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
1133f28	Donghe-Zhu	2021-07-06
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

Version	Author	Date
1133f28	Donghe-Zhu	2021-07-06
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")

Version	Author	Date
1133f28	Donghe-Zhu	2021-07-06
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]	0.8447678	0.8203750	0.8617979
aou + nitrate	Atlantic	(26,26.5]	0.9143658	0.9084396	0.9257329
aou + nitrate	Atlantic	(26.5,26.75]	0.9748750	0.9739889	0.9758544
aou + nitrate	Atlantic	(26.75,27]	0.9832782	0.9827509	0.9840509
aou + nitrate	Atlantic	(27,27.25]	0.9629889	0.9597728	0.9654729
aou + nitrate	Atlantic	(27.25,27.5]	0.8554234	0.8494973	0.8651162
aou + nitrate	Atlantic	(27.5,27.75]	0.6056781	0.5925267	0.6269582
aou + nitrate	Atlantic	(27.75,27.85]	0.3915786	0.3573504	0.4225959
aou + nitrate	Atlantic	(27.85,27.95]	0.5809564	0.5440410	0.6338536
aou + nitrate	Atlantic	(27.95,28.05]	0.9181442	0.9125840	0.9268441
aou + nitrate	Atlantic	(28.05,28.1]	0.7379025	0.7018313	0.7739603
aou + nitrate	Atlantic	(28.1,28.15]	0.7494391	0.7168688	0.7907288
aou + nitrate	Atlantic	(28.15,28.2]	0.8496319	0.8119088	0.8838645
aou + nitrate	Atlantic	(28.2, Inf]	0.8679845	0.8554621	0.8846396
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9312737	0.9293723	0.9324739
aou + nitrate	Indo-Pacific	(26,26.5]	0.8458861	0.8434518	0.8485559
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7662027	0.7601713	0.7736196
aou + nitrate	Indo-Pacific	(26.75,27]	0.8436119	0.8388275	0.8495873
aou + nitrate	Indo-Pacific	(27,27.25]	0.9245105	0.9211859	0.9276352
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9493348	0.9457448	0.9528093
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9727974	0.9703709	0.9743407
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9926050	0.9924048	0.9928378
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9925679	0.9923897	0.9927819
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9939215	0.9935189	0.9943819
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9915364	0.9914604	0.9915903
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9895900	0.9893613	0.9897620
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9887941	0.9885252	0.9892120
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.7219362	0.6981844	0.7531052
aou + phosphate	Atlantic	(-Inf,26]	0.9376014	0.9371148	0.9383190
aou + phosphate	Atlantic	(26,26.5]	0.8893716	0.8841995	0.8963924
aou + phosphate	Atlantic	(26.5,26.75]	0.9531209	0.9520174	0.9540016
aou + phosphate	Atlantic	(26.75,27]	0.9647489	0.9645615	0.9650053
aou + phosphate	Atlantic	(27,27.25]	0.9242623	0.9190935	0.9287349
aou + phosphate	Atlantic	(27.25,27.5]	0.7951004	0.7862152	0.8073443
aou + phosphate	Atlantic	(27.5,27.75]	0.5348079	0.5193522	0.5596327
aou + phosphate	Atlantic	(27.75,27.85]	0.3193251	0.2823089	0.3529799
aou + phosphate	Atlantic	(27.85,27.95]	0.5465499	0.5095919	0.5989672
aou + phosphate	Atlantic	(27.95,28.05]	0.9112254	0.9053831	0.9204259
aou + phosphate	Atlantic	(28.05,28.1]	0.7309479	0.6938253	0.7683669
aou + phosphate	Atlantic	(28.1,28.15]	0.7468240	0.7138860	0.7884176
aou + phosphate	Atlantic	(28.15,28.2]	0.8586893	0.8218529	0.8920920
aou + phosphate	Atlantic	(28.2, Inf]	0.8855373	0.8763423	0.8974524
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9673749	0.9671428	0.9678228
aou + phosphate	Indo-Pacific	(26,26.5]	0.9598987	0.9594789	0.9605230
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9744900	0.9738618	0.9749838
aou + phosphate	Indo-Pacific	(26.75,27]	0.9796251	0.9794331	0.9797238
aou + phosphate	Indo-Pacific	(27,27.25]	0.9854665	0.9853642	0.9855535
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9870568	0.9865444	0.9874253
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9896700	0.9895550	0.9897978
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948336	0.9946492	0.9950031
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9964001	0.9961984	0.9967034
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9963089	0.9960983	0.9967005
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9945037	0.9944064	0.9945881
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9937734	0.9935914	0.9939233
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9929057	0.9924392	0.9933183
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6359970	0.6074484	0.6740337
aou + phosphate_star	Atlantic	(-Inf,26]	0.1819314	0.1072861	0.3243365
aou + phosphate_star	Atlantic	(26,26.5]	0.4110859	0.4079358	0.4150824
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1784158	0.1437799	0.2011770
aou + phosphate_star	Atlantic	(26.75,27]	-0.0965221	-0.1113292	-0.0774933
aou + phosphate_star	Atlantic	(27,27.25]	-0.0249052	-0.0333817	-0.0151607
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0946609	-0.1198485	-0.0727096
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3124689	-0.3284193	-0.2851783
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3618664	-0.4093541	-0.3114720
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1893234	0.1409144	0.2539431
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7935498	0.7716134	0.8145611
aou + phosphate_star	Atlantic	(28.05,28.1]	0.4273458	0.3518675	0.5017333
aou + phosphate_star	Atlantic	(28.1,28.15]	0.4712514	0.4258084	0.5337243
aou + phosphate_star	Atlantic	(28.15,28.2]	0.6587158	0.5844077	0.7300120
aou + phosphate_star	Atlantic	(28.2, Inf]	0.6879109	0.6584386	0.7280131
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5934658	0.5893402	0.5958328
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4170800	0.4127214	0.4206637
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4849041	0.4734412	0.4943414
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6100611	0.6006122	0.6171750
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6843792	0.6701769	0.6939136
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3503715	0.2853480	0.4012473
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2930182	-0.3386077	-0.2490190
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5977574	-0.6032436	-0.5895001
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3460313	-0.3865474	-0.3044852
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1701650	-0.2169113	-0.1280825
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2577378	-0.2777884	-0.2463099
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0530795	-0.0883545	-0.0050232
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4397754	0.4126096	0.4555209
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5602760	-0.5907628	-0.5417960
aou + silicate	Atlantic	(-Inf,26]	0.0571746	0.0334085	0.0912083
aou + silicate	Atlantic	(26,26.5]	0.2634064	0.2365259	0.3121030
aou + silicate	Atlantic	(26.5,26.75]	0.6222100	0.5983013	0.6657143
aou + silicate	Atlantic	(26.75,27]	0.8056048	0.7893952	0.8191195
aou + silicate	Atlantic	(27,27.25]	0.7427568	0.7248411	0.7547942
aou + silicate	Atlantic	(27.25,27.5]	0.5333855	0.5253634	0.5424706
aou + silicate	Atlantic	(27.5,27.75]	0.2196590	0.2084854	0.2410324
aou + silicate	Atlantic	(27.75,27.85]	-0.0606280	-0.0841335	-0.0428100
aou + silicate	Atlantic	(27.85,27.95]	0.2850011	0.2556625	0.3227320
