Last updated: 2021-07-05

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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
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
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

Version	Author	Date
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	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
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
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
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
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
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
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
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]	0.8483180	0.8310258	0.8617979
aou + nitrate	Atlantic	(26,26.5]	0.9124586	0.9032159	0.9252592
aou + nitrate	Atlantic	(26.5,26.75]	0.9759743	0.9748940	0.9768075
aou + nitrate	Atlantic	(26.75,27]	0.9819889	0.9816706	0.9825839
aou + nitrate	Atlantic	(27,27.25]	0.9737233	0.9716862	0.9758680
aou + nitrate	Atlantic	(27.25,27.5]	0.9552940	0.9543032	0.9569340
aou + nitrate	Atlantic	(27.5,27.75]	0.9404030	0.9371054	0.9422973
aou + nitrate	Atlantic	(27.75,27.85]	0.9127204	0.8957298	0.9266271
aou + nitrate	Atlantic	(27.85,27.95]	0.9507441	0.9460775	0.9597785
aou + nitrate	Atlantic	(27.95,28.05]	0.9776424	0.9769515	0.9789726
aou + nitrate	Atlantic	(28.05,28.1]	0.9884559	0.9871170	0.9898797
aou + nitrate	Atlantic	(28.1,28.15]	0.9848708	0.9803285	0.9879988
aou + nitrate	Atlantic	(28.15,28.2]	0.9870448	0.9827990	0.9892435
aou + nitrate	Atlantic	(28.2, Inf]	0.9787865	0.9701580	0.9851110
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9307722	0.9293725	0.9319759
aou + nitrate	Indo-Pacific	(26,26.5]	0.8418904	0.8402987	0.8449970
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7193860	0.7051307	0.7299666
aou + nitrate	Indo-Pacific	(26.75,27]	0.7569184	0.7542084	0.7622548
aou + nitrate	Indo-Pacific	(27,27.25]	0.8208341	0.8169554	0.8228282
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8602523	0.8473371	0.8721159
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.8996930	0.8864120	0.9087397
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9720745	0.9705515	0.9741387
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9756514	0.9744013	0.9767852
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9887960	0.9880517	0.9891999
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9887260	0.9875561	0.9896594
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9857740	0.9855969	0.9859889
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9856508	0.9852509	0.9860522
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8314826	0.8189080	0.8426513
aou + nitrate	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
aou + nitrate	SO	(26,26.5]	0.8815536	0.8681673	0.8911331
aou + nitrate	SO	(26.5,26.75]	0.7766019	0.7640592	0.7901065
aou + nitrate	SO	(26.75,27]	0.8012813	0.7921533	0.8171930
aou + nitrate	SO	(27,27.25]	0.7668020	0.7641054	0.7684224
aou + nitrate	SO	(27.25,27.5]	0.7775652	0.7748975	0.7801913
aou + nitrate	SO	(27.5,27.75]	0.8791029	0.8737030	0.8841177
aou + nitrate	SO	(27.75,27.85]	0.9623341	0.9550607	0.9666226
aou + nitrate	SO	(27.85,27.95]	0.9148008	0.8954599	0.9292970
aou + nitrate	SO	(27.95,28.05]	0.8567246	0.8446991	0.8652289
aou + nitrate	SO	(28.05,28.1]	0.8259143	0.7943027	0.8641659
aou + nitrate	SO	(28.1,28.15]	0.5017696	0.4468492	0.5583983
aou + nitrate	SO	(28.1,28.2]	0.9342079	0.9299420	0.9397973
aou + nitrate	SO	(28.15,28.2]	0.3918599	0.3658026	0.4174757
aou + nitrate	SO	(28.2, Inf]	0.5452951	0.5337141	0.5589805
aou + nitrate	SO	(28.2,28.3]	0.9454595	0.9415272	0.9489465
aou + nitrate	SO	(28.3, Inf]	0.2870467	0.2201036	0.3738711
aou + phosphate	Atlantic	(-Inf,26]	0.9365594	0.9342443	0.9383190
aou + phosphate	Atlantic	(26,26.5]	0.8888788	0.8842172	0.8967079
aou + phosphate	Atlantic	(26.5,26.75]	0.9566373	0.9564559	0.9568777
aou + phosphate	Atlantic	(26.75,27]	0.9686142	0.9666686	0.9701198
aou + phosphate	Atlantic	(27,27.25]	0.9520433	0.9499687	0.9545319
aou + phosphate	Atlantic	(27.25,27.5]	0.9329217	0.9308702	0.9358776
aou + phosphate	Atlantic	(27.5,27.75]	0.9205574	0.9164693	0.9231493
aou + phosphate	Atlantic	(27.75,27.85]	0.8893765	0.8685807	0.9063052
aou + phosphate	Atlantic	(27.85,27.95]	0.9363055	0.9308065	0.9472537
aou + phosphate	Atlantic	(27.95,28.05]	0.9702774	0.9689109	0.9728233
aou + phosphate	Atlantic	(28.05,28.1]	0.9878861	0.9863080	0.9888091
aou + phosphate	Atlantic	(28.1,28.15]	0.9840647	0.9787437	0.9876311
aou + phosphate	Atlantic	(28.15,28.2]	0.9867723	0.9844537	0.9884628
aou + phosphate	Atlantic	(28.2, Inf]	0.9788463	0.9721646	0.9839692
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9677284	0.9671466	0.9682124
aou + phosphate	Indo-Pacific	(26,26.5]	0.9592902	0.9588130	0.9598583
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9706200	0.9701067	0.9711152
aou + phosphate	Indo-Pacific	(26.75,27]	0.9717220	0.9709793	0.9728187
aou + phosphate	Indo-Pacific	(27,27.25]	0.9805266	0.9801237	0.9809083
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9826761	0.9819664	0.9831680
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9846132	0.9837216	0.9854781
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9937834	0.9935043	0.9940288
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9941273	0.9938709	0.9945203
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9976004	0.9975362	0.9976635
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9981583	0.9980672	0.9982100
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9972661	0.9971945	0.9973453
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9954373	0.9953196	0.9955537
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9119966	0.9067987	0.9204408
aou + phosphate	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
aou + phosphate	SO	(26,26.5]	0.8298864	0.8251480	0.8337362
aou + phosphate	SO	(26.5,26.75]	0.7590393	0.7481084	0.7762563
aou + phosphate	SO	(26.75,27]	0.8038441	0.7916123	0.8219926
aou + phosphate	SO	(27,27.25]	0.7613786	0.7598099	0.7631946
aou + phosphate	SO	(27.25,27.5]	0.7620180	0.7604347	0.7642635
aou + phosphate	SO	(27.5,27.75]	0.8774557	0.8721245	0.8823152
aou + phosphate	SO	(27.75,27.85]	0.9594108	0.9512141	0.9641084
aou + phosphate	SO	(27.85,27.95]	0.9174292	0.8999550	0.9306118
aou + phosphate	SO	(27.95,28.05]	0.8665889	0.8536498	0.8735489
aou + phosphate	SO	(28.05,28.1]	0.8259258	0.7928001	0.8651031
aou + phosphate	SO	(28.1,28.15]	0.4974364	0.4396191	0.5574339
aou + phosphate	SO	(28.1,28.2]	0.9389003	0.9354316	0.9441689
aou + phosphate	SO	(28.15,28.2]	0.4066490	0.3818834	0.4334854
aou + phosphate	SO	(28.2, Inf]	0.6030591	0.5980332	0.6114575
aou + phosphate	SO	(28.2,28.3]	0.9590735	0.9548012	0.9625629
aou + phosphate	SO	(28.3, Inf]	0.1441720	0.0731667	0.2186061
aou + phosphate_star	Atlantic	(-Inf,26]	0.1858873	0.1072861	0.3362043
aou + phosphate_star	Atlantic	(26,26.5]	0.3964220	0.3921813	0.4047077
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2054222	0.1678452	0.2261962
aou + phosphate_star	Atlantic	(26.75,27]	0.1000589	0.0588142	0.1405330
aou + phosphate_star	Atlantic	(27,27.25]	0.2919135	0.2782519	0.3175578
aou + phosphate_star	Atlantic	(27.25,27.5]	0.4490075	0.4298498	0.4730712
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4972376	0.4842544	0.5122757
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6027874	0.5513681	0.6520464
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7779269	0.7683754	0.7957517
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8966424	0.8943845	0.9010337
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9626816	0.9571050	0.9716016
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9523059	0.9445539	0.9589271
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9521345	0.9471442	0.9560129
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9605199	0.9529162	0.9661466
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5976593	0.5893359	0.6084156
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4167311	0.4128075	0.4195910
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4569443	0.4501741	0.4625628
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5510741	0.5388991	0.5675170
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6850873	0.6820704	0.6873428
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6419329	0.6228809	0.6588525
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4577445	0.4398178	0.4794925
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4037121	0.3732633	0.4351598
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4394377	0.4386911	0.4402934
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5714778	0.5623984	0.5888731
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6866459	0.6682526	0.7028440
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6313836	0.6223515	0.6402130
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4663985	0.4377950	0.4969557
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3476451	-0.3992534	-0.3209909
aou + phosphate_star	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
aou + phosphate_star	SO	(26,26.5]	-0.5235964	-0.6394780	-0.3067290
aou + phosphate_star	SO	(26.5,26.75]	0.0167483	-0.0167519	0.0536106
aou + phosphate_star	SO	(26.75,27]	0.2788703	0.2650719	0.2937983
aou + phosphate_star	SO	(27,27.25]	0.1096548	0.0853238	0.1251726
aou + phosphate_star	SO	(27.25,27.5]	-0.3737199	-0.3994606	-0.3579089
aou + phosphate_star	SO	(27.5,27.75]	-0.4846754	-0.5085331	-0.4618548
aou + phosphate_star	SO	(27.75,27.85]	-0.8539780	-0.8603393	-0.8448845
aou + phosphate_star	SO	(27.85,27.95]	-0.7073249	-0.7376967	-0.6713468
aou + phosphate_star	SO	(27.95,28.05]	-0.5558711	-0.5733386	-0.5240911
aou + phosphate_star	SO	(28.05,28.1]	-0.7873041	-0.7949524	-0.7734792
aou + phosphate_star	SO	(28.1,28.15]	-0.7742689	-0.8144529	-0.7473077
aou + phosphate_star	SO	(28.1,28.2]	-0.7473582	-0.7673407	-0.7209770
aou + phosphate_star	SO	(28.15,28.2]	-0.6373979	-0.6830714	-0.5892035
aou + phosphate_star	SO	(28.2, Inf]	-0.2056960	-0.3004850	-0.0985436
aou + phosphate_star	SO	(28.2,28.3]	-0.4038466	-0.4604500	-0.3678888
aou + phosphate_star	SO	(28.3, Inf]	-0.6443826	-0.6886584	-0.6092869
aou + silicate	Atlantic	(-Inf,26]	0.0600715	0.0420992	0.0912083
aou + silicate	Atlantic	(26,26.5]	0.2588348	0.2347587	0.3026542
aou + silicate	Atlantic	(26.5,26.75]	0.6178149	0.5931043	0.6619445
aou + silicate	Atlantic	(26.75,27]	0.7623927	0.7335993	0.7838635
aou + silicate	Atlantic	(27,27.25]	0.7652046	0.7553181	0.7759522
aou + silicate	Atlantic	(27.25,27.5]	0.7134685	0.7066989	0.7256461
aou + silicate	Atlantic	(27.5,27.75]	0.6950572	0.6843700	0.7016530
aou + silicate	Atlantic	(27.75,27.85]	0.5747741	0.5201690	0.6192939
aou + silicate	Atlantic	(27.85,27.95]	0.7153800	0.7038976	0.7350728
