eMLR - assumption testing

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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))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
d44db8e	Donghe-Zhu	2021-07-05
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")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8577541	0.7909631	0.9540441
aou + nitrate	Atlantic	(26,26.5]	0.8754350	0.8573724	0.8951645
aou + nitrate	Atlantic	(26.5,26.75]	0.9760487	0.9712684	0.9784417
aou + nitrate	Atlantic	(26.75,27]	0.9840295	0.9788985	0.9874338
aou + nitrate	Atlantic	(27,27.25]	0.9741452	0.9689167	0.9791695
aou + nitrate	Atlantic	(27.25,27.5]	0.9619532	0.9602881	0.9651918
aou + nitrate	Atlantic	(27.5,27.75]	0.9492454	0.9471748	0.9518161
aou + nitrate	Atlantic	(27.75,27.85]	0.9183781	0.9046940	0.9365703
aou + nitrate	Atlantic	(27.85,27.95]	0.9347862	0.9308947	0.9403517
aou + nitrate	Atlantic	(27.95,28.05]	0.9704403	0.9687288	0.9714441
aou + nitrate	Atlantic	(28.05,28.1]	0.9871216	0.9858287	0.9888999
aou + nitrate	Atlantic	(28.1,28.15]	0.9906324	0.9896352	0.9913829
aou + nitrate	Atlantic	(28.15,28.2]	0.9859292	0.9840663	0.9885570
aou + nitrate	Atlantic	(28.2, Inf]	0.9782919	0.9747814	0.9810540
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9341579	0.9316303	0.9358286
aou + nitrate	Indo-Pacific	(26,26.5]	0.8599894	0.8533618	0.8684666
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7555225	0.7373163	0.7866838
aou + nitrate	Indo-Pacific	(26.75,27]	0.7821737	0.7749283	0.7877533
aou + nitrate	Indo-Pacific	(27,27.25]	0.8235999	0.8111745	0.8370787
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8674344	0.8657746	0.8689170
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9153473	0.9126357	0.9201761
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9752625	0.9720966	0.9785607
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9765271	0.9754366	0.9772946
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9881052	0.9874989	0.9891011
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9885562	0.9872298	0.9893914
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9882858	0.9880325	0.9886377
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9872588	0.9870728	0.9874290
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8843326	0.8817269	0.8882796
aou + nitrate	SO	(-Inf,26]	0.9924541	0.9849083	1.0000000
aou + nitrate	SO	(26,26.5]	0.8299714	0.8132211	0.8579231
aou + nitrate	SO	(26.5,26.75]	0.6962843	0.6686028	0.7408001
aou + nitrate	SO	(26.75,27]	0.7571833	0.7468112	0.7716142
aou + nitrate	SO	(27,27.25]	0.7243680	0.7175110	0.7345139
aou + nitrate	SO	(27.25,27.5]	0.7873971	0.7814534	0.7978315
aou + nitrate	SO	(27.5,27.75]	0.8902736	0.8764652	0.8993629
aou + nitrate	SO	(27.75,27.85]	0.9638739	0.9626139	0.9646903
aou + nitrate	SO	(27.85,27.95]	0.9554388	0.9486565	0.9597924
aou + nitrate	SO	(27.95,28.05]	0.9332736	0.9264436	0.9400181
aou + nitrate	SO	(28.05,28.1]	0.8594016	0.8512830	0.8722587
aou + nitrate	SO	(28.1,28.15]	0.4833013	0.4603102	0.5268853
aou + nitrate	SO	(28.1,28.2]	0.9269990	0.9232115	0.9315666
aou + nitrate	SO	(28.15,28.2]	0.6210773	0.5979374	0.6641942
aou + nitrate	SO	(28.2, Inf]	0.5683810	0.5606886	0.5782468
aou + nitrate	SO	(28.2,28.3]	0.9372161	0.9335631	0.9419827
aou + nitrate	SO	(28.3, Inf]	0.8827498	0.8498247	0.9042980
aou + phosphate	Atlantic	(-Inf,26]	0.9395319	0.9036152	0.9741171
aou + phosphate	Atlantic	(26,26.5]	0.8817139	0.8787629	0.8832742
aou + phosphate	Atlantic	(26.5,26.75]	0.9465422	0.9365321	0.9540011
aou + phosphate	Atlantic	(26.75,27]	0.9680090	0.9655601	0.9706513
aou + phosphate	Atlantic	(27,27.25]	0.9518375	0.9486407	0.9559672
aou + phosphate	Atlantic	(27.25,27.5]	0.9400145	0.9378810	0.9437447
aou + phosphate	Atlantic	(27.5,27.75]	0.9304210	0.9276589	0.9339639
aou + phosphate	Atlantic	(27.75,27.85]	0.8962635	0.8795002	0.9183931
aou + phosphate	Atlantic	(27.85,27.95]	0.9170916	0.9127762	0.9236862
aou + phosphate	Atlantic	(27.95,28.05]	0.9595668	0.9575126	0.9609458
aou + phosphate	Atlantic	(28.05,28.1]	0.9827811	0.9815955	0.9846908
aou + phosphate	Atlantic	(28.1,28.15]	0.9881401	0.9874596	0.9885135
aou + phosphate	Atlantic	(28.15,28.2]	0.9876140	0.9851577	0.9890065
aou + phosphate	Atlantic	(28.2, Inf]	0.9810412	0.9779362	0.9834394
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9675067	0.9652044	0.9694099
aou + phosphate	Indo-Pacific	(26,26.5]	0.9599504	0.9586972	0.9620966
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9678792	0.9659282	0.9691244
aou + phosphate	Indo-Pacific	(26.75,27]	0.9713343	0.9700971	0.9735663
aou + phosphate	Indo-Pacific	(27,27.25]	0.9771066	0.9766448	0.9773532
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9823601	0.9822256	0.9824459
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9851242	0.9839346	0.9857449
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945489	0.9943637	0.9949179
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9940726	0.9936493	0.9943527
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9972918	0.9970018	0.9975220
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9983411	0.9982166	0.9984143
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9980863	0.9979147	0.9981888
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9963753	0.9961663	0.9966046
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9505457	0.9491655	0.9515146
aou + phosphate	SO	(-Inf,26]	0.9930900	0.9861800	1.0000000
aou + phosphate	SO	(26,26.5]	0.7476985	0.7364071	0.7686474
aou + phosphate	SO	(26.5,26.75]	0.6554442	0.6036155	0.7158359
aou + phosphate	SO	(26.75,27]	0.7647959	0.7521864	0.7824363
aou + phosphate	SO	(27,27.25]	0.7154881	0.7067309	0.7275783
aou + phosphate	SO	(27.25,27.5]	0.7721117	0.7646841	0.7840478
aou + phosphate	SO	(27.5,27.75]	0.8887143	0.8736562	0.8988834
aou + phosphate	SO	(27.75,27.85]	0.9588482	0.9578695	0.9594567
aou + phosphate	SO	(27.85,27.95]	0.9512995	0.9437889	0.9564422
aou + phosphate	SO	(27.95,28.05]	0.9312163	0.9246743	0.9381397
aou + phosphate	SO	(28.05,28.1]	0.8659866	0.8593817	0.8770507
aou + phosphate	SO	(28.1,28.15]	0.4797571	0.4590159	0.5204489
aou + phosphate	SO	(28.1,28.2]	0.9347942	0.9312177	0.9396293
aou + phosphate	SO	(28.15,28.2]	0.6180721	0.5947241	0.6608807
aou + phosphate	SO	(28.2, Inf]	0.5038364	0.4886724	0.5239592
aou + phosphate	SO	(28.2,28.3]	0.9528257	0.9491777	0.9576293
aou + phosphate	SO	(28.3, Inf]	0.8065660	0.7641806	0.8352876
aou + phosphate_star	Atlantic	(-Inf,26]	0.0855001	0.0576210	0.1401343
aou + phosphate_star	Atlantic	(26,26.5]	0.3888101	0.3684504	0.4036555
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2191638	0.1811908	0.2395660
aou + phosphate_star	Atlantic	(26.75,27]	0.1105718	0.0744615	0.1397522
aou + phosphate_star	Atlantic	(27,27.25]	0.2795576	0.2527998	0.3018752
aou + phosphate_star	Atlantic	(27.25,27.5]	0.4662089	0.4494827	0.4831361
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4898538	0.4857059	0.4939266
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6244289	0.5822542	0.6839404
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7383695	0.7295463	0.7535146
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8504880	0.8479567	0.8539862
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9344135	0.9281993	0.9392405
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9502306	0.9479891	0.9522163
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9529172	0.9476327	0.9558897
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9642430	0.9612109	0.9678070
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6220310	0.6121552	0.6277949
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4303353	0.4120088	0.4568598
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4353202	0.4151072	0.4495977
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5524118	0.5319368	0.5744508
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6364766	0.6277618	0.6418477
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6388692	0.6279846	0.6463445
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4836329	0.4484202	0.5023498
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4241347	0.4149667	0.4303252
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4056732	0.3968512	0.4128018
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5202118	0.5041747	0.5409024
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6626647	0.6548885	0.6667252
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7016037	0.6876473	0.7095544
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4568586	0.4447055	0.4632665
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5225099	-0.5654248	-0.4806765
aou + phosphate_star	SO	(-Inf,26]	0.9825390	0.9650780	1.0000000
aou + phosphate_star	SO	(26,26.5]	-0.6963303	-0.7576285	-0.5900626
aou + phosphate_star	SO	(26.5,26.75]	-0.0832092	-0.2199330	0.0125313
aou + phosphate_star	SO	(26.75,27]	0.1982463	0.1818101	0.2267105
aou + phosphate_star	SO	(27,27.25]	0.0046702	-0.0036603	0.0195128
aou + phosphate_star	SO	(27.25,27.5]	-0.4237665	-0.4753626	-0.3847614
aou + phosphate_star	SO	(27.5,27.75]	-0.4947556	-0.5034372	-0.4855162
aou + phosphate_star	SO	(27.75,27.85]	-0.8015833	-0.8223288	-0.7824258
aou + phosphate_star	SO	(27.85,27.95]	-0.7831681	-0.7963528	-0.7660847
aou + phosphate_star	SO	(27.95,28.05]	-0.7377026	-0.7581632	-0.7092838