aou + silicate	Atlantic	(27.95,28.05]	0.8396793	0.8293068	0.8522954
aou + silicate	Atlantic	(28.05,28.1]	0.7640643	0.7339110	0.7988245
aou + silicate	Atlantic	(28.1,28.15]	0.8368353	0.8127935	0.8662999
aou + silicate	Atlantic	(28.15,28.2]	0.9228830	0.9091067	0.9353633
aou + silicate	Atlantic	(28.2, Inf]	0.7503277	0.7449343	0.7602538
aou + silicate	Indo-Pacific	(-Inf,26]	0.8347957	0.8325207	0.8377173
aou + silicate	Indo-Pacific	(26,26.5]	0.7715017	0.7687340	0.7738252
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7843553	0.7811868	0.7901111
aou + silicate	Indo-Pacific	(26.75,27]	0.8748731	0.8709256	0.8789170
aou + silicate	Indo-Pacific	(27,27.25]	0.9406040	0.9398780	0.9410841
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9546055	0.9538716	0.9550294
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9658654	0.9646905	0.9670237
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9830469	0.9828492	0.9831861
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9834612	0.9831884	0.9838454
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9926469	0.9916361	0.9934093
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9923937	0.9921766	0.9925650
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9796827	0.9794312	0.9800727
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9077834	0.9064828	0.9089325
aou + silicate	Indo-Pacific	(28.3, Inf]	0.2415395	0.2230751	0.2777706
nitrate + phosphate	Atlantic	(-Inf,26]	0.7029457	0.6672320	0.7287941
nitrate + phosphate	Atlantic	(26,26.5]	0.8300826	0.8214744	0.8449085
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9677107	0.9668168	0.9685222
nitrate + phosphate	Atlantic	(26.75,27]	0.9791802	0.9785146	0.9799900
nitrate + phosphate	Atlantic	(27,27.25]	0.9865565	0.9859581	0.9873195
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9921984	0.9918873	0.9923970
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944171	0.9942268	0.9947664
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9963792	0.9962097	0.9965328
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986974	0.9986189	0.9987405
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9994074	0.9993692	0.9994412
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997290	0.9997046	0.9997616
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997956	0.9997821	0.9998125
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9978860	0.9978267	0.9979674
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9898282	0.9892530	0.9903355
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9524561	0.9511795	0.9531611
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8622859	0.8594088	0.8654090
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7788252	0.7711027	0.7854827
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8598624	0.8551144	0.8661561
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9342373	0.9295863	0.9391975
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9531064	0.9487428	0.9573092
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9781816	0.9750803	0.9804772
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9952715	0.9950173	0.9956497
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9975710	0.9974177	0.9977033
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987949	0.9986512	0.9988759
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980977	0.9980461	0.9981306
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9971458	0.9970880	0.9971870
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9929803	0.9928318	0.9931481
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9518856	0.9490209	0.9545246
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1379003	0.0837848	0.2384981
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4287939	0.4237770	0.4364174
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2906244	0.2505918	0.3169119
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0172972	0.0028396	0.0376980
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2217375	0.2108416	0.2432915
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4250956	0.4128187	0.4357449
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5497304	0.5479261	0.5520872
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7128868	0.7031359	0.7269281
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9070464	0.9055053	0.9085811
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9679459	0.9623607	0.9712154
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9240317	0.9126008	0.9347777
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9361669	0.9342511	0.9390507
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9542771	0.9462560	0.9628722
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9485418	0.9446374	0.9538992
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7306101	0.7277755	0.7325796
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5569419	0.5554127	0.5597170
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5606919	0.5534024	0.5699305
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6949499	0.6863752	0.7033708
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7636155	0.7621764	0.7645567
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4565907	0.3951100	0.5052221
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1648398	-0.2126718	-0.1219866
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5293561	-0.5359920	-0.5247295
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2499126	-0.2903141	-0.2090943
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0724000	-0.1187129	-0.0265337
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1419950	-0.1629176	-0.1303269
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0763237	0.0408431	0.1228643
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5418202	0.5181465	0.5577232
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1334134	0.1099331	0.1558346
nitrate + silicate	Atlantic	(-Inf,26]	0.5544836	0.5340130	0.5739739
nitrate + silicate	Atlantic	(26,26.5]	0.5568190	0.5466250	0.5768120
nitrate + silicate	Atlantic	(26.5,26.75]	0.7052968	0.6854217	0.7394569
nitrate + silicate	Atlantic	(26.75,27]	0.8593603	0.8461820	0.8706496
nitrate + silicate	Atlantic	(27,27.25]	0.8730556	0.8656198	0.8787433
nitrate + silicate	Atlantic	(27.25,27.5]	0.8531211	0.8516906	0.8559189
nitrate + silicate	Atlantic	(27.5,27.75]	0.8572440	0.8558744	0.8579494
nitrate + silicate	Atlantic	(27.75,27.85]	0.8351426	0.8343301	0.8358226
nitrate + silicate	Atlantic	(27.85,27.95]	0.9154576	0.9108355	0.9185116
nitrate + silicate	Atlantic	(27.95,28.05]	0.9633443	0.9613434	0.9649794
nitrate + silicate	Atlantic	(28.05,28.1]	0.9782790	0.9756427	0.9810575
nitrate + silicate	Atlantic	(28.1,28.15]	0.9757955	0.9748560	0.9772390
nitrate + silicate	Atlantic	(28.15,28.2]	0.8812190	0.8703450	0.8919883
nitrate + silicate	Atlantic	(28.2, Inf]	0.6704426	0.6581966	0.6845746
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8555314	0.8523081	0.8582843
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7944124	0.7924820	0.7976030
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8124500	0.8052438	0.8165396
