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))))
)
}

Version	Author	Date
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

Version	Author	Date
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")

Version	Author	Date
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]	0.8541342	0.7909631	0.9540441
aou + nitrate	Atlantic	(26,26.5]	0.8791308	0.8616909	0.8957257
aou + nitrate	Atlantic	(26.5,26.75]	0.9742869	0.9693392	0.9776084
aou + nitrate	Atlantic	(26.75,27]	0.9839465	0.9795136	0.9876464
aou + nitrate	Atlantic	(27,27.25]	0.9649159	0.9598550	0.9699631
aou + nitrate	Atlantic	(27.25,27.5]	0.8758874	0.8730570	0.8791537
aou + nitrate	Atlantic	(27.5,27.75]	0.6517595	0.6353239	0.6724223
aou + nitrate	Atlantic	(27.75,27.85]	0.4054603	0.3706215	0.4539256
aou + nitrate	Atlantic	(27.85,27.95]	0.2079520	0.1830570	0.2484502
aou + nitrate	Atlantic	(27.95,28.05]	0.5482552	0.5104945	0.6124547
aou + nitrate	Atlantic	(28.05,28.1]	0.8233116	0.7860480	0.8765060
aou + nitrate	Atlantic	(28.1,28.15]	0.9368797	0.9229670	0.9532830
aou + nitrate	Atlantic	(28.15,28.2]	0.9652268	0.9637617	0.9673242
aou + nitrate	Atlantic	(28.2, Inf]	0.9007650	0.8994783	0.9017510
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9359507	0.9316296	0.9403942
aou + nitrate	Indo-Pacific	(26,26.5]	0.8645998	0.8566830	0.8707906
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7929997	0.7787543	0.8181659
aou + nitrate	Indo-Pacific	(26.75,27]	0.8535736	0.8469577	0.8608186
aou + nitrate	Indo-Pacific	(27,27.25]	0.9249710	0.9186518	0.9287542
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9528410	0.9508845	0.9544029
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9755161	0.9749094	0.9760548
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9930972	0.9924336	0.9936995
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9930634	0.9928693	0.9933009
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9933931	0.9928192	0.9939809
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9934062	0.9929405	0.9939145
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9901927	0.9897847	0.9907308
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9870400	0.9864215	0.9873706
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9235289	0.9122834	0.9325884
aou + phosphate	Atlantic	(-Inf,26]	0.9372529	0.9036152	0.9741171
aou + phosphate	Atlantic	(26,26.5]	0.8825491	0.8805816	0.8848621
aou + phosphate	Atlantic	(26.5,26.75]	0.9406212	0.9319140	0.9506261
aou + phosphate	Atlantic	(26.75,27]	0.9613676	0.9589207	0.9650679
aou + phosphate	Atlantic	(27,27.25]	0.9252281	0.9214930	0.9286191
aou + phosphate	Atlantic	(27.25,27.5]	0.8170890	0.8136167	0.8200067
aou + phosphate	Atlantic	(27.5,27.75]	0.5773261	0.5590205	0.6002562
aou + phosphate	Atlantic	(27.75,27.85]	0.3247951	0.2880075	0.3784496
aou + phosphate	Atlantic	(27.85,27.95]	0.1594890	0.1351704	0.2011790
aou + phosphate	Atlantic	(27.95,28.05]	0.5283448	0.4909843	0.5928942
aou + phosphate	Atlantic	(28.05,28.1]	0.8173751	0.7787489	0.8715585
aou + phosphate	Atlantic	(28.1,28.15]	0.9350377	0.9211191	0.9515585
aou + phosphate	Atlantic	(28.15,28.2]	0.9679979	0.9664979	0.9701874
aou + phosphate	Atlantic	(28.2, Inf]	0.8958755	0.8935545	0.8974024
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9677936	0.9651985	0.9694043
aou + phosphate	Indo-Pacific	(26,26.5]	0.9606248	0.9590885	0.9624483
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9710056	0.9691466	0.9723679
aou + phosphate	Indo-Pacific	(26.75,27]	0.9775958	0.9760561	0.9789231
aou + phosphate	Indo-Pacific	(27,27.25]	0.9834894	0.9829600	0.9843371
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9872638	0.9869660	0.9874244
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9902931	0.9900230	0.9905254
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9954332	0.9949521	0.9957169
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9958969	0.9957747	0.9960443
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9952265	0.9947236	0.9955114
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9962798	0.9958594	0.9968099
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9942036	0.9938972	0.9947213
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9930468	0.9926381	0.9937421
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9120397	0.8953424	0.9258128
aou + phosphate_star	Atlantic	(-Inf,26]	0.1041609	0.0587451	0.1401343
aou + phosphate_star	Atlantic	(26,26.5]	0.4096932	0.3872424	0.4283688
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1938196	0.1448362	0.2208225
aou + phosphate_star	Atlantic	(26.75,27]	-0.0711944	-0.1243218	-0.0387944
aou + phosphate_star	Atlantic	(27,27.25]	-0.0167620	-0.0525700	0.0042771
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0470568	-0.0587449	-0.0284335
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2902306	-0.2993262	-0.2726882
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3783765	-0.4205638	-0.3075951
aou + phosphate_star	Atlantic	(27.85,27.95]	-0.3175838	-0.3420703	-0.2686383
aou + phosphate_star	Atlantic	(27.95,28.05]	0.2154209	0.1732450	0.2945631
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6355171	0.5737914	0.7243363
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8350912	0.8071131	0.8660099
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8974820	0.8953724	0.8994774
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7331969	0.7240942	0.7403816
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6255621	0.6121516	0.6383740
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4315239	0.4071021	0.4550967
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4454884	0.4221188	0.4581259
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5842290	0.5714778	0.6040708
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6289490	0.6174991	0.6350197
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3346351	0.3174345	0.3655976
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1941082	-0.2112452	-0.1779137
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4950803	-0.5153686	-0.4703332
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4206718	-0.4378976	-0.4020821
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4359632	-0.4681100	-0.4092392
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1611416	-0.1779378	-0.1404390
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0489375	-0.1033864	-0.0007549
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2235980	0.2097867	0.2501329
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7418899	-0.7491536	-0.7373345
aou + silicate	Atlantic	(-Inf,26]	0.1346425	0.0624063	0.2578269
aou + silicate	Atlantic	(26,26.5]	0.2224175	0.1830900	0.2633474
aou + silicate	Atlantic	(26.5,26.75]	0.6147828	0.5946280	0.6545478
aou + silicate	Atlantic	(26.75,27]	0.7922776	0.7830070	0.8049810
aou + silicate	Atlantic	(27,27.25]	0.6741914	0.6485221	0.7005025
aou + silicate	Atlantic	(27.25,27.5]	0.4977558	0.4867894	0.5066174
aou + silicate	Atlantic	(27.5,27.75]	0.1898072	0.1740871	0.2198543
aou + silicate	Atlantic	(27.75,27.85]	-0.1090424	-0.1484738	-0.0444014
aou + silicate	Atlantic	(27.85,27.95]	-0.0920558	-0.1164475	-0.0494830