aou + phosphate_star	SO	(28.05,28.1]	-0.6163387	-0.6394929	-0.6015607
aou + phosphate_star	SO	(28.1,28.15]	-0.3676202	-0.4642467	-0.2051115
aou + phosphate_star	SO	(28.1,28.2]	-0.6342212	-0.6463359	-0.6191148
aou + phosphate_star	SO	(28.15,28.2]	-0.1230918	-0.1995600	-0.0412780
aou + phosphate_star	SO	(28.2, Inf]	-0.2635542	-0.2779199	-0.2514687
aou + phosphate_star	SO	(28.2,28.3]	-0.5025360	-0.5111432	-0.4883839
aou + phosphate_star	SO	(28.3, Inf]	-0.7718163	-0.7873986	-0.7529667
aou + silicate	Atlantic	(-Inf,26]	0.1340972	0.0624063	0.2578269
aou + silicate	Atlantic	(26,26.5]	0.2094078	0.1682822	0.2509924
aou + silicate	Atlantic	(26.5,26.75]	0.6153468	0.5936744	0.6547823
aou + silicate	Atlantic	(26.75,27]	0.7717851	0.7656249	0.7809130
aou + silicate	Atlantic	(27,27.25]	0.7184730	0.6975910	0.7467270
aou + silicate	Atlantic	(27.25,27.5]	0.7132493	0.7056312	0.7283763
aou + silicate	Atlantic	(27.5,27.75]	0.7005781	0.6925884	0.7092480
aou + silicate	Atlantic	(27.75,27.85]	0.6019781	0.5612437	0.6573395
aou + silicate	Atlantic	(27.85,27.95]	0.6737482	0.6632573	0.6924796
aou + silicate	Atlantic	(27.95,28.05]	0.8006369	0.7999461	0.8012454
aou + silicate	Atlantic	(28.05,28.1]	0.8973215	0.8877822	0.9023491
aou + silicate	Atlantic	(28.1,28.15]	0.9297097	0.9267840	0.9325261
aou + silicate	Atlantic	(28.15,28.2]	0.9370328	0.9323888	0.9439210
aou + silicate	Atlantic	(28.2, Inf]	0.9601861	0.9584064	0.9611804
aou + silicate	Indo-Pacific	(-Inf,26]	0.8637295	0.8623227	0.8655676
aou + silicate	Indo-Pacific	(26,26.5]	0.7871240	0.7837501	0.7907711
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7488299	0.7455582	0.7544335
aou + silicate	Indo-Pacific	(26.75,27]	0.8118279	0.8037735	0.8223149
aou + silicate	Indo-Pacific	(27,27.25]	0.8712232	0.8672434	0.8752877
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9088331	0.9071262	0.9106184
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9084558	0.9046097	0.9114162
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9497399	0.9468942	0.9525204
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9352637	0.9335400	0.9367434
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9697133	0.9658960	0.9727163
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9799065	0.9788656	0.9804862
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9428228	0.9411718	0.9460565
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7894334	0.7866941	0.7931356
aou + silicate	Indo-Pacific	(28.3, Inf]	0.9362259	0.9338860	0.9398269
aou + silicate	SO	(-Inf,26]	0.9630596	0.9261193	1.0000000
aou + silicate	SO	(26,26.5]	0.9117784	0.8887033	0.9387596
aou + silicate	SO	(26.5,26.75]	0.8762703	0.8649327	0.8873817
aou + silicate	SO	(26.75,27]	0.8620344	0.8601643	0.8641734
aou + silicate	SO	(27,27.25]	0.7666270	0.7662071	0.7671697
aou + silicate	SO	(27.25,27.5]	0.7541264	0.7447707	0.7638986
aou + silicate	SO	(27.5,27.75]	0.8501575	0.8369328	0.8613222
aou + silicate	SO	(27.75,27.85]	0.9209954	0.9204062	0.9219290
aou + silicate	SO	(27.85,27.95]	0.9333007	0.9274471	0.9379278
aou + silicate	SO	(27.95,28.05]	0.9392278	0.9371154	0.9413440
aou + silicate	SO	(28.05,28.1]	0.9291129	0.9238770	0.9360762
aou + silicate	SO	(28.1,28.15]	0.7366325	0.7335373	0.7426798
aou + silicate	SO	(28.1,28.2]	0.9584613	0.9569990	0.9603768
aou + silicate	SO	(28.15,28.2]	0.8024662	0.7851929	0.8266069
aou + silicate	SO	(28.2, Inf]	0.2846482	0.2497100	0.3212937
aou + silicate	SO	(28.2,28.3]	0.9524439	0.9471079	0.9574549
aou + silicate	SO	(28.3, Inf]	0.5870436	0.5712336	0.5973946
nitrate + phosphate	Atlantic	(-Inf,26]	0.7555451	0.5740874	0.9708301
nitrate + phosphate	Atlantic	(26,26.5]	0.7331175	0.7130314	0.7592857
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9571141	0.9556702	0.9586652
nitrate + phosphate	Atlantic	(26.75,27]	0.9764490	0.9731729	0.9785287
nitrate + phosphate	Atlantic	(27,27.25]	0.9876317	0.9854017	0.9898153
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9955274	0.9954579	0.9955822
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9969811	0.9968399	0.9970645
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9985149	0.9983487	0.9987085
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9987575	0.9987280	0.9987792
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9984774	0.9984523	0.9985040
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9991691	0.9991159	0.9992326
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9985974	0.9985706	0.9986173
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9911613	0.9910935	0.9912264
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9965825	0.9961403	0.9969839
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9588308	0.9542988	0.9618368
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8849073	0.8758818	0.8936278
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7781581	0.7573583	0.8120993
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8132279	0.8082571	0.8206779
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8399606	0.8245615	0.8554772
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8648736	0.8629591	0.8670959
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9250095	0.9222339	0.9296112
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9779895	0.9742433	0.9812345
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9890827	0.9884583	0.9895011
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9955944	0.9950753	0.9960666
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9943715	0.9934708	0.9950240
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9923141	0.9921530	0.9924840
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9913044	0.9911043	0.9915727
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9730127	0.9719163	0.9743829
nitrate + phosphate	SO	(-Inf,26]	0.9999859	0.9999718	1.0000000
nitrate + phosphate	SO	(26,26.5]	0.9704989	0.9668614	0.9769661
nitrate + phosphate	SO	(26.5,26.75]	0.9793914	0.9756149	0.9827134
nitrate + phosphate	SO	(26.75,27]	0.9911597	0.9898641	0.9918800
nitrate + phosphate	SO	(27,27.25]	0.9971058	0.9969373	0.9974296
nitrate + phosphate	SO	(27.25,27.5]	0.9983360	0.9981789	0.9984402
nitrate + phosphate	SO	(27.5,27.75]	0.9989746	0.9989074	0.9990514
nitrate + phosphate	SO	(27.75,27.85]	0.9987615	0.9987110	0.9987920
nitrate + phosphate	SO	(27.85,27.95]	0.9987769	0.9986154	0.9989382
nitrate + phosphate	SO	(27.95,28.05]	0.9987891	0.9986603	0.9988807
nitrate + phosphate	SO	(28.05,28.1]	0.9981524	0.9979766	0.9983109
nitrate + phosphate	SO	(28.1,28.15]	0.9986783	0.9983178	0.9990608
nitrate + phosphate	SO	(28.1,28.2]	0.9981961	0.9981031	0.9982587
nitrate + phosphate	SO	(28.15,28.2]	0.9987683	0.9984692	0.9989910
nitrate + phosphate	SO	(28.2, Inf]	0.9380543	0.9340589	0.9450454
nitrate + phosphate	SO	(28.2,28.3]	0.9958075	0.9956438	0.9959522
nitrate + phosphate	SO	(28.3, Inf]	0.9693220	0.9687635	0.9700455
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1913549	0.0849772	0.3007553
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2948155	0.2744614	0.3241438
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3057402	0.2642501	0.3530931
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1978860	0.1631291	0.2389216
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4534293	0.4324072	0.4675749
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6725124	0.6618780	0.6930437
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7086744	0.7026775	0.7119594
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8785008	0.8694934	0.8922396
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9272997	0.9243773	0.9297052
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9488251	0.9459975	0.9506042
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9757890	0.9730808	0.9772340
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9792091	0.9786059	0.9801695
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9735454	0.9725220	0.9752978
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9919941	0.9915710	0.9924668
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7708669	0.7626094	0.7761319
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6024894	0.5830424	0.6220605
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5603637	0.5420795	0.5831926
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6762119	0.6702505	0.6807961
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7209232	0.6990223	0.7365157
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6714778	0.6699075	0.6740930
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6047992	0.5784852	0.6185693
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5092558	0.5069033	0.5105015
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5597226	0.5523259	0.5676508
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6344444	0.6201826	0.6497582
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7610608	0.7524364	0.7692423
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7785777	0.7688970	0.7837276
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5536249	0.5424101	0.5595596
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0798734	-0.1270139	-0.0263982
nitrate + phosphate_star	SO	(-Inf,26]	0.9979265	0.9958531	1.0000000
nitrate + phosphate_star	SO	(26,26.5]	-0.2150154	-0.3300376	-0.0402684