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8769622	0.8756719	0.8781505
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9363924	0.9315307	0.9420614
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9591472	0.9571932	0.9612736
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9787516	0.9769538	0.9802933
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9898976	0.9897111	0.9901530
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9897947	0.9894447	0.9902721
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9913826	0.9903845	0.9919316
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9902494	0.9899164	0.9904297
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9790039	0.9787340	0.9791930
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9095169	0.9080922	0.9122634
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6950116	0.6867955	0.7052448
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4514076	0.3873746	0.5732214
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7713946	0.7593054	0.7815021
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4632285	0.4309552	0.4816363
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1643820	0.1501125	0.1835404
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3537368	0.3408612	0.3762038
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5241452	0.5151285	0.5323676
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6262692	0.6255074	0.6272386
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7658000	0.7580311	0.7774787
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9244251	0.9225193	0.9254291
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9726823	0.9676186	0.9755198
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9284677	0.9177187	0.9383876
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9378580	0.9359353	0.9406378
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9505774	0.9422037	0.9595252
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9435562	0.9371480	0.9524543
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7632534	0.7587014	0.7655482
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6499740	0.6445804	0.6541451
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6652275	0.6574363	0.6716884
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7526164	0.7454701	0.7579514
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7943493	0.7829149	0.8020593
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4936791	0.4359017	0.5389527
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1545593	-0.2010691	-0.1099548
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5151186	-0.5210532	-0.5077396
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2683458	-0.3076839	-0.2293432
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.0887126	-0.1338332	-0.0437659
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1580972	-0.1792054	-0.1463213
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0549410	0.0183305	0.1025566
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5350441	0.5088424	0.5536072
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2758001	0.2488083	0.3022921
sal + aou	Atlantic	(-Inf,26]	-0.3673227	-0.4106209	-0.3294246
sal + aou	Atlantic	(26,26.5]	-0.3738711	-0.4015175	-0.3462148
sal + aou	Atlantic	(26.5,26.75]	0.2616756	0.2288780	0.3011863
sal + aou	Atlantic	(26.75,27]	0.4341546	0.4277099	0.4385970
sal + aou	Atlantic	(27,27.25]	0.3465758	0.3069303	0.3796818
sal + aou	Atlantic	(27.25,27.5]	0.3514536	0.3299900	0.3765427
sal + aou	Atlantic	(27.5,27.75]	0.6721418	0.6608369	0.6808898
sal + aou	Atlantic	(27.75,27.85]	0.6743911	0.6250406	0.7090970
sal + aou	Atlantic	(27.85,27.95]	0.2071260	0.1528031	0.2530440
sal + aou	Atlantic	(27.95,28.05]	-0.6058587	-0.6302413	-0.5868804
sal + aou	Atlantic	(28.05,28.1]	-0.3937045	-0.4582284	-0.3247358
sal + aou	Atlantic	(28.1,28.15]	-0.4652808	-0.5227930	-0.4184201
sal + aou	Atlantic	(28.15,28.2]	-0.6176019	-0.6827220	-0.5478325
sal + aou	Atlantic	(28.2, Inf]	-0.4645856	-0.5170640	-0.4320368
sal + aou	Indo-Pacific	(-Inf,26]	-0.2361526	-0.2421083	-0.2273684
sal + aou	Indo-Pacific	(26,26.5]	-0.1505259	-0.1544902	-0.1476987
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2183753	-0.2250138	-0.2093586
sal + aou	Indo-Pacific	(26.75,27]	-0.4517587	-0.4561479	-0.4433453
sal + aou	Indo-Pacific	(27,27.25]	-0.5911422	-0.5981307	-0.5773679
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2655950	-0.3154412	-0.2021063
sal + aou	Indo-Pacific	(27.5,27.75]	0.5035044	0.4685992	0.5371845
sal + aou	Indo-Pacific	(27.75,27.85]	0.7754329	0.7745062	0.7765922
sal + aou	Indo-Pacific	(27.85,27.95]	0.7639736	0.7595058	0.7685097
sal + aou	Indo-Pacific	(27.95,28.05]	0.8096296	0.7910090	0.8205086
sal + aou	Indo-Pacific	(28.05,28.1]	0.8336657	0.8279614	0.8382508
sal + aou	Indo-Pacific	(28.1,28.2]	0.8156482	0.8025082	0.8245197
sal + aou	Indo-Pacific	(28.2,28.3]	0.5686917	0.5442349	0.5899635
sal + aou	Indo-Pacific	(28.3, Inf]	0.8155907	0.8065274	0.8247481
sal + nitrate	Atlantic	(-Inf,26]	-0.6455147	-0.7037426	-0.6013774
sal + nitrate	Atlantic	(26,26.5]	-0.4242389	-0.4541749	-0.3885882
sal + nitrate	Atlantic	(26.5,26.75]	0.1932658	0.1500950	0.2432372
sal + nitrate	Atlantic	(26.75,27]	0.3705238	0.3634532	0.3752540
sal + nitrate	Atlantic	(27,27.25]	0.1764910	0.1121438	0.2309821
sal + nitrate	Atlantic	(27.25,27.5]	-0.0860338	-0.1278508	-0.0606024
sal + nitrate	Atlantic	(27.5,27.75]	0.1945322	0.1753532	0.2128168
sal + nitrate	Atlantic	(27.75,27.85]	-0.3350840	-0.3694476	-0.3093840
sal + nitrate	Atlantic	(27.85,27.95]	-0.6276509	-0.6377351	-0.6192066
sal + nitrate	Atlantic	(27.95,28.05]	-0.8269777	-0.8347072	-0.8135936
sal + nitrate	Atlantic	(28.05,28.1]	-0.8812713	-0.8833682	-0.8797410
sal + nitrate	Atlantic	(28.1,28.15]	-0.9238820	-0.9269463	-0.9183172
sal + nitrate	Atlantic	(28.15,28.2]	-0.9321735	-0.9368544	-0.9265771
sal + nitrate	Atlantic	(28.2, Inf]	-0.7924179	-0.7981971	-0.7859396
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3658137	-0.3704165	-0.3580164
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3948614	-0.3992117	-0.3916755
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4744159	-0.4830598	-0.4637436
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6525532	-0.6580976	-0.6441829
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7285505	-0.7314323	-0.7229808
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4044511	-0.4477080	-0.3492987
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3933631	0.3590579	0.4279286
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7205137	0.7157772	0.7250519
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7060077	0.7025407	0.7097324
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7552749	0.7332650	0.7692500
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7650970	0.7588468	0.7701919
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7455261	0.7308002	0.7565619
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4999780	0.4750560	0.5195293
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5515224	0.5079784	0.5911144
sal + phosphate	Atlantic	(-Inf,26]	-0.2655126	-0.2836006	-0.2548831