aou + silicate	Atlantic	(27.95,28.05]	0.3997909	0.3674648	0.4609999
aou + silicate	Atlantic	(28.05,28.1]	0.7940585	0.7506054	0.8476154
aou + silicate	Atlantic	(28.1,28.15]	0.9390041	0.9307084	0.9511949
aou + silicate	Atlantic	(28.15,28.2]	0.9640517	0.9621481	0.9656134
aou + silicate	Atlantic	(28.2, Inf]	0.6857002	0.6709110	0.7017203
aou + silicate	Indo-Pacific	(-Inf,26]	0.8641874	0.8623259	0.8655670
aou + silicate	Indo-Pacific	(26,26.5]	0.7913827	0.7886419	0.7943726
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7830064	0.7805525	0.7877824
aou + silicate	Indo-Pacific	(26.75,27]	0.8678363	0.8626471	0.8740820
aou + silicate	Indo-Pacific	(27,27.25]	0.9331459	0.9327013	0.9337665
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9532906	0.9528243	0.9537317
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9644216	0.9640885	0.9648224
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9832243	0.9828583	0.9834251
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9826027	0.9822325	0.9830890
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9894622	0.9889022	0.9903234
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9939922	0.9936225	0.9942708
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9863854	0.9856521	0.9873287
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9054771	0.9043448	0.9066011
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7946691	0.7786259	0.8115327
nitrate + phosphate	Atlantic	(-Inf,26]	0.7436236	0.5740874	0.9708301
nitrate + phosphate	Atlantic	(26,26.5]	0.7460869	0.7269595	0.7716793
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9559326	0.9550539	0.9567267
nitrate + phosphate	Atlantic	(26.75,27]	0.9742646	0.9720602	0.9765695
nitrate + phosphate	Atlantic	(27,27.25]	0.9830103	0.9820775	0.9846754
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9915804	0.9914332	0.9917416
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9937969	0.9936921	0.9938638
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9957359	0.9954958	0.9960826
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9982825	0.9982022	0.9983528
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9991986	0.9991662	0.9992323
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997308	0.9996993	0.9997580
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997527	0.9997479	0.9997608
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9983329	0.9982709	0.9983816
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9927714	0.9924435	0.9930519
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9609832	0.9542870	0.9668398
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8892759	0.8786587	0.8954490
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8128062	0.7982688	0.8400329
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8762239	0.8718762	0.8836682
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9390264	0.9317247	0.9441071
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9559835	0.9537074	0.9577156
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9808612	0.9803173	0.9815362
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9950910	0.9941736	0.9959183
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9976369	0.9974819	0.9977974
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9989164	0.9988155	0.9990741
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982887	0.9982064	0.9983342
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973045	0.9971982	0.9974580
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9931675	0.9929560	0.9934566
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9800884	0.9793973	0.9806158
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1932898	0.0849772	0.3007553
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3323621	0.3045690	0.3664533
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2952101	0.2520705	0.3465095
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0289672	-0.0217359	0.0746891
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2162727	0.1836210	0.2474440
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4279678	0.4103293	0.4469370
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5175160	0.5075245	0.5291093
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6893445	0.6674693	0.7055172
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8596592	0.8547308	0.8647411
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9331264	0.9290608	0.9357999
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9603805	0.9565068	0.9658311
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9738349	0.9713907	0.9757349
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9794068	0.9785876	0.9799166
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9484747	0.9444144	0.9510481
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7746522	0.7625909	0.7875154
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6033503	0.5784039	0.6198475
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5713645	0.5495876	0.5932885
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7030941	0.6980951	0.7096588
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7383259	0.7225452	0.7488294
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4395360	0.4252735	0.4675015
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0681500	-0.0864836	-0.0513517
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4265165	-0.4480869	-0.4000250
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3293614	-0.3483455	-0.3092002
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3387175	-0.3767676	-0.3107634
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0586763	-0.0719467	-0.0369680
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0767486	0.0186480	0.1257201
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3507141	0.3356079	0.3752989
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4439343	-0.4757349	-0.4111164
nitrate + silicate	Atlantic	(-Inf,26]	0.5685018	0.4622165	0.6292232
nitrate + silicate	Atlantic	(26,26.5]	0.6051516	0.6004896	0.6084392
nitrate + silicate	Atlantic	(26.5,26.75]	0.7173715	0.7034010	0.7443190
nitrate + silicate	Atlantic	(26.75,27]	0.8468127	0.8397845	0.8537333
nitrate + silicate	Atlantic	(27,27.25]	0.8203570	0.8078906	0.8342258
nitrate + silicate	Atlantic	(27.25,27.5]	0.8224466	0.8194693	0.8263971
nitrate + silicate	Atlantic	(27.5,27.75]	0.8308095	0.8282220	0.8335239
nitrate + silicate	Atlantic	(27.75,27.85]	0.8174589	0.8068427	0.8253461
nitrate + silicate	Atlantic	(27.85,27.95]	0.9107652	0.9088958	0.9136629
nitrate + silicate	Atlantic	(27.95,28.05]	0.9542852	0.9530209	0.9561340
nitrate + silicate	Atlantic	(28.05,28.1]	0.9816842	0.9804741	0.9825070
nitrate + silicate	Atlantic	(28.1,28.15]	0.9884073	0.9880429	0.9886309
nitrate + silicate	Atlantic	(28.15,28.2]	0.9579921	0.9573396	0.9587702
nitrate + silicate	Atlantic	(28.2, Inf]	0.7447494	0.7384709	0.7485927
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8808389	0.8779107	0.8826161
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8225615	0.8125789	0.8326386
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8341867	0.8252943	0.8482584