nitrate + phosphate_star	SO	(26.5,26.75]	0.6155934	0.5397409	0.6693644
nitrate + phosphate_star	SO	(26.75,27]	0.7662064	0.7403872	0.7952299
nitrate + phosphate_star	SO	(27,27.25]	0.6863909	0.6707125	0.7009709
nitrate + phosphate_star	SO	(27.25,27.5]	0.2216220	0.1729814	0.2728036
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0465053	-0.0571696	-0.0264904
nitrate + phosphate_star	SO	(27.75,27.85]	-0.6164132	-0.6458314	-0.5882533
nitrate + phosphate_star	SO	(27.85,27.95]	-0.5721032	-0.6012112	-0.5318221
nitrate + phosphate_star	SO	(27.95,28.05]	-0.4553646	-0.5002666	-0.4004371
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1330374	-0.1528018	-0.1069341
nitrate + phosphate_star	SO	(28.1,28.15]	0.6290209	0.5675542	0.7218686
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3036410	-0.3310446	-0.2822336
nitrate + phosphate_star	SO	(28.15,28.2]	0.6987895	0.6612137	0.7184700
nitrate + phosphate_star	SO	(28.2, Inf]	0.6086947	0.5835589	0.6234879
nitrate + phosphate_star	SO	(28.2,28.3]	-0.1762777	-0.1965305	-0.1495363
nitrate + phosphate_star	SO	(28.3, Inf]	-0.3972950	-0.4630253	-0.3060341
nitrate + silicate	Atlantic	(-Inf,26]	0.5611760	0.4622165	0.6292232
nitrate + silicate	Atlantic	(26,26.5]	0.6015808	0.5939693	0.6077533
nitrate + silicate	Atlantic	(26.5,26.75]	0.7158925	0.7021299	0.7431421
nitrate + silicate	Atlantic	(26.75,27]	0.8323148	0.8299467	0.8364250
nitrate + silicate	Atlantic	(27,27.25]	0.8411895	0.8307255	0.8559780
nitrate + silicate	Atlantic	(27.25,27.5]	0.8708694	0.8676095	0.8760709
nitrate + silicate	Atlantic	(27.5,27.75]	0.8837912	0.8821780	0.8850035
nitrate + silicate	Atlantic	(27.75,27.85]	0.8612056	0.8529040	0.8727993
nitrate + silicate	Atlantic	(27.85,27.95]	0.8791012	0.8762690	0.8844181
nitrate + silicate	Atlantic	(27.95,28.05]	0.8988907	0.8965159	0.9013827
nitrate + silicate	Atlantic	(28.05,28.1]	0.9316270	0.9284389	0.9349497
nitrate + silicate	Atlantic	(28.1,28.15]	0.9420709	0.9392818	0.9446628
nitrate + silicate	Atlantic	(28.15,28.2]	0.9258028	0.9211529	0.9305886
nitrate + silicate	Atlantic	(28.2, Inf]	0.9659439	0.9633648	0.9684227
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8787031	0.8761961	0.8819975
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8172735	0.8087130	0.8234865
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8109157	0.8010552	0.8288336
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8527208	0.8494952	0.8587085
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8920281	0.8810676	0.9023173
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9054639	0.9021187	0.9113473
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9387467	0.9348464	0.9418180
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9657345	0.9639612	0.9686626
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9631146	0.9621552	0.9649505
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9705833	0.9674943	0.9727807
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9690448	0.9669245	0.9706405
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9354987	0.9333324	0.9385762
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8110946	0.8090145	0.8141699
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.7855598	0.7810086	0.7914930
nitrate + silicate	SO	(-Inf,26]	0.9887163	0.9774325	1.0000000
nitrate + silicate	SO	(26,26.5]	0.7881197	0.7160276	0.8420607
nitrate + silicate	SO	(26.5,26.75]	0.5514406	0.5326961	0.5733133
nitrate + silicate	SO	(26.75,27]	0.7984193	0.7925679	0.8015407
nitrate + silicate	SO	(27,27.25]	0.9140525	0.9101107	0.9200127
nitrate + silicate	SO	(27.25,27.5]	0.9666274	0.9644151	0.9689566
nitrate + silicate	SO	(27.5,27.75]	0.9636020	0.9624821	0.9654899
nitrate + silicate	SO	(27.75,27.85]	0.9716518	0.9704358	0.9730264
nitrate + silicate	SO	(27.85,27.95]	0.9759001	0.9724336	0.9790404
nitrate + silicate	SO	(27.95,28.05]	0.9740368	0.9708382	0.9756920
nitrate + silicate	SO	(28.05,28.1]	0.9500211	0.9485497	0.9520848
nitrate + silicate	SO	(28.1,28.15]	0.8613431	0.8355468	0.8971032
nitrate + silicate	SO	(28.1,28.2]	0.9563856	0.9532548	0.9580605
nitrate + silicate	SO	(28.15,28.2]	0.8510804	0.8335392	0.8620521
nitrate + silicate	SO	(28.2, Inf]	0.5591021	0.5440342	0.5697178
nitrate + silicate	SO	(28.2,28.3]	0.9100926	0.9026816	0.9155267
nitrate + silicate	SO	(28.3, Inf]	0.8206373	0.8009297	0.8481651
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3447919	0.2450275	0.4686913
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7630795	0.7522807	0.7705924
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5149911	0.4755187	0.5590157
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3490699	0.3167016	0.3858902
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5548362	0.5402970	0.5622573
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7315219	0.7222078	0.7492889
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7573977	0.7526204	0.7599410
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9027366	0.8959978	0.9135329
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9443101	0.9419911	0.9462327
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9622190	0.9595981	0.9638612
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9829738	0.9810598	0.9841886
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9862442	0.9857021	0.9869814
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9882765	0.9877624	0.9885539
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9951471	0.9947013	0.9953992
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7812342	0.7764333	0.7844278
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6605655	0.6482207	0.6771842
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6439668	0.6326244	0.6538433
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7306264	0.7166245	0.7420941
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7796930	0.7737757	0.7840444
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7667379	0.7572980	0.7734728
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6237746	0.5975848	0.6381038
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5129826	0.5056272	0.5206397
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5004411	0.4907218	0.5105803
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5792617	0.5633358	0.5966171
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7021001	0.6938833	0.7072166
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7408452	0.7271101	0.7480933
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5276526	0.5182208	0.5339525
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2390191	-0.2838978	-0.1926087
phosphate + phosphate_star	SO	(-Inf,26]	0.9975710	0.9951419	1.0000000
phosphate + phosphate_star	SO	(26,26.5]	-0.0571489	-0.1518999	0.1022203
phosphate + phosphate_star	SO	(26.5,26.75]	0.6894412	0.6388482	0.7297302
phosphate + phosphate_star	SO	(26.75,27]	0.7780521	0.7501024	0.8085115
phosphate + phosphate_star	SO	(27,27.25]	0.7001609	0.6830450	0.7141514
phosphate + phosphate_star	SO	(27.25,27.5]	0.2469071	0.1982155	0.2998893
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0435293	-0.0551007	-0.0210613
phosphate + phosphate_star	SO	(27.75,27.85]	-0.6036261	-0.6319109	-0.5760955
phosphate + phosphate_star	SO	(27.85,27.95]	-0.5613582	-0.5920592	-0.5195190
phosphate + phosphate_star	SO	(27.95,28.05]	-0.4492984	-0.4940353	-0.3956227
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1449846	-0.1651901	-0.1208891
phosphate + phosphate_star	SO	(28.1,28.15]	0.6298029	0.5686468	0.7251626
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3214427	-0.3492820	-0.2994275
phosphate + phosphate_star	SO	(28.15,28.2]	0.6999017	0.6614928	0.7201861
phosphate + phosphate_star	SO	(28.2, Inf]	0.6913342	0.6636239	0.7062769
phosphate + phosphate_star	SO	(28.2,28.3]	-0.2185412	-0.2404668	-0.1908007
phosphate + phosphate_star	SO	(28.3, Inf]	-0.2543669	-0.3255296	-0.1568458
sal + aou	Atlantic	(-Inf,26]	-0.3739808	-0.4387375	-0.3381238
sal + aou	Atlantic	(26,26.5]	-0.3466825	-0.3711739	-0.3254863
sal + aou	Atlantic	(26.5,26.75]	0.1976056	0.1580845	0.2455474
sal + aou	Atlantic	(26.75,27]	0.3455720	0.3318717	0.3705810
sal + aou	Atlantic	(27,27.25]	0.2095431	0.1888251	0.2246864
sal + aou	Atlantic	(27.25,27.5]	0.0876160	-0.0062184	0.1406135
sal + aou	Atlantic	(27.5,27.75]	0.4739646	0.4381431	0.4995312
sal + aou	Atlantic	(27.75,27.85]	0.0281156	0.0051383	0.0416743
sal + aou	Atlantic	(27.85,27.95]	-0.1933345	-0.2143945	-0.1759805
sal + aou	Atlantic	(27.95,28.05]	-0.5003299	-0.5410274	-0.4604632
sal + aou	Atlantic	(28.05,28.1]	-0.7574825	-0.8119143	-0.7200203
sal + aou	Atlantic	(28.1,28.15]	-0.9237742	-0.9250264	-0.9224964
sal + aou	Atlantic	(28.15,28.2]	-0.7582592	-0.7764604	-0.7468857
sal + aou	Atlantic	(28.2, Inf]	-0.9418964	-0.9459155	-0.9387301
sal + aou	Indo-Pacific	(-Inf,26]	-0.2831117	-0.2875870	-0.2795835
sal + aou	Indo-Pacific	(26,26.5]	-0.1948471	-0.2246008	-0.1765681
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1988301	-0.2159485	-0.1756920
sal + aou	Indo-Pacific	(26.75,27]	-0.3822089	-0.4038996	-0.3680889
sal + aou	Indo-Pacific	(27,27.25]	-0.4916814	-0.5002221	-0.4791588
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5475486	-0.5545836	-0.5424123
sal + aou	Indo-Pacific	(27.5,27.75]	-0.3898401	-0.4132631	-0.3519867
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1711931	-0.1815081	-0.1620565