aou + silicate	Atlantic	(27.95,28.05]	0.8540344	0.8486270	0.8619173
aou + silicate	Atlantic	(28.05,28.1]	0.9394422	0.9289192	0.9561211
aou + silicate	Atlantic	(28.1,28.15]	0.9534594	0.9491959	0.9584602
aou + silicate	Atlantic	(28.15,28.2]	0.9285842	0.9211834	0.9337358
aou + silicate	Atlantic	(28.2, Inf]	0.9465874	0.9416204	0.9497560
aou + silicate	Indo-Pacific	(-Inf,26]	0.8359034	0.8325212	0.8377160
aou + silicate	Indo-Pacific	(26,26.5]	0.7663334	0.7635614	0.7695266
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7462542	0.7430382	0.7501720
aou + silicate	Indo-Pacific	(26.75,27]	0.8153290	0.8097140	0.8200997
aou + silicate	Indo-Pacific	(27,27.25]	0.8844307	0.8823046	0.8862689
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9099974	0.9066919	0.9131036
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9063819	0.9004227	0.9131819
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9400006	0.9388671	0.9406141
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9321813	0.9306210	0.9339027
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9748213	0.9731023	0.9771771
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9781258	0.9768562	0.9789348
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8994285	0.8966916	0.9011766
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7914622	0.7836694	0.7996918
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8999849	0.8807302	0.9190025
aou + silicate	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
aou + silicate	SO	(26,26.5]	0.9247844	0.9173266	0.9296662
aou + silicate	SO	(26.5,26.75]	0.9008818	0.8917968	0.9102157
aou + silicate	SO	(26.75,27]	0.8808142	0.8757188	0.8905386
aou + silicate	SO	(27,27.25]	0.8245303	0.8222272	0.8258248
aou + silicate	SO	(27.25,27.5]	0.7723212	0.7664757	0.7768526
aou + silicate	SO	(27.5,27.75]	0.8620929	0.8586454	0.8655580
aou + silicate	SO	(27.75,27.85]	0.9396214	0.9304989	0.9445492
aou + silicate	SO	(27.85,27.95]	0.9329144	0.9290617	0.9365682
aou + silicate	SO	(27.95,28.05]	0.9215074	0.9105643	0.9320542
aou + silicate	SO	(28.05,28.1]	0.8975895	0.8863922	0.9123307
aou + silicate	SO	(28.1,28.15]	0.8898627	0.8685518	0.9125510
aou + silicate	SO	(28.1,28.2]	0.9580213	0.9566973	0.9590470
aou + silicate	SO	(28.15,28.2]	0.9111121	0.9046277	0.9150161
aou + silicate	SO	(28.2, Inf]	0.6276400	0.6163986	0.6345107
aou + silicate	SO	(28.2,28.3]	0.8950231	0.8888836	0.9042670
aou + silicate	SO	(28.3, Inf]	-0.2192459	-0.2794079	-0.1569071
nitrate + phosphate	Atlantic	(-Inf,26]	0.7045069	0.6719156	0.7287941
nitrate + phosphate	Atlantic	(26,26.5]	0.8238487	0.8142810	0.8392156
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9682776	0.9670771	0.9690951
nitrate + phosphate	Atlantic	(26.75,27]	0.9792162	0.9785333	0.9796152
nitrate + phosphate	Atlantic	(27,27.25]	0.9905924	0.9901878	0.9913593
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9958895	0.9957567	0.9960949
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9969192	0.9968031	0.9970900
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983428	0.9981564	0.9984894
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9987666	0.9987163	0.9988265
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9985902	0.9984054	0.9987431
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9994545	0.9993878	0.9995176
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9990582	0.9989906	0.9991150
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9919798	0.9919472	0.9920381
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9966989	0.9963186	0.9971271
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9520035	0.9511865	0.9530370
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8585382	0.8563808	0.8624234
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7350951	0.7192774	0.7446383
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.7807143	0.7772278	0.7843247
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8259445	0.8205308	0.8316716
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8583512	0.8429899	0.8721863
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9084488	0.8947354	0.9201390
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9782060	0.9765590	0.9808129
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9892671	0.9883810	0.9898654
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9958158	0.9952822	0.9961660
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9944701	0.9939247	0.9948711
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9917886	0.9916515	0.9918728
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9900499	0.9898554	0.9902919
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9649946	0.9630269	0.9670736
nitrate + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate	SO	(26,26.5]	0.9685164	0.9581563	0.9795320
nitrate + phosphate	SO	(26.5,26.75]	0.9791526	0.9766448	0.9810939
nitrate + phosphate	SO	(26.75,27]	0.9930180	0.9919867	0.9941816
nitrate + phosphate	SO	(27,27.25]	0.9976290	0.9975233	0.9977953
nitrate + phosphate	SO	(27.25,27.5]	0.9985601	0.9985424	0.9985843
nitrate + phosphate	SO	(27.5,27.75]	0.9990242	0.9990214	0.9990259
nitrate + phosphate	SO	(27.75,27.85]	0.9987045	0.9984824	0.9988915
nitrate + phosphate	SO	(27.85,27.95]	0.9981285	0.9980724	0.9981919
nitrate + phosphate	SO	(27.95,28.05]	0.9975764	0.9972616	0.9977682
nitrate + phosphate	SO	(28.05,28.1]	0.9967695	0.9966639	0.9968695
nitrate + phosphate	SO	(28.1,28.15]	0.9977987	0.9975214	0.9981601
nitrate + phosphate	SO	(28.1,28.2]	0.9982318	0.9981022	0.9983292
nitrate + phosphate	SO	(28.15,28.2]	0.9982530	0.9980297	0.9984516
nitrate + phosphate	SO	(28.2, Inf]	0.9484977	0.9464137	0.9523294
nitrate + phosphate	SO	(28.2,28.3]	0.9935083	0.9933804	0.9936387
nitrate + phosphate	SO	(28.3, Inf]	0.9340379	0.9292432	0.9382420
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1434787	0.0837848	0.2552332
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4074805	0.4006169	0.4138967
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3076619	0.2645652	0.3341711
nitrate + phosphate_star	Atlantic	(26.75,27]	0.2050485	0.1673755	0.2436889
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4729331	0.4529383	0.5040378
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6799407	0.6644339	0.6967314
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7345289	0.7288582	0.7440177
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8717539	0.8609985	0.8849029
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9305013	0.9293606	0.9315782
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9641311	0.9633626	0.9648358
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9878326	0.9850890	0.9920287
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9862758	0.9854848	0.9872083
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9740663	0.9731672	0.9749458
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9907034	0.9899065	0.9917718
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7335871	0.7277860	0.7403829
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5565704	0.5556147	0.5574117
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5346791	0.5254056	0.5476960
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6420545	0.6301347	0.6503514
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7171147	0.7096733	0.7304389
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6714875	0.6449588	0.6950015
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5761059	0.5707731	0.5827261
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5143458	0.4907336	0.5354389
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5957966	0.5915896	0.5985317
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6797122	0.6722291	0.6925084
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7799724	0.7692996	0.7894876
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7300372	0.7234947	0.7362846
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5663945	0.5416315	0.5930954
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2036422	0.1768587	0.2207098
nitrate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate_star	SO	(26,26.5]	-0.1093038	-0.2701544	0.1723519
nitrate + phosphate_star	SO	(26.5,26.75]	0.6044441	0.5962230	0.6151641
nitrate + phosphate_star	SO	(26.75,27]	0.7773693	0.7597208	0.7967096
nitrate + phosphate_star	SO	(27,27.25]	0.7158049	0.6976799	0.7253134
nitrate + phosphate_star	SO	(27.25,27.5]	0.2901794	0.2676700	0.3063847
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0112631	-0.0493459	0.0141069
nitrate + phosphate_star	SO	(27.75,27.85]	-0.6895501	-0.7063732	-0.6572213
nitrate + phosphate_star	SO	(27.85,27.95]	-0.3810711	-0.4541614	-0.2916747
nitrate + phosphate_star	SO	(27.95,28.05]	-0.0611105	-0.0944838	-0.0297522
nitrate + phosphate_star	SO	(28.05,28.1]	-0.3123391	-0.3878550	-0.2716244
nitrate + phosphate_star	SO	(28.1,28.15]	0.1548518	0.0249369	0.2388780
nitrate + phosphate_star	SO	(28.1,28.2]	-0.4725000	-0.5129751	-0.4271365
nitrate + phosphate_star	SO	(28.15,28.2]	0.4564916	0.3776022	0.5114199
nitrate + phosphate_star	SO	(28.2, Inf]	0.6724287	0.5893897	0.7514216
nitrate + phosphate_star	SO	(28.2,28.3]	-0.0971636	-0.1604633	-0.0456518
nitrate + phosphate_star	SO	(28.3, Inf]	0.5078388	0.4682148	0.5331947
nitrate + silicate	Atlantic	(-Inf,26]	0.5509361	0.5340130	0.5633314
nitrate + silicate	Atlantic	(26,26.5]	0.5579158	0.5439129	0.5709717
nitrate + silicate	Atlantic	(26.5,26.75]	0.7008380	0.6787710	0.7362310
nitrate + silicate	Atlantic	(26.75,27]	0.8285764	0.8045778	0.8468876
nitrate + silicate	Atlantic	(27,27.25]	0.8818828	0.8777349	0.8868163
nitrate + silicate	Atlantic	(27.25,27.5]	0.8819129	0.8792942	0.8870512
nitrate + silicate	Atlantic	(27.5,27.75]	0.8926346	0.8901926	0.8943728
nitrate + silicate	Atlantic	(27.75,27.85]	0.8508106	0.8383705	0.8606287
nitrate + silicate	Atlantic	(27.85,27.95]	0.8795373	0.8786372	0.8802002
nitrate + silicate	Atlantic	(27.95,28.05]	0.9107147	0.9075942	0.9131253
nitrate + silicate	Atlantic	(28.05,28.1]	0.9449148	0.9380587	0.9549656
nitrate + silicate	Atlantic	(28.1,28.15]	0.9583961	0.9547085	0.9618632
nitrate + silicate	Atlantic	(28.15,28.2]	0.9233792	0.9177885	0.9274448
nitrate + silicate	Atlantic	(28.2, Inf]	0.9564894	0.9511721	0.9593941
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8558661	0.8523118	0.8582891
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7903207	0.7884318	0.7935267
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.7829467	0.7707712	0.7895765
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8305090	0.8286458	0.8329766
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8815354	0.8755898	0.8893369
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9026139	0.8943158	0.9095391
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9295955	0.9220582	0.9367927
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9592286	0.9571095	0.9611760