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8899499	0.8863082	0.8957657
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9422463	0.9362183	0.9461558
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9609143	0.9590388	0.9632396
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9795788	0.9787387	0.9801443
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9903599	0.9901950	0.9905415
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9910227	0.9909237	0.9911228
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9931642	0.9923124	0.9940458
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9929293	0.9927232	0.9931894
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9843712	0.9836281	0.9855239
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9004301	0.8987427	0.9028772
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8645503	0.8598104	0.8675924
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3676799	0.2450275	0.4686913
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7767593	0.7628016	0.7861001
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5082999	0.4694123	0.5538998
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1991959	0.1523954	0.2399485
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3586398	0.3341482	0.3781213
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5311323	0.5162211	0.5471194
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6026194	0.5936111	0.6134200
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7501123	0.7319372	0.7625065
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8842135	0.8804481	0.8884734
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9418162	0.9381640	0.9439683
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9635224	0.9601627	0.9686956
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9753753	0.9728428	0.9773767
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9788829	0.9780637	0.9793995
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9562265	0.9540245	0.9582785
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7836412	0.7764420	0.7916141
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6598694	0.6431684	0.6748288
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6430075	0.6288647	0.6521636
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7381120	0.7315041	0.7502086
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7553102	0.7473000	0.7612960
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4779936	0.4611166	0.5059914
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0573424	-0.0764955	-0.0388624
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4113883	-0.4279407	-0.3873550
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3384571	-0.3580325	-0.3189049
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3482356	-0.3837380	-0.3232834
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0774620	-0.0896596	-0.0552409
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0565517	-0.0027084	0.1065866
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3302112	0.3121204	0.3581188
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4107984	-0.4519384	-0.3672706
sal + aou	Atlantic	(-Inf,26]	-0.3764422	-0.4387375	-0.3450811
sal + aou	Atlantic	(26,26.5]	-0.3696355	-0.3990254	-0.3494735
sal + aou	Atlantic	(26.5,26.75]	0.2011438	0.1586466	0.2531771
sal + aou	Atlantic	(26.75,27]	0.4126596	0.3867935	0.4504095
sal + aou	Atlantic	(27,27.25]	0.3610844	0.3456763	0.3771907
sal + aou	Atlantic	(27.25,27.5]	0.3464747	0.2934426	0.3806324
sal + aou	Atlantic	(27.5,27.75]	0.6348578	0.6080129	0.6505336
sal + aou	Atlantic	(27.75,27.85]	0.6242986	0.5806023	0.6541322
sal + aou	Atlantic	(27.85,27.95]	0.5262807	0.4888698	0.5524857
sal + aou	Atlantic	(27.95,28.05]	-0.0521844	-0.1305069	-0.0048940
sal + aou	Atlantic	(28.05,28.1]	-0.5742421	-0.6582829	-0.5086419
sal + aou	Atlantic	(28.1,28.15]	-0.8144512	-0.8437501	-0.7865024
sal + aou	Atlantic	(28.15,28.2]	-0.8657007	-0.8665533	-0.8647057
sal + aou	Atlantic	(28.2, Inf]	-0.7262908	-0.7321789	-0.7160659
sal + aou	Indo-Pacific	(-Inf,26]	-0.2853295	-0.2941724	-0.2795915
sal + aou	Indo-Pacific	(26,26.5]	-0.2010169	-0.2264318	-0.1761576
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2222257	-0.2427743	-0.1937114
sal + aou	Indo-Pacific	(26.75,27]	-0.4476267	-0.4688664	-0.4300628
sal + aou	Indo-Pacific	(27,27.25]	-0.5600552	-0.5691004	-0.5510767
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2898097	-0.3330020	-0.2550094
sal + aou	Indo-Pacific	(27.5,27.75]	0.3895027	0.3714379	0.4182750
sal + aou	Indo-Pacific	(27.75,27.85]	0.6839059	0.6619802	0.6992540
sal + aou	Indo-Pacific	(27.85,27.95]	0.7538562	0.7393749	0.7658457
sal + aou	Indo-Pacific	(27.95,28.05]	0.8335092	0.8264607	0.8442451
sal + aou	Indo-Pacific	(28.05,28.1]	0.8352939	0.8334465	0.8371624
sal + aou	Indo-Pacific	(28.1,28.2]	0.8180055	0.7999647	0.8415170
sal + aou	Indo-Pacific	(28.2,28.3]	0.5673811	0.5469822	0.5842312
sal + aou	Indo-Pacific	(28.3, Inf]	0.8695775	0.8649277	0.8736073
sal + nitrate	Atlantic	(-Inf,26]	-0.6630953	-0.7083450	-0.6021533
sal + nitrate	Atlantic	(26,26.5]	-0.3800928	-0.3886855	-0.3711840
sal + nitrate	Atlantic	(26.5,26.75]	0.1388759	0.0746843	0.1849100
sal + nitrate	Atlantic	(26.75,27]	0.3594773	0.3333679	0.3943127
sal + nitrate	Atlantic	(27,27.25]	0.2091854	0.1710200	0.2335215
sal + nitrate	Atlantic	(27.25,27.5]	-0.0156013	-0.0962104	0.0390223
sal + nitrate	Atlantic	(27.5,27.75]	0.2403447	0.2223374	0.2645433
sal + nitrate	Atlantic	(27.75,27.85]	-0.3666891	-0.3899283	-0.3470955
sal + nitrate	Atlantic	(27.85,27.95]	-0.6826058	-0.6889497	-0.6767451
sal + nitrate	Atlantic	(27.95,28.05]	-0.8372003	-0.8485115	-0.8254409
sal + nitrate	Atlantic	(28.05,28.1]	-0.9240286	-0.9303099	-0.9178661
sal + nitrate	Atlantic	(28.1,28.15]	-0.9609523	-0.9628122	-0.9587141
sal + nitrate	Atlantic	(28.15,28.2]	-0.9599973	-0.9628686	-0.9579159
sal + nitrate	Atlantic	(28.2, Inf]	-0.9047371	-0.9132460	-0.8961961
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4202131	-0.4283723	-0.4101664
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4629301	-0.4737644	-0.4486302
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5018396	-0.5124262	-0.4866852
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6659314	-0.6756651	-0.6593896
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7174644	-0.7280036	-0.7074719
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4258951	-0.4621920	-0.3965380
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2808925	0.2633582	0.3093718
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6225978	0.5998898	0.6385803
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6926081	0.6765049	0.7060971
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7738758	0.7662719	0.7880560
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7722482	0.7695452	0.7752374
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7437406	0.7219230	0.7734550
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4779035	0.4574429	0.4967370
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7388420	0.7370298	0.7417494
sal + phosphate	Atlantic	(-Inf,26]	-0.3176099	-0.4779371	-0.2010798
sal + phosphate	Atlantic	(26,26.5]	-0.5968967	-0.6080378	-0.5803577