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0695100	-0.1108710	-0.0417837
sal + aou	Indo-Pacific	(27.95,28.05]	0.1229210	0.0876945	0.1478676
sal + aou	Indo-Pacific	(28.05,28.1]	0.1472187	0.1166852	0.1964617
sal + aou	Indo-Pacific	(28.1,28.2]	0.0976851	0.0018288	0.2007349
sal + aou	Indo-Pacific	(28.2,28.3]	-0.4248389	-0.4321043	-0.4153830
sal + aou	Indo-Pacific	(28.3, Inf]	0.6795672	0.6598905	0.7023084
sal + aou	SO	(-Inf,26]	-0.8516813	-1.0000000	-0.7033625
sal + aou	SO	(26,26.5]	0.7075795	0.5941831	0.7912169
sal + aou	SO	(26.5,26.75]	0.1287220	0.0417567	0.2294577
sal + aou	SO	(26.75,27]	-0.2312688	-0.2454192	-0.2232987
sal + aou	SO	(27,27.25]	-0.0427358	-0.0649549	-0.0230534
sal + aou	SO	(27.25,27.5]	0.5439724	0.4769964	0.6305166
sal + aou	SO	(27.5,27.75]	0.7255561	0.7027837	0.7371343
sal + aou	SO	(27.75,27.85]	0.8601093	0.8488995	0.8776800
sal + aou	SO	(27.85,27.95]	0.8694044	0.8547646	0.8850763
sal + aou	SO	(27.95,28.05]	0.8632192	0.8399234	0.8835826
sal + aou	SO	(28.05,28.1]	0.7689255	0.7621815	0.7797221
sal + aou	SO	(28.1,28.15]	0.3622952	0.1997004	0.4544990
sal + aou	SO	(28.1,28.2]	0.8394080	0.8292774	0.8482646
sal + aou	SO	(28.15,28.2]	0.1076423	0.0208676	0.1872024
sal + aou	SO	(28.2, Inf]	0.2303752	0.2034680	0.2460643
sal + aou	SO	(28.2,28.3]	0.7871435	0.7724385	0.7969620
sal + aou	SO	(28.3, Inf]	0.8396647	0.8250562	0.8502444
sal + nitrate	Atlantic	(-Inf,26]	-0.6535380	-0.6796733	-0.6021533
sal + nitrate	Atlantic	(26,26.5]	-0.3447936	-0.3535165	-0.3289864
sal + nitrate	Atlantic	(26.5,26.75]	0.1502017	0.0861600	0.2027669
sal + nitrate	Atlantic	(26.75,27]	0.3024659	0.2758250	0.3283211
sal + nitrate	Atlantic	(27,27.25]	0.1008862	0.0579125	0.1419600
sal + nitrate	Atlantic	(27.25,27.5]	-0.0601331	-0.1753770	0.0076071
sal + nitrate	Atlantic	(27.5,27.75]	0.3961582	0.3647763	0.4199134
sal + nitrate	Atlantic	(27.75,27.85]	-0.2253398	-0.2446667	-0.2035876
sal + nitrate	Atlantic	(27.85,27.95]	-0.4296230	-0.4587589	-0.4141278
sal + nitrate	Atlantic	(27.95,28.05]	-0.5716631	-0.6243466	-0.5210408
sal + nitrate	Atlantic	(28.05,28.1]	-0.7686538	-0.8423567	-0.7047247
sal + nitrate	Atlantic	(28.1,28.15]	-0.9320744	-0.9334161	-0.9304985
sal + nitrate	Atlantic	(28.15,28.2]	-0.8218589	-0.8340020	-0.8056403
sal + nitrate	Atlantic	(28.2, Inf]	-0.9588369	-0.9665160	-0.9536955
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4191790	-0.4252778	-0.4101493
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4617623	-0.4744140	-0.4516731
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4999939	-0.5078161	-0.4886969
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6468002	-0.6540014	-0.6397189
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7004464	-0.7100674	-0.6834402
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6782524	-0.6843924	-0.6725404
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.5171994	-0.5358607	-0.4957093
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2947991	-0.3005879	-0.2858141
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2084337	-0.2517269	-0.1773237
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.0131083	-0.0250543	0.0402566
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.0184819	-0.0084604	0.0707396
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.0122028	-0.0837738	0.1141485
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.4987416	-0.5093468	-0.4880117
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.2714055	0.2396631	0.2985925
sal + nitrate	SO	(-Inf,26]	-0.9078881	-1.0000000	-0.8157762
sal + nitrate	SO	(26,26.5]	0.3505257	0.1588284	0.4637489
sal + nitrate	SO	(26.5,26.75]	-0.4908661	-0.5245521	-0.4434361
sal + nitrate	SO	(26.75,27]	-0.6919567	-0.7153391	-0.6758814
sal + nitrate	SO	(27,27.25]	-0.6744697	-0.6965495	-0.6510219
sal + nitrate	SO	(27.25,27.5]	-0.0505910	-0.1377347	0.0487480
sal + nitrate	SO	(27.5,27.75]	0.3665341	0.3030994	0.4051639
sal + nitrate	SO	(27.75,27.85]	0.7152396	0.6990912	0.7375132
sal + nitrate	SO	(27.85,27.95]	0.7054488	0.6707881	0.7346484
sal + nitrate	SO	(27.95,28.05]	0.6424401	0.5928535	0.6870314
sal + nitrate	SO	(28.05,28.1]	0.3528851	0.3331640	0.3660058
sal + nitrate	SO	(28.1,28.15]	-0.6209183	-0.7180938	-0.5608520
sal + nitrate	SO	(28.1,28.2]	0.6107149	0.5906567	0.6327436
sal + nitrate	SO	(28.15,28.2]	-0.6975127	-0.7209830	-0.6572673
sal + nitrate	SO	(28.2, Inf]	-0.2565364	-0.2897595	-0.2305194
sal + nitrate	SO	(28.2,28.3]	0.5638137	0.5372860	0.5863269
sal + nitrate	SO	(28.3, Inf]	0.7742624	0.7581018	0.7916146
sal + phosphate	Atlantic	(-Inf,26]	-0.3233235	-0.4779371	-0.2010798
sal + phosphate	Atlantic	(26,26.5]	-0.5723541	-0.5775924	-0.5672787
sal + phosphate	Atlantic	(26.5,26.75]	-0.0426150	-0.1175356	0.0148287
sal + phosphate	Atlantic	(26.75,27]	0.1832012	0.1551221	0.2119191
sal + phosphate	Atlantic	(27,27.25]	-0.0079291	-0.0462449	0.0327443
sal + phosphate	Atlantic	(27.25,27.5]	-0.1352927	-0.2497361	-0.0677008
sal + phosphate	Atlantic	(27.5,27.75]	0.3349628	0.3003654	0.3601188
sal + phosphate	Atlantic	(27.75,27.85]	-0.2637606	-0.2857776	-0.2392336
sal + phosphate	Atlantic	(27.85,27.95]	-0.4642160	-0.4933776	-0.4493083
sal + phosphate	Atlantic	(27.95,28.05]	-0.5871251	-0.6415170	-0.5347762
sal + phosphate	Atlantic	(28.05,28.1]	-0.7834291	-0.8577075	-0.7181158
sal + phosphate	Atlantic	(28.1,28.15]	-0.9328715	-0.9342415	-0.9305980
sal + phosphate	Atlantic	(28.15,28.2]	-0.7488548	-0.7621645	-0.7321982
sal + phosphate	Atlantic	(28.2, Inf]	-0.9388404	-0.9445356	-0.9338175
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3645357	-0.3745172	-0.3469656
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4086659	-0.4323923	-0.3915685
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4071545	-0.4203620	-0.3918602
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5590936	-0.5694963	-0.5503263
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6202111	-0.6254990	-0.6104474
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6295124	-0.6360489	-0.6229687
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.4817503	-0.4997510	-0.4504721
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.2441246	-0.2501048	-0.2384529
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1425486	-0.1869878	-0.1144189
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.0842353	0.0452229	0.1098056
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.1116668	0.0792358	0.1621174
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.0939552	-0.0004557	0.1958532
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.4344358	-0.4440151	-0.4229518
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.4548798	0.4300550	0.4801413
sal + phosphate	SO	(-Inf,26]	-0.9057053	-1.0000000	-0.8114107
sal + phosphate	SO	(26,26.5]	0.2085226	0.0254289	0.3074290
sal + phosphate	SO	(26.5,26.75]	-0.5783051	-0.6050543	-0.5502423
sal + phosphate	SO	(26.75,27]	-0.7218287	-0.7471781	-0.7010574
sal + phosphate	SO	(27,27.25]	-0.6935141	-0.7139123	-0.6686964
sal + phosphate	SO	(27.25,27.5]	-0.0829773	-0.1724532	0.0166226
sal + phosphate	SO	(27.5,27.75]	0.3614089	0.2964578	0.4014436
sal + phosphate	SO	(27.75,27.85]	0.7081523	0.6933962	0.7281672
sal + phosphate	SO	(27.85,27.95]	0.7007314	0.6653380	0.7305933
sal + phosphate	SO	(27.95,28.05]	0.6402307	0.5926082	0.6835543
sal + phosphate	SO	(28.05,28.1]	0.3692197	0.3516526	0.3797521
sal + phosphate	SO	(28.1,28.15]	-0.6210347	-0.7208641	-0.5615331
sal + phosphate	SO	(28.1,28.2]	0.6333215	0.6133912	0.6557631
sal + phosphate	SO	(28.15,28.2]	-0.6964935	-0.7200102	-0.6559018
sal + phosphate	SO	(28.2, Inf]	-0.0134100	-0.0732888	0.0311598
sal + phosphate	SO	(28.2,28.3]	0.6217586	0.5969578	0.6431011
sal + phosphate	SO	(28.3, Inf]	0.7965205	0.7654815	0.8129501
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4329019	-0.5987678	-0.2791444
sal + phosphate_star	Atlantic	(26,26.5]	-0.8009027	-0.8172819	-0.7883699
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7634384	-0.7925901	-0.7468356
sal + phosphate_star	Atlantic	(26.75,27]	-0.7048163	-0.7208712	-0.6933243
sal + phosphate_star	Atlantic	(27,27.25]	-0.7002338	-0.7397458	-0.6506755
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6587707	-0.7290717	-0.6194088
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.2376280	-0.2807143	-0.2109796
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.5617400	-0.5922517	-0.5225170
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.6682144	-0.6973105	-0.6529682
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.6799270	-0.7317071	-0.6272237
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.8192718	-0.8948541	-0.7467811
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9282863	-0.9313740	-0.9245599
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7340054	-0.7480800	-0.7114399
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9401797	-0.9445699	-0.9349124
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6678737	-0.6815001	-0.6441024
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8774421	-0.8818476	-0.8719658
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9138520	-0.9188617	-0.9102356
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9265486	-0.9291525	-0.9241530
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9113008	-0.9136532	-0.9095202