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9582859	0.9575154	0.9597454
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9689234	0.9666705	0.9719572
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9647955	0.9631456	0.9661650
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9092759	0.9081392	0.9104309
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8189948	0.8131957	0.8257393
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6814138	0.6685478	0.6974653
nitrate + silicate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + silicate	SO	(26,26.5]	0.8199235	0.7583893	0.8633182
nitrate + silicate	SO	(26.5,26.75]	0.6244117	0.6080380	0.6353448
nitrate + silicate	SO	(26.75,27]	0.7655503	0.7532119	0.7799465
nitrate + silicate	SO	(27,27.25]	0.9020117	0.8979184	0.9056292
nitrate + silicate	SO	(27.25,27.5]	0.9649945	0.9632447	0.9671520
nitrate + silicate	SO	(27.5,27.75]	0.9649988	0.9645370	0.9654949
nitrate + silicate	SO	(27.75,27.85]	0.9701311	0.9673932	0.9725610
nitrate + silicate	SO	(27.85,27.95]	0.9580488	0.9537701	0.9617260
nitrate + silicate	SO	(27.95,28.05]	0.9315860	0.9202244	0.9386799
nitrate + silicate	SO	(28.05,28.1]	0.9089097	0.8964832	0.9242065
nitrate + silicate	SO	(28.1,28.15]	0.7155536	0.7095669	0.7218530
nitrate + silicate	SO	(28.1,28.2]	0.9544835	0.9497910	0.9581022
nitrate + silicate	SO	(28.15,28.2]	0.5838532	0.5581884	0.6146638
nitrate + silicate	SO	(28.2, Inf]	0.6670758	0.6564056	0.6819487
nitrate + silicate	SO	(28.2,28.3]	0.8385556	0.8306267	0.8507608
nitrate + silicate	SO	(28.3, Inf]	0.7638409	0.7333596	0.7809356
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4563656	0.3873746	0.5880954
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7613635	0.7473018	0.7719158
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4770538	0.4430876	0.4955038
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3394503	0.3074258	0.3720747
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5650773	0.5457877	0.5935452
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7349967	0.7214384	0.7483644
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7813495	0.7769594	0.7887928
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8980295	0.8898978	0.9085871
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9468964	0.9454935	0.9478668
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9744229	0.9742116	0.9746121
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9912404	0.9893047	0.9944346
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9901200	0.9894162	0.9906806
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9886259	0.9880539	0.9890939
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9955423	0.9954817	0.9955987
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7657588	0.7586904	0.7730826
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6512748	0.6464138	0.6539155
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6537883	0.6495548	0.6570671
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7278867	0.7190326	0.7378070
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8079775	0.8051413	0.8101359
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7683412	0.7547017	0.7818341
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6027917	0.5867969	0.6184738
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4998000	0.4706274	0.5275800
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5317703	0.5277313	0.5338245
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6242619	0.6150053	0.6413589
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7265630	0.7102639	0.7411679
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6834216	0.6757309	0.6917028
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5454389	0.5194425	0.5742841
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0597505	0.0175549	0.0943080
phosphate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate + phosphate_star	SO	(26,26.5]	0.0219903	-0.1198271	0.2781636
phosphate + phosphate_star	SO	(26.5,26.75]	0.6589511	0.6461848	0.6666216
phosphate + phosphate_star	SO	(26.75,27]	0.7914436	0.7718675	0.8072715
phosphate + phosphate_star	SO	(27,27.25]	0.7264644	0.7099513	0.7352834
phosphate + phosphate_star	SO	(27.25,27.5]	0.3150035	0.2907954	0.3322524
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0087607	-0.0466174	0.0166057
phosphate + phosphate_star	SO	(27.75,27.85]	-0.6819441	-0.6996813	-0.6476419
phosphate + phosphate_star	SO	(27.85,27.95]	-0.3864168	-0.4569710	-0.2997613
phosphate + phosphate_star	SO	(27.95,28.05]	-0.0770058	-0.1075926	-0.0516975
phosphate + phosphate_star	SO	(28.05,28.1]	-0.3099393	-0.3867506	-0.2668145
phosphate + phosphate_star	SO	(28.1,28.15]	0.1598100	0.0264234	0.2469390
phosphate + phosphate_star	SO	(28.1,28.2]	-0.4803065	-0.5205785	-0.4364676
phosphate + phosphate_star	SO	(28.15,28.2]	0.4418917	0.3611657	0.4995886
phosphate + phosphate_star	SO	(28.2, Inf]	0.6473494	0.5648072	0.7331818
phosphate + phosphate_star	SO	(28.2,28.3]	-0.1347847	-0.1990121	-0.0807911
phosphate + phosphate_star	SO	(28.3, Inf]	0.6585153	0.6356755	0.6711523
sal + aou	Atlantic	(-Inf,26]	-0.3670091	-0.4096800	-0.3294246
sal + aou	Atlantic	(26,26.5]	-0.3562557	-0.3886237	-0.3267954
sal + aou	Atlantic	(26.5,26.75]	0.2594739	0.2259510	0.2994492
sal + aou	Atlantic	(26.75,27]	0.3574544	0.3417676	0.3765096
sal + aou	Atlantic	(27,27.25]	0.1632744	0.0907714	0.2237553
sal + aou	Atlantic	(27.25,27.5]	0.0273516	-0.0246375	0.0625642
sal + aou	Atlantic	(27.5,27.75]	0.4911722	0.4693875	0.5085365
sal + aou	Atlantic	(27.75,27.85]	0.1984263	0.1135635	0.2481114
sal + aou	Atlantic	(27.85,27.95]	0.0591100	0.0245099	0.0970408
sal + aou	Atlantic	(27.95,28.05]	-0.3524853	-0.3812832	-0.3212829
sal + aou	Atlantic	(28.05,28.1]	-0.6517616	-0.7414063	-0.5964711
sal + aou	Atlantic	(28.1,28.15]	-0.8892892	-0.9172559	-0.8461833
sal + aou	Atlantic	(28.15,28.2]	-0.8051649	-0.8300805	-0.7698837
sal + aou	Atlantic	(28.2, Inf]	-0.9468380	-0.9512837	-0.9429407
sal + aou	Indo-Pacific	(-Inf,26]	-0.2384981	-0.2491775	-0.2273454
sal + aou	Indo-Pacific	(26,26.5]	-0.1447521	-0.1458530	-0.1437846
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1737140	-0.1798587	-0.1705378
sal + aou	Indo-Pacific	(26.75,27]	-0.3623765	-0.3715445	-0.3496124
sal + aou	Indo-Pacific	(27,27.25]	-0.5218634	-0.5261337	-0.5178438
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5254444	-0.5456907	-0.5055644
sal + aou	Indo-Pacific	(27.5,27.75]	-0.3209715	-0.3417416	-0.3037672
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1099669	-0.1350302	-0.0854181
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0683945	-0.0836066	-0.0488121
sal + aou	Indo-Pacific	(27.95,28.05]	0.1632894	0.1281413	0.1828232
sal + aou	Indo-Pacific	(28.05,28.1]	0.0883403	0.0605241	0.1120388
sal + aou	Indo-Pacific	(28.1,28.2]	-0.0121826	-0.0435748	0.0192266
sal + aou	Indo-Pacific	(28.2,28.3]	-0.3828865	-0.3938108	-0.3667714
sal + aou	Indo-Pacific	(28.3, Inf]	0.6282118	0.6126650	0.6425941
sal + aou	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
sal + aou	SO	(26,26.5]	0.6056167	0.3933278	0.7157494
sal + aou	SO	(26.5,26.75]	0.0280760	-0.0126617	0.0591275
sal + aou	SO	(26.75,27]	-0.3047158	-0.3262546	-0.2868451
sal + aou	SO	(27,27.25]	-0.1732344	-0.1906792	-0.1418722
sal + aou	SO	(27.25,27.5]	0.4681628	0.4441486	0.5053653
sal + aou	SO	(27.5,27.75]	0.7136194	0.6881726	0.7471839
sal + aou	SO	(27.75,27.85]	0.9222030	0.9179562	0.9265690
sal + aou	SO	(27.85,27.95]	0.8273552	0.8134770	0.8376202
sal + aou	SO	(27.95,28.05]	0.7204662	0.7080361	0.7297390
sal + aou	SO	(28.05,28.1]	0.8044232	0.7847388	0.8367664
sal + aou	SO	(28.1,28.15]	0.7110544	0.6881303	0.7457245
sal + aou	SO	(28.1,28.2]	0.8693010	0.8584588	0.8774247
sal + aou	SO	(28.15,28.2]	0.6157168	0.5736251	0.6595383
sal + aou	SO	(28.2, Inf]	0.6628322	0.5870593	0.7217485
sal + aou	SO	(28.2,28.3]	0.7114090	0.6923568	0.7416700
sal + aou	SO	(28.3, Inf]	0.7273814	0.6883582	0.7857128
sal + nitrate	Atlantic	(-Inf,26]	-0.6436455	-0.6981350	-0.6013774
sal + nitrate	Atlantic	(26,26.5]	-0.4023219	-0.4314479	-0.3603413
sal + nitrate	Atlantic	(26.5,26.75]	0.2005164	0.1542667	0.2508968
sal + nitrate	Atlantic	(26.75,27]	0.2997574	0.2856811	0.3172106
sal + nitrate	Atlantic	(27,27.25]	0.0429851	-0.0466618	0.1197648
sal + nitrate	Atlantic	(27.25,27.5]	-0.1639501	-0.2185647	-0.1244935
sal + nitrate	Atlantic	(27.5,27.75]	0.4041186	0.3781013	0.4229684
sal + nitrate	Atlantic	(27.75,27.85]	-0.0769020	-0.1291995	-0.0138050
sal + nitrate	Atlantic	(27.85,27.95]	-0.1261109	-0.1821890	-0.0510244
sal + nitrate	Atlantic	(27.95,28.05]	-0.3585961	-0.3990157	-0.3104632
sal + nitrate	Atlantic	(28.05,28.1]	-0.5887012	-0.7106474	-0.5090328
sal + nitrate	Atlantic	(28.1,28.15]	-0.8408367	-0.8890022	-0.7611885
sal + nitrate	Atlantic	(28.15,28.2]	-0.8476201	-0.8684057	-0.8121747
sal + nitrate	Atlantic	(28.2, Inf]	-0.9366629	-0.9453091	-0.9296216
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3682370	-0.3776864	-0.3580148
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3927572	-0.3931595	-0.3924635
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4562555	-0.4661231	-0.4490170
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6147375	-0.6244482	-0.6022195
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6956236	-0.7031364	-0.6917613
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6584715	-0.6727933	-0.6445827
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.4591903	-0.4681829	-0.4505709
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2497457	-0.2798031	-0.2293739
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2076011	-0.2238802	-0.1824000
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.0536008	0.0248961	0.0686739
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.0368985	-0.0732689	-0.0058265
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.0770082	-0.1074100	-0.0459308
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.4618246	-0.4661522	-0.4550160
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.1162674	0.1008246	0.1373632
sal + nitrate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + nitrate	SO	(26,26.5]	0.3043311	-0.0202471	0.4892697
sal + nitrate	SO	(26.5,26.75]	-0.5124448	-0.5199525	-0.5021429
sal + nitrate	SO	(26.75,27]	-0.7193632	-0.7477352	-0.7012903
sal + nitrate	SO	(27,27.25]	-0.7234268	-0.7345655	-0.7047724
sal + nitrate	SO	(27.25,27.5]	-0.1537866	-0.1793575	-0.1169202
sal + nitrate	SO	(27.5,27.75]	0.3209356	0.2875974	0.3759543
sal + nitrate	SO	(27.75,27.85]	0.8146469	0.7910505	0.8275876
sal + nitrate	SO	(27.85,27.95]	0.5909866	0.5274821	0.6405839
sal + nitrate	SO	(27.95,28.05]	0.3197302	0.2880364	0.3476876
sal + nitrate	SO	(28.05,28.1]	0.3989716	0.3225868	0.5126310
sal + nitrate	SO	(28.1,28.15]	-0.2365768	-0.3136962	-0.1219908
sal + nitrate	SO	(28.1,28.2]	0.6932665	0.6651814	0.7192341
sal + nitrate	SO	(28.15,28.2]	-0.4757669	-0.5221629	-0.4010281