sal + phosphate	Atlantic	(26.5,26.75]	-0.0553839	-0.1290287	-0.0051943
sal + phosphate	Atlantic	(26.75,27]	0.2357804	0.2083344	0.2722307
sal + phosphate	Atlantic	(27,27.25]	0.0764195	0.0433622	0.1005805
sal + phosphate	Atlantic	(27.25,27.5]	-0.1273994	-0.2074780	-0.0736571
sal + phosphate	Atlantic	(27.5,27.75]	0.1431033	0.1233014	0.1686368
sal + phosphate	Atlantic	(27.75,27.85]	-0.4430627	-0.4664790	-0.4264748
sal + phosphate	Atlantic	(27.85,27.95]	-0.7183686	-0.7254985	-0.7121947
sal + phosphate	Atlantic	(27.95,28.05]	-0.8486065	-0.8594020	-0.8373525
sal + phosphate	Atlantic	(28.05,28.1]	-0.9286948	-0.9345429	-0.9231871
sal + phosphate	Atlantic	(28.1,28.15]	-0.9623238	-0.9641893	-0.9599781
sal + phosphate	Atlantic	(28.15,28.2]	-0.9483915	-0.9517346	-0.9459949
sal + phosphate	Atlantic	(28.2, Inf]	-0.8625340	-0.8697158	-0.8533064
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3677922	-0.3817661	-0.3469984
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4128328	-0.4330047	-0.3901918
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4179641	-0.4334515	-0.3975956
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5955593	-0.6081709	-0.5859896
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6669477	-0.6769276	-0.6602180
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3976772	-0.4380058	-0.3625515
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2852829	0.2632180	0.3175209
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6233896	0.6019101	0.6352896
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7041329	0.6890353	0.7184847
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7869455	0.7807360	0.7985662
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7962626	0.7931361	0.7998684
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7733004	0.7523883	0.8007257
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5482772	0.5267743	0.5683281
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8055421	0.7956409	0.8150968
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4123063	-0.5987678	-0.2791444
sal + phosphate_star	Atlantic	(26,26.5]	-0.8143029	-0.8338628	-0.8032476
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7748110	-0.8012264	-0.7538682
sal + phosphate_star	Atlantic	(26.75,27]	-0.7426737	-0.7555158	-0.7289951
sal + phosphate_star	Atlantic	(27,27.25]	-0.7724941	-0.8030449	-0.7327360
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8037941	-0.8466392	-0.7798211
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5528377	-0.5716466	-0.5347892
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8875163	-0.8970445	-0.8737354
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9448198	-0.9513389	-0.9409348
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9621192	-0.9675476	-0.9581596
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9845697	-0.9892146	-0.9809471
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9932781	-0.9939330	-0.9928572
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9768889	-0.9787744	-0.9751469
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8887584	-0.8941138	-0.8855817
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6698686	-0.6839230	-0.6441281
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8786734	-0.8821930	-0.8724271
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9155820	-0.9198386	-0.9134418
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9300888	-0.9325398	-0.9282721
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9242533	-0.9260706	-0.9227550
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8357311	-0.8412777	-0.8274069
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8157376	-0.8225139	-0.8109551
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9018696	-0.9085992	-0.8976326
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8137233	-0.8187259	-0.8070563
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7847504	-0.8063147	-0.7686549
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5897499	-0.6013787	-0.5807751
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4460939	-0.4707408	-0.4290317
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2180093	-0.2285075	-0.2102829
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6791421	-0.6839246	-0.6721943
sal + silicate	Atlantic	(-Inf,26]	-0.8357340	-0.9306607	-0.7516506
sal + silicate	Atlantic	(26,26.5]	0.0963882	0.0564269	0.1685802
sal + silicate	Atlantic	(26.5,26.75]	0.2321640	0.2167198	0.2440938
sal + silicate	Atlantic	(26.75,27]	0.1338253	0.1008232	0.1545283
sal + silicate	Atlantic	(27,27.25]	-0.1740957	-0.2462261	-0.1204604
sal + silicate	Atlantic	(27.25,27.5]	-0.3603934	-0.4443777	-0.3027522
sal + silicate	Atlantic	(27.5,27.75]	-0.1373938	-0.1460522	-0.1226076
sal + silicate	Atlantic	(27.75,27.85]	-0.7476172	-0.7576848	-0.7314084
sal + silicate	Atlantic	(27.85,27.95]	-0.8573033	-0.8621871	-0.8545144
sal + silicate	Atlantic	(27.95,28.05]	-0.9016360	-0.9076427	-0.8932934
sal + silicate	Atlantic	(28.05,28.1]	-0.9356157	-0.9378766	-0.9321630
sal + silicate	Atlantic	(28.1,28.15]	-0.9450752	-0.9483389	-0.9390978
sal + silicate	Atlantic	(28.15,28.2]	-0.8552319	-0.8591122	-0.8514403
sal + silicate	Atlantic	(28.2, Inf]	-0.4621889	-0.4723582	-0.4419877
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5381822	-0.5433326	-0.5301199
sal + silicate	Indo-Pacific	(26,26.5]	-0.5995474	-0.6146611	-0.5801102
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6529011	-0.6620999	-0.6354611
sal + silicate	Indo-Pacific	(26.75,27]	-0.7387338	-0.7457063	-0.7331425
sal + silicate	Indo-Pacific	(27,27.25]	-0.7550787	-0.7613616	-0.7481978
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5082811	-0.5444783	-0.4782535
sal + silicate	Indo-Pacific	(27.5,27.75]	0.2016825	0.1839978	0.2316325
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5805979	0.5558802	0.5946457
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6786180	0.6633458	0.6928216
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7802453	0.7735729	0.7906003
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8008683	0.7987263	0.8040398
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8044223	0.7871007	0.8269128
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7148439	0.6924210	0.7355063
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8234059	0.8071344	0.8386409
sal + temp	Atlantic	(-Inf,26]	0.7393830	0.6855077	0.7836374
sal + temp	Atlantic	(26,26.5]	0.9504405	0.9453062	0.9572197
sal + temp	Atlantic	(26.5,26.75]	0.9715392	0.9693550	0.9728718
sal + temp	Atlantic	(26.75,27]	0.9706800	0.9703450	0.9710554
sal + temp	Atlantic	(27,27.25]	0.9633627	0.9616214	0.9643072
sal + temp	Atlantic	(27.25,27.5]	0.9736957	0.9729594	0.9744770
sal + temp	Atlantic	(27.5,27.75]	0.9721365	0.9716416	0.9730342
sal + temp	Atlantic	(27.75,27.85]	0.9864882	0.9854966	0.9872898
sal + temp	Atlantic	(27.85,27.95]	0.9804599	0.9793201	0.9816522
sal + temp	Atlantic	(27.95,28.05]	0.9726877	0.9724165	0.9730995
sal + temp	Atlantic	(28.05,28.1]	0.9732606	0.9711418	0.9748997
sal + temp	Atlantic	(28.1,28.15]	0.9720109	0.9706768	0.9731857
sal + temp	Atlantic	(28.15,28.2]	0.9703175	0.9696482	0.9711509