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8294431	-0.8339951	-0.8244185
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7579276	-0.7632893	-0.7545544
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8346878	-0.8384751	-0.8282532
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6988806	-0.7151845	-0.6896998
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4810195	-0.5130411	-0.4568751
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5131906	-0.5501549	-0.4796675
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0536482	-0.1049372	0.0004750
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4178032	-0.4345446	-0.3951533
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9335239	-0.9378995	-0.9298505
sal + phosphate_star	SO	(-Inf,26]	-0.9325055	-1.0000000	-0.8650109
sal + phosphate_star	SO	(26,26.5]	-0.8976547	-0.9125878	-0.8881585
sal + phosphate_star	SO	(26.5,26.75]	-0.9306409	-0.9347695	-0.9258779
sal + phosphate_star	SO	(26.75,27]	-0.9174166	-0.9244042	-0.9123631
sal + phosphate_star	SO	(27,27.25]	-0.9588658	-0.9609536	-0.9566099
sal + phosphate_star	SO	(27.25,27.5]	-0.9506684	-0.9557049	-0.9438724
sal + phosphate_star	SO	(27.5,27.75]	-0.8993403	-0.9198697	-0.8826108
sal + phosphate_star	SO	(27.75,27.85]	-0.9523502	-0.9625669	-0.9457942
sal + phosphate_star	SO	(27.85,27.95]	-0.9527292	-0.9571532	-0.9488190
sal + phosphate_star	SO	(27.95,28.05]	-0.9457221	-0.9490721	-0.9430070
sal + phosphate_star	SO	(28.05,28.1]	-0.9404568	-0.9449780	-0.9327266
sal + phosphate_star	SO	(28.1,28.15]	-0.9739648	-0.9821043	-0.9694298
sal + phosphate_star	SO	(28.1,28.2]	-0.8498583	-0.8539345	-0.8429667
sal + phosphate_star	SO	(28.15,28.2]	-0.9725203	-0.9753708	-0.9683197
sal + phosphate_star	SO	(28.2, Inf]	-0.3138106	-0.3505350	-0.2834234
sal + phosphate_star	SO	(28.2,28.3]	-0.7723913	-0.7747367	-0.7699557
sal + phosphate_star	SO	(28.3, Inf]	-0.5434670	-0.5562071	-0.5352130
sal + silicate	Atlantic	(-Inf,26]	-0.8347626	-0.9306607	-0.7516506
sal + silicate	Atlantic	(26,26.5]	0.1329437	0.0867652	0.2130731
sal + silicate	Atlantic	(26.5,26.75]	0.2589830	0.2530983	0.2668463
sal + silicate	Atlantic	(26.75,27]	0.0527656	0.0103249	0.0785538
sal + silicate	Atlantic	(27,27.25]	-0.2346890	-0.3058832	-0.1612131
sal + silicate	Atlantic	(27.25,27.5]	-0.2840051	-0.4138132	-0.2048445
sal + silicate	Atlantic	(27.5,27.75]	0.1766736	0.1509227	0.1969018
sal + silicate	Atlantic	(27.75,27.85]	-0.5477168	-0.5843057	-0.4970411
sal + silicate	Atlantic	(27.85,27.95]	-0.7429974	-0.7693302	-0.7224864
sal + silicate	Atlantic	(27.95,28.05]	-0.7887608	-0.8351719	-0.7468072
sal + silicate	Atlantic	(28.05,28.1]	-0.8813746	-0.9413341	-0.8251676
sal + silicate	Atlantic	(28.1,28.15]	-0.9001860	-0.9066618	-0.8948236
sal + silicate	Atlantic	(28.15,28.2]	-0.5916369	-0.6102651	-0.5743580
sal + silicate	Atlantic	(28.2, Inf]	-0.8982918	-0.9013154	-0.8959414
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5365565	-0.5410311	-0.5301071
sal + silicate	Indo-Pacific	(26,26.5]	-0.5985381	-0.6169386	-0.5850554
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6724535	-0.6798873	-0.6598307
sal + silicate	Indo-Pacific	(26.75,27]	-0.7532780	-0.7570031	-0.7459158
sal + silicate	Indo-Pacific	(27,27.25]	-0.7747608	-0.7826687	-0.7671245
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7602244	-0.7646279	-0.7576638
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.6051346	-0.6199464	-0.5843879
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3776037	-0.3830303	-0.3703402
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2286738	-0.2705464	-0.1989495
sal + silicate	Indo-Pacific	(27.95,28.05]	0.0371162	0.0026983	0.0576970
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0930617	0.0673893	0.1430954
sal + silicate	Indo-Pacific	(28.1,28.2]	0.2243546	0.1371996	0.3110168
sal + silicate	Indo-Pacific	(28.2,28.3]	-0.1345513	-0.1593855	-0.1159674
sal + silicate	Indo-Pacific	(28.3, Inf]	0.7362805	0.7086626	0.7680552
sal + silicate	SO	(-Inf,26]	-0.9597725	-1.0000000	-0.9195451
sal + silicate	SO	(26,26.5]	0.7545672	0.6902727	0.8225999
sal + silicate	SO	(26.5,26.75]	0.3149425	0.2761385	0.3893834
sal + silicate	SO	(26.75,27]	-0.2324209	-0.2712406	-0.1959948
sal + silicate	SO	(27,27.25]	-0.4490824	-0.4683843	-0.4240752
sal + silicate	SO	(27.25,27.5]	-0.0481314	-0.1235203	0.0370110
sal + silicate	SO	(27.5,27.75]	0.3413614	0.2829732	0.3813963
sal + silicate	SO	(27.75,27.85]	0.6817590	0.6731557	0.6936370
sal + silicate	SO	(27.85,27.95]	0.7115348	0.6882985	0.7312033
sal + silicate	SO	(27.95,28.05]	0.7039523	0.6793225	0.7299070
sal + silicate	SO	(28.05,28.1]	0.5607710	0.5442584	0.5697402
sal + silicate	SO	(28.1,28.15]	-0.2284963	-0.4108602	-0.1286066
sal + silicate	SO	(28.1,28.2]	0.7696765	0.7607338	0.7814088
sal + silicate	SO	(28.15,28.2]	-0.3163051	-0.3552675	-0.2511482
sal + silicate	SO	(28.2, Inf]	0.4623123	0.4069476	0.4958888
sal + silicate	SO	(28.2,28.3]	0.8256643	0.8153776	0.8353920
sal + silicate	SO	(28.3, Inf]	0.7291534	0.7002236	0.7492727
sal + temp	Atlantic	(-Inf,26]	0.7519233	0.7231285	0.7836374
sal + temp	Atlantic	(26,26.5]	0.9470567	0.9413166	0.9540895
sal + temp	Atlantic	(26.5,26.75]	0.9712604	0.9691052	0.9725251
sal + temp	Atlantic	(26.75,27]	0.9687273	0.9682058	0.9695871
sal + temp	Atlantic	(27,27.25]	0.9591616	0.9582844	0.9597708
sal + temp	Atlantic	(27.25,27.5]	0.9660681	0.9640416	0.9677730
sal + temp	Atlantic	(27.5,27.75]	0.9731478	0.9722707	0.9747601
sal + temp	Atlantic	(27.75,27.85]	0.9614282	0.9605285	0.9631969
sal + temp	Atlantic	(27.85,27.95]	0.9278343	0.9232347	0.9322659
sal + temp	Atlantic	(27.95,28.05]	0.8240764	0.8071509	0.8352977
sal + temp	Atlantic	(28.05,28.1]	0.8531011	0.8437715	0.8609341
sal + temp	Atlantic	(28.1,28.15]	0.7730521	0.7662874	0.7813834
sal + temp	Atlantic	(28.15,28.2]	0.6957173	0.6911122	0.6983479
sal + temp	Atlantic	(28.2, Inf]	0.8893659	0.8778848	0.8966498
sal + temp	Indo-Pacific	(-Inf,26]	0.8181340	0.8117228	0.8259356
sal + temp	Indo-Pacific	(26,26.5]	0.9563215	0.9555940	0.9569805
sal + temp	Indo-Pacific	(26.5,26.75]	0.9818968	0.9815166	0.9824295
sal + temp	Indo-Pacific	(26.75,27]	0.9773366	0.9770912	0.9774914
sal + temp	Indo-Pacific	(27,27.25]	0.9745394	0.9736616	0.9753179
sal + temp	Indo-Pacific	(27.25,27.5]	0.9299122	0.9284106	0.9314153
sal + temp	Indo-Pacific	(27.5,27.75]	0.8134049	0.8089351	0.8170817
sal + temp	Indo-Pacific	(27.75,27.85]	0.9437032	0.9390911	0.9495690
sal + temp	Indo-Pacific	(27.85,27.95]	0.7473970	0.7393662	0.7557978
sal + temp	Indo-Pacific	(27.95,28.05]	0.7055461	0.6913450	0.7320813
sal + temp	Indo-Pacific	(28.05,28.1]	0.9342351	0.9316028	0.9363458
sal + temp	Indo-Pacific	(28.1,28.2]	0.2653656	0.2384455	0.3067185
sal + temp	Indo-Pacific	(28.2,28.3]	0.1280016	0.1248704	0.1328568
sal + temp	Indo-Pacific	(28.3, Inf]	0.9741582	0.9733577	0.9750748
sal + temp	SO	(-Inf,26]	0.9607971	0.9215942	1.0000000
sal + temp	SO	(26,26.5]	0.9490077	0.9333858	0.9574810
sal + temp	SO	(26.5,26.75]	0.9727441	0.9711989	0.9746880
sal + temp	SO	(26.75,27]	0.9664246	0.9645560	0.9697496
sal + temp	SO	(27,27.25]	0.9584111	0.9569111	0.9598245
sal + temp	SO	(27.25,27.5]	0.9277249	0.9258319	0.9303939
sal + temp	SO	(27.5,27.75]	0.8398927	0.8285376	0.8575920
sal + temp	SO	(27.75,27.85]	0.9352064	0.9301267	0.9434221
sal + temp	SO	(27.85,27.95]	0.9305409	0.9273096	0.9327498
sal + temp	SO	(27.95,28.05]	0.9275553	0.9265172	0.9287170
sal + temp	SO	(28.05,28.1]	0.9402224	0.9357630	0.9425266
sal + temp	SO	(28.1,28.15]	0.9215852	0.9140618	0.9317023
sal + temp	SO	(28.1,28.2]	0.8844794	0.8755317	0.8932258
sal + temp	SO	(28.15,28.2]	0.9241664	0.9115785	0.9308417
sal + temp	SO	(28.2, Inf]	0.6146844	0.5909423	0.6347084
sal + temp	SO	(28.2,28.3]	0.8937162	0.8921650	0.8950892
sal + temp	SO	(28.3, Inf]	0.8400814	0.8283754	0.8496175
silicate + phosphate	Atlantic	(-Inf,26]	0.0107044	-0.2192111	0.3247863
silicate + phosphate	Atlantic	(26,26.5]	-0.0783804	-0.1090925	-0.0453256
silicate + phosphate	Atlantic	(26.5,26.75]	0.5499452	0.5269458	0.5874279
silicate + phosphate	Atlantic	(26.75,27]	0.8393713	0.8333981	0.8493221
silicate + phosphate	Atlantic	(27,27.25]	0.8860842	0.8749400	0.8982773
silicate + phosphate	Atlantic	(27.25,27.5]	0.9021781	0.8997887	0.9063683
silicate + phosphate	Atlantic	(27.5,27.75]	0.9077881	0.9065597	0.9085795
silicate + phosphate	Atlantic	(27.75,27.85]	0.8866278	0.8805313	0.8954741
silicate + phosphate	Atlantic	(27.85,27.95]	0.9004685	0.8980510	0.9052582
silicate + phosphate	Atlantic	(27.95,28.05]	0.9165400	0.9143972	0.9188037
silicate + phosphate	Atlantic	(28.05,28.1]	0.9448453	0.9423859	0.9479831
silicate + phosphate	Atlantic	(28.1,28.15]	0.9571620	0.9546291	0.9592832
silicate + phosphate	Atlantic	(28.15,28.2]	0.9647329	0.9621421	0.9675309
silicate + phosphate	Atlantic	(28.2, Inf]	0.9803263	0.9793964	0.9815185
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8897221	0.8862885	0.8922984
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8835138	0.8820717	0.8846913
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8472794	0.8451468	0.8499700
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8851256	0.8818031	0.8891528
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9153664	0.9104417	0.9194441
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9321110	0.9295073	0.9339749