sal + nitrate	SO	(28.2, Inf]	0.0274663	-0.0733025	0.1233234
sal + nitrate	SO	(28.2,28.3]	0.5119597	0.4794210	0.5493590
sal + nitrate	SO	(28.3, Inf]	0.4203906	0.3160779	0.4934580
sal + phosphate	Atlantic	(-Inf,26]	-0.2654768	-0.2834932	-0.2548831
sal + phosphate	Atlantic	(26,26.5]	-0.6294324	-0.6589013	-0.5966893
sal + phosphate	Atlantic	(26.5,26.75]	0.0249299	-0.0158088	0.0720020
sal + phosphate	Atlantic	(26.75,27]	0.1780823	0.1662103	0.1930055
sal + phosphate	Atlantic	(27,27.25]	-0.0654638	-0.1562939	0.0127077
sal + phosphate	Atlantic	(27.25,27.5]	-0.2366253	-0.2880260	-0.1982992
sal + phosphate	Atlantic	(27.5,27.75]	0.3395690	0.3146643	0.3586759
sal + phosphate	Atlantic	(27.75,27.85]	-0.1261454	-0.1751937	-0.0629453
sal + phosphate	Atlantic	(27.85,27.95]	-0.1681368	-0.2253411	-0.0923253
sal + phosphate	Atlantic	(27.95,28.05]	-0.3783155	-0.4214798	-0.3291082
sal + phosphate	Atlantic	(28.05,28.1]	-0.6039441	-0.7272577	-0.5230318
sal + phosphate	Atlantic	(28.1,28.15]	-0.8405648	-0.8890325	-0.7595394
sal + phosphate	Atlantic	(28.15,28.2]	-0.7841669	-0.8062419	-0.7475701
sal + phosphate	Atlantic	(28.2, Inf]	-0.9168938	-0.9234293	-0.9131542
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3561608	-0.3651167	-0.3433142
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3649710	-0.3670296	-0.3616072
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3740901	-0.3788021	-0.3712168
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5405272	-0.5480826	-0.5307784
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6296783	-0.6329856	-0.6232341
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6121459	-0.6306667	-0.5952687
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.4217617	-0.4391513	-0.4078477
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.1952612	-0.2245055	-0.1713813
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1411164	-0.1585259	-0.1158994
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.1259540	0.0956770	0.1440614
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.0547642	0.0237754	0.0819672
sal + phosphate	Indo-Pacific	(28.1,28.2]	-0.0100441	-0.0405498	0.0206898
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.3907608	-0.3972926	-0.3802677
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.3167794	0.2985886	0.3361506
sal + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate	SO	(26,26.5]	0.2206041	-0.1000247	0.4076231
sal + phosphate	SO	(26.5,26.75]	-0.5707456	-0.5794544	-0.5569709
sal + phosphate	SO	(26.75,27]	-0.7473540	-0.7713744	-0.7261859
sal + phosphate	SO	(27,27.25]	-0.7405110	-0.7514381	-0.7226263
sal + phosphate	SO	(27.25,27.5]	-0.1863010	-0.2133196	-0.1474662
sal + phosphate	SO	(27.5,27.75]	0.3193576	0.2860062	0.3742511
sal + phosphate	SO	(27.75,27.85]	0.8103388	0.7853076	0.8237671
sal + phosphate	SO	(27.85,27.95]	0.5978362	0.5355305	0.6456123
sal + phosphate	SO	(27.95,28.05]	0.3422880	0.3105325	0.3676665
sal + phosphate	SO	(28.05,28.1]	0.4116454	0.3317760	0.5270589
sal + phosphate	SO	(28.1,28.15]	-0.2413887	-0.3221559	-0.1237853
sal + phosphate	SO	(28.1,28.2]	0.7076658	0.6810570	0.7326451
sal + phosphate	SO	(28.15,28.2]	-0.4610878	-0.5100577	-0.3842579
sal + phosphate	SO	(28.2, Inf]	0.2588347	0.1567460	0.3476678
sal + phosphate	SO	(28.2,28.3]	0.5836961	0.5517547	0.6180883
sal + phosphate	SO	(28.3, Inf]	0.4188093	0.2778266	0.5237689
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2754040	-0.3439836	-0.2086807
sal + phosphate_star	Atlantic	(26,26.5]	-0.8772520	-0.8804302	-0.8732245
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7810112	-0.8012501	-0.7660083
sal + phosphate_star	Atlantic	(26.75,27]	-0.7412905	-0.7510924	-0.7299175
sal + phosphate_star	Atlantic	(27,27.25]	-0.7425538	-0.7880454	-0.7001616
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7324579	-0.7572155	-0.7169036
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.1976356	-0.2115714	-0.1802999
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.4701823	-0.5027872	-0.4178202
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.4084081	-0.4641365	-0.3372159
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.4647287	-0.5133577	-0.4091314
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.6127754	-0.7461037	-0.5264753
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8102272	-0.8650412	-0.7161359
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7598960	-0.7771839	-0.7267264
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9056632	-0.9108053	-0.9023418
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7070921	-0.7127827	-0.6996672
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8659723	-0.8691580	-0.8632148
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8991764	-0.9007759	-0.8982627
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9257213	-0.9306620	-0.9206135
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8999868	-0.9029375	-0.8946948
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8347433	-0.8402465	-0.8299845
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7605016	-0.7667599	-0.7500158
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8485019	-0.8711035	-0.8185869
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6897196	-0.7084721	-0.6601777
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4848558	-0.5147000	-0.4427970
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5148503	-0.5690732	-0.4596818
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0258089	-0.0367655	-0.0136329
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3753034	-0.4117531	-0.3498305
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8652709	-0.8909908	-0.8494979
sal + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate_star	SO	(26,26.5]	-0.8454829	-0.8902244	-0.8084081
sal + phosphate_star	SO	(26.5,26.75]	-0.9429321	-0.9472858	-0.9392516
sal + phosphate_star	SO	(26.75,27]	-0.9303918	-0.9369544	-0.9257431
sal + phosphate_star	SO	(27,27.25]	-0.9586073	-0.9615928	-0.9560033
sal + phosphate_star	SO	(27.25,27.5]	-0.9558166	-0.9567484	-0.9546885
sal + phosphate_star	SO	(27.5,27.75]	-0.9172921	-0.9201545	-0.9121522
sal + phosphate_star	SO	(27.75,27.85]	-0.9562699	-0.9570906	-0.9557775
sal + phosphate_star	SO	(27.85,27.95]	-0.9259460	-0.9278328	-0.9242473
sal + phosphate_star	SO	(27.95,28.05]	-0.8843098	-0.8868143	-0.8819163
sal + phosphate_star	SO	(28.05,28.1]	-0.9323283	-0.9380303	-0.9248538
sal + phosphate_star	SO	(28.1,28.15]	-0.9856236	-0.9870960	-0.9835471
sal + phosphate_star	SO	(28.1,28.2]	-0.8902088	-0.8929472	-0.8876644
sal + phosphate_star	SO	(28.15,28.2]	-0.9931320	-0.9935176	-0.9928683
sal + phosphate_star	SO	(28.2, Inf]	-0.3920290	-0.4038468	-0.3802029
sal + phosphate_star	SO	(28.2,28.3]	-0.6827318	-0.7086528	-0.6668939
sal + phosphate_star	SO	(28.3, Inf]	-0.2527369	-0.4059334	-0.1513817
sal + silicate	Atlantic	(-Inf,26]	-0.7603547	-0.7680722	-0.7497270
sal + silicate	Atlantic	(26,26.5]	0.1795467	0.1456778	0.2165294
sal + silicate	Atlantic	(26.5,26.75]	0.3203128	0.3008469	0.3537793
sal + silicate	Atlantic	(26.75,27]	0.0308912	0.0067163	0.0528074
sal + silicate	Atlantic	(27,27.25]	-0.2503852	-0.3605817	-0.1506403
sal + silicate	Atlantic	(27.25,27.5]	-0.3994321	-0.4437575	-0.3639465
sal + silicate	Atlantic	(27.5,27.75]	0.1778031	0.1530459	0.1929314
sal + silicate	Atlantic	(27.75,27.85]	-0.4767945	-0.5139791	-0.4199140
sal + silicate	Atlantic	(27.85,27.95]	-0.5147815	-0.5662876	-0.4406585
sal + silicate	Atlantic	(27.95,28.05]	-0.6348142	-0.6821313	-0.5782566
sal + silicate	Atlantic	(28.05,28.1]	-0.7308426	-0.8521809	-0.6448305
sal + silicate	Atlantic	(28.1,28.15]	-0.8327668	-0.8797140	-0.7578860
sal + silicate	Atlantic	(28.15,28.2]	-0.6317520	-0.6437494	-0.6117160
sal + silicate	Atlantic	(28.2, Inf]	-0.8711218	-0.8800920	-0.8640264
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5407907	-0.5438901	-0.5346916
sal + silicate	Indo-Pacific	(26,26.5]	-0.5818580	-0.5848159	-0.5780285
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6545121	-0.6576319	-0.6505050
sal + silicate	Indo-Pacific	(26.75,27]	-0.7327035	-0.7438304	-0.7236468
sal + silicate	Indo-Pacific	(27,27.25]	-0.7795509	-0.7818301	-0.7758230
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7456804	-0.7567278	-0.7393599
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.5519429	-0.5670036	-0.5388332
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3270134	-0.3556602	-0.3048485
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2144329	-0.2368702	-0.1780149
sal + silicate	Indo-Pacific	(27.95,28.05]	0.0874603	0.0577463	0.1023455
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0524648	0.0209689	0.0829031
sal + silicate	Indo-Pacific	(28.1,28.2]	0.2048320	0.1715140	0.2332937
sal + silicate	Indo-Pacific	(28.2,28.3]	-0.1198979	-0.1406925	-0.1086179
sal + silicate	Indo-Pacific	(28.3, Inf]	0.7128186	0.6926091	0.7395706
sal + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + silicate	SO	(26,26.5]	0.7103804	0.5571949	0.7991752
sal + silicate	SO	(26.5,26.75]	0.2389207	0.2310757	0.2482481
sal + silicate	SO	(26.75,27]	-0.1920650	-0.2230615	-0.1682610
sal + silicate	SO	(27,27.25]	-0.4613419	-0.4709989	-0.4486483
sal + silicate	SO	(27.25,27.5]	-0.0987980	-0.1362499	-0.0496682
sal + silicate	SO	(27.5,27.75]	0.3631274	0.3303743	0.4127194
sal + silicate	SO	(27.75,27.85]	0.8164612	0.7929334	0.8299358
sal + silicate	SO	(27.85,27.95]	0.7158763	0.6764093	0.7467223
sal + silicate	SO	(27.95,28.05]	0.5697993	0.5597473	0.5757057
sal + silicate	SO	(28.05,28.1]	0.6601249	0.6240447	0.7229840
sal + silicate	SO	(28.1,28.15]	0.4225009	0.3553995	0.5162052
sal + silicate	SO	(28.1,28.2]	0.8388172	0.8270965	0.8502999
sal + silicate	SO	(28.15,28.2]	0.3741366	0.3292107	0.4169874
sal + silicate	SO	(28.2, Inf]	0.6416774	0.5860756	0.6834285
sal + silicate	SO	(28.2,28.3]	0.8511820	0.8372270	0.8625971
sal + silicate	SO	(28.3, Inf]	0.2279606	0.0589249	0.3558641
sal + temp	Atlantic	(-Inf,26]	0.6736270	0.6277301	0.7228217
sal + temp	Atlantic	(26,26.5]	0.9599090	0.9591140	0.9606145
sal + temp	Atlantic	(26.5,26.75]	0.9679370	0.9649937	0.9699389
sal + temp	Atlantic	(26.75,27]	0.9666199	0.9642020	0.9696360
sal + temp	Atlantic	(27,27.25]	0.9579389	0.9577723	0.9581158
sal + temp	Atlantic	(27.25,27.5]	0.9549219	0.9538818	0.9562695
sal + temp	Atlantic	(27.5,27.75]	0.9660645	0.9645740	0.9670802
sal + temp	Atlantic	(27.75,27.85]	0.9591901	0.9570544	0.9603521
sal + temp	Atlantic	(27.85,27.95]	0.9227867	0.9150102	0.9268357
sal + temp	Atlantic	(27.95,28.05]	0.8454441	0.8319158	0.8554029
sal + temp	Atlantic	(28.05,28.1]	0.8693953	0.8445938	0.9082806
sal + temp	Atlantic	(28.1,28.15]	0.8239848	0.8087073	0.8391213
sal + temp	Atlantic	(28.15,28.2]	0.7431320	0.7378061	0.7534136
sal + temp	Atlantic	(28.2, Inf]	0.9064214	0.8564387	0.9529548
sal + temp	Indo-Pacific	(-Inf,26]	0.8170249	0.8118331	0.8213458
sal + temp	Indo-Pacific	(26,26.5]	0.9537618	0.9523787	0.9551900