sal + phosphate	Atlantic	(26,26.5]	-0.6469682	-0.6755393	-0.6176214
sal + phosphate	Atlantic	(26.5,26.75]	0.0178528	-0.0199143	0.0655884
sal + phosphate	Atlantic	(26.75,27]	0.2512494	0.2435892	0.2555661
sal + phosphate	Atlantic	(27,27.25]	0.0434857	-0.0268681	0.1036293
sal + phosphate	Atlantic	(27.25,27.5]	-0.1962535	-0.2362190	-0.1692436
sal + phosphate	Atlantic	(27.5,27.75]	0.0976541	0.0812353	0.1146966
sal + phosphate	Atlantic	(27.75,27.85]	-0.4078341	-0.4392239	-0.3830182
sal + phosphate	Atlantic	(27.85,27.95]	-0.6608207	-0.6697239	-0.6544894
sal + phosphate	Atlantic	(27.95,28.05]	-0.8360753	-0.8428596	-0.8238531
sal + phosphate	Atlantic	(28.05,28.1]	-0.8878392	-0.8900724	-0.8865796
sal + phosphate	Atlantic	(28.1,28.15]	-0.9255104	-0.9284442	-0.9200039
sal + phosphate	Atlantic	(28.15,28.2]	-0.9170152	-0.9220798	-0.9110964
sal + phosphate	Atlantic	(28.2, Inf]	-0.7184914	-0.7284868	-0.7077531
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3544313	-0.3600765	-0.3433535
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3682511	-0.3745242	-0.3638205
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4013262	-0.4056289	-0.3945657
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5933348	-0.5979818	-0.5870278
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6846203	-0.6910902	-0.6719352
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3757571	-0.4222752	-0.3172931
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3995007	0.3629931	0.4355296
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7170308	0.7149804	0.7197790
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7202564	0.7179723	0.7234560
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7739965	0.7542703	0.7865760
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7903225	0.7836932	0.7959730
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7735051	0.7586558	0.7843338
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5667508	0.5406151	0.5871107
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5953790	0.5347358	0.6500651
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2675934	-0.3439836	-0.2086807
sal + phosphate_star	Atlantic	(26,26.5]	-0.8836563	-0.8878615	-0.8814002
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7895462	-0.8070991	-0.7734757
sal + phosphate_star	Atlantic	(26.75,27]	-0.7743003	-0.7782702	-0.7704415
sal + phosphate_star	Atlantic	(27,27.25]	-0.8092145	-0.8485476	-0.7715109
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8624669	-0.8817585	-0.8433615
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5909962	-0.6060057	-0.5751798
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8732831	-0.8805160	-0.8628060
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8810208	-0.8857089	-0.8757035
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9167459	-0.9208130	-0.9103686
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9725293	-0.9807398	-0.9640271
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9903532	-0.9921785	-0.9868316
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9805740	-0.9816736	-0.9787468
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8418000	-0.8546966	-0.8331734
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7070904	-0.7128003	-0.6996890
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8663300	-0.8699153	-0.8633983
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9020162	-0.9038084	-0.9009938
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9309176	-0.9331425	-0.9279058
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9187642	-0.9215863	-0.9145622
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8344464	-0.8412802	-0.8289509
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8349935	-0.8374140	-0.8305311
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9259604	-0.9306763	-0.9200410
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7727881	-0.7963172	-0.7484986
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5852614	-0.6126867	-0.5615435
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6382190	-0.6442492	-0.6287351
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4456054	-0.4606609	-0.4269265
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0131706	-0.0038610	0.0339428
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4183264	-0.4922317	-0.3780749
sal + silicate	Atlantic	(-Inf,26]	-0.7564102	-0.7680722	-0.7497270
sal + silicate	Atlantic	(26,26.5]	0.1620930	0.1516308	0.1829165
sal + silicate	Atlantic	(26.5,26.75]	0.3043293	0.2830116	0.3354362
sal + silicate	Atlantic	(26.75,27]	0.1570764	0.1288733	0.1781179
sal + silicate	Atlantic	(27,27.25]	-0.1296947	-0.2219359	-0.0547025
sal + silicate	Atlantic	(27.25,27.5]	-0.3860674	-0.4244703	-0.3607128
sal + silicate	Atlantic	(27.5,27.75]	-0.1438188	-0.1631451	-0.1241421
sal + silicate	Atlantic	(27.75,27.85]	-0.6878167	-0.7189897	-0.6693407
sal + silicate	Atlantic	(27.85,27.95]	-0.8311171	-0.8365416	-0.8241481
sal + silicate	Atlantic	(27.95,28.05]	-0.9025547	-0.9063144	-0.8990188
sal + silicate	Atlantic	(28.05,28.1]	-0.8720860	-0.8772667	-0.8627614
sal + silicate	Atlantic	(28.1,28.15]	-0.8507383	-0.8576230	-0.8422387
sal + silicate	Atlantic	(28.15,28.2]	-0.6738350	-0.7005186	-0.6462626
sal + silicate	Atlantic	(28.2, Inf]	-0.1535768	-0.1877061	-0.1241876
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5406599	-0.5438036	-0.5347137
sal + silicate	Indo-Pacific	(26,26.5]	-0.5807322	-0.5836045	-0.5752591
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6470641	-0.6511561	-0.6394075
sal + silicate	Indo-Pacific	(26.75,27]	-0.7295970	-0.7402724	-0.7232636
sal + silicate	Indo-Pacific	(27,27.25]	-0.7619999	-0.7684035	-0.7504889
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4841013	-0.5258966	-0.4317825
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3273276	0.2902811	0.3626442
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6868523	0.6867103	0.6870384
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7105001	0.7089383	0.7114214
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7879965	0.7658787	0.8020178
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8085316	0.8035481	0.8115422
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8181760	0.8058238	0.8265218
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7170805	0.6899169	0.7363005
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4401621	0.3779884	0.4976461
sal + temp	Atlantic	(-Inf,26]	0.6690070	0.6277301	0.7228217
sal + temp	Atlantic	(26,26.5]	0.9605524	0.9595629	0.9612535
sal + temp	Atlantic	(26.5,26.75]	0.9692038	0.9673695	0.9703061
sal + temp	Atlantic	(26.75,27]	0.9689351	0.9675558	0.9700064
sal + temp	Atlantic	(27,27.25]	0.9630184	0.9622902	0.9639001
sal + temp	Atlantic	(27.25,27.5]	0.9692246	0.9680650	0.9705730
sal + temp	Atlantic	(27.5,27.75]	0.9669891	0.9659173	0.9677706
sal + temp	Atlantic	(27.75,27.85]	0.9865058	0.9857736	0.9870547
sal + temp	Atlantic	(27.85,27.95]	0.9817130	0.9808695	0.9830034
sal + temp	Atlantic	(27.95,28.05]	0.9681838	0.9647540	0.9703944
sal + temp	Atlantic	(28.05,28.1]	0.9632833	0.9615098	0.9652574
sal + temp	Atlantic	(28.1,28.15]	0.9757808	0.9748078	0.9764501