sal + temp	Atlantic	(28.2, Inf]	0.9217900	0.9214608	0.9223849
sal + temp	Indo-Pacific	(-Inf,26]	0.8174653	0.8116112	0.8258694
sal + temp	Indo-Pacific	(26,26.5]	0.9558123	0.9552778	0.9567738
sal + temp	Indo-Pacific	(26.5,26.75]	0.9815126	0.9811532	0.9820414
sal + temp	Indo-Pacific	(26.75,27]	0.9764831	0.9763861	0.9766560
sal + temp	Indo-Pacific	(27,27.25]	0.9748413	0.9740631	0.9759096
sal + temp	Indo-Pacific	(27.25,27.5]	0.9176924	0.9158563	0.9205705
sal + temp	Indo-Pacific	(27.5,27.75]	0.8451167	0.8428765	0.8474441
sal + temp	Indo-Pacific	(27.75,27.85]	0.9620818	0.9610661	0.9639426
sal + temp	Indo-Pacific	(27.85,27.95]	0.9252944	0.9241241	0.9271188
sal + temp	Indo-Pacific	(27.95,28.05]	0.9398674	0.9372053	0.9445194
sal + temp	Indo-Pacific	(28.05,28.1]	0.9534429	0.9514536	0.9558408
sal + temp	Indo-Pacific	(28.1,28.2]	0.8915777	0.8830018	0.8983051
sal + temp	Indo-Pacific	(28.2,28.3]	0.8471497	0.8463465	0.8487306
sal + temp	Indo-Pacific	(28.3, Inf]	0.9158863	0.9138063	0.9198888
silicate + phosphate	Atlantic	(-Inf,26]	0.0010076	-0.2192111	0.3247863
silicate + phosphate	Atlantic	(26,26.5]	-0.0521539	-0.0785484	-0.0164111
silicate + phosphate	Atlantic	(26.5,26.75]	0.5516516	0.5272215	0.5888573
silicate + phosphate	Atlantic	(26.75,27]	0.8434788	0.8380097	0.8532314
silicate + phosphate	Atlantic	(27,27.25]	0.8707908	0.8594434	0.8817918
silicate + phosphate	Atlantic	(27.25,27.5]	0.8741601	0.8712737	0.8783072
silicate + phosphate	Atlantic	(27.5,27.75]	0.8775126	0.8756753	0.8802370
silicate + phosphate	Atlantic	(27.75,27.85]	0.8648339	0.8571120	0.8697756
silicate + phosphate	Atlantic	(27.85,27.95]	0.9318547	0.9302477	0.9339281
silicate + phosphate	Atlantic	(27.95,28.05]	0.9632975	0.9623384	0.9647887
silicate + phosphate	Atlantic	(28.05,28.1]	0.9852663	0.9843666	0.9859948
silicate + phosphate	Atlantic	(28.1,28.15]	0.9909137	0.9906496	0.9911974
silicate + phosphate	Atlantic	(28.15,28.2]	0.9711502	0.9706994	0.9717297
silicate + phosphate	Atlantic	(28.2, Inf]	0.8164812	0.8107057	0.8199970
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8901779	0.8862905	0.8923095
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8855744	0.8844428	0.8866622
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8659491	0.8646118	0.8680015
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9157961	0.9134312	0.9180720
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9554841	0.9544727	0.9566744
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9714824	0.9705729	0.9720831
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9797759	0.9793276	0.9803928
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9880761	0.9876683	0.9888377
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9882530	0.9881728	0.9883048
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9937823	0.9929374	0.9946769
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9954124	0.9952366	0.9955567
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9885623	0.9880795	0.9894209
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9229644	0.9220380	0.9246999
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9406441	0.9373019	0.9436153
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1740357	-0.1559708	0.6465692
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3396068	-0.3510025	-0.3307762
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0360905	0.0043010	0.0740839
silicate + phosphate_star	Atlantic	(26.75,27]	0.2481218	0.2082960	0.3135486
silicate + phosphate_star	Atlantic	(27,27.25]	0.6310005	0.5994131	0.6780913
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7666886	0.7551423	0.7756149
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8338403	0.8230860	0.8394369
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9236527	0.9206190	0.9256952
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9391790	0.9373376	0.9420137
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9537961	0.9509219	0.9563400
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9563456	0.9526085	0.9623569
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9596869	0.9542206	0.9635735
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9257583	0.9240383	0.9269026
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7791579	0.7725967	0.7891372
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7586396	0.7435656	0.7672939
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7627444	0.7489917	0.7732592
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7762142	0.7619180	0.7878375
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8035601	0.7995460	0.8089947
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7838896	0.7761772	0.7883283
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5276819	0.5116469	0.5551683
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0043536	-0.0126086	0.0204108
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3895396	-0.4073137	-0.3621123
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3075515	-0.3296041	-0.2866490
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3450777	-0.3793652	-0.3187213
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0991513	-0.1121173	-0.0779098
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0292939	-0.0263793	0.0757236
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3232859	0.3046532	0.3523422
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2804138	-0.3211488	-0.2400039
temp + aou	Atlantic	(-Inf,26]	-0.5660852	-0.5904031	-0.5232112
temp + aou	Atlantic	(26,26.5]	-0.4207243	-0.4472827	-0.4057576
temp + aou	Atlantic	(26.5,26.75]	0.0967891	0.0685753	0.1282158
temp + aou	Atlantic	(26.75,27]	0.3323544	0.3084821	0.3740874
temp + aou	Atlantic	(27,27.25]	0.3249994	0.3156659	0.3402619
temp + aou	Atlantic	(27.25,27.5]	0.3623678	0.3160629	0.3918805
temp + aou	Atlantic	(27.5,27.75]	0.6417264	0.6160621	0.6579861
temp + aou	Atlantic	(27.75,27.85]	0.6371661	0.5853861	0.6723198
temp + aou	Atlantic	(27.85,27.95]	0.5539347	0.5176765	0.5737800
temp + aou	Atlantic	(27.95,28.05]	0.0567686	-0.0228772	0.1074670
temp + aou	Atlantic	(28.05,28.1]	-0.4256314	-0.5292377	-0.3546608
temp + aou	Atlantic	(28.1,28.15]	-0.7032394	-0.7385139	-0.6712639
temp + aou	Atlantic	(28.15,28.2]	-0.7955031	-0.7977290	-0.7935571
temp + aou	Atlantic	(28.2, Inf]	-0.6256135	-0.6320344	-0.6191426
temp + aou	Indo-Pacific	(-Inf,26]	-0.4039844	-0.4081575	-0.3974295
temp + aou	Indo-Pacific	(26,26.5]	-0.2385874	-0.2657790	-0.2135604
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2147681	-0.2273826	-0.1907306
temp + aou	Indo-Pacific	(26.75,27]	-0.4023493	-0.4217717	-0.3924217
temp + aou	Indo-Pacific	(27,27.25]	-0.5248171	-0.5386768	-0.5107034
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2829010	-0.3244539	-0.2553661
temp + aou	Indo-Pacific	(27.5,27.75]	0.2932418	0.2701264	0.3155704
temp + aou	Indo-Pacific	(27.75,27.85]	0.6956185	0.6774529	0.7111425
temp + aou	Indo-Pacific	(27.85,27.95]	0.7140188	0.7120400	0.7177280
temp + aou	Indo-Pacific	(27.95,28.05]	0.7558441	0.7499304	0.7642325
temp + aou	Indo-Pacific	(28.05,28.1]	0.7597533	0.7590572	0.7602327
temp + aou	Indo-Pacific	(28.1,28.2]	0.7429533	0.7325670	0.7555250