sal + temp	Indo-Pacific	(26.5,26.75]	0.9800354	0.9796650	0.9805909
sal + temp	Indo-Pacific	(26.75,27]	0.9780149	0.9775488	0.9787180
sal + temp	Indo-Pacific	(27,27.25]	0.9755922	0.9746492	0.9762347
sal + temp	Indo-Pacific	(27.25,27.5]	0.9335075	0.9328318	0.9339871
sal + temp	Indo-Pacific	(27.5,27.75]	0.8197494	0.8144727	0.8246106
sal + temp	Indo-Pacific	(27.75,27.85]	0.9342359	0.9198272	0.9424545
sal + temp	Indo-Pacific	(27.85,27.95]	0.7439156	0.7225433	0.7596329
sal + temp	Indo-Pacific	(27.95,28.05]	0.8371071	0.7920218	0.8649511
sal + temp	Indo-Pacific	(28.05,28.1]	0.9472485	0.9361947	0.9590977
sal + temp	Indo-Pacific	(28.1,28.2]	0.0549916	0.0415067	0.0705884
sal + temp	Indo-Pacific	(28.2,28.3]	0.1850622	0.1639570	0.2205556
sal + temp	Indo-Pacific	(28.3, Inf]	0.9635032	0.9598964	0.9656225
sal + temp	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + temp	SO	(26,26.5]	0.9273819	0.9151394	0.9384349
sal + temp	SO	(26.5,26.75]	0.9693622	0.9688512	0.9698337
sal + temp	SO	(26.75,27]	0.9634041	0.9590064	0.9664473
sal + temp	SO	(27,27.25]	0.9540137	0.9527297	0.9555508
sal + temp	SO	(27.25,27.5]	0.9423318	0.9385178	0.9444830
sal + temp	SO	(27.5,27.75]	0.8688919	0.8572577	0.8767264
sal + temp	SO	(27.75,27.85]	0.9536690	0.9523571	0.9552235
sal + temp	SO	(27.85,27.95]	0.9297995	0.9276342	0.9328340
sal + temp	SO	(27.95,28.05]	0.8928386	0.8886715	0.8997020
sal + temp	SO	(28.05,28.1]	0.9519089	0.9502449	0.9540717
sal + temp	SO	(28.1,28.15]	0.9662402	0.9639996	0.9677744
sal + temp	SO	(28.1,28.2]	0.9457597	0.9441657	0.9479294
sal + temp	SO	(28.15,28.2]	0.9761589	0.9760040	0.9763223
sal + temp	SO	(28.2, Inf]	0.7889288	0.7665349	0.8049284
sal + temp	SO	(28.2,28.3]	0.8833926	0.8782160	0.8930215
sal + temp	SO	(28.3, Inf]	0.6596596	0.6226744	0.7291074
silicate + phosphate	Atlantic	(-Inf,26]	-0.1405687	-0.1742255	-0.0952888
silicate + phosphate	Atlantic	(26,26.5]	0.0135864	-0.0122124	0.0546998
silicate + phosphate	Atlantic	(26.5,26.75]	0.5718394	0.5361069	0.6215918
silicate + phosphate	Atlantic	(26.75,27]	0.8345295	0.8143879	0.8506674
silicate + phosphate	Atlantic	(27,27.25]	0.9137032	0.9117816	0.9159000
silicate + phosphate	Atlantic	(27.25,27.5]	0.9101586	0.9080342	0.9138860
silicate + phosphate	Atlantic	(27.5,27.75]	0.9149802	0.9132206	0.9161298
silicate + phosphate	Atlantic	(27.75,27.85]	0.8786321	0.8691239	0.8862181
silicate + phosphate	Atlantic	(27.85,27.95]	0.9010971	0.8997248	0.9022304
silicate + phosphate	Atlantic	(27.95,28.05]	0.9266855	0.9250547	0.9282912
silicate + phosphate	Atlantic	(28.05,28.1]	0.9546878	0.9491827	0.9631737
silicate + phosphate	Atlantic	(28.1,28.15]	0.9686055	0.9658187	0.9714592
silicate + phosphate	Atlantic	(28.15,28.2]	0.9616801	0.9578675	0.9640684
silicate + phosphate	Atlantic	(28.2, Inf]	0.9729441	0.9699958	0.9748248
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8850091	0.8846198	0.8854572
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8757419	0.8719772	0.8781812
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8446559	0.8410069	0.8496628
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8877383	0.8868577	0.8885453
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9206136	0.9165125	0.9231684
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9317523	0.9277630	0.9344845
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9342995	0.9283567	0.9396892
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9481258	0.9476192	0.9484408
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9465615	0.9463414	0.9469035
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9753107	0.9735103	0.9778403
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9768984	0.9760325	0.9776894
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9114393	0.9093089	0.9125614
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8237059	0.8162648	0.8303281
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8402654	0.8342079	0.8498603
silicate + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
silicate + phosphate	SO	(26,26.5]	0.7925074	0.7302637	0.8402277
silicate + phosphate	SO	(26.5,26.75]	0.6019039	0.5868681	0.6185975
silicate + phosphate	SO	(26.75,27]	0.7489336	0.7319270	0.7675056
silicate + phosphate	SO	(27,27.25]	0.8990762	0.8952400	0.9020388
silicate + phosphate	SO	(27.25,27.5]	0.9671346	0.9655114	0.9690302
silicate + phosphate	SO	(27.5,27.75]	0.9737030	0.9732222	0.9742783
silicate + phosphate	SO	(27.75,27.85]	0.9797286	0.9780803	0.9813415
silicate + phosphate	SO	(27.85,27.95]	0.9693717	0.9656178	0.9721516
silicate + phosphate	SO	(27.95,28.05]	0.9490366	0.9401729	0.9546722
silicate + phosphate	SO	(28.05,28.1]	0.9298573	0.9169976	0.9441939
silicate + phosphate	SO	(28.1,28.15]	0.7316729	0.7246697	0.7406125
silicate + phosphate	SO	(28.1,28.2]	0.9660398	0.9623501	0.9689993
silicate + phosphate	SO	(28.15,28.2]	0.6123731	0.5876902	0.6440908
silicate + phosphate	SO	(28.2, Inf]	0.8644998	0.8515036	0.8774081
silicate + phosphate	SO	(28.2,28.3]	0.8888941	0.8822372	0.8983590
silicate + phosphate	SO	(28.3, Inf]	0.9007452	0.8943004	0.9060269
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0889519	-0.1066652	-0.0554184
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2991522	-0.3060666	-0.2883859
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0425868	-0.0231057	0.0844643
silicate + phosphate_star	Atlantic	(26.75,27]	0.4656790	0.4573614	0.4783241
silicate + phosphate_star	Atlantic	(27,27.25]	0.7825818	0.7573406	0.8136247
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.9014857	0.8947830	0.9061033
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9163616	0.9115375	0.9207216
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9893398	0.9875137	0.9907216
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9791235	0.9780712	0.9808538
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9690819	0.9683743	0.9695186
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9681409	0.9659411	0.9708418
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9688193	0.9654689	0.9729011
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9689499	0.9676278	0.9711540
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9801878	0.9785987	0.9824419
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7771737	0.7716463	0.7802291
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7818483	0.7787564	0.7848523
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8128131	0.8055515	0.8189344
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8210499	0.8134971	0.8262047
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8576628	0.8517630	0.8623427
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7953892	0.7803378	0.8094031
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6799698	0.6709717	0.6924657
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5517668	0.5238489	0.5775890
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6151527	0.6046830	0.6228364
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6149664	0.6050179	0.6328062
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6944322	0.6817816	0.7027334
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7729697	0.7658784	0.7785084
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7048842	0.6763685	0.7301743
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3223986	-0.4099980	-0.2657215
silicate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
silicate + phosphate_star	SO	(26,26.5]	-0.4877223	-0.5680972	-0.3587139
silicate + phosphate_star	SO	(26.5,26.75]	-0.1342899	-0.1397479	-0.1313074
silicate + phosphate_star	SO	(26.75,27]	0.2898701	0.2705480	0.3131934
silicate + phosphate_star	SO	(27,27.25]	0.5017177	0.4909137	0.5130902
silicate + phosphate_star	SO	(27.25,27.5]	0.2531469	0.2181988	0.2807791
silicate + phosphate_star	SO	(27.5,27.75]	-0.0373890	-0.0710885	-0.0118353
silicate + phosphate_star	SO	(27.75,27.85]	-0.6776194	-0.6960008	-0.6443828
silicate + phosphate_star	SO	(27.85,27.95]	-0.4972574	-0.5460294	-0.4400302
silicate + phosphate_star	SO	(27.95,28.05]	-0.2771224	-0.2885208	-0.2631364
silicate + phosphate_star	SO	(28.05,28.1]	-0.5193961	-0.5533953	-0.4925512
silicate + phosphate_star	SO	(28.1,28.15]	-0.4862093	-0.5876521	-0.4206320
silicate + phosphate_star	SO	(28.1,28.2]	-0.6017096	-0.6262508	-0.5767253
silicate + phosphate_star	SO	(28.15,28.2]	-0.3849623	-0.4311780	-0.3298136
silicate + phosphate_star	SO	(28.2, Inf]	0.4070086	0.3461203	0.4810683
silicate + phosphate_star	SO	(28.2,28.3]	-0.3125069	-0.3645606	-0.2716321
silicate + phosphate_star	SO	(28.3, Inf]	0.8520690	0.8381309	0.8596071
temp + aou	Atlantic	(-Inf,26]	-0.6218277	-0.6589595	-0.6022066
temp + aou	Atlantic	(26,26.5]	-0.4153948	-0.4340241	-0.3923327
temp + aou	Atlantic	(26.5,26.75]	0.1392468	0.1063739	0.1753465
temp + aou	Atlantic	(26.75,27]	0.2772661	0.2653403	0.2994431
temp + aou	Atlantic	(27,27.25]	0.1693016	0.1103771	0.2240578
temp + aou	Atlantic	(27.25,27.5]	0.0882582	0.0382946	0.1201078
temp + aou	Atlantic	(27.5,27.75]	0.5005991	0.4848778	0.5147964
temp + aou	Atlantic	(27.75,27.85]	0.2432962	0.1464596	0.2969889
temp + aou	Atlantic	(27.85,27.95]	0.0754214	0.0438033	0.1159577
temp + aou	Atlantic	(27.95,28.05]	-0.1846237	-0.2380834	-0.1096817
temp + aou	Atlantic	(28.05,28.1]	-0.4283008	-0.4784110	-0.3401125
temp + aou	Atlantic	(28.1,28.15]	-0.6637349	-0.7231370	-0.6038772
temp + aou	Atlantic	(28.15,28.2]	-0.8096442	-0.8289197	-0.7802004
temp + aou	Atlantic	(28.2, Inf]	-0.8852204	-0.9195471	-0.8355588
temp + aou	Indo-Pacific	(-Inf,26]	-0.3877108	-0.4001612	-0.3723132
temp + aou	Indo-Pacific	(26,26.5]	-0.1954098	-0.1992086	-0.1916017
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1652717	-0.1714055	-0.1615812
temp + aou	Indo-Pacific	(26.75,27]	-0.3125830	-0.3288286	-0.2965851
temp + aou	Indo-Pacific	(27,27.25]	-0.5037296	-0.5057009	-0.5014770
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5157873	-0.5357780	-0.4957843
temp + aou	Indo-Pacific	(27.5,27.75]	-0.2848034	-0.3015116	-0.2611454
temp + aou	Indo-Pacific	(27.75,27.85]	-0.0761833	-0.1018455	-0.0457884
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0539484	-0.0577286	-0.0482741
temp + aou	Indo-Pacific	(27.95,28.05]	0.1160213	0.0524578	0.1555586
temp + aou	Indo-Pacific	(28.05,28.1]	0.1742730	0.1299562	0.1968657
temp + aou	Indo-Pacific	(28.1,28.2]	0.1890282	0.1856179	0.1928428
temp + aou	Indo-Pacific	(28.2,28.3]	0.4666998	0.4440609	0.4837488
temp + aou	Indo-Pacific	(28.3, Inf]	0.7081268	0.6986151	0.7253444
temp + aou	SO	(-Inf,26]	0.0000000	-1.0000000	1.0000000
temp + aou	SO	(26,26.5]	0.5988415	0.4513491	0.6841956
temp + aou	SO	(26.5,26.75]	0.0678889	0.0329080	0.0986773
temp + aou	SO	(26.75,27]	-0.2651134	-0.2849486	-0.2459936
temp + aou	SO	(27,27.25]	-0.1465990	-0.1636897	-0.1162883
temp + aou	SO	(27.25,27.5]	0.3036727	0.2875473	0.3307398
temp + aou	SO	(27.5,27.75]	0.3626739	0.3424423	0.3846179