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9362556	0.9344639	0.9372898
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9549274	0.9518164	0.9569097
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9499123	0.9485701	0.9516641
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9733412	0.9703690	0.9757208
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9785072	0.9771373	0.9795087
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9459708	0.9440908	0.9492662
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8157292	0.8128487	0.8192079
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8985260	0.8967521	0.8997425
silicate + phosphate	SO	(-Inf,26]	0.9879094	0.9758189	1.0000000
silicate + phosphate	SO	(26,26.5]	0.7200192	0.6521401	0.7811742
silicate + phosphate	SO	(26.5,26.75]	0.4972590	0.4556997	0.5345715
silicate + phosphate	SO	(26.75,27]	0.7826551	0.7741243	0.7888394
silicate + phosphate	SO	(27,27.25]	0.9087847	0.9038110	0.9143083
silicate + phosphate	SO	(27.25,27.5]	0.9688491	0.9667073	0.9711151
silicate + phosphate	SO	(27.5,27.75]	0.9726602	0.9718817	0.9738010
silicate + phosphate	SO	(27.75,27.85]	0.9811351	0.9800067	0.9824916
silicate + phosphate	SO	(27.85,27.95]	0.9838541	0.9812472	0.9862551
silicate + phosphate	SO	(27.95,28.05]	0.9812396	0.9785768	0.9827080
silicate + phosphate	SO	(28.05,28.1]	0.9628311	0.9621250	0.9638725
silicate + phosphate	SO	(28.1,28.15]	0.8748932	0.8543289	0.9057529
silicate + phosphate	SO	(28.1,28.2]	0.9689827	0.9661293	0.9709579
silicate + phosphate	SO	(28.15,28.2]	0.8667368	0.8526869	0.8755157
silicate + phosphate	SO	(28.2, Inf]	0.8089782	0.8034996	0.8189836
silicate + phosphate	SO	(28.2,28.3]	0.9403876	0.9348588	0.9444228
silicate + phosphate	SO	(28.3, Inf]	0.9263735	0.9144708	0.9435531
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2012136	-0.1559708	0.6465692
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3831928	-0.3850124	-0.3800342
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0277845	0.0056452	0.0697390
silicate + phosphate_star	Atlantic	(26.75,27]	0.4509280	0.4067296	0.5199205
silicate + phosphate_star	Atlantic	(27,27.25]	0.8121867	0.8016870	0.8329319
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8947238	0.8819815	0.9121038
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8997708	0.8915123	0.9050500
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9873826	0.9854364	0.9884877
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9805588	0.9794894	0.9818717
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9736214	0.9720968	0.9747075
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9732314	0.9698624	0.9749925
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9707261	0.9665156	0.9737346
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9681471	0.9671848	0.9696374
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9837072	0.9826432	0.9845879
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7567086	0.7435617	0.7650330
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7650937	0.7562924	0.7771046
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7958992	0.7859845	0.8057931
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8249658	0.8152247	0.8306998
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8393589	0.8358347	0.8417775
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7982891	0.7887902	0.8055739
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6994517	0.6792956	0.7128551
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5491899	0.5408856	0.5601919
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5895321	0.5740461	0.6012987
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6063234	0.5895928	0.6174822
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6760165	0.6727052	0.6783952
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7603937	0.7493254	0.7672690
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6658363	0.6546774	0.6723606
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5130280	-0.5663324	-0.4661064
silicate + phosphate_star	SO	(-Inf,26]	0.9962989	0.9925977	1.0000000
silicate + phosphate_star	SO	(26,26.5]	-0.6192011	-0.6926351	-0.5721543
silicate + phosphate_star	SO	(26.5,26.75]	-0.1972902	-0.3116163	-0.1308653
silicate + phosphate_star	SO	(26.75,27]	0.3379203	0.2947291	0.3845852
silicate + phosphate_star	SO	(27,27.25]	0.5170215	0.5002114	0.5294124
silicate + phosphate_star	SO	(27.25,27.5]	0.2325235	0.1893753	0.2770276
silicate + phosphate_star	SO	(27.5,27.75]	-0.0197877	-0.0351179	0.0007146
silicate + phosphate_star	SO	(27.75,27.85]	-0.5494069	-0.5764486	-0.5250247
silicate + phosphate_star	SO	(27.85,27.95]	-0.5502325	-0.5733583	-0.5182972
silicate + phosphate_star	SO	(27.95,28.05]	-0.5028201	-0.5338420	-0.4709904
silicate + phosphate_star	SO	(28.05,28.1]	-0.3315475	-0.3535903	-0.3059641
silicate + phosphate_star	SO	(28.1,28.15]	0.2603456	0.1616263	0.4334228
silicate + phosphate_star	SO	(28.1,28.2]	-0.4478114	-0.4654147	-0.4364900
silicate + phosphate_star	SO	(28.15,28.2]	0.3503850	0.2905486	0.3873218
silicate + phosphate_star	SO	(28.2, Inf]	0.5919861	0.5697148	0.6163466
silicate + phosphate_star	SO	(28.2,28.3]	-0.3938776	-0.4101127	-0.3748792
silicate + phosphate_star	SO	(28.3, Inf]	0.0103359	-0.0306911	0.0656825
temp + aou	Atlantic	(-Inf,26]	-0.5549781	-0.5904031	-0.5232112
temp + aou	Atlantic	(26,26.5]	-0.4046162	-0.4248334	-0.3865270
temp + aou	Atlantic	(26.5,26.75]	0.0922764	0.0641328	0.1263218
temp + aou	Atlantic	(26.75,27]	0.2527737	0.2356059	0.2819673
temp + aou	Atlantic	(27,27.25]	0.1908613	0.1766769	0.2022258
temp + aou	Atlantic	(27.25,27.5]	0.1236616	0.0373143	0.1720829
temp + aou	Atlantic	(27.5,27.75]	0.4944317	0.4709919	0.5085097
temp + aou	Atlantic	(27.75,27.85]	0.0488692	0.0000036	0.0736977
temp + aou	Atlantic	(27.85,27.95]	-0.1448484	-0.1508965	-0.1410018
temp + aou	Atlantic	(27.95,28.05]	-0.1957600	-0.2376156	-0.1512066
temp + aou	Atlantic	(28.05,28.1]	-0.4526116	-0.5334874	-0.4059359
temp + aou	Atlantic	(28.1,28.15]	-0.6432206	-0.6649968	-0.6301874
temp + aou	Atlantic	(28.15,28.2]	-0.7901799	-0.7971982	-0.7823722
temp + aou	Atlantic	(28.2, Inf]	-0.8709947	-0.8869926	-0.8575292
temp + aou	Indo-Pacific	(-Inf,26]	-0.4010842	-0.4063802	-0.3974396
temp + aou	Indo-Pacific	(26,26.5]	-0.2366222	-0.2681876	-0.2189073
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1940728	-0.2042561	-0.1743193
temp + aou	Indo-Pacific	(26.75,27]	-0.3447876	-0.3655725	-0.3266291
temp + aou	Indo-Pacific	(27,27.25]	-0.4789182	-0.4889797	-0.4613640
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5491468	-0.5553170	-0.5437281
temp + aou	Indo-Pacific	(27.5,27.75]	-0.3629305	-0.3815645	-0.3394698
temp + aou	Indo-Pacific	(27.75,27.85]	-0.1342117	-0.1414654	-0.1246116
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0720364	-0.0995219	-0.0448433
temp + aou	Indo-Pacific	(27.95,28.05]	0.0016479	-0.0345059	0.0396994
temp + aou	Indo-Pacific	(28.05,28.1]	0.1032680	0.0667839	0.1541022
temp + aou	Indo-Pacific	(28.1,28.2]	0.2076875	0.1852439	0.2359904
temp + aou	Indo-Pacific	(28.2,28.3]	0.5181015	0.5134188	0.5232437
temp + aou	Indo-Pacific	(28.3, Inf]	0.7466632	0.7207829	0.7696031
temp + aou	SO	(-Inf,26]	-0.9620637	-1.0000000	-0.9241274
temp + aou	SO	(26,26.5]	0.7241249	0.6404434	0.8067177
temp + aou	SO	(26.5,26.75]	0.1337519	0.0496282	0.2367702
temp + aou	SO	(26.75,27]	-0.2062349	-0.2277539	-0.1919608
temp + aou	SO	(27,27.25]	-0.0343997	-0.0494113	-0.0260983
temp + aou	SO	(27.25,27.5]	0.3471271	0.2946813	0.4125025
temp + aou	SO	(27.5,27.75]	0.3718689	0.3634234	0.3795491
temp + aou	SO	(27.75,27.85]	0.7686505	0.7464450	0.7959618
temp + aou	SO	(27.85,27.95]	0.7759992	0.7656709	0.7852170
temp + aou	SO	(27.95,28.05]	0.7928433	0.7812010	0.7998487
temp + aou	SO	(28.05,28.1]	0.7676341	0.7580059	0.7771298
temp + aou	SO	(28.1,28.15]	0.4491318	0.3205195	0.5280921
temp + aou	SO	(28.1,28.2]	0.8083238	0.8046367	0.8143564
temp + aou	SO	(28.15,28.2]	0.2395243	0.1924515	0.2964458
temp + aou	SO	(28.2, Inf]	0.4727045	0.4544175	0.5054719
temp + aou	SO	(28.2,28.3]	0.8233144	0.8208062	0.8252364
temp + aou	SO	(28.3, Inf]	0.9576640	0.9572704	0.9582932
temp + nitrate	Atlantic	(-Inf,26]	-0.7434757	-0.7589555	-0.7161661
temp + nitrate	Atlantic	(26,26.5]	-0.3947474	-0.4063195	-0.3834003
temp + nitrate	Atlantic	(26.5,26.75]	0.0384168	-0.0155212	0.0760466
temp + nitrate	Atlantic	(26.75,27]	0.1968221	0.1653099	0.2248678
temp + nitrate	Atlantic	(27,27.25]	0.0708623	0.0343122	0.1072941
temp + nitrate	Atlantic	(27.25,27.5]	-0.0179702	-0.1279751	0.0474290
temp + nitrate	Atlantic	(27.5,27.75]	0.4055245	0.3903622	0.4156035
temp + nitrate	Atlantic	(27.75,27.85]	-0.2265451	-0.2359530	-0.2132052
temp + nitrate	Atlantic	(27.85,27.95]	-0.4101152	-0.4159014	-0.4016455
temp + nitrate	Atlantic	(27.95,28.05]	-0.3498587	-0.4013210	-0.3021864
temp + nitrate	Atlantic	(28.05,28.1]	-0.5156885	-0.6163721	-0.4364063
temp + nitrate	Atlantic	(28.1,28.15]	-0.6910153	-0.7109621	-0.6792262
temp + nitrate	Atlantic	(28.15,28.2]	-0.8299893	-0.8413407	-0.8124670
temp + nitrate	Atlantic	(28.2, Inf]	-0.8344775	-0.8598226	-0.8045742
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5566504	-0.5642901	-0.5525623
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5080400	-0.5235416	-0.4974533