temp + aou	Indo-Pacific	(28.2,28.3]	0.7070684	0.7005942	0.7174662
temp + aou	Indo-Pacific	(28.3, Inf]	0.9381731	0.9357151	0.9411883
temp + nitrate	Atlantic	(-Inf,26]	-0.7485927	-0.7706565	-0.7161661
temp + nitrate	Atlantic	(26,26.5]	-0.4213858	-0.4394753	-0.4104306
temp + nitrate	Atlantic	(26.5,26.75]	0.0282840	-0.0227838	0.0550254
temp + nitrate	Atlantic	(26.75,27]	0.2650861	0.2335932	0.3019106
temp + nitrate	Atlantic	(27,27.25]	0.1623446	0.1304677	0.1798596
temp + nitrate	Atlantic	(27.25,27.5]	0.0082613	-0.0668147	0.0614380
temp + nitrate	Atlantic	(27.5,27.75]	0.2312335	0.2218636	0.2369563
temp + nitrate	Atlantic	(27.75,27.85]	-0.3642155	-0.3837224	-0.3367664
temp + nitrate	Atlantic	(27.85,27.95]	-0.6576344	-0.6615647	-0.6553327
temp + nitrate	Atlantic	(27.95,28.05]	-0.7773078	-0.7876989	-0.7641324
temp + nitrate	Atlantic	(28.05,28.1]	-0.8508471	-0.8570123	-0.8451895
temp + nitrate	Atlantic	(28.1,28.15]	-0.8974943	-0.8997750	-0.8948844
temp + nitrate	Atlantic	(28.15,28.2]	-0.9179672	-0.9210677	-0.9142645
temp + nitrate	Atlantic	(28.2, Inf]	-0.8714779	-0.8780091	-0.8667611
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5590291	-0.5642811	-0.5530931
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5061838	-0.5195049	-0.4904017
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5004582	-0.5091450	-0.4872361
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6376144	-0.6482773	-0.6267176
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6978175	-0.7126377	-0.6828911
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4457413	-0.4808983	-0.4234610
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1430474	0.1183872	0.1666568
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.6328739	0.6139501	0.6485093
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6434193	0.6403771	0.6489726
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6879943	0.6815240	0.7007316
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6899718	0.6866157	0.6929500
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6521090	0.6379042	0.6694653
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6009254	0.5935519	0.6138830
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.7754374	0.7645027	0.7880433
temp + phosphate	Atlantic	(-Inf,26]	-0.6130638	-0.6879440	-0.5194206
temp + phosphate	Atlantic	(26,26.5]	-0.6300712	-0.6445875	-0.6112866
temp + phosphate	Atlantic	(26.5,26.75]	-0.1492084	-0.2051306	-0.1209510
temp + phosphate	Atlantic	(26.75,27]	0.1525981	0.1220128	0.1895936
temp + phosphate	Atlantic	(27,27.25]	0.0485284	0.0232759	0.0640485
temp + phosphate	Atlantic	(27.25,27.5]	-0.0949056	-0.1696961	-0.0422847
temp + phosphate	Atlantic	(27.5,27.75]	0.1374604	0.1285226	0.1432239
temp + phosphate	Atlantic	(27.75,27.85]	-0.4405774	-0.4606140	-0.4163587
temp + phosphate	Atlantic	(27.85,27.95]	-0.6929951	-0.6962305	-0.6908597
temp + phosphate	Atlantic	(27.95,28.05]	-0.7914653	-0.8011561	-0.7790154
temp + phosphate	Atlantic	(28.05,28.1]	-0.8566227	-0.8624939	-0.8517644
temp + phosphate	Atlantic	(28.1,28.15]	-0.9003058	-0.9024308	-0.8974179
temp + phosphate	Atlantic	(28.15,28.2]	-0.9122138	-0.9154640	-0.9084646
temp + phosphate	Atlantic	(28.2, Inf]	-0.8599319	-0.8647520	-0.8544572
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5021809	-0.5155436	-0.4837208
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4554842	-0.4771899	-0.4328860
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4152552	-0.4235806	-0.3987420
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5599861	-0.5705575	-0.5521413
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6416596	-0.6565431	-0.6296700
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.4109584	-0.4496132	-0.3837054
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1692294	0.1435232	0.1937473
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.6333731	0.6158760	0.6453584
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6560149	0.6524392	0.6615818
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6976293	0.6913889	0.7079166
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7085570	0.7047626	0.7120854
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6762979	0.6627621	0.6926890
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6526847	0.6452302	0.6674272
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7994662	0.7800153	0.8188255
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7238234	-0.7988195	-0.6534396
temp + phosphate_star	Atlantic	(26,26.5]	-0.8229031	-0.8374191	-0.8082259
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7940331	-0.8121439	-0.7735771
temp + phosphate_star	Atlantic	(26.75,27]	-0.7701367	-0.7780894	-0.7564564
temp + phosphate_star	Atlantic	(27,27.25]	-0.7703176	-0.7961316	-0.7394267
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.7805747	-0.8237588	-0.7526448
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.5691857	-0.5729494	-0.5641203
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8949415	-0.9026311	-0.8863994
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9374120	-0.9395226	-0.9360973
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9430903	-0.9463858	-0.9396751
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9593372	-0.9615617	-0.9559486
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9702952	-0.9713071	-0.9684821
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9720339	-0.9740148	-0.9708280
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9488080	-0.9539584	-0.9414774
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8265907	-0.8442500	-0.8044429
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9191077	-0.9235772	-0.9123817
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9303989	-0.9332097	-0.9289018
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9409588	-0.9438576	-0.9369367
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9438297	-0.9472403	-0.9411075
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9418898	-0.9437601	-0.9397368
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9588800	-0.9593002	-0.9584329
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9313188	-0.9370625	-0.9264103
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9030209	-0.9077437	-0.8940351
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8874194	-0.8989555	-0.8770067
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7318313	-0.7431656	-0.7136971
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6688297	-0.6986153	-0.6319227
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4117061	-0.4310702	-0.3917334
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8376991	-0.8415616	-0.8339200
temp + silicate	Atlantic	(-Inf,26]	-0.5316357	-0.6959572	-0.4492790
temp + silicate	Atlantic	(26,26.5]	0.0919926	0.0667828	0.1165453
temp + silicate	Atlantic	(26.5,26.75]	0.1419741	0.1156450	0.1655217
temp + silicate	Atlantic	(26.75,27]	0.0219155	-0.0097749	0.0462325
temp + silicate	Atlantic	(27,27.25]	-0.2200379	-0.2801827	-0.1824241
temp + silicate	Atlantic	(27.25,27.5]	-0.3256419	-0.4056590	-0.2652567
temp + silicate	Atlantic	(27.5,27.75]	-0.1554566	-0.1656421	-0.1386389