temp + aou	SO	(27.75,27.85]	0.8321067	0.8236456	0.8399913
temp + aou	SO	(27.85,27.95]	0.7348413	0.7228927	0.7468353
temp + aou	SO	(27.95,28.05]	0.7331866	0.7071339	0.7475851
temp + aou	SO	(28.05,28.1]	0.8763638	0.8698581	0.8796730
temp + aou	SO	(28.1,28.15]	0.8244073	0.8035113	0.8554993
temp + aou	SO	(28.1,28.2]	0.8765139	0.8669932	0.8832469
temp + aou	SO	(28.15,28.2]	0.7145747	0.6720117	0.7574220
temp + aou	SO	(28.2, Inf]	0.5625184	0.4489976	0.6559543
temp + aou	SO	(28.2,28.3]	0.8190359	0.8075824	0.8324050
temp + aou	SO	(28.3, Inf]	0.8899238	0.8850576	0.8967935
temp + nitrate	Atlantic	(-Inf,26]	-0.7407586	-0.7807180	-0.7156921
temp + nitrate	Atlantic	(26,26.5]	-0.4591781	-0.4749340	-0.4315769
temp + nitrate	Atlantic	(26.5,26.75]	0.0726333	0.0290740	0.1184248
temp + nitrate	Atlantic	(26.75,27]	0.2033784	0.1915247	0.2259112
temp + nitrate	Atlantic	(27,27.25]	0.0426842	-0.0337900	0.1127698
temp + nitrate	Atlantic	(27.25,27.5]	-0.0953595	-0.1522193	-0.0561297
temp + nitrate	Atlantic	(27.5,27.75]	0.4061527	0.3866222	0.4212316
temp + nitrate	Atlantic	(27.75,27.85]	-0.0565712	-0.1199049	-0.0051777
temp + nitrate	Atlantic	(27.85,27.95]	-0.1526169	-0.2046395	-0.0776260
temp + nitrate	Atlantic	(27.95,28.05]	-0.2737474	-0.3307963	-0.1882169
temp + nitrate	Atlantic	(28.05,28.1]	-0.4064821	-0.4768624	-0.3196508
temp + nitrate	Atlantic	(28.1,28.15]	-0.6369833	-0.7201308	-0.5346787
temp + nitrate	Atlantic	(28.15,28.2]	-0.8446936	-0.8706065	-0.8036117
temp + nitrate	Atlantic	(28.2, Inf]	-0.8339325	-0.9018701	-0.7420495
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5342672	-0.5425468	-0.5214286
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4481398	-0.4513492	-0.4451561
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4592052	-0.4697593	-0.4508522
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5845174	-0.5928267	-0.5700590
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6978923	-0.7099668	-0.6903052
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6897950	-0.7030559	-0.6759735
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5121418	-0.5286300	-0.4947854
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2280993	-0.2482136	-0.1993660
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2320785	-0.2379115	-0.2215567
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.0001240	-0.0597544	0.0356605
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0548073	0.0006378	0.0860527
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.0547463	0.0496495	0.0573180
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3318279	0.3104678	0.3473741
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.2402208	0.2332799	0.2508064
temp + nitrate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + nitrate	SO	(26,26.5]	0.2362108	0.0281676	0.3433257
temp + nitrate	SO	(26.5,26.75]	-0.4958560	-0.5067337	-0.4823993
temp + nitrate	SO	(26.75,27]	-0.7089595	-0.7349336	-0.6906543
temp + nitrate	SO	(27,27.25]	-0.7178276	-0.7296531	-0.6986312
temp + nitrate	SO	(27.25,27.5]	-0.3536368	-0.3696087	-0.3308464
temp + nitrate	SO	(27.5,27.75]	-0.1112542	-0.1330335	-0.0758671
temp + nitrate	SO	(27.75,27.85]	0.7031003	0.6857093	0.7196518
temp + nitrate	SO	(27.85,27.95]	0.5036139	0.4501201	0.5520253
temp + nitrate	SO	(27.95,28.05]	0.3487290	0.3225909	0.3815629
temp + nitrate	SO	(28.05,28.1]	0.4993855	0.4647577	0.5632938
temp + nitrate	SO	(28.1,28.15]	-0.0639198	-0.1458896	0.0590251
temp + nitrate	SO	(28.1,28.2]	0.6966267	0.6722598	0.7195478
temp + nitrate	SO	(28.15,28.2]	-0.3541241	-0.4099407	-0.2695877
temp + nitrate	SO	(28.2, Inf]	-0.3532834	-0.4811638	-0.2302598
temp + nitrate	SO	(28.2,28.3]	0.6173362	0.5918985	0.6386458
temp + nitrate	SO	(28.3, Inf]	-0.0545212	-0.1185993	0.0302615
temp + phosphate	Atlantic	(-Inf,26]	-0.6485798	-0.6583281	-0.6354396
temp + phosphate	Atlantic	(26,26.5]	-0.6555906	-0.6763336	-0.6312163
temp + phosphate	Atlantic	(26.5,26.75]	-0.0866925	-0.1260656	-0.0452952
temp + phosphate	Atlantic	(26.75,27]	0.0958435	0.0850352	0.1138898
temp + phosphate	Atlantic	(27,27.25]	-0.0517704	-0.1294327	0.0191504
temp + phosphate	Atlantic	(27.25,27.5]	-0.1616054	-0.2155766	-0.1232320
temp + phosphate	Atlantic	(27.5,27.75]	0.3453281	0.3271972	0.3603864
temp + phosphate	Atlantic	(27.75,27.85]	-0.1070239	-0.1663977	-0.0560271
temp + phosphate	Atlantic	(27.85,27.95]	-0.1964128	-0.2494000	-0.1208677
temp + phosphate	Atlantic	(27.95,28.05]	-0.3043205	-0.3649307	-0.2170411
temp + phosphate	Atlantic	(28.05,28.1]	-0.4312092	-0.5049904	-0.3451528
temp + phosphate	Atlantic	(28.1,28.15]	-0.6569696	-0.7412126	-0.5510438
temp + phosphate	Atlantic	(28.15,28.2]	-0.8608536	-0.8859067	-0.8195276
temp + phosphate	Atlantic	(28.2, Inf]	-0.8352840	-0.8994513	-0.7479137
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5049689	-0.5139016	-0.4899203
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4202138	-0.4255478	-0.4146187
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3712671	-0.3754849	-0.3690875
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5023434	-0.5106577	-0.4897593
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6242475	-0.6275175	-0.6198122
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6272463	-0.6460893	-0.6099817
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4209086	-0.4331660	-0.4002407
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.1618929	-0.1845515	-0.1312486
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.1452483	-0.1513691	-0.1343821
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.0696782	0.0065265	0.1095004
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.1422559	0.0938772	0.1688183
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.1444842	0.1411116	0.1466417
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4185902	0.3972006	0.4335058
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4203697	0.4038311	0.4293493
temp + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate	SO	(26,26.5]	0.1289620	-0.0675503	0.2293272
temp + phosphate	SO	(26.5,26.75]	-0.5542076	-0.5631150	-0.5376825
temp + phosphate	SO	(26.75,27]	-0.7364472	-0.7570233	-0.7165280
temp + phosphate	SO	(27,27.25]	-0.7308813	-0.7423749	-0.7124472
temp + phosphate	SO	(27.25,27.5]	-0.3775871	-0.3948980	-0.3527913
temp + phosphate	SO	(27.5,27.75]	-0.1088816	-0.1308619	-0.0735041
temp + phosphate	SO	(27.75,27.85]	0.7009662	0.6824866	0.7178151
temp + phosphate	SO	(27.85,27.95]	0.5128196	0.4599707	0.5595107
temp + phosphate	SO	(27.95,28.05]	0.3645036	0.3441109	0.3946260
temp + phosphate	SO	(28.05,28.1]	0.5008059	0.4636364	0.5656452
temp + phosphate	SO	(28.1,28.15]	-0.0652901	-0.1504445	0.0611795
temp + phosphate	SO	(28.1,28.2]	0.7026914	0.6794022	0.7256812
temp + phosphate	SO	(28.15,28.2]	-0.3349335	-0.3934489	-0.2487511
temp + phosphate	SO	(28.2, Inf]	-0.2124597	-0.3494801	-0.0915877
temp + phosphate	SO	(28.2,28.3]	0.6589857	0.6330299	0.6791970
temp + phosphate	SO	(28.3, Inf]	-0.1739294	-0.2444498	-0.0919434
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6881278	-0.7161253	-0.6617498
temp + phosphate_star	Atlantic	(26,26.5]	-0.8635791	-0.8692161	-0.8575290
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8088472	-0.8278168	-0.7973218
temp + phosphate_star	Atlantic	(26.75,27]	-0.7779118	-0.7844153	-0.7654971
temp + phosphate_star	Atlantic	(27,27.25]	-0.7298192	-0.7703261	-0.6938151
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6759835	-0.7083746	-0.6557677
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.2049219	-0.2124254	-0.1920961
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.4783105	-0.5054146	-0.4398342
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.4694431	-0.5186019	-0.4029732
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.4710057	-0.5285505	-0.3880073
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.4957889	-0.5879207	-0.4158526
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.6872856	-0.7785001	-0.5620298
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9051526	-0.9307677	-0.8598191
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8374458	-0.9036760	-0.7481668
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8425703	-0.8473832	-0.8384905
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9117292	-0.9132566	-0.9109332
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9158430	-0.9162067	-0.9153014
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9359809	-0.9397786	-0.9323458
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9278787	-0.9295601	-0.9247517
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9206770	-0.9262143	-0.9156444
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9245291	-0.9266034	-0.9224096
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8599664	-0.8661540	-0.8550815
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8684493	-0.8738642	-0.8593587
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6367509	-0.6592625	-0.6195207
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4510492	-0.5250315	-0.3933752
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5232099	-0.5327831	-0.5058905
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3712647	-0.3919988	-0.3533681
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8323208	-0.8530067	-0.8214605
temp + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate_star	SO	(26,26.5]	-0.9447948	-0.9543284	-0.9345401
temp + phosphate_star	SO	(26.5,26.75]	-0.9650568	-0.9677700	-0.9611230
temp + phosphate_star	SO	(26.75,27]	-0.9559511	-0.9577955	-0.9536450
temp + phosphate_star	SO	(27,27.25]	-0.9799827	-0.9815959	-0.9784188
temp + phosphate_star	SO	(27.25,27.5]	-0.9917319	-0.9921657	-0.9913976
temp + phosphate_star	SO	(27.5,27.75]	-0.9773300	-0.9784512	-0.9757809
temp + phosphate_star	SO	(27.75,27.85]	-0.9576177	-0.9597459	-0.9559518
temp + phosphate_star	SO	(27.85,27.95]	-0.9232653	-0.9252657	-0.9211161
temp + phosphate_star	SO	(27.95,28.05]	-0.9215477	-0.9255114	-0.9164913
temp + phosphate_star	SO	(28.05,28.1]	-0.9611839	-0.9622442	-0.9592591
temp + phosphate_star	SO	(28.1,28.15]	-0.9914687	-0.9921017	-0.9909714
temp + phosphate_star	SO	(28.1,28.2]	-0.9343723	-0.9370951	-0.9301015
temp + phosphate_star	SO	(28.15,28.2]	-0.9892363	-0.9897780	-0.9886502
temp + phosphate_star	SO	(28.2, Inf]	-0.8460052	-0.8587324	-0.8379744
temp + phosphate_star	SO	(28.2,28.3]	-0.8005548	-0.8216318	-0.7891425
temp + phosphate_star	SO	(28.3, Inf]	-0.8331621	-0.8658070	-0.8019673
temp + silicate	Atlantic	(-Inf,26]	-0.3943842	-0.4155258	-0.3736065
temp + silicate	Atlantic	(26,26.5]	0.1277080	0.1043899	0.1438412
temp + silicate	Atlantic	(26.5,26.75]	0.2140985	0.1882431	0.2515632
temp + silicate	Atlantic	(26.75,27]	-0.1060542	-0.1243285	-0.0814778
temp + silicate	Atlantic	(27,27.25]	-0.2606355	-0.3551447	-0.1726139
temp + silicate	Atlantic	(27.25,27.5]	-0.3300042	-0.3784192	-0.2922966
