]	0.2989721	0.2597052	0.3261438
sal	Indo-Pacific	(26.5,26.75]	0.3703501	0.3467586	0.3844689
sal	Indo-Pacific	(26.75,27]	0.3639021	0.3511674	0.3763573
sal	Indo-Pacific	(27,27.25]	0.4558589	0.4168329	0.4859315
sal	Indo-Pacific	(27.25,27.5]	0.2246453	0.1867291	0.2721695
sal	Indo-Pacific	(27.5,27.75]	-0.1617888	-0.4359077	0.2341454
sal	Indo-Pacific	(27.75,27.85]	-0.2846602	-0.7700259	0.3586503
sal	Indo-Pacific	(27.85,27.95]	-0.1666441	-0.5676942	0.2779585
sal	Indo-Pacific	(27.95,28.05]	-0.1550640	-0.4568455	0.1870319
sal	Indo-Pacific	(28.05,28.1]	-0.2056323	-0.5156798	0.1512138
sal	Indo-Pacific	(28.1,28.2]	-0.0421309	-0.3226860	0.2694779
sal	Indo-Pacific	(28.2,28.3]	-0.0146767	-0.1690034	0.1163337
sal	Indo-Pacific	(28.3, Inf]	0.2873567	0.1633876	0.4285485
silicate	Atlantic	(-Inf,26]	-0.6479433	-0.6774648	-0.6198678
silicate	Atlantic	(26,26.5]	-0.4893394	-0.5368971	-0.4159444
silicate	Atlantic	(26.5,26.75]	-0.3683991	-0.4657095	-0.2187341
silicate	Atlantic	(26.75,27]	-0.4202047	-0.6098679	-0.1857032
silicate	Atlantic	(27,27.25]	-0.7750978	-0.8489595	-0.6912426
silicate	Atlantic	(27.25,27.5]	-0.8820856	-0.9095919	-0.8516124
silicate	Atlantic	(27.5,27.75]	-0.9077929	-0.9090301	-0.9063952
silicate	Atlantic	(27.75,27.85]	-0.9249663	-0.9329060	-0.9194326
silicate	Atlantic	(27.85,27.95]	-0.9023915	-0.9144804	-0.8798755
silicate	Atlantic	(27.95,28.05]	-0.8762863	-0.8890025	-0.8583344
silicate	Atlantic	(28.05,28.1]	-0.9555268	-0.9610921	-0.9477282
silicate	Atlantic	(28.1,28.15]	-0.9556648	-0.9636920	-0.9470247
silicate	Atlantic	(28.15,28.2]	-0.8710199	-0.8762027	-0.8637817
silicate	Atlantic	(28.2, Inf]	-0.7379735	-0.7717217	-0.7136483
silicate	Indo-Pacific	(-Inf,26]	-0.1106300	-0.2339224	0.0132857
silicate	Indo-Pacific	(26,26.5]	-0.6455381	-0.7382420	-0.5235770
silicate	Indo-Pacific	(26.5,26.75]	-0.7631416	-0.8004982	-0.7089846
silicate	Indo-Pacific	(26.75,27]	-0.7252234	-0.7618199	-0.6763794
silicate	Indo-Pacific	(27,27.25]	-0.7073282	-0.7646644	-0.6348599
silicate	Indo-Pacific	(27.25,27.5]	-0.6304459	-0.7712692	-0.4363575
silicate	Indo-Pacific	(27.5,27.75]	-0.2244673	-0.6663487	0.3943365
silicate	Indo-Pacific	(27.75,27.85]	0.1479378	-0.4002532	0.7853630
silicate	Indo-Pacific	(27.85,27.95]	0.3322395	-0.0790407	0.7530831
silicate	Indo-Pacific	(27.95,28.05]	0.3032680	-0.0174387	0.6394961
silicate	Indo-Pacific	(28.05,28.1]	0.2646875	-0.0327119	0.5921476
silicate	Indo-Pacific	(28.1,28.2]	0.3900685	0.1476322	0.6513894
silicate	Indo-Pacific	(28.2,28.3]	0.5276164	0.4067523	0.6269523
silicate	Indo-Pacific	(28.3, Inf]	-0.6045116	-0.6485673	-0.5436264
temp	Atlantic	(-Inf,26]	0.0110850	-0.0140368	0.0289920
temp	Atlantic	(26,26.5]	-0.2329227	-0.2973103	-0.1557592
temp	Atlantic	(26.5,26.75]	-0.0262596	-0.0854141	0.0296596
temp	Atlantic	(26.75,27]	0.0965935	0.0363423	0.1616681
temp	Atlantic	(27,27.25]	0.1294398	-0.0290649	0.3016096
temp	Atlantic	(27.25,27.5]	0.3375764	0.2233176	0.4617462
temp	Atlantic	(27.5,27.75]	0.0176173	-0.0514639	0.0960949
temp	Atlantic	(27.75,27.85]	0.5718125	0.5244585	0.6414097
temp	Atlantic	(27.85,27.95]	0.6254207	0.5759635	0.6512973
temp	Atlantic	(27.95,28.05]	0.6509259	0.6258217	0.6638171
temp	Atlantic	(28.05,28.1]	0.7773836	0.7333079	0.8172972
temp	Atlantic	(28.1,28.15]	0.8472176	0.7988050	0.8857467
temp	Atlantic	(28.15,28.2]	0.8889471	0.8529794	0.9185137
temp	Atlantic	(28.2, Inf]	0.8235001	0.7883958	0.8435165
temp	Indo-Pacific	(-Inf,26]	-0.3787847	-0.4641447	-0.2911796
temp	Indo-Pacific	(26,26.5]	0.2553380	0.1969180	0.2988890
temp	Indo-Pacific	(26.5,26.75]	0.3444711	0.3261198	0.3594459
temp	Indo-Pacific	(26.75,27]	0.2899881	0.2775881	0.3015964
temp	Indo-Pacific	(27,27.25]	0.4219626	0.3908713	0.4466066
temp	Indo-Pacific	(27.25,27.5]	0.3339826	0.3197367	0.3536028
temp	Indo-Pacific	(27.5,27.75]	0.0633880	-0.1860043	0.4035475
temp	Indo-Pacific	(27.75,27.85]	-0.2794022	-0.7634842	0.3599452
temp	Indo-Pacific	(27.85,27.95]	-0.2154270	-0.5992860	0.2087474
temp	Indo-Pacific	(27.95,28.05]	-0.2288068	-0.5209993	0.1134373
temp	Indo-Pacific	(28.05,28.1]	-0.2632577	-0.5811313	0.1067692
temp	Indo-Pacific	(28.1,28.2]	-0.1787289	-0.4643177	0.1455832
temp	Indo-Pacific	(28.2,28.3]	-0.0140320	-0.1872514	0.1398975
temp	Indo-Pacific	(28.3, Inf]	0.7132099	0.6243061	0.7921282

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