sal + temp	Atlantic	(28.15,28.2]	0.9796026	0.9782692	0.9818693
sal + temp	Atlantic	(28.2, Inf]	0.9364889	0.9254309	0.9434183
sal + temp	Indo-Pacific	(-Inf,26]	0.8174313	0.8117851	0.8213187
sal + temp	Indo-Pacific	(26,26.5]	0.9533496	0.9519886	0.9546993
sal + temp	Indo-Pacific	(26.5,26.75]	0.9798387	0.9794274	0.9803160
sal + temp	Indo-Pacific	(26.75,27]	0.9763308	0.9761515	0.9766336
sal + temp	Indo-Pacific	(27,27.25]	0.9748728	0.9743483	0.9752990
sal + temp	Indo-Pacific	(27.25,27.5]	0.9197864	0.9185789	0.9218567
sal + temp	Indo-Pacific	(27.5,27.75]	0.8716337	0.8695683	0.8726907
sal + temp	Indo-Pacific	(27.75,27.85]	0.9741930	0.9724143	0.9754582
sal + temp	Indo-Pacific	(27.85,27.95]	0.9365446	0.9320016	0.9405490
sal + temp	Indo-Pacific	(27.95,28.05]	0.9289970	0.9258166	0.9306405
sal + temp	Indo-Pacific	(28.05,28.1]	0.9609024	0.9595183	0.9630351
sal + temp	Indo-Pacific	(28.1,28.2]	0.9165769	0.9156630	0.9174878
sal + temp	Indo-Pacific	(28.2,28.3]	0.8683331	0.8604636	0.8768567
sal + temp	Indo-Pacific	(28.3, Inf]	0.8311072	0.8183158	0.8424494
silicate + phosphate	Atlantic	(-Inf,26]	-0.1396263	-0.1713982	-0.0952888
silicate + phosphate	Atlantic	(26,26.5]	0.0245702	-0.0034625	0.0742065
silicate + phosphate	Atlantic	(26.5,26.75]	0.5753743	0.5424233	0.6235850
silicate + phosphate	Atlantic	(26.75,27]	0.8497621	0.8376699	0.8602385
silicate + phosphate	Atlantic	(27,27.25]	0.9036652	0.9005814	0.9064841
silicate + phosphate	Atlantic	(27.25,27.5]	0.8942863	0.8926226	0.8963993
silicate + phosphate	Atlantic	(27.5,27.75]	0.8944751	0.8935579	0.8955070
silicate + phosphate	Atlantic	(27.75,27.85]	0.8758732	0.8749015	0.8764754
silicate + phosphate	Atlantic	(27.85,27.95]	0.9339261	0.9304409	0.9363357
silicate + phosphate	Atlantic	(27.95,28.05]	0.9702686	0.9685749	0.9714264
silicate + phosphate	Atlantic	(28.05,28.1]	0.9812496	0.9788085	0.9837051
silicate + phosphate	Atlantic	(28.1,28.15]	0.9777139	0.9768085	0.9790729
silicate + phosphate	Atlantic	(28.15,28.2]	0.9051532	0.8956142	0.9143598
silicate + phosphate	Atlantic	(28.2, Inf]	0.7658300	0.7577937	0.7758803
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8845729	0.8836349	0.8854613
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8782658	0.8745329	0.8802100
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8657232	0.8628759	0.8709331
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9197403	0.9186629	0.9204739
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9577804	0.9573317	0.9580700
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9714888	0.9705739	0.9720515
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9805167	0.9792421	0.9816010
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9879507	0.9875213	0.9881979
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9872187	0.9869506	0.9873629
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9935079	0.9927056	0.9940033
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9944433	0.9941951	0.9946002
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9831239	0.9829873	0.9832313
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9307958	0.9294524	0.9322401
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8510027	0.8479525	0.8544471
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0922394	-0.1165280	-0.0554184
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2782028	-0.2904505	-0.2666937
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0359176	-0.0209203	0.0727393
silicate + phosphate_star	Atlantic	(26.75,27]	0.2097604	0.2016721	0.2165319
silicate + phosphate_star	Atlantic	(27,27.25]	0.5445606	0.5265596	0.5797119
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7081729	0.6967874	0.7141536
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7985750	0.7948872	0.8028757
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9023535	0.8906752	0.9164296
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9680821	0.9636718	0.9736745
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9739635	0.9714313	0.9760001
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.8892955	0.8718591	0.9034696
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.8619875	0.8580165	0.8696466
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.7646915	0.7346232	0.7952506
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6347503	0.6143117	0.6713161
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7759009	0.7716540	0.7796494
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7781797	0.7750614	0.7819192
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8027819	0.7933838	0.8102779
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8143096	0.8100840	0.8226056
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8100192	0.7968078	0.8198581
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5336854	0.4760834	0.5785475
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1032867	-0.1491601	-0.0597210
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4993488	-0.5052876	-0.4888374
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2543636	-0.2912355	-0.2189976
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1194318	-0.1640250	-0.0713995
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1908092	-0.2080530	-0.1798429
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0301946	-0.0022997	0.0727570
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5480015	0.5189438	0.5676047
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5922946	0.5769394	0.6189058
temp + aou	Atlantic	(-Inf,26]	-0.6229497	-0.6623255	-0.6022066
temp + aou	Atlantic	(26,26.5]	-0.4267865	-0.4443096	-0.4076636
temp + aou	Atlantic	(26.5,26.75]	0.1503578	0.1161504	0.1889441
temp + aou	Atlantic	(26.75,27]	0.3671550	0.3636352	0.3700099
temp + aou	Atlantic	(27,27.25]	0.3259380	0.2963872	0.3542002
temp + aou	Atlantic	(27.25,27.5]	0.3825907	0.3632346	0.4077646
temp + aou	Atlantic	(27.5,27.75]	0.6633357	0.6559489	0.6689534
temp + aou	Atlantic	(27.75,27.85]	0.6869146	0.6380959	0.7229676
temp + aou	Atlantic	(27.85,27.95]	0.2072031	0.1520259	0.2523628
temp + aou	Atlantic	(27.95,28.05]	-0.5270074	-0.5595946	-0.4822497
temp + aou	Atlantic	(28.05,28.1]	-0.1657597	-0.2375741	-0.0915302
temp + aou	Atlantic	(28.1,28.15]	-0.2826786	-0.3484782	-0.2345676
temp + aou	Atlantic	(28.15,28.2]	-0.5039801	-0.5892107	-0.4180597
temp + aou	Atlantic	(28.2, Inf]	-0.5213549	-0.5711464	-0.4850973
temp + aou	Indo-Pacific	(-Inf,26]	-0.3849870	-0.3919990	-0.3723055
temp + aou	Indo-Pacific	(26,26.5]	-0.1953173	-0.2015842	-0.1914949
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2053438	-0.2120462	-0.1965369
temp + aou	Indo-Pacific	(26.75,27]	-0.3921595	-0.4024477	-0.3800879
temp + aou	Indo-Pacific	(27,27.25]	-0.5488728	-0.5547152	-0.5385797
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2412344	-0.2865903	-0.1821708
temp + aou	Indo-Pacific	(27.5,27.75]	0.4186223	0.3842900	0.4533056
temp + aou	Indo-Pacific	(27.75,27.85]	0.7746110	0.7710166	0.7780147
temp + aou	Indo-Pacific	(27.85,27.95]	0.7321649	0.7204598	0.7421214
temp + aou	Indo-Pacific	(27.95,28.05]	0.7378639	0.7207072	0.7472057
temp + aou	Indo-Pacific	(28.05,28.1]	0.7852340	0.7785905	0.7914003