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5007412	-0.5077932	-0.4905263
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6280904	-0.6373928	-0.6141958
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7062339	-0.7182550	-0.6848676
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.7137669	-0.7188652	-0.7090560
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5735518	-0.5861476	-0.5587033
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2675002	-0.2749532	-0.2603302
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2486692	-0.2780322	-0.2198325
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.1218660	-0.1597936	-0.0861784
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0219665	-0.0663222	0.0316149
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.0929100	0.0727811	0.1180544
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3963983	0.3910492	0.4018606
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.3738612	0.3325813	0.4028703
temp + nitrate	SO	(-Inf,26]	-0.9881554	-1.0000000	-0.9763108
temp + nitrate	SO	(26,26.5]	0.3099169	0.1660728	0.3889925
temp + nitrate	SO	(26.5,26.75]	-0.5045662	-0.5453078	-0.4556652
temp + nitrate	SO	(26.75,27]	-0.6952933	-0.7252227	-0.6798480
temp + nitrate	SO	(27,27.25]	-0.6812956	-0.6942565	-0.6665711
temp + nitrate	SO	(27.25,27.5]	-0.2950047	-0.3574426	-0.2353528
temp + nitrate	SO	(27.5,27.75]	-0.0835311	-0.1222707	-0.0556109
temp + nitrate	SO	(27.75,27.85]	0.5964579	0.5683577	0.6305497
temp + nitrate	SO	(27.85,27.95]	0.5993563	0.5736381	0.6189882
temp + nitrate	SO	(27.95,28.05]	0.5720781	0.5402701	0.5956868
temp + nitrate	SO	(28.05,28.1]	0.3662314	0.3507518	0.3763846
temp + nitrate	SO	(28.1,28.15]	-0.5237809	-0.6026478	-0.4675268
temp + nitrate	SO	(28.1,28.2]	0.5504412	0.5390376	0.5695042
temp + nitrate	SO	(28.15,28.2]	-0.5873448	-0.6201294	-0.5553387
temp + nitrate	SO	(28.2, Inf]	-0.4101663	-0.4342094	-0.3654374
temp + nitrate	SO	(28.2,28.3]	0.5856069	0.5719254	0.5989834
temp + nitrate	SO	(28.3, Inf]	0.7764086	0.7332860	0.8067811
temp + phosphate	Atlantic	(-Inf,26]	-0.6065458	-0.6879440	-0.5194206
temp + phosphate	Atlantic	(26,26.5]	-0.6121823	-0.6207212	-0.6062212
temp + phosphate	Atlantic	(26.5,26.75]	-0.1365961	-0.1966714	-0.0954821
temp + phosphate	Atlantic	(26.75,27]	0.0928866	0.0622910	0.1221347
temp + phosphate	Atlantic	(27,27.25]	-0.0207696	-0.0500072	0.0129563
temp + phosphate	Atlantic	(27.25,27.5]	-0.0858984	-0.1952963	-0.0206794
temp + phosphate	Atlantic	(27.5,27.75]	0.3468600	0.3293669	0.3576502
temp + phosphate	Atlantic	(27.75,27.85]	-0.2668927	-0.2794824	-0.2537868
temp + phosphate	Atlantic	(27.85,27.95]	-0.4476197	-0.4541061	-0.4390456
temp + phosphate	Atlantic	(27.95,28.05]	-0.3818379	-0.4345770	-0.3333728
temp + phosphate	Atlantic	(28.05,28.1]	-0.5456216	-0.6467926	-0.4641072
temp + phosphate	Atlantic	(28.1,28.15]	-0.7222696	-0.7408914	-0.7110115
temp + phosphate	Atlantic	(28.15,28.2]	-0.8499562	-0.8620261	-0.8315644
temp + phosphate	Atlantic	(28.2, Inf]	-0.8342328	-0.8588819	-0.8042007
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4984667	-0.5155790	-0.4837504
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4549023	-0.4800888	-0.4383067
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4070904	-0.4140498	-0.3947180
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5324569	-0.5418154	-0.5204056
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6184858	-0.6291798	-0.6040584
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6563410	-0.6627933	-0.6497579
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4918806	-0.5055194	-0.4751352
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.2098707	-0.2129817	-0.2038687
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.1641751	-0.1952716	-0.1360975
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.0544309	-0.0939652	-0.0152482
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0681371	0.0316555	0.1197147
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.1773474	0.1548182	0.2041175
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4740105	0.4696248	0.4811360
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.5433520	0.5100552	0.5699326
temp + phosphate	SO	(-Inf,26]	-0.9873293	-1.0000000	-0.9746587
temp + phosphate	SO	(26,26.5]	0.1567750	0.0246752	0.2461747
temp + phosphate	SO	(26.5,26.75]	-0.5936509	-0.6258036	-0.5667048
temp + phosphate	SO	(26.75,27]	-0.7221909	-0.7543176	-0.7020647
temp + phosphate	SO	(27,27.25]	-0.6953636	-0.7079530	-0.6789823
temp + phosphate	SO	(27.25,27.5]	-0.3186576	-0.3826076	-0.2592758
temp + phosphate	SO	(27.5,27.75]	-0.0822096	-0.1237912	-0.0517783
temp + phosphate	SO	(27.75,27.85]	0.5922294	0.5646388	0.6249700
temp + phosphate	SO	(27.85,27.95]	0.5949707	0.5682889	0.6149694
temp + phosphate	SO	(27.95,28.05]	0.5695423	0.5399532	0.5921752
temp + phosphate	SO	(28.05,28.1]	0.3812227	0.3669922	0.3897624
temp + phosphate	SO	(28.1,28.15]	-0.5172005	-0.5997720	-0.4610913
temp + phosphate	SO	(28.1,28.2]	0.5677372	0.5564618	0.5863628
temp + phosphate	SO	(28.15,28.2]	-0.5817270	-0.6153101	-0.5474031
temp + phosphate	SO	(28.2, Inf]	-0.3754728	-0.4141255	-0.3225713
temp + phosphate	SO	(28.2,28.3]	0.6250652	0.6119051	0.6384276
temp + phosphate	SO	(28.3, Inf]	0.7217130	0.6669303	0.7620019
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7279111	-0.7988195	-0.6534396
temp + phosphate_star	Atlantic	(26,26.5]	-0.8124089	-0.8239430	-0.8032098
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7820895	-0.8036341	-0.7658422
temp + phosphate_star	Atlantic	(26.75,27]	-0.7328081	-0.7432258	-0.7274077
temp + phosphate_star	Atlantic	(27,27.25]	-0.7023738	-0.7325066	-0.6628109
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6159906	-0.6877254	-0.5738785
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.2446418	-0.2686443	-0.2324801
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.5867199	-0.6100573	-0.5678967
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.6810828	-0.6928972	-0.6701475
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.5829632	-0.6278990	-0.5451913
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.6605396	-0.7596015	-0.5680915
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8094956	-0.8228215	-0.7980575
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9030765	-0.9180211	-0.8777786
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8499346	-0.8741709	-0.8180695
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8244749	-0.8443219	-0.8044995
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9182362	-0.9235330	-0.9121416
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9290954	-0.9328616	-0.9261386
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9414005	-0.9444123	-0.9379410
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9390333	-0.9423798	-0.9368548
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9240661	-0.9257799	-0.9209067
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9345322	-0.9353257	-0.9332220
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8544617	-0.8570085	-0.8501830
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8889346	-0.8978473	-0.8819693
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7746407	-0.8005356	-0.7592878
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5597968	-0.5753556	-0.5297832
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4073436	-0.4245191	-0.3844705
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3642669	-0.3786988	-0.3550413
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9114322	-0.9170079	-0.9085006
temp + phosphate_star	SO	(-Inf,26]	-0.9959734	-1.0000000	-0.9919469
temp + phosphate_star	SO	(26,26.5]	-0.9645194	-0.9721832	-0.9566697
temp + phosphate_star	SO	(26.5,26.75]	-0.9559595	-0.9609347	-0.9481043
temp + phosphate_star	SO	(26.75,27]	-0.9440634	-0.9510912	-0.9367855
temp + phosphate_star	SO	(27,27.25]	-0.9770211	-0.9783548	-0.9759309
temp + phosphate_star	SO	(27.25,27.5]	-0.9907860	-0.9923601	-0.9898293
temp + phosphate_star	SO	(27.5,27.75]	-0.9815148	-0.9835192	-0.9796180
temp + phosphate_star	SO	(27.75,27.85]	-0.9663740	-0.9710244	-0.9628079
temp + phosphate_star	SO	(27.85,27.95]	-0.9599450	-0.9645016	-0.9555876
temp + phosphate_star	SO	(27.95,28.05]	-0.9553254	-0.9584747	-0.9505022
temp + phosphate_star	SO	(28.05,28.1]	-0.9505927	-0.9542812	-0.9475628
temp + phosphate_star	SO	(28.1,28.15]	-0.9717959	-0.9738271	-0.9686397
temp + phosphate_star	SO	(28.1,28.2]	-0.9467991	-0.9498275	-0.9415963
temp + phosphate_star	SO	(28.15,28.2]	-0.9727809	-0.9763000	-0.9706044
temp + phosphate_star	SO	(28.2, Inf]	-0.8758756	-0.8865919	-0.8691070
temp + phosphate_star	SO	(28.2,28.3]	-0.8870509	-0.8896370	-0.8825711
temp + phosphate_star	SO	(28.3, Inf]	-0.8246571	-0.8296374	-0.8165090
temp + silicate	Atlantic	(-Inf,26]	-0.5438790	-0.6959572	-0.4496710
temp + silicate	Atlantic	(26,26.5]	0.1218584	0.0903386	0.1521088
temp + silicate	Atlantic	(26.5,26.75]	0.1647738	0.1604940	0.1683901
temp + silicate	Atlantic	(26.75,27]	-0.0729616	-0.1111714	-0.0452378
temp + silicate	Atlantic	(27,27.25]	-0.2639559	-0.3222420	-0.2027249
temp + silicate	Atlantic	(27.25,27.5]	-0.2308105	-0.3589315	-0.1504421
temp + silicate	Atlantic	(27.5,27.75]	0.1836695	0.1785874	0.1881897
temp + silicate	Atlantic	(27.75,27.85]	-0.5539552	-0.5846094	-0.5226730