temp + silicate	Atlantic	(27.75,27.85]	-0.7425049	-0.7512474	-0.7337518
temp + silicate	Atlantic	(27.85,27.95]	-0.8236422	-0.8249015	-0.8226151
temp + silicate	Atlantic	(27.95,28.05]	-0.8572544	-0.8621017	-0.8482529
temp + silicate	Atlantic	(28.05,28.1]	-0.8644999	-0.8734237	-0.8577832
temp + silicate	Atlantic	(28.1,28.15]	-0.8836057	-0.8889587	-0.8758970
temp + silicate	Atlantic	(28.15,28.2]	-0.8254446	-0.8301423	-0.8193537
temp + silicate	Atlantic	(28.2, Inf]	-0.6109813	-0.6233188	-0.5981496
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6009889	-0.6090780	-0.5937894
temp + silicate	Indo-Pacific	(26,26.5]	-0.6186779	-0.6364811	-0.5989874
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6566399	-0.6684044	-0.6410884
temp + silicate	Indo-Pacific	(26.75,27]	-0.7208555	-0.7265978	-0.7148254
temp + silicate	Indo-Pacific	(27,27.25]	-0.7432190	-0.7529603	-0.7324400
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5216980	-0.5571697	-0.4988025
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0743174	0.0517901	0.0967605
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5911809	0.5686513	0.6066921
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6137514	0.6093132	0.6214512
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6867377	0.6796799	0.6979633
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7159052	0.7123978	0.7183464
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6792600	0.6657714	0.6938521
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6649747	0.6566888	0.6811733
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7353225	0.7135231	0.7581182

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")

Version	Author	Date
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]	0.4335797	0.3679465	0.4955122
aou	Atlantic	(26,26.5]	0.0497139	-0.0234514	0.1171645
aou	Atlantic	(26.5,26.75]	-0.0097523	-0.1550031	0.0740597
aou	Atlantic	(26.75,27]	0.0184709	-0.2128479	0.2201447
aou	Atlantic	(27,27.25]	-0.3042720	-0.4725756	-0.1308565
aou	Atlantic	(27.25,27.5]	-0.3419968	-0.4428501	-0.2387240
aou	Atlantic	(27.5,27.75]	-0.1798270	-0.2422229	-0.1289497
aou	Atlantic	(27.75,27.85]	0.0392145	0.0108049	0.0733228
aou	Atlantic	(27.85,27.95]	0.0009536	-0.0200688	0.0224376
aou	Atlantic	(27.95,28.05]	-0.4540649	-0.4801315	-0.4259619
aou	Atlantic	(28.05,28.1]	-0.8078114	-0.8419772	-0.7662756
aou	Atlantic	(28.1,28.15]	-0.9256629	-0.9363758	-0.9075247
aou	Atlantic	(28.15,28.2]	-0.9522408	-0.9587309	-0.9478080
aou	Atlantic	(28.2, Inf]	-0.8162707	-0.8320931	-0.8022770
aou	Indo-Pacific	(-Inf,26]	-0.1082934	-0.2232483	0.0366667
aou	Indo-Pacific	(26,26.5]	-0.4346045	-0.5622245	-0.2755255
aou	Indo-Pacific	(26.5,26.75]	-0.6999479	-0.7754442	-0.5995625
aou	Indo-Pacific	(26.75,27]	-0.8348102	-0.8771178	-0.7822272
aou	Indo-Pacific	(27,27.25]	-0.7826154	-0.8455713	-0.7081984
aou	Indo-Pacific	(27.25,27.5]	-0.6510659	-0.8055966	-0.4365264
aou	Indo-Pacific	(27.5,27.75]	-0.2577718	-0.7047916	0.3296573
aou	Indo-Pacific	(27.75,27.85]	0.1735741	-0.4256582	0.7657165
aou	Indo-Pacific	(27.85,27.95]	0.3189187	-0.1763105	0.7963440
aou	Indo-Pacific	(27.95,28.05]	0.2890722	-0.1739536	0.7246765
aou	Indo-Pacific	(28.05,28.1]	0.3978577	0.1003328	0.6768326
aou	Indo-Pacific	(28.1,28.2]	0.4020848	0.1620390	0.6288297
aou	Indo-Pacific	(28.2,28.3]	0.5289102	0.4319453	0.6282920
aou	Indo-Pacific	(28.3, Inf]	0.3643257	0.1939725	0.5180389
nitrate	Atlantic	(-Inf,26]	0.1467214	0.0012351	0.2959431
nitrate	Atlantic	(26,26.5]	-0.2008027	-0.3400099	-0.0743233
nitrate	Atlantic	(26.5,26.75]	-0.1651428	-0.3024568	-0.0807964
nitrate	Atlantic	(26.75,27]	-0.0878479	-0.3112208	0.1060704
nitrate	Atlantic	(27,27.25]	-0.5045448	-0.6450554	-0.3579118
nitrate	Atlantic	(27.25,27.5]	-0.7140409	-0.7768236	-0.6443161
nitrate	Atlantic	(27.5,27.75]	-0.8317177	-0.8619759	-0.7949150
nitrate	Atlantic	(27.75,27.85]	-0.8730661	-0.8848751	-0.8592213
nitrate	Atlantic	(27.85,27.95]	-0.9529207	-0.9581822	-0.9484788
nitrate	Atlantic	(27.95,28.05]	-0.9408690	-0.9433175	-0.9361030
nitrate	Atlantic	(28.05,28.1]	-0.9930314	-0.9933980	-0.9924638
nitrate	Atlantic	(28.1,28.15]	-0.9936465	-0.9944602	-0.9926426
nitrate	Atlantic	(28.15,28.2]	-0.9940417	-0.9950120	-0.9932242
nitrate	Atlantic	(28.2, Inf]	-0.9653331	-0.9692934	-0.9621125
nitrate	Indo-Pacific	(-Inf,26]	-0.1087735	-0.2175065	0.0336629
nitrate	Indo-Pacific	(26,26.5]	-0.4280655	-0.5283364	-0.2905341
nitrate	Indo-Pacific	(26.5,26.75]	-0.6366404	-0.6844660	-0.5864559
nitrate	Indo-Pacific	(26.75,27]	-0.7367804	-0.7749533	-0.6892547
nitrate	Indo-Pacific	(27,27.25]	-0.7429958	-0.8073724	-0.6732864
nitrate	Indo-Pacific	(27.25,27.5]	-0.6383674	-0.7885954	-0.4299223
nitrate	Indo-Pacific	(27.5,27.75]	-0.2799612	-0.7144926	0.2918176
nitrate	Indo-Pacific	(27.75,27.85]	0.1999121	-0.3903112	0.7771124
nitrate	Indo-Pacific	(27.85,27.95]	0.3538345	-0.1279050	0.8134795
nitrate	Indo-Pacific	(27.95,28.05]	0.3387657	-0.1061164	0.7511277
nitrate	Indo-Pacific	(28.05,28.1]	0.4491466	0.1709362	0.7088383
nitrate	Indo-Pacific	(28.1,28.2]	0.4664449	0.2499310	0.6660827
nitrate	Indo-Pacific	(28.2,28.3]	0.5989783	0.5222596	0.6746552
nitrate	Indo-Pacific	(28.3, Inf]	0.1494346	0.0245902	0.2501801
phosphate	Atlantic	(-Inf,26]	0.4554439	0.4161077	0.5078078
phosphate	Atlantic	(26,26.5]	0.0569695	0.0325442	0.0896197
phosphate	Atlantic	(26.5,26.75]	-0.1774319	-0.2746722	-0.1080500
phosphate	Atlantic	(26.75,27]	-0.1443636	-0.3328758	0.0248742
phosphate	Atlantic	(27,27.25]	-0.5700243	-0.6928758	-0.4362885
phosphate	Atlantic	(27.25,27.5]	-0.7612027	-0.8133198	-0.7030284
phosphate	Atlantic	(27.5,27.75]	-0.8616800	-0.8856400	-0.8307139
phosphate	Atlantic	(27.75,27.85]	-0.9079665	-0.9176936	-0.8958654
phosphate	Atlantic	(27.85,27.95]	-0.9626654	-0.9659570	-0.9593667
phosphate	Atlantic	(27.95,28.05]	-0.9462021	-0.9500357	-0.9416316
phosphate	Atlantic	(28.05,28.1]	-0.9934120	-0.9937059	-0.9930075
phosphate	Atlantic	(28.1,28.15]	-0.9938609	-0.9946355	-0.9928385
phosphate	Atlantic	(28.15,28.2]	-0.9934521	-0.9940467	-0.9928772
phosphate	Atlantic	(28.2, Inf]	-0.9775850	-0.9791109	-0.9765320
phosphate	Indo-Pacific	(-Inf,26]	-0.1419374	-0.2683148	0.0128669
phosphate	Indo-Pacific	(26,26.5]	-0.5619291	-0.6865959	-0.4066826
phosphate	Indo-Pacific	(26.5,26.75]	-0.7936968	-0.8604519	-0.7053151
phosphate	Indo-Pacific	(26.75,27]	-0.8719661	-0.9111055	-0.8201783
phosphate	Indo-Pacific	(27,27.25]	-0.8261550	-0.8809025	-0.7613180
phosphate	Indo-Pacific	(27.25,27.5]	-0.7061151	-0.8412856	-0.5152446
phosphate	Indo-Pacific	(27.5,27.75]	-0.2884327	-0.7150573	0.2754579
phosphate	Indo-Pacific	(27.75,27.85]	0.2064298	-0.3753545	0.7764040
phosphate	Indo-Pacific	(27.85,27.95]	0.3561152	-0.1214481	0.8125606
phosphate	Indo-Pacific	(27.95,28.05]	0.3272157	-0.1164182	0.7395447
phosphate	Indo-Pacific	(28.05,28.1]	0.4223285	0.1402751	0.6867902
phosphate	Indo-Pacific	(28.1,28.2]	0.4271599	0.2083964	0.6318854
phosphate	Indo-Pacific	(28.2,28.3]	0.5399555	0.4553040	0.6244153
phosphate	Indo-Pacific	(28.3, Inf]	0.0580178	-0.0639918	0.1595354
phosphate_star	Atlantic	(-Inf,26]	-0.0825145	-0.1892749	-0.0256280
phosphate_star	Atlantic	(26,26.5]	0.1181475	0.0886857	0.1538581
phosphate_star	Atlantic	(26.5,26.75]	-0.3690820	-0.4071280	-0.3143785