temp + aou	Indo-Pacific	(28.1,28.2]	0.7643121	0.7522590	0.7736256
temp + aou	Indo-Pacific	(28.2,28.3]	0.7129853	0.7038292	0.7190481
temp + aou	Indo-Pacific	(28.3, Inf]	0.8930356	0.8915663	0.8951367
temp + nitrate	Atlantic	(-Inf,26]	-0.7371748	-0.7699667	-0.7156921
temp + nitrate	Atlantic	(26,26.5]	-0.4739469	-0.4932948	-0.4537886
temp + nitrate	Atlantic	(26.5,26.75]	0.0742131	0.0320928	0.1218677
temp + nitrate	Atlantic	(26.75,27]	0.2862138	0.2820824	0.2883062
temp + nitrate	Atlantic	(27,27.25]	0.1499911	0.0966497	0.1980391
temp + nitrate	Atlantic	(27.25,27.5]	-0.0437577	-0.0873273	-0.0172023
temp + nitrate	Atlantic	(27.5,27.75]	0.1711212	0.1599048	0.1850662
temp + nitrate	Atlantic	(27.75,27.85]	-0.3305576	-0.3656583	-0.3090946
temp + nitrate	Atlantic	(27.85,27.95]	-0.6356927	-0.6439194	-0.6285402
temp + nitrate	Atlantic	(27.95,28.05]	-0.7936292	-0.8073379	-0.7691427
temp + nitrate	Atlantic	(28.05,28.1]	-0.7713517	-0.7804778	-0.7604923
temp + nitrate	Atlantic	(28.1,28.15]	-0.8368275	-0.8412287	-0.8334657
temp + nitrate	Atlantic	(28.15,28.2]	-0.8777185	-0.8915539	-0.8652205
temp + nitrate	Atlantic	(28.2, Inf]	-0.8480277	-0.8539370	-0.8439940
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5318504	-0.5388257	-0.5214250
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4457868	-0.4513126	-0.4424238
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4725407	-0.4817002	-0.4616365
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6102595	-0.6173060	-0.5992720
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7028230	-0.7033961	-0.7018297
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4124952	-0.4513173	-0.3612389
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2681195	0.2347540	0.3025334
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7193111	0.7160373	0.7237003
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6672677	0.6561121	0.6776127
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6764456	0.6549953	0.6901001
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7105604	0.7038845	0.7172301
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6775418	0.6650811	0.6885114
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6267503	0.6167834	0.6353854
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4191380	0.3874423	0.4614048
temp + phosphate	Atlantic	(-Inf,26]	-0.6499281	-0.6623731	-0.6354396
temp + phosphate	Atlantic	(26,26.5]	-0.6696862	-0.6902869	-0.6483314
temp + phosphate	Atlantic	(26.5,26.75]	-0.0867168	-0.1246057	-0.0424089
temp + phosphate	Atlantic	(26.75,27]	0.1763499	0.1730142	0.1789093
temp + phosphate	Atlantic	(27,27.25]	0.0329929	-0.0260736	0.0860893
temp + phosphate	Atlantic	(27.25,27.5]	-0.1462943	-0.1885842	-0.1178149
temp + phosphate	Atlantic	(27.5,27.75]	0.0791971	0.0708140	0.0918165
temp + phosphate	Atlantic	(27.75,27.85]	-0.4021627	-0.4341845	-0.3817373
temp + phosphate	Atlantic	(27.85,27.95]	-0.6674170	-0.6744003	-0.6625187
temp + phosphate	Atlantic	(27.95,28.05]	-0.8040018	-0.8175020	-0.7808288
temp + phosphate	Atlantic	(28.05,28.1]	-0.7793821	-0.7873653	-0.7694420
temp + phosphate	Atlantic	(28.1,28.15]	-0.8395016	-0.8437859	-0.8362150
temp + phosphate	Atlantic	(28.15,28.2]	-0.8671988	-0.8813662	-0.8544182
temp + phosphate	Atlantic	(28.2, Inf]	-0.8117278	-0.8139589	-0.8074393
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5030349	-0.5110770	-0.4899024
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4184776	-0.4256509	-0.4127938
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3940615	-0.3986290	-0.3876876
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5440954	-0.5509084	-0.5346669
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6532869	-0.6584902	-0.6438434
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3727359	-0.4147483	-0.3184613
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2959464	0.2603192	0.3325032
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7162190	0.7136115	0.7197182
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6835679	0.6734122	0.6929871
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6903012	0.6705462	0.7034089
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7274741	0.7207112	0.7342658
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7026980	0.6898850	0.7138009
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6788751	0.6671648	0.6880262
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3497827	0.3080636	0.4058314
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6855846	-0.7084959	-0.6617498
temp + phosphate_star	Atlantic	(26,26.5]	-0.8719755	-0.8757347	-0.8688811
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8172252	-0.8328077	-0.8056990
temp + phosphate_star	Atlantic	(26.75,27]	-0.8128272	-0.8199584	-0.8055739
temp + phosphate_star	Atlantic	(27,27.25]	-0.8000284	-0.8352487	-0.7678598
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8345547	-0.8595264	-0.8098246
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6097984	-0.6195885	-0.5962302
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8774817	-0.8851792	-0.8697255
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8906279	-0.8939844	-0.8863972
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9123352	-0.9182219	-0.9044549
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9507122	-0.9554413	-0.9456616
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9720367	-0.9734043	-0.9702351
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9754387	-0.9761221	-0.9744993
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9380646	-0.9445690	-0.9250795
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8422905	-0.8473563	-0.8384533
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9114662	-0.9125170	-0.9109213
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9174488	-0.9180523	-0.9166887
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9355659	-0.9374860	-0.9330230
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9353175	-0.9368629	-0.9334807
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9372050	-0.9400522	-0.9345156
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9571299	-0.9579840	-0.9559683
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9394560	-0.9414330	-0.9365812
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8478714	-0.8599959	-0.8355932
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7402186	-0.7651784	-0.7271079
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7621112	-0.7707037	-0.7561863
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6318202	-0.6479920	-0.6083221
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1169483	-0.1478815	-0.0944497
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7723568	-0.8019551	-0.7492692
temp + silicate	Atlantic	(-Inf,26]	-0.3842682	-0.4155258	-0.3636724
temp + silicate	Atlantic	(26,26.5]	0.1185889	0.1159140	0.1223562
temp + silicate	Atlantic	(26.5,26.75]	0.2082420	0.1809718	0.2433942
temp + silicate	Atlantic	(26.75,27]	0.0425932	0.0149368	0.0646898
temp + silicate	Atlantic	(27,27.25]	-0.1684128	-0.2460436	-0.1044586
temp + silicate	Atlantic	(27.25,27.5]	-0.3397210	-0.3819269	-0.3113274