temp + silicate	Atlantic	(27.5,27.75]	0.1809650	0.1628995	0.1922822
temp + silicate	Atlantic	(27.75,27.85]	-0.4690054	-0.4915439	-0.4274079
temp + silicate	Atlantic	(27.85,27.95]	-0.5373123	-0.5845344	-0.4682529
temp + silicate	Atlantic	(27.95,28.05]	-0.6045307	-0.6630984	-0.5196722
temp + silicate	Atlantic	(28.05,28.1]	-0.6360519	-0.7298286	-0.5672250
temp + silicate	Atlantic	(28.1,28.15]	-0.7553705	-0.8415973	-0.6450383
temp + silicate	Atlantic	(28.15,28.2]	-0.8662134	-0.8827826	-0.8362954
temp + silicate	Atlantic	(28.2, Inf]	-0.8686458	-0.9160490	-0.8075029
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6083476	-0.6139195	-0.5990314
temp + silicate	Indo-Pacific	(26,26.5]	-0.6118470	-0.6147998	-0.6090340
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6572130	-0.6589657	-0.6546222
temp + silicate	Indo-Pacific	(26.75,27]	-0.7064308	-0.7133152	-0.6946010
temp + silicate	Indo-Pacific	(27,27.25]	-0.7878560	-0.7895004	-0.7868696
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7781948	-0.7911724	-0.7689326
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6144138	-0.6268296	-0.5975551
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3379652	-0.3623932	-0.3062444
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.3304401	-0.3386469	-0.3173251
temp + silicate	Indo-Pacific	(27.95,28.05]	0.0076076	-0.0628078	0.0451855
temp + silicate	Indo-Pacific	(28.05,28.1]	0.1114543	0.0627499	0.1364012
temp + silicate	Indo-Pacific	(28.1,28.2]	-0.1382042	-0.1469731	-0.1326618
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1285519	0.1180372	0.1463244
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7395176	0.7087407	0.7832105
temp + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + silicate	SO	(26,26.5]	0.6183364	0.5422209	0.6869927
temp + silicate	SO	(26.5,26.75]	0.2479882	0.2445353	0.2537729
temp + silicate	SO	(26.75,27]	-0.2233278	-0.2496908	-0.2002723
temp + silicate	SO	(27,27.25]	-0.5050194	-0.5152936	-0.4937041
temp + silicate	SO	(27.25,27.5]	-0.3169683	-0.3450258	-0.2815294
temp + silicate	SO	(27.5,27.75]	-0.0556590	-0.0778583	-0.0242419
temp + silicate	SO	(27.75,27.85]	0.7125222	0.6953062	0.7280300
temp + silicate	SO	(27.85,27.95]	0.6276495	0.5937530	0.6591579
temp + silicate	SO	(27.95,28.05]	0.5353638	0.5257792	0.5485525
temp + silicate	SO	(28.05,28.1]	0.6947474	0.6738285	0.7185377
temp + silicate	SO	(28.1,28.15]	0.5734622	0.5140951	0.6612015
temp + silicate	SO	(28.1,28.2]	0.7926072	0.7818880	0.8054289
temp + silicate	SO	(28.15,28.2]	0.4952478	0.4454181	0.5394788
temp + silicate	SO	(28.2, Inf]	0.1245237	0.0191872	0.2051521
temp + silicate	SO	(28.2,28.3]	0.7644797	0.7483715	0.7769624
temp + silicate	SO	(28.3, Inf]	-0.4627847	-0.5260171	-0.3895820

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
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]	0.3332696	0.2460948	0.4476876
aou	Atlantic	(26,26.5]	0.0468485	-0.0369446	0.1568334
aou	Atlantic	(26.5,26.75]	-0.0017217	-0.1066687	0.1630561
aou	Atlantic	(26.75,27]	-0.0875317	-0.2229886	0.0965280
aou	Atlantic	(27,27.25]	-0.5221620	-0.6178407	-0.4086440
aou	Atlantic	(27.25,27.5]	-0.6779800	-0.7093304	-0.6388033
aou	Atlantic	(27.5,27.75]	-0.7809282	-0.7872873	-0.7721730
aou	Atlantic	(27.75,27.85]	-0.7630631	-0.7788181	-0.7385115
aou	Atlantic	(27.85,27.95]	-0.8524106	-0.8637757	-0.8373061
aou	Atlantic	(27.95,28.05]	-0.7960891	-0.8114069	-0.7856705
aou	Atlantic	(28.05,28.1]	-0.9422879	-0.9592668	-0.9308117
aou	Atlantic	(28.1,28.15]	-0.9300229	-0.9502295	-0.8984879
aou	Atlantic	(28.15,28.2]	-0.9545890	-0.9650625	-0.9338367
aou	Atlantic	(28.2, Inf]	-0.9301704	-0.9437607	-0.9091761
aou	Indo-Pacific	(-Inf,26]	-0.0873611	-0.2063286	0.0488673
aou	Indo-Pacific	(26,26.5]	-0.4500561	-0.5702445	-0.2736212
aou	Indo-Pacific	(26.5,26.75]	-0.7442271	-0.8091017	-0.6580303
aou	Indo-Pacific	(26.75,27]	-0.8296126	-0.8712006	-0.7730747
aou	Indo-Pacific	(27,27.25]	-0.6499000	-0.7259823	-0.5478513
aou	Indo-Pacific	(27.25,27.5]	-0.4120523	-0.5561812	-0.2328160
aou	Indo-Pacific	(27.5,27.75]	0.2336135	0.0245162	0.4589521
aou	Indo-Pacific	(27.75,27.85]	0.8134430	0.7441447	0.8694041
aou	Indo-Pacific	(27.85,27.95]	0.9092118	0.8970046	0.9238050
aou	Indo-Pacific	(27.95,28.05]	0.9476986	0.9452409	0.9497596
aou	Indo-Pacific	(28.05,28.1]	0.9433067	0.9420221	0.9445400
aou	Indo-Pacific	(28.1,28.2]	0.8423198	0.8406337	0.8455200
aou	Indo-Pacific	(28.2,28.3]	0.6288178	0.6222328	0.6331154
aou	Indo-Pacific	(28.3, Inf]	0.4692915	0.4086501	0.5304537
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	-0.0634777	-0.2189936	0.1411280
aou	SO	(26.5,26.75]	-0.4155220	-0.5348214	-0.2885330
aou	SO	(26.75,27]	-0.5886624	-0.6325999	-0.5024283
aou	SO	(27,27.25]	-0.4867217	-0.5411897	-0.4033222
aou	SO	(27.25,27.5]	-0.3326836	-0.4815214	-0.1170749
aou	SO	(27.5,27.75]	-0.4718256	-0.7189103	-0.1093847
aou	SO	(27.75,27.85]	-0.5238371	-0.8697435	0.0641628
aou	SO	(27.85,27.95]	-0.4750046	-0.7147550	-0.1119329
aou	SO	(27.95,28.05]	-0.5482093	-0.7520050	-0.2286875
aou	SO	(28.05,28.1]	-0.5286983	-0.8632533	-0.0482625
aou	SO	(28.1,28.15]	-0.0333872	-0.3634468	0.3751360
aou	SO	(28.1,28.2]	-0.7344785	-0.9111388	-0.4245674
aou	SO	(28.15,28.2]	-0.0461621	-0.3332503	0.2288619
aou	SO	(28.2, Inf]	-0.2965244	-0.4167376	-0.1619549
aou	SO	(28.2,28.3]	-0.5131548	-0.7476189	-0.1419596
aou	SO	(28.3, Inf]	0.6251593	0.5381305	0.7135573
nitrate	Atlantic	(-Inf,26]	-0.0003534	-0.1036872	0.1163637
nitrate	Atlantic	(26,26.5]	-0.1879398	-0.2946703	-0.0510186
nitrate	Atlantic	(26.5,26.75]	-0.1521112	-0.2558283	0.0168060
nitrate	Atlantic	(26.75,27]	-0.2086246	-0.3423392	-0.0272072
nitrate	Atlantic	(27,27.25]	-0.6721260	-0.7469391	-0.5817825
nitrate	Atlantic	(27.25,27.5]	-0.8365844	-0.8597654	-0.8057629
nitrate	Atlantic	(27.5,27.75]	-0.9206595	-0.9227131	-0.9176306
nitrate	Atlantic	(27.75,27.85]	-0.9426942	-0.9434187	-0.9417504
nitrate	Atlantic	(27.85,27.95]	-0.9434872	-0.9507611	-0.9353487
nitrate	Atlantic	(27.95,28.05]	-0.8579475	-0.8667355	-0.8515657
nitrate	Atlantic	(28.05,28.1]	-0.9802780	-0.9887331	-0.9732938
nitrate	Atlantic	(28.1,28.15]	-0.9785965	-0.9863524	-0.9660693
nitrate	Atlantic	(28.15,28.2]	-0.9886602	-0.9921297	-0.9820582
nitrate	Atlantic	(28.2, Inf]	-0.9838178	-0.9853333	-0.9813914
nitrate	Indo-Pacific	(-Inf,26]	-0.1045545	-0.2212813	0.0289484
nitrate	Indo-Pacific	(26,26.5]	-0.4382042	-0.5410977	-0.2867499
nitrate	Indo-Pacific	(26.5,26.75]	-0.5990198	-0.6283991	-0.5434196
nitrate	Indo-Pacific	(26.75,27]	-0.5877979	-0.6242222	-0.5411315
nitrate	Indo-Pacific	(27,27.25]	-0.4172664	-0.4887804	-0.3235514
nitrate	Indo-Pacific	(27.25,27.5]	-0.3047219	-0.4571659	-0.1139072
nitrate	Indo-Pacific	(27.5,27.75]	0.2105303	0.0115702	0.4352970
nitrate	Indo-Pacific	(27.75,27.85]	0.7959269	0.7290668	0.8531041
nitrate	Indo-Pacific	(27.85,27.95]	0.8936325	0.8795551	0.9097085
nitrate	Indo-Pacific	(27.95,28.05]	0.9404152	0.9369726	0.9438359
nitrate	Indo-Pacific	(28.05,28.1]	0.9415502	0.9398618	0.9425658
nitrate	Indo-Pacific	(28.1,28.2]	0.8700512	0.8674726	0.8720395
nitrate	Indo-Pacific	(28.2,28.3]	0.7076460	0.7026435	0.7112617
nitrate	Indo-Pacific	(28.3, Inf]	0.1255177	0.0907735	0.1557228
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.0865254	-0.3391300	0.1970435
nitrate	SO	(26.5,26.75]	-0.5395434	-0.6074676	-0.4760025
nitrate	SO	(26.75,27]	-0.8497918	-0.8752496	-0.8006253
nitrate	SO	(27,27.25]	-0.8905450	-0.9134621	-0.8530725
nitrate	SO	(27.25,27.5]	-0.8134737	-0.8977998	-0.6869768
nitrate	SO	(27.5,27.75]	-0.7599515	-0.9180058	-0.5052545
nitrate	SO	(27.75,27.85]	-0.6051271	-0.8909108	-0.1128420
nitrate	SO	(27.85,27.95]	-0.5730860	-0.7196245	-0.3506595
nitrate	SO	(27.95,28.05]	-0.7059715	-0.7713691	-0.5762227
nitrate	SO	(28.05,28.1]	-0.7318028	-0.8197747	-0.5605022
nitrate	SO	(28.1,28.15]	-0.7402983	-0.8688243	-0.5759300
nitrate	SO	(28.1,28.2]	-0.7535280	-0.8373824	-0.5893092
nitrate	SO	(28.15,28.2]	-0.8839623	-0.9515907	-0.7882721
nitrate	SO	(28.2, Inf]	-0.8464579	-0.8564803	-0.8332421
nitrate	SO	(28.2,28.3]	-0.4967634	-0.6213335	-0.2896127
nitrate	SO	(28.3, Inf]	-0.4571531	-0.4794795	-0.4454452
phosphate	Atlantic	(-Inf,26]	0.4130108	0.3398428	0.5022327
phosphate	Atlantic	(26,26.5]	0.0586099	-0.0300820	0.1588101
phosphate	Atlantic	(26.5,26.75]	-0.1291427	-0.2149854	0.0152699
phosphate	Atlantic	(26.75,27]	-0.2368745	-0.3664217	-0.0614805
phosphate	Atlantic	(27,27.25]	-0.6862705	-0.7501407	-0.6067172
phosphate	Atlantic	(27.25,27.5]	-0.8452286	-0.8652140	-0.8178136
phosphate	Atlantic	(27.5,27.75]	-0.9157807	-0.9166876	-0.9152693
phosphate	Atlantic	(27.75,27.85]	-0.9500491	-0.9510980	-0.9494738
phosphate	Atlantic	(27.85,27.95]	-0.9438874	-0.9511082	-0.9354403
phosphate	Atlantic	(27.95,28.05]	-0.8653935	-0.8745778	-0.8568099
phosphate	Atlantic	(28.05,28.1]	-0.9784006	-0.9870799	-0.9709947
phosphate	Atlantic	(28.1,28.15]	-0.9777553	-0.9850178	-0.9662929
phosphate	Atlantic	(28.15,28.2]	-0.9802783	-0.9854458	-0.9713157
phosphate	Atlantic	(28.2, Inf]	-0.9804494	-0.9823308	-0.9768441
phosphate	Indo-Pacific	(-Inf,26]	-0.1386174	-0.2640206	0.0054733
phosphate	Indo-Pacific	(26,26.5]	-0.5797824	-0.6918490	-0.4129988
phosphate	Indo-Pacific	(26.5,26.75]	-0.8139525	-0.8640657	-0.7448619
phosphate	Indo-Pacific	(26.75,27]	-0.8278721	-0.8609494	-0.7829136
phosphate	Indo-Pacific	(27,27.25]	-0.6731697	-0.7424051	-0.5856119
phosphate	Indo-Pacific	(27.25,27.5]	-0.5052859	-0.6346955	-0.3442304
phosphate	Indo-Pacific	(27.5,27.75]	0.1282237	-0.0761444	0.3517556
phosphate	Indo-Pacific	(27.75,27.85]	0.7835013	0.7136001	0.8411669
phosphate	Indo-Pacific	(27.85,27.95]	0.8988404	0.8865241	0.9136778
phosphate	Indo-Pacific	(27.95,28.05]	0.9424699	0.9402544	0.9450585
phosphate	Indo-Pacific	(28.05,28.1]	0.9383003	0.9367677	0.9397833
phosphate	Indo-Pacific	(28.1,28.2]	0.8456295	0.8432194	0.8488607
phosphate	Indo-Pacific	(28.2,28.3]	0.6487515	0.6426519	0.6528778
phosphate	Indo-Pacific	(28.3, Inf]	0.1931548	0.1513669	0.2479951
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.2922739	-0.4976507	-0.0522293
phosphate	SO	(26.5,26.75]	-0.6675861	-0.7276675	-0.6025360
phosphate	SO	(26.75,27]	-0.8624723	-0.8872665	-0.8165167
phosphate	SO	(27,27.25]	-0.8966988	-0.9180665	-0.8616758
phosphate	SO	(27.25,27.5]	-0.8252517	-0.9060073	-0.7029834
phosphate	SO	(27.5,27.75]	-0.7639362	-0.9198010	-0.5118092
phosphate	SO	(27.75,27.85]	-0.6160427	-0.8962409	-0.1332583
phosphate	SO	(27.85,27.95]	-0.5839694	-0.7281919	-0.3600321
phosphate	SO	(27.95,28.05]	-0.7087745	-0.7808532	-0.5704011
phosphate	SO	(28.05,28.1]	-0.7369840	-0.8247472	-0.5638551
phosphate	SO	(28.1,28.15]	-0.7615492	-0.8924830	-0.5918966
phosphate	SO	(28.1,28.2]	-0.7455655	-0.8362729	-0.5713210
phosphate	SO	(28.15,28.2]	-0.8883211	-0.9624171	-0.7865766
phosphate	SO	(28.2, Inf]	-0.8951627	-0.9119120	-0.8687023
phosphate	SO	(28.2,28.3]	-0.5115333	-0.6551213	-0.2764604
phosphate	SO	(28.3, Inf]	-0.6163147	-0.6305921	-0.5936503
phosphate_star	Atlantic	(-Inf,26]	0.0512581	-0.0322470	0.1112641