phosphate_star	Atlantic	(26.75,27]	-0.4552525	-0.5299729	-0.3340095
phosphate_star	Atlantic	(27,27.25]	-0.6738411	-0.7548477	-0.6050388
phosphate_star	Atlantic	(27.25,27.5]	-0.7526452	-0.8170067	-0.6904105
phosphate_star	Atlantic	(27.5,27.75]	-0.7761850	-0.8059469	-0.7386529
phosphate_star	Atlantic	(27.75,27.85]	-0.9028612	-0.9322490	-0.8695967
phosphate_star	Atlantic	(27.85,27.95]	-0.9171474	-0.9364033	-0.8982701
phosphate_star	Atlantic	(27.95,28.05]	-0.8996524	-0.9209085	-0.8873634
phosphate_star	Atlantic	(28.05,28.1]	-0.9556127	-0.9692213	-0.9438465
phosphate_star	Atlantic	(28.1,28.15]	-0.9682543	-0.9778162	-0.9587639
phosphate_star	Atlantic	(28.15,28.2]	-0.9775452	-0.9835894	-0.9721301
phosphate_star	Atlantic	(28.2, Inf]	-0.9647375	-0.9763059	-0.9529097
phosphate_star	Indo-Pacific	(-Inf,26]	0.0459832	-0.0532809	0.1601960
phosphate_star	Indo-Pacific	(26,26.5]	-0.5547080	-0.6103168	-0.4824004
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6834661	-0.6935047	-0.6771712
phosphate_star	Indo-Pacific	(26.75,27]	-0.6379195	-0.6708377	-0.5879107
phosphate_star	Indo-Pacific	(27,27.25]	-0.6478687	-0.6761354	-0.6282590
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5264556	-0.5489705	-0.5130910
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1595572	-0.3826056	0.0132062
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2737823	-0.1953897	0.6689766
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3065371	-0.0935966	0.6555464
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3371312	-0.0283944	0.6936227
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3735930	0.1392849	0.6147135
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3756247	0.1885518	0.5675857
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3846368	0.2758642	0.4898223
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6534817	-0.7997866	-0.4944593
sal	Atlantic	(-Inf,26]	0.5440377	0.4461757	0.6610719
sal	Atlantic	(26,26.5]	-0.1196953	-0.1776054	-0.0797112
sal	Atlantic	(26.5,26.75]	-0.0336735	-0.1337540	0.0430177
sal	Atlantic	(26.75,27]	-0.0435842	-0.2304442	0.0998309
sal	Atlantic	(27,27.25]	0.1015422	-0.0590593	0.2771314
sal	Atlantic	(27.25,27.5]	0.2376176	0.1099795	0.4054950
sal	Atlantic	(27.5,27.75]	-0.0815610	-0.1585905	-0.0134436
sal	Atlantic	(27.75,27.85]	0.6200631	0.5697937	0.6493084
sal	Atlantic	(27.85,27.95]	0.7554394	0.7181028	0.7798455
sal	Atlantic	(27.95,28.05]	0.7730448	0.7510672	0.8021080
sal	Atlantic	(28.05,28.1]	0.9119148	0.9071752	0.9197170
sal	Atlantic	(28.1,28.15]	0.9529614	0.9435693	0.9610558
sal	Atlantic	(28.15,28.2]	0.9534960	0.9489257	0.9614967
sal	Atlantic	(28.2, Inf]	0.8222193	0.8073121	0.8477345
sal	Indo-Pacific	(-Inf,26]	-0.1349368	-0.1574544	-0.1234824
sal	Indo-Pacific	(26,26.5]	0.3172292	0.2839452	0.3355245
sal	Indo-Pacific	(26.5,26.75]	0.4574084	0.4371936	0.4785526
sal	Indo-Pacific	(26.75,27]	0.4462557	0.3988565	0.4747846
sal	Indo-Pacific	(27,27.25]	0.4432259	0.4005098	0.4913408
sal	Indo-Pacific	(27.25,27.5]	0.2123846	0.1476167	0.2646832
sal	Indo-Pacific	(27.5,27.75]	-0.1790920	-0.3654304	0.1126705
sal	Indo-Pacific	(27.75,27.85]	-0.2630539	-0.7238944	0.2839329
sal	Indo-Pacific	(27.85,27.95]	-0.1325073	-0.5922681	0.3710249
sal	Indo-Pacific	(27.95,28.05]	-0.1129795	-0.5754910	0.3568185
sal	Indo-Pacific	(28.05,28.1]	-0.0124351	-0.3520941	0.3159604
sal	Indo-Pacific	(28.1,28.2]	0.0367331	-0.2214272	0.2965982
sal	Indo-Pacific	(28.2,28.3]	0.0480596	-0.0846792	0.1818826
sal	Indo-Pacific	(28.3, Inf]	0.2712378	0.1100562	0.4300845
silicate	Atlantic	(-Inf,26]	-0.5728205	-0.5936151	-0.5368885
silicate	Atlantic	(26,26.5]	-0.4455444	-0.5953591	-0.3482562
silicate	Atlantic	(26.5,26.75]	-0.3392869	-0.4719273	-0.2467011
silicate	Atlantic	(26.75,27]	-0.3856746	-0.5551466	-0.2119208
silicate	Atlantic	(27,27.25]	-0.7972971	-0.8533418	-0.7362779
silicate	Atlantic	(27.25,27.5]	-0.8984818	-0.9133547	-0.8769350
silicate	Atlantic	(27.5,27.75]	-0.9179246	-0.9222403	-0.9143924
silicate	Atlantic	(27.75,27.85]	-0.9330965	-0.9414975	-0.9243800
silicate	Atlantic	(27.85,27.95]	-0.9286020	-0.9351179	-0.9202203
silicate	Atlantic	(27.95,28.05]	-0.9012943	-0.9134817	-0.8934671
silicate	Atlantic	(28.05,28.1]	-0.9742264	-0.9759021	-0.9733156
silicate	Atlantic	(28.1,28.15]	-0.9821102	-0.9842912	-0.9803444
silicate	Atlantic	(28.15,28.2]	-0.9584538	-0.9635296	-0.9525578
silicate	Atlantic	(28.2, Inf]	-0.8363386	-0.8521326	-0.8251041
silicate	Indo-Pacific	(-Inf,26]	-0.0884302	-0.1797762	0.0380226
silicate	Indo-Pacific	(26,26.5]	-0.6283682	-0.7334865	-0.5010344
silicate	Indo-Pacific	(26.5,26.75]	-0.7549592	-0.8050920	-0.6919438
silicate	Indo-Pacific	(26.75,27]	-0.7353465	-0.7773224	-0.6796468
silicate	Indo-Pacific	(27,27.25]	-0.6898743	-0.7583418	-0.6120706
silicate	Indo-Pacific	(27.25,27.5]	-0.6025825	-0.7480769	-0.3992008
silicate	Indo-Pacific	(27.5,27.75]	-0.2277869	-0.6603536	0.3319439
silicate	Indo-Pacific	(27.75,27.85]	0.2405450	-0.3445248	0.8030464
silicate	Indo-Pacific	(27.85,27.95]	0.3756309	-0.1031428	0.8309412
silicate	Indo-Pacific	(27.95,28.05]	0.3456394	-0.1001680	0.7621043
silicate	Indo-Pacific	(28.05,28.1]	0.4348825	0.1489378	0.7039461
silicate	Indo-Pacific	(28.1,28.2]	0.4559773	0.2302595	0.6664760
silicate	Indo-Pacific	(28.2,28.3]	0.5837077	0.4823782	0.6800778
silicate	Indo-Pacific	(28.3, Inf]	-0.1260601	-0.2384456	-0.0203274
temp	Atlantic	(-Inf,26]	-0.0192156	-0.1234025	0.1393659
temp	Atlantic	(26,26.5]	-0.2791630	-0.3130078	-0.2600864
temp	Atlantic	(26.5,26.75]	-0.0498708	-0.1345755	0.0071673
temp	Atlantic	(26.75,27]	-0.0110882	-0.1709365	0.0861591
temp	Atlantic	(27,27.25]	0.1274109	0.0027550	0.2730651
temp	Atlantic	(27.25,27.5]	0.2013647	0.0756896	0.3600741
temp	Atlantic	(27.5,27.75]	-0.0618364	-0.1078859	-0.0274895
temp	Atlantic	(27.75,27.85]	0.6297187	0.5747475	0.6656206
temp	Atlantic	(27.85,27.95]	0.7343762	0.7004738	0.7656534
temp	Atlantic	(27.95,28.05]	0.7254317	0.7041306	0.7619362
temp	Atlantic	(28.05,28.1]	0.8355584	0.8183482	0.8548531
temp	Atlantic	(28.1,28.15]	0.8805216	0.8649876	0.8952705
temp	Atlantic	(28.15,28.2]	0.9067003	0.8989585	0.9185716
temp	Atlantic	(28.2, Inf]	0.8538493	0.8402777	0.8797449
temp	Indo-Pacific	(-Inf,26]	-0.4467294	-0.4995875	-0.3976887
temp	Indo-Pacific	(26,26.5]	0.2633816	0.2127808	0.3001546
temp	Indo-Pacific	(26.5,26.75]	0.4333509	0.4205828	0.4431557
temp	Indo-Pacific	(26.75,27]	0.3916018	0.3354898	0.4202945
temp	Indo-Pacific	(27,27.25]	0.4149843	0.3738561	0.4706213
temp	Indo-Pacific	(27.25,27.5]	0.3357120	0.3079690	0.3644720
temp	Indo-Pacific	(27.5,27.75]	0.0710746	-0.0946388	0.3086157
temp	Indo-Pacific	(27.75,27.85]	-0.2311182	-0.7000923	0.3143053
temp	Indo-Pacific	(27.85,27.95]	-0.1564870	-0.5962126	0.3196949
temp	Indo-Pacific	(27.95,28.05]	-0.1871844	-0.6333432	0.2664578
temp	Indo-Pacific	(28.05,28.1]	-0.0944952	-0.4330732	0.2333303
temp	Indo-Pacific	(28.1,28.2]	-0.0822263	-0.3631507	0.2034571
temp	Indo-Pacific	(28.2,28.3]	0.0563891	-0.1001962	0.2255297
temp	Indo-Pacific	(28.3, Inf]	0.3448464	0.1544486	0.5245059

rm(cor_target_predictor, cor_target_predictor_stats)

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

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

06 July, 2021