temp + silicate	Atlantic	(27.5,27.75]	-0.1738786	-0.1852968	-0.1577219
temp + silicate	Atlantic	(27.75,27.85]	-0.6758259	-0.7072909	-0.6578659
temp + silicate	Atlantic	(27.85,27.95]	-0.8265656	-0.8351701	-0.8183177
temp + silicate	Atlantic	(27.95,28.05]	-0.8711607	-0.8784369	-0.8573033
temp + silicate	Atlantic	(28.05,28.1]	-0.7423124	-0.7534721	-0.7252041
temp + silicate	Atlantic	(28.1,28.15]	-0.7400346	-0.7500994	-0.7331000
temp + silicate	Atlantic	(28.15,28.2]	-0.6160623	-0.6540596	-0.5800678
temp + silicate	Atlantic	(28.2, Inf]	-0.3944636	-0.4364157	-0.3729343
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6077416	-0.6121257	-0.5990144
temp + silicate	Indo-Pacific	(26,26.5]	-0.6067538	-0.6100667	-0.6031495
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6467626	-0.6498504	-0.6413091
temp + silicate	Indo-Pacific	(26.75,27]	-0.6981186	-0.7061220	-0.6900338
temp + silicate	Indo-Pacific	(27,27.25]	-0.7446923	-0.7496034	-0.7361022
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4781159	-0.5170725	-0.4277657
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2144230	0.1806113	0.2486689
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6850690	0.6795457	0.6893074
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6573062	0.6489006	0.6652902
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7047240	0.6806094	0.7206140
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7463970	0.7410996	0.7505313
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7035672	0.6937428	0.7120301
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6879321	0.6721092	0.6960473
temp + silicate	Indo-Pacific	(28.3, Inf]	-0.0010437	-0.0375645	0.0557190

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
1133f28	Donghe-Zhu	2021-07-06
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]	0.3359425	0.2541136	0.4476876
aou	Atlantic	(26,26.5]	0.0339786	-0.0522365	0.1447101
aou	Atlantic	(26.5,26.75]	0.0085743	-0.0981014	0.1734876
aou	Atlantic	(26.75,27]	-0.0334094	-0.2050851	0.2064334
aou	Atlantic	(27,27.25]	-0.3639438	-0.5062762	-0.1774562
aou	Atlantic	(27.25,27.5]	-0.3089477	-0.4121064	-0.1961757
aou	Atlantic	(27.5,27.75]	-0.1517380	-0.1923639	-0.1066019
aou	Atlantic	(27.75,27.85]	-0.0219492	-0.0386024	0.0033098
aou	Atlantic	(27.85,27.95]	-0.4903835	-0.5094904	-0.4797109
aou	Atlantic	(27.95,28.05]	-0.8509574	-0.8612065	-0.8394497
aou	Atlantic	(28.05,28.1]	-0.6844714	-0.7609211	-0.5967680
aou	Atlantic	(28.1,28.15]	-0.6973979	-0.7030304	-0.6945448
aou	Atlantic	(28.15,28.2]	-0.8186226	-0.8290106	-0.8011735
aou	Atlantic	(28.2, Inf]	-0.8134887	-0.8269539	-0.7997738
aou	Indo-Pacific	(-Inf,26]	-0.0810488	-0.1872810	0.0487801
aou	Indo-Pacific	(26,26.5]	-0.4541375	-0.5704422	-0.2801926
aou	Indo-Pacific	(26.5,26.75]	-0.7537788	-0.8202099	-0.6626407
aou	Indo-Pacific	(26.75,27]	-0.8605232	-0.8997110	-0.8043549
aou	Indo-Pacific	(27,27.25]	-0.8074306	-0.8610932	-0.7309651
aou	Indo-Pacific	(27.25,27.5]	-0.6869578	-0.8242414	-0.4775871
aou	Indo-Pacific	(27.5,27.75]	-0.2728775	-0.6932398	0.3942368
aou	Indo-Pacific	(27.75,27.85]	0.0514455	-0.4522142	0.7503970
aou	Indo-Pacific	(27.85,27.95]	0.2824270	-0.0999614	0.7305237
aou	Indo-Pacific	(27.95,28.05]	0.2744496	0.0079872	0.6251302
aou	Indo-Pacific	(28.05,28.1]	0.2259548	-0.0553499	0.5747540
aou	Indo-Pacific	(28.1,28.2]	0.3239146	0.0991271	0.6086491
aou	Indo-Pacific	(28.2,28.3]	0.4787781	0.3852619	0.5770232
aou	Indo-Pacific	(28.3, Inf]	0.5440857	0.4691802	0.6213245
nitrate	Atlantic	(-Inf,26]	-0.0045892	-0.1163946	0.1163637
nitrate	Atlantic	(26,26.5]	-0.1965627	-0.2945374	-0.0643458
nitrate	Atlantic	(26.5,26.75]	-0.1460429	-0.2513708	0.0236617
nitrate	Atlantic	(26.75,27]	-0.1516210	-0.3207036	0.0855346
nitrate	Atlantic	(27,27.25]	-0.5660570	-0.6806999	-0.4144211
nitrate	Atlantic	(27.25,27.5]	-0.7217479	-0.7787074	-0.6502614
nitrate	Atlantic	(27.5,27.75]	-0.8497643	-0.8729579	-0.8195218
nitrate	Atlantic	(27.75,27.85]	-0.9061047	-0.9189907	-0.8884117
nitrate	Atlantic	(27.85,27.95]	-0.9639153	-0.9670925	-0.9595548
nitrate	Atlantic	(27.95,28.05]	-0.9307969	-0.9393701	-0.9224308
nitrate	Atlantic	(28.05,28.1]	-0.9859763	-0.9879039	-0.9838861
nitrate	Atlantic	(28.1,28.15]	-0.9897107	-0.9926351	-0.9881204
nitrate	Atlantic	(28.15,28.2]	-0.9948476	-0.9963043	-0.9919791
nitrate	Atlantic	(28.2, Inf]	-0.9753132	-0.9771602	-0.9737664
nitrate	Indo-Pacific	(-Inf,26]	-0.0993210	-0.2055307	0.0289020
nitrate	Indo-Pacific	(26,26.5]	-0.4428634	-0.5441842	-0.2923218
nitrate	Indo-Pacific	(26.5,26.75]	-0.6338530	-0.6763334	-0.5657582
nitrate	Indo-Pacific	(26.75,27]	-0.7143739	-0.7441848	-0.6719841
nitrate	Indo-Pacific	(27,27.25]	-0.7578918	-0.8008838	-0.6956395
nitrate	Indo-Pacific	(27.25,27.5]	-0.6785086	-0.8117596	-0.4760306
nitrate	Indo-Pacific	(27.5,27.75]	-0.2975559	-0.7036146	0.3522982
nitrate	Indo-Pacific	(27.75,27.85]	0.0743090	-0.4208125	0.7580748
nitrate	Indo-Pacific	(27.85,27.95]	0.3102741	-0.0611210	0.7419126
nitrate	Indo-Pacific	(27.95,28.05]	0.3106056	0.0522754	0.6446119
nitrate	Indo-Pacific	(28.05,28.1]	0.2928616	0.0282666	0.6170348
nitrate	Indo-Pacific	(28.1,28.2]	0.3979425	0.1928962	0.6525486
nitrate	Indo-Pacific	(28.2,28.3]	0.5473762	0.4693931	0.6275130
nitrate	Indo-Pacific	(28.3, Inf]	-0.0799442	-0.1005298	-0.0431685
phosphate	Atlantic	(-Inf,26]	0.4162212	0.3494743	0.5022327
phosphate	Atlantic	(26,26.5]	0.0433467	-0.0327549	0.1377296
phosphate	Atlantic	(26.5,26.75]	-0.1287777	-0.2146128	0.0163140
phosphate	Atlantic	(26.75,27]	-0.1902315	-0.3494521	0.0329576
phosphate	Atlantic	(27,27.25]	-0.6131275	-0.7093108	-0.4834056
phosphate	Atlantic	(27.25,27.5]	-0.7683205	-0.8148345	-0.7073290
phosphate	Atlantic	(27.5,27.75]	-0.8742528	-0.8928009	-0.8499661
phosphate	Atlantic	(27.75,27.85]	-0.9309047	-0.9414082	-0.9168677
phosphate	Atlantic	(27.85,27.95]	-0.9660904	-0.9690309	-0.9603204
phosphate	Atlantic	(27.95,28.05]	-0.9333499	-0.9420541	-0.9244108
phosphate	Atlantic	(28.05,28.1]	-0.9861506	-0.9879790	-0.9833978
phosphate	Atlantic	(28.1,28.15]	-0.9900380	-0.9928735	-0.9885793
phosphate	Atlantic	(28.15,28.2]	-0.9930425	-0.9955500	-0.9890268
phosphate	Atlantic	(28.2, Inf]	-0.9815198	-0.9845138	-0.9770219
phosphate	Indo-Pacific	(-Inf,26]	-0.1326800	-0.2460059	0.0053370
phosphate	Indo-Pacific	(26,26.5]	-0.5821304	-0.6909346	-0.4173641
phosphate	Indo-Pacific	(26.5,26.75]	-0.8192314	-0.8727696	-0.7443955
phosphate	Indo-Pacific	(26.75,27]	-0.8713258	-0.9028365	-0.8274530
phosphate	Indo-Pacific	(27,27.25]	-0.8440186	-0.8878565	-0.7829521
phosphate	Indo-Pacific	(27.25,27.5]	-0.7394819	-0.8573229	-0.5590721
phosphate	Indo-Pacific	(27.5,27.75]	-0.3040150	-0.7031819	0.3344173
phosphate	Indo-Pacific	(27.75,27.85]	0.0877636	-0.4020275	0.7606914
phosphate	Indo-Pacific	(27.85,27.95]	0.3104912	-0.0597346	0.7407757
phosphate	Indo-Pacific	(27.95,28.05]	0.2957287	0.0374219	0.6303533
phosphate	Indo-Pacific	(28.05,28.1]	0.2649109	-0.0007987	0.5916935
phosphate	Indo-Pacific	(28.1,28.2]	0.3568232	0.1493943	0.6174625
phosphate	Indo-Pacific	(28.2,28.3]	0.4823273	0.3992504	0.5686948
phosphate	Indo-Pacific	(28.3, Inf]	-0.2433686	-0.2705944	-0.1966868
phosphate_star	Atlantic	(-Inf,26]	0.0566464	-0.0322470	0.1274288