phosphate_star	Atlantic	(26,26.5]	0.1157927	0.0484382	0.1731906
phosphate_star	Atlantic	(26.5,26.75]	-0.3135312	-0.3317400	-0.2834638
phosphate_star	Atlantic	(26.75,27]	-0.5048340	-0.5181848	-0.4952145
phosphate_star	Atlantic	(27,27.25]	-0.6424777	-0.7004060	-0.5867393
phosphate_star	Atlantic	(27.25,27.5]	-0.7595707	-0.7803600	-0.7396501
phosphate_star	Atlantic	(27.5,27.75]	-0.7181183	-0.7443591	-0.7029750
phosphate_star	Atlantic	(27.75,27.85]	-0.9079326	-0.9188816	-0.9004213
phosphate_star	Atlantic	(27.85,27.95]	-0.8997176	-0.9059143	-0.8920887
phosphate_star	Atlantic	(27.95,28.05]	-0.8403952	-0.8499232	-0.8289499
phosphate_star	Atlantic	(28.05,28.1]	-0.9761422	-0.9825640	-0.9699707
phosphate_star	Atlantic	(28.1,28.15]	-0.9839574	-0.9887737	-0.9767962
phosphate_star	Atlantic	(28.15,28.2]	-0.9803287	-0.9832070	-0.9759803
phosphate_star	Atlantic	(28.2, Inf]	-0.9822800	-0.9836984	-0.9797483
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0169359	-0.1257638	0.1052469
phosphate_star	Indo-Pacific	(26,26.5]	-0.5656576	-0.6121307	-0.4900468
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6206016	-0.6317213	-0.6104663
phosphate_star	Indo-Pacific	(26.75,27]	-0.4556920	-0.4640364	-0.4499957
phosphate_star	Indo-Pacific	(27,27.25]	-0.4263474	-0.4789218	-0.3782304
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5559622	-0.6144799	-0.4814190
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2956419	-0.3917039	-0.1683803
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2374298	0.2349474	0.2405510
phosphate_star	Indo-Pacific	(27.85,27.95]	0.4282219	0.4235118	0.4334345
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5732841	0.5643695	0.5848377
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6831422	0.6805380	0.6854037
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7100944	0.7026166	0.7182319
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6020950	0.5719235	0.6287449
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6923364	-0.7148769	-0.6659140
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.2712110	-0.4034374	-0.1814637
phosphate_star	SO	(26.5,26.75]	-0.5154029	-0.5417557	-0.4984608
phosphate_star	SO	(26.75,27]	-0.7642131	-0.7782166	-0.7511312
phosphate_star	SO	(27,27.25]	-0.8457997	-0.8716189	-0.8225169
phosphate_star	SO	(27.25,27.5]	-0.6895274	-0.8114243	-0.5985967
phosphate_star	SO	(27.5,27.75]	-0.3963175	-0.6784616	-0.1891210
phosphate_star	SO	(27.75,27.85]	0.3248731	-0.2905928	0.6911162
phosphate_star	SO	(27.85,27.95]	0.2498599	-0.1810362	0.5513939
phosphate_star	SO	(27.95,28.05]	0.0130009	-0.3667872	0.2670562
phosphate_star	SO	(28.05,28.1]	0.1488110	-0.4491218	0.6304501
phosphate_star	SO	(28.1,28.15]	-0.5047986	-0.8662217	-0.2388080
phosphate_star	SO	(28.1,28.2]	0.5013264	0.0355431	0.7923198
phosphate_star	SO	(28.15,28.2]	-0.6854787	-0.9061844	-0.4281741
phosphate_star	SO	(28.2, Inf]	-0.7843279	-0.9330777	-0.6362708
phosphate_star	SO	(28.2,28.3]	0.1979976	-0.3676470	0.5917154
phosphate_star	SO	(28.3, Inf]	-0.9492321	-0.9634987	-0.9329813
sal	Atlantic	(-Inf,26]	0.6745723	0.6195393	0.7034628
sal	Atlantic	(26,26.5]	-0.1211074	-0.1940619	-0.0538400
sal	Atlantic	(26.5,26.75]	-0.0563531	-0.1495410	0.0528451
sal	Atlantic	(26.75,27]	0.0008831	-0.0378430	0.0471713
sal	Atlantic	(27,27.25]	0.0002883	-0.1428747	0.1613571
sal	Atlantic	(27.25,27.5]	0.1360833	0.0834615	0.2068959
sal	Atlantic	(27.5,27.75]	-0.5315237	-0.5611503	-0.4852826
sal	Atlantic	(27.75,27.85]	0.0702506	-0.0079080	0.1243441
sal	Atlantic	(27.85,27.95]	0.0215277	-0.0437929	0.0875808
sal	Atlantic	(27.95,28.05]	0.0319982	-0.0009007	0.0601200
sal	Atlantic	(28.05,28.1]	0.4482303	0.3207950	0.6306026
sal	Atlantic	(28.1,28.15]	0.7333114	0.5851855	0.8216323
sal	Atlantic	(28.15,28.2]	0.8334542	0.7818727	0.8608328
sal	Atlantic	(28.2, Inf]	0.8764273	0.8618716	0.8923140
sal	Indo-Pacific	(-Inf,26]	-0.0505810	-0.1092490	0.0114282
sal	Indo-Pacific	(26,26.5]	0.2982408	0.2578795	0.3216966
sal	Indo-Pacific	(26.5,26.75]	0.3430787	0.3149418	0.3606638
sal	Indo-Pacific	(26.75,27]	0.2179064	0.2028615	0.2373549
sal	Indo-Pacific	(27,27.25]	0.0933542	0.0252927	0.1591156
sal	Indo-Pacific	(27.25,27.5]	0.1551083	0.0626798	0.2330245
sal	Indo-Pacific	(27.5,27.75]	-0.0426681	-0.1178225	0.0007900
sal	Indo-Pacific	(27.75,27.85]	-0.1847076	-0.2246293	-0.1466503
sal	Indo-Pacific	(27.85,27.95]	-0.1852549	-0.2047559	-0.1466331
sal	Indo-Pacific	(27.95,28.05]	-0.0206933	-0.0551712	-0.0034115
sal	Indo-Pacific	(28.05,28.1]	-0.1121018	-0.1529349	-0.0837233
sal	Indo-Pacific	(28.1,28.2]	0.0234449	-0.0085779	0.0529993
sal	Indo-Pacific	(28.2,28.3]	-0.3046443	-0.3381652	-0.2877189
sal	Indo-Pacific	(28.3, Inf]	0.5458779	0.4995904	0.6043672
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.0485471	-0.0573780	0.1920397
sal	SO	(26.5,26.75]	0.4334120	0.4091063	0.4600737
sal	SO	(26.75,27]	0.6756714	0.6634515	0.6922392
sal	SO	(27,27.25]	0.8293946	0.8074898	0.8524428
sal	SO	(27.25,27.5]	0.5798138	0.4824273	0.7124013
sal	SO	(27.5,27.75]	0.0885870	-0.1432636	0.4112168
sal	SO	(27.75,27.85]	-0.4823638	-0.8375323	0.1256285
sal	SO	(27.85,27.95]	-0.4368857	-0.7369231	0.0066936
sal	SO	(27.95,28.05]	-0.1852391	-0.4765803	0.2416941
sal	SO	(28.05,28.1]	-0.2104469	-0.7031451	0.3957513
sal	SO	(28.1,28.15]	0.5702702	0.3177090	0.8974776
sal	SO	(28.1,28.2]	-0.5906532	-0.8654115	-0.1432837
sal	SO	(28.15,28.2]	0.7010385	0.4501736	0.9108056
sal	SO	(28.2, Inf]	-0.1582732	-0.3768051	0.0979811
sal	SO	(28.2,28.3]	-0.4040380	-0.7707045	0.1415573
sal	SO	(28.3, Inf]	0.1464820	-0.0361688	0.3827618
silicate	Atlantic	(-Inf,26]	-0.6509370	-0.6774648	-0.6198678
silicate	Atlantic	(26,26.5]	-0.4867610	-0.5335065	-0.4119149
silicate	Atlantic	(26.5,26.75]	-0.3909957	-0.4818104	-0.2343974
silicate	Atlantic	(26.75,27]	-0.5259861	-0.6639379	-0.3455940
silicate	Atlantic	(27,27.25]	-0.8460321	-0.8779575	-0.8054363
silicate	Atlantic	(27.25,27.5]	-0.9283978	-0.9299323	-0.9258281
silicate	Atlantic	(27.5,27.75]	-0.9156195	-0.9276051	-0.9068309
silicate	Atlantic	(27.75,27.85]	-0.8957875	-0.9064172	-0.8899545
silicate	Atlantic	(27.85,27.95]	-0.8338571	-0.8431054	-0.8175377
silicate	Atlantic	(27.95,28.05]	-0.7388485	-0.7637736	-0.7153050
silicate	Atlantic	(28.05,28.1]	-0.9049169	-0.9109724	-0.9011629
silicate	Atlantic	(28.1,28.15]	-0.9264029	-0.9322044	-0.9207738
silicate	Atlantic	(28.15,28.2]	-0.9128414	-0.9195756	-0.9023627
silicate	Atlantic	(28.2, Inf]	-0.9337500	-0.9406801	-0.9271485
silicate	Indo-Pacific	(-Inf,26]	-0.1207070	-0.2338413	0.0134090
silicate	Indo-Pacific	(26,26.5]	-0.6497980	-0.7351004	-0.5211531
silicate	Indo-Pacific	(26.5,26.75]	-0.7526934	-0.7800443	-0.7056858
silicate	Indo-Pacific	(26.75,27]	-0.6383818	-0.6746007	-0.5903899
silicate	Indo-Pacific	(27,27.25]	-0.4374398	-0.5217600	-0.3322859
silicate	Indo-Pacific	(27.25,27.5]	-0.2920145	-0.4289943	-0.1129795
silicate	Indo-Pacific	(27.5,27.75]	0.2680749	0.0739155	0.4835450
silicate	Indo-Pacific	(27.75,27.85]	0.8576915	0.8036818	0.9010824
silicate	Indo-Pacific	(27.85,27.95]	0.9310385	0.9197889	0.9465137
silicate	Indo-Pacific	(27.95,28.05]	0.9651382	0.9631564	0.9671007
silicate	Indo-Pacific	(28.05,28.1]	0.9591574	0.9569084	0.9616130
silicate	Indo-Pacific	(28.1,28.2]	0.9355489	0.9340466	0.9369547
silicate	Indo-Pacific	(28.2,28.3]	0.8524182	0.8488796	0.8542723
silicate	Indo-Pacific	(28.3, Inf]	0.3384006	0.2746078	0.4467161
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.1611307	-0.2839830	0.0231048
silicate	SO	(26.5,26.75]	-0.3480319	-0.4142946	-0.2519560
silicate	SO	(26.75,27]	-0.5787088	-0.6225991	-0.5035166
silicate	SO	(27,27.25]	-0.7687411	-0.8082769	-0.7125518
silicate	SO	(27.25,27.5]	-0.7691617	-0.8655749	-0.6260916
silicate	SO	(27.5,27.75]	-0.7611456	-0.9156512	-0.5096653
silicate	SO	(27.75,27.85]	-0.6573761	-0.9229705	-0.1952989
silicate	SO	(27.85,27.95]	-0.6399453	-0.8081463	-0.3693182
silicate	SO	(27.95,28.05]	-0.6773548	-0.8253128	-0.4368254
silicate	SO	(28.05,28.1]	-0.6681567	-0.8677385	-0.3435035
silicate	SO	(28.1,28.15]	-0.3909941	-0.7275034	-0.0116533
silicate	SO	(28.1,28.2]	-0.7019917	-0.8567089	-0.4292421
silicate	SO	(28.15,28.2]	-0.3304303	-0.6007015	-0.0669796
silicate	SO	(28.2, Inf]	-0.7766715	-0.8585370	-0.6748343
silicate	SO	(28.2,28.3]	-0.4873318	-0.7273326	-0.1169273
silicate	SO	(28.3, Inf]	-0.8301958	-0.8482354	-0.8033787
temp	Atlantic	(-Inf,26]	0.0129114	-0.0085576	0.0289920
temp	Atlantic	(26,26.5]	-0.2527451	-0.3253357	-0.1804822
temp	Atlantic	(26.5,26.75]	-0.0632885	-0.1344372	0.0092720
temp	Atlantic	(26.75,27]	0.0755799	0.0537418	0.0868354
temp	Atlantic	(27,27.25]	0.0081639	-0.1143715	0.1466955
temp	Atlantic	(27.25,27.5]	0.0657268	0.0142171	0.1372103
temp	Atlantic	(27.5,27.75]	-0.5183200	-0.5387052	-0.4842649
temp	Atlantic	(27.75,27.85]	0.0837480	0.0230192	0.1416199
temp	Atlantic	(27.85,27.95]	0.0867966	0.0187274	0.1473834
temp	Atlantic	(27.95,28.05]	0.0123730	-0.0529300	0.0462261
temp	Atlantic	(28.05,28.1]	0.3000730	0.2112392	0.4287638
temp	Atlantic	(28.1,28.15]	0.5502942	0.3735952	0.6776348
temp	Atlantic	(28.15,28.2]	0.8561540	0.7842708	0.8975569
temp	Atlantic	(28.2, Inf]	0.7464664	0.6244891	0.8341910
temp	Indo-Pacific	(-Inf,26]	-0.3730438	-0.4642215	-0.2912011
temp	Indo-Pacific	(26,26.5]	0.2578240	0.1961716	0.2975742
temp	Indo-Pacific	(26.5,26.75]	0.3203676	0.2992101	0.3311132
temp	Indo-Pacific	(26.75,27]	0.1587516	0.1459515	0.1784820
temp	Indo-Pacific	(27,27.25]	0.0928998	0.0290295	0.1578899
temp	Indo-Pacific	(27.25,27.5]	0.2457164	0.1539751	0.3217998
temp	Indo-Pacific	(27.5,27.75]	0.0999001	0.0017755	0.1664937
temp	Indo-Pacific	(27.75,27.85]	-0.1855633	-0.2403741	-0.1430600
temp	Indo-Pacific	(27.85,27.95]	-0.1986265	-0.2005325	-0.1959021
temp	Indo-Pacific	(27.95,28.05]	-0.0536094	-0.1170415	-0.0151992
temp	Indo-Pacific	(28.05,28.1]	-0.0382586	-0.0913184	-0.0099389
temp	Indo-Pacific	(28.1,28.2]	-0.2475575	-0.2546614	-0.2355842
temp	Indo-Pacific	(28.2,28.3]	-0.1529302	-0.1664897	-0.1353581
temp	Indo-Pacific	(28.3, Inf]	0.6539245	0.6088056	0.7015793
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.0576109	-0.0141495	0.1644103
temp	SO	(26.5,26.75]	0.3772156	0.3632038	0.3974188
temp	SO	(26.75,27]	0.6331522	0.6239234	0.6435791
temp	SO	(27,27.25]	0.7889928	0.7687823	0.8109752
temp	SO	(27.25,27.5]	0.7101814	0.6313756	0.8154174
temp	SO	(27.5,27.75]	0.4456627	0.2699213	0.6791755
temp	SO	(27.75,27.85]	-0.4554546	-0.7618886	0.0765672
temp	SO	(27.85,27.95]	-0.5191923	-0.7603578	-0.1636206
temp	SO	(27.95,28.05]	-0.3380024	-0.5815468	0.0336415
temp	SO	(28.05,28.1]	-0.3485027	-0.7882497	0.2229865
temp	SO	(28.1,28.15]	0.4089895	0.1248119	0.7963319
temp	SO	(28.1,28.2]	-0.6926697	-0.9224623	-0.3061323
temp	SO	(28.15,28.2]	0.5912578	0.3080421	0.8383191
temp	SO	(28.2, Inf]	0.3988023	0.1641706	0.6617219
temp	SO	(28.2,28.3]	-0.4548527	-0.8090818	0.0875312
temp	SO	(28.3, Inf]	0.7881147	0.7076599	0.8654250

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

05 July, 2021