phosphate_star	Atlantic	(26,26.5]	0.1005805	0.0624780	0.1454025
phosphate_star	Atlantic	(26.5,26.75]	-0.3314169	-0.3529747	-0.2964480
phosphate_star	Atlantic	(26.75,27]	-0.4963504	-0.5369198	-0.4607347
phosphate_star	Atlantic	(27,27.25]	-0.6350958	-0.7386018	-0.5500615
phosphate_star	Atlantic	(27.25,27.5]	-0.7827702	-0.8401099	-0.7356858
phosphate_star	Atlantic	(27.5,27.75]	-0.7951147	-0.8364815	-0.7626583
phosphate_star	Atlantic	(27.75,27.85]	-0.8879290	-0.9217874	-0.8619518
phosphate_star	Atlantic	(27.85,27.95]	-0.9000896	-0.9204052	-0.8789399
phosphate_star	Atlantic	(27.95,28.05]	-0.8916845	-0.9043679	-0.8772389
phosphate_star	Atlantic	(28.05,28.1]	-0.9296508	-0.9506450	-0.9121028
phosphate_star	Atlantic	(28.1,28.15]	-0.9472759	-0.9692897	-0.9263737
phosphate_star	Atlantic	(28.15,28.2]	-0.9640218	-0.9809361	-0.9472568
phosphate_star	Atlantic	(28.2, Inf]	-0.9584246	-0.9775521	-0.9404801
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0115957	-0.1094157	0.1050529
phosphate_star	Indo-Pacific	(26,26.5]	-0.5658445	-0.6126418	-0.4907568
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6397261	-0.6450299	-0.6303318
phosphate_star	Indo-Pacific	(26.75,27]	-0.5678560	-0.5785770	-0.5584810
phosphate_star	Indo-Pacific	(27,27.25]	-0.6778393	-0.6940252	-0.6647378
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5459081	-0.5705412	-0.5299700
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1409017	-0.4578580	0.0633730
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3303804	-0.2677607	0.7177493
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3760966	0.0677480	0.6066904
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4136576	0.1911163	0.5605342
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4700420	0.1969174	0.6665657
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4672989	0.2620071	0.6228071
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4409331	0.3684520	0.4948821
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9351514	-0.9512017	-0.9151519
sal	Atlantic	(-Inf,26]	0.6740303	0.6195393	0.7034628
sal	Atlantic	(26,26.5]	-0.0999246	-0.1654306	-0.0505105
sal	Atlantic	(26.5,26.75]	-0.0319944	-0.1287950	0.0721300
sal	Atlantic	(26.75,27]	0.0286083	-0.0416825	0.1216362
sal	Atlantic	(27,27.25]	0.1035149	-0.0710982	0.3143326
sal	Atlantic	(27.25,27.5]	0.3868228	0.2869526	0.5050609
sal	Atlantic	(27.5,27.75]	-0.0049226	-0.0763056	0.0822692
sal	Atlantic	(27.75,27.85]	0.5629227	0.5227556	0.6373275
sal	Atlantic	(27.85,27.95]	0.6063813	0.5684445	0.6371955
sal	Atlantic	(27.95,28.05]	0.6747403	0.6572130	0.6875164
sal	Atlantic	(28.05,28.1]	0.8608633	0.8195504	0.9048430
sal	Atlantic	(28.1,28.15]	0.9232610	0.8903208	0.9503949
sal	Atlantic	(28.15,28.2]	0.9377104	0.9211230	0.9523586
sal	Atlantic	(28.2, Inf]	0.7231454	0.6946161	0.7670107
sal	Indo-Pacific	(-Inf,26]	-0.0557503	-0.1090239	-0.0044573
sal	Indo-Pacific	(26,26.5]	0.3009207	0.2597052	0.3271322
sal	Indo-Pacific	(26.5,26.75]	0.3735717	0.3642393	0.3798229
sal	Indo-Pacific	(26.75,27]	0.3622903	0.3511674	0.3798891
sal	Indo-Pacific	(27,27.25]	0.4555057	0.4168329	0.4875729
sal	Indo-Pacific	(27.25,27.5]	0.2243435	0.1867291	0.2634042
sal	Indo-Pacific	(27.5,27.75]	-0.1721906	-0.4212419	0.2341454
sal	Indo-Pacific	(27.75,27.85]	-0.3102783	-0.7522509	0.3586503
sal	Indo-Pacific	(27.85,27.95]	-0.1851414	-0.5458063	0.2779585
sal	Indo-Pacific	(27.95,28.05]	-0.1688283	-0.4272398	0.1870319
sal	Indo-Pacific	(28.05,28.1]	-0.2126733	-0.4902691	0.1512138
sal	Indo-Pacific	(28.1,28.2]	-0.0549858	-0.3041605	0.2694779
sal	Indo-Pacific	(28.2,28.3]	-0.0150134	-0.1386487	0.1163337
sal	Indo-Pacific	(28.3, Inf]	0.2873618	0.1759932	0.4285485
silicate	Atlantic	(-Inf,26]	-0.6535575	-0.6853262	-0.6198678
silicate	Atlantic	(26,26.5]	-0.4891297	-0.5340054	-0.4159444
silicate	Atlantic	(26.5,26.75]	-0.3787291	-0.4749897	-0.2187341
silicate	Atlantic	(26.75,27]	-0.4271215	-0.5973888	-0.1857032
silicate	Atlantic	(27,27.25]	-0.7784770	-0.8436237	-0.6912426
silicate	Atlantic	(27.25,27.5]	-0.8827522	-0.9074064	-0.8516124
silicate	Atlantic	(27.5,27.75]	-0.9078055	-0.9087117	-0.9063952
silicate	Atlantic	(27.75,27.85]	-0.9245830	-0.9329060	-0.9192221
silicate	Atlantic	(27.85,27.95]	-0.9020434	-0.9144804	-0.8860786
silicate	Atlantic	(27.95,28.05]	-0.8774856	-0.8890025	-0.8650088
silicate	Atlantic	(28.05,28.1]	-0.9545976	-0.9581524	-0.9477282
silicate	Atlantic	(28.1,28.15]	-0.9566707	-0.9632888	-0.9470247
silicate	Atlantic	(28.15,28.2]	-0.8720658	-0.8773279	-0.8637817
silicate	Atlantic	(28.2, Inf]	-0.7393861	-0.7657193	-0.7136483
silicate	Indo-Pacific	(-Inf,26]	-0.1148550	-0.2161050	0.0132857
silicate	Indo-Pacific	(26,26.5]	-0.6512901	-0.7346119	-0.5235770
silicate	Indo-Pacific	(26.5,26.75]	-0.7665068	-0.8044389	-0.7089846
silicate	Indo-Pacific	(26.75,27]	-0.7264723	-0.7631391	-0.6763794
silicate	Indo-Pacific	(27,27.25]	-0.7085272	-0.7629432	-0.6348599
silicate	Indo-Pacific	(27.25,27.5]	-0.6346005	-0.7648445	-0.4363575
silicate	Indo-Pacific	(27.5,27.75]	-0.2460559	-0.6500586	0.3943365
silicate	Indo-Pacific	(27.75,27.85]	0.1167690	-0.3704264	0.7853630
silicate	Indo-Pacific	(27.85,27.95]	0.3178704	-0.0546104	0.7530831
silicate	Indo-Pacific	(27.95,28.05]	0.2875892	0.0180268	0.6394961
silicate	Indo-Pacific	(28.05,28.1]	0.2571355	-0.0120352	0.5921476
silicate	Indo-Pacific	(28.1,28.2]	0.3805609	0.1654274	0.6513894
silicate	Indo-Pacific	(28.2,28.3]	0.5268835	0.4293834	0.6269523
silicate	Indo-Pacific	(28.3, Inf]	-0.6023184	-0.6372367	-0.5436264
temp	Atlantic	(-Inf,26]	0.0067485	-0.0085576	0.0182998
temp	Atlantic	(26,26.5]	-0.2363469	-0.2973103	-0.1895793
temp	Atlantic	(26.5,26.75]	-0.0386158	-0.1129071	0.0296596
temp	Atlantic	(26.75,27]	0.1036688	0.0533346	0.1616681
temp	Atlantic	(27,27.25]	0.1182114	-0.0329061	0.3016096
temp	Atlantic	(27.25,27.5]	0.3400402	0.2370054	0.4617462
temp	Atlantic	(27.5,27.75]	0.0219699	-0.0414351	0.0960949
temp	Atlantic	(27.75,27.85]	0.5675430	0.5223441	0.6414097
temp	Atlantic	(27.85,27.95]	0.6182541	0.5827233	0.6490014
temp	Atlantic	(27.95,28.05]	0.6544681	0.6393013	0.6638171
temp	Atlantic	(28.05,28.1]	0.7710183	0.7303686	0.8172972
temp	Atlantic	(28.1,28.15]	0.8476406	0.8091915	0.8857467
temp	Atlantic	(28.15,28.2]	0.8898502	0.8621359	0.9185137
temp	Atlantic	(28.2, Inf]	0.8237546	0.7990278	0.8435165
temp	Indo-Pacific	(-Inf,26]	-0.3781873	-0.4641447	-0.3067635
temp	Indo-Pacific	(26,26.5]	0.2575258	0.1969180	0.2968909
temp	Indo-Pacific	(26.5,26.75]	0.3482035	0.3450467	0.3517161
temp	Indo-Pacific	(26.75,27]	0.2881296	0.2775881	0.3074514
temp	Indo-Pacific	(27,27.25]	0.4216204	0.3908713	0.4499344
temp	Indo-Pacific	(27.25,27.5]	0.3326212	0.3249214	0.3443339
temp	Indo-Pacific	(27.5,27.75]	0.0520521	-0.1732586	0.4035475
temp	Indo-Pacific	(27.75,27.85]	-0.3059585	-0.7462825	0.3599452
temp	Indo-Pacific	(27.85,27.95]	-0.2319835	-0.5778147	0.2087474
temp	Indo-Pacific	(27.95,28.05]	-0.2453948	-0.4984680	0.1134373
temp	Indo-Pacific	(28.05,28.1]	-0.2707402	-0.5574295	0.1067692
temp	Indo-Pacific	(28.1,28.2]	-0.1907781	-0.4443684	0.1455832
temp	Indo-Pacific	(28.2,28.3]	-0.0157380	-0.1585415	0.1398975
temp	Indo-Pacific	(28.3, Inf]	0.7127650	0.6339842	0.7921282

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