temp + silicate	Atlantic	(27.85,27.95]	-0.7168374	-0.7271102	-0.7014427
temp + silicate	Atlantic	(27.95,28.05]	-0.6755182	-0.7172635	-0.6369910
temp + silicate	Atlantic	(28.05,28.1]	-0.7553613	-0.8381894	-0.6795782
temp + silicate	Atlantic	(28.1,28.15]	-0.8530026	-0.8605706	-0.8458975
temp + silicate	Atlantic	(28.15,28.2]	-0.8591129	-0.8722940	-0.8420895
temp + silicate	Atlantic	(28.2, Inf]	-0.8644422	-0.8816183	-0.8435808
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5990810	-0.6091166	-0.5938122
temp + silicate	Indo-Pacific	(26,26.5]	-0.6206106	-0.6416855	-0.6075204
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6770517	-0.6855730	-0.6656393
temp + silicate	Indo-Pacific	(26.75,27]	-0.7406174	-0.7483803	-0.7296918
temp + silicate	Indo-Pacific	(27,27.25]	-0.7869555	-0.7961004	-0.7749680
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.8051993	-0.8101667	-0.8023452
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6742858	-0.6839252	-0.6635425
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3694563	-0.3761248	-0.3624568
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.3480031	-0.3784528	-0.3215407
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.1549310	-0.2056432	-0.1152067
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0239375	-0.0148702	0.0724207
temp + silicate	Indo-Pacific	(28.1,28.2]	0.0061871	-0.0159901	0.0425759
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1930305	0.1875486	0.2031981
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7795541	0.7501201	0.8110287
temp + silicate	SO	(-Inf,26]	-0.9999931	-1.0000000	-0.9999862
temp + silicate	SO	(26,26.5]	0.6813245	0.6333546	0.7691801
temp + silicate	SO	(26.5,26.75]	0.2771672	0.2299120	0.3562833
temp + silicate	SO	(26.75,27]	-0.2788827	-0.3219163	-0.2458354
temp + silicate	SO	(27,27.25]	-0.5181395	-0.5313883	-0.5012496
temp + silicate	SO	(27.25,27.5]	-0.3085280	-0.3640174	-0.2533415
temp + silicate	SO	(27.5,27.75]	-0.0865289	-0.1278690	-0.0515880
temp + silicate	SO	(27.75,27.85]	0.5650765	0.5398359	0.5954315
temp + silicate	SO	(27.85,27.95]	0.5927015	0.5741242	0.6046100
temp + silicate	SO	(27.95,28.05]	0.6120965	0.6019874	0.6237636
temp + silicate	SO	(28.05,28.1]	0.5479369	0.5309503	0.5569729
temp + silicate	SO	(28.1,28.15]	-0.1209694	-0.2709837	-0.0367287
temp + silicate	SO	(28.1,28.2]	0.6598955	0.6484333	0.6688216
temp + silicate	SO	(28.15,28.2]	-0.1939173	-0.2340904	-0.1425539
temp + silicate	SO	(28.2, Inf]	-0.1636744	-0.2122528	-0.1233552
temp + silicate	SO	(28.2,28.3]	0.7405926	0.7364913	0.7466146
temp + silicate	SO	(28.3, Inf]	0.5331576	0.5018197	0.5575762

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Past versions of correlation_predictors-1.png

Version	Author	Date
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.4303217	0.3679465	0.4857382
aou	Atlantic	(26,26.5]	0.0733614	-0.0062515	0.1345293
aou	Atlantic	(26.5,26.75]	-0.0350158	-0.1642373	0.0438087
aou	Atlantic	(26.75,27]	-0.0628829	-0.2427442	0.1230395
aou	Atlantic	(27,27.25]	-0.4766327	-0.5988876	-0.3392455
aou	Atlantic	(27.25,27.5]	-0.6852398	-0.7399012	-0.6294326
aou	Atlantic	(27.5,27.75]	-0.7878942	-0.8014973	-0.7770341
aou	Atlantic	(27.75,27.85]	-0.7517332	-0.7894043	-0.7214846
aou	Atlantic	(27.85,27.95]	-0.8167305	-0.8260055	-0.8094109
aou	Atlantic	(27.95,28.05]	-0.7904262	-0.8011793	-0.7813660
aou	Atlantic	(28.05,28.1]	-0.9523263	-0.9659213	-0.9403447
aou	Atlantic	(28.1,28.15]	-0.9659590	-0.9694373	-0.9615539
aou	Atlantic	(28.15,28.2]	-0.9543405	-0.9651640	-0.9432488
aou	Atlantic	(28.2, Inf]	-0.9445185	-0.9547320	-0.9335741
aou	Indo-Pacific	(-Inf,26]	-0.1153787	-0.2232628	0.0368661
aou	Indo-Pacific	(26,26.5]	-0.4374233	-0.5566206	-0.2690579
aou	Indo-Pacific	(26.5,26.75]	-0.6967387	-0.7652856	-0.5933552
aou	Indo-Pacific	(26.75,27]	-0.8180192	-0.8641679	-0.7506597
aou	Indo-Pacific	(27,27.25]	-0.6341922	-0.7252331	-0.5127206
aou	Indo-Pacific	(27.25,27.5]	-0.3607480	-0.5015323	-0.1537511
aou	Indo-Pacific	(27.5,27.75]	0.2329602	-0.0058653	0.5041684
aou	Indo-Pacific	(27.75,27.85]	0.8102514	0.7540691	0.8667658
aou	Indo-Pacific	(27.85,27.95]	0.9099242	0.8898342	0.9272465
aou	Indo-Pacific	(27.95,28.05]	0.9403077	0.9328952	0.9454385
aou	Indo-Pacific	(28.05,28.1]	0.9436239	0.9392657	0.9474200
aou	Indo-Pacific	(28.1,28.2]	0.8824559	0.8734858	0.8872958
aou	Indo-Pacific	(28.2,28.3]	0.6468751	0.6437175	0.6511930
aou	Indo-Pacific	(28.3, Inf]	0.8341281	0.8137183	0.8464395
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	0.2683475	0.0790622	0.5127113
aou	SO	(26.5,26.75]	-0.0699797	-0.1881111	0.0436868
aou	SO	(26.75,27]	-0.4194773	-0.4779425	-0.3438621
aou	SO	(27,27.25]	-0.3784030	-0.4347851	-0.2997457
aou	SO	(27.25,27.5]	-0.2742153	-0.4512889	-0.0054296
aou	SO	(27.5,27.75]	-0.5027859	-0.7066923	-0.1782562
aou	SO	(27.75,27.85]	-0.5837490	-0.8797200	-0.0845842
aou	SO	(27.85,27.95]	-0.5446088	-0.8887555	0.0121423
aou	SO	(27.95,28.05]	-0.4572222	-0.8176977	0.0924985
aou	SO	(28.05,28.1]	-0.4874638	-0.7746690	-0.1104902
aou	SO	(28.1,28.15]	-0.3048013	-0.4875368	-0.1811601
aou	SO	(28.1,28.2]	-0.5761729	-0.8469508	-0.1542150
aou	SO	(28.15,28.2]	-0.4182083	-0.4926806	-0.3544482
aou	SO	(28.2, Inf]	-0.1083643	-0.2034688	-0.0188765
aou	SO	(28.2,28.3]	-0.4353463	-0.7456095	0.0616286
aou	SO	(28.3, Inf]	0.2300586	0.0813342	0.4005976
nitrate	Atlantic	(-Inf,26]	0.1491786	0.0012351	0.2959431
nitrate	Atlantic	(26,26.5]	-0.1839530	-0.3277539	-0.0525166
nitrate	Atlantic	(26.5,26.75]	-0.1835755	-0.3079253	-0.1129780
nitrate	Atlantic	(26.75,27]	-0.1680454	-0.3409812	0.0108718
nitrate	Atlantic	(27,27.25]	-0.6268323	-0.7247132	-0.5133431
nitrate	Atlantic	(27.25,27.5]	-0.8263394	-0.8584486	-0.7903482
nitrate	Atlantic	(27.5,27.75]	-0.9121794	-0.9183398	-0.9055139
nitrate	Atlantic	(27.75,27.85]	-0.9300204	-0.9374976	-0.9259626
nitrate	Atlantic	(27.85,27.95]	-0.9412026	-0.9430220	-0.9399492
nitrate	Atlantic	(27.95,28.05]	-0.8599604	-0.8722010	-0.8516674
nitrate	Atlantic	(28.05,28.1]	-0.9870033	-0.9924939	-0.9821546
nitrate	Atlantic	(28.1,28.15]	-0.9916873	-0.9926886	-0.9904676
nitrate	Atlantic	(28.15,28.2]	-0.9889359	-0.9917498	-0.9848087
nitrate	Atlantic	(28.2, Inf]	-0.9907265	-0.9934378	-0.9883800
nitrate	Indo-Pacific	(-Inf,26]	-0.1140261	-0.2175530	0.0338083
nitrate	Indo-Pacific	(26,26.5]	-0.4262139	-0.5220036	-0.2847596
nitrate	Indo-Pacific	(26.5,26.75]	-0.6152420	-0.6555840	-0.5726723
nitrate	Indo-Pacific	(26.75,27]	-0.6467484	-0.6877948	-0.5889033
nitrate	Indo-Pacific	(27,27.25]	-0.4247663	-0.5301161	-0.3045913
nitrate	Indo-Pacific	(27.25,27.5]	-0.2555380	-0.3913568	-0.0539345
nitrate	Indo-Pacific	(27.5,27.75]	0.1972482	-0.0417516	0.4670135
nitrate	Indo-Pacific	(27.75,27.85]	0.8017372	0.7452492	0.8582072
nitrate	Indo-Pacific	(27.85,27.95]	0.8988731	0.8775131	0.9177522
nitrate	Indo-Pacific	(27.95,28.05]	0.9388036	0.9332529	0.9445619
nitrate	Indo-Pacific	(28.05,28.1]	0.9463292	0.9428037	0.9492401
nitrate	Indo-Pacific	(28.1,28.2]	0.8977843	0.8891051	0.9022030
nitrate	Indo-Pacific	(28.2,28.3]	0.7145370	0.7121461	0.7164850
nitrate	Indo-Pacific	(28.3, Inf]	0.6202816	0.6046206	0.6379953
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	0.1191707	-0.0873214	0.4638572
nitrate	SO	(26.5,26.75]	-0.5149672	-0.6717463	-0.3893909
nitrate	SO	(26.75,27]	-0.8141327	-0.8718560	-0.7315567
nitrate	SO	(27,27.25]	-0.8684371	-0.9009607	-0.8205522
nitrate	SO	(27.25,27.5]	-0.7663464	-0.8814183	-0.5926720
nitrate	SO	(27.5,27.75]	-0.7709767	-0.9152027	-0.5395068
nitrate	SO	(27.75,27.85]	-0.6560744	-0.8919063	-0.2469009
nitrate	SO	(27.85,27.95]	-0.5988842	-0.8708832	-0.1535828
nitrate	SO	(27.95,28.05]	-0.5433683	-0.7959259	-0.1455736
nitrate	SO	(28.05,28.1]	-0.6136854	-0.7531181	-0.4037468
nitrate	SO	(28.1,28.15]	-0.7761901	-0.8587928	-0.7023427
nitrate	SO	(28.1,28.2]	-0.5489238	-0.7024874	-0.2815066
nitrate	SO	(28.15,28.2]	-0.8673046	-0.8945869	-0.8273759
nitrate	SO	(28.2, Inf]	-0.6932042	-0.7272690	-0.6708734
nitrate	SO	(28.2,28.3]	-0.4260611	-0.6024511	-0.1308657
nitrate	SO	(28.3, Inf]	-0.1182312	-0.2035954	-0.0388005
phosphate	Atlantic	(-Inf,26]	0.4520948	0.4161077	0.4977607
phosphate	Atlantic	(26,26.5]	0.0930468	0.0608668	0.1203646
phosphate	Atlantic	(26.5,26.75]	-0.1826766	-0.2737752	-0.1302955
phosphate	Atlantic	(26.75,27]	-0.2074354	-0.3516283	-0.0530364
phosphate	Atlantic	(27,27.25]	-0.6563624	-0.7405648	-0.5534596
phosphate	Atlantic	(27.25,27.5]	-0.8346621	-0.8613305	-0.8053803
phosphate	Atlantic	(27.5,27.75]	-0.9079885	-0.9130310	-0.9015718
phosphate	Atlantic	(27.75,27.85]	-0.9403447	-0.9465700	-0.9367885
phosphate	Atlantic	(27.85,27.95]	-0.9459007	-0.9475029	-0.9450984
phosphate	Atlantic	(27.95,28.05]	-0.8714224	-0.8810420	-0.8661670
phosphate	Atlantic	(28.05,28.1]	-0.9874372	-0.9925251	-0.9825580
phosphate	Atlantic	(28.1,28.15]	-0.9911344	-0.9924145	-0.9895539
phosphate	Atlantic	(28.15,28.2]	-0.9801649	-0.9850297	-0.9772860
phosphate	Atlantic	(28.2, Inf]	-0.9860932	-0.9886218	-0.9837907
phosphate	Indo-Pacific	(-Inf,26]	-0.1498126	-0.2682564	0.0131682
phosphate	Indo-Pacific	(26,26.5]	-0.5658470	-0.6827099	-0.4017565
phosphate	Indo-Pacific	(26.5,26.75]	-0.7942345	-0.8543688	-0.7046240
phosphate	Indo-Pacific	(26.75,27]	-0.8481580	-0.8908310	-0.7836451
phosphate	Indo-Pacific	(27,27.25]	-0.6634653	-0.7478446	-0.5537808
phosphate	Indo-Pacific	(27.25,27.5]	-0.4591298	-0.5878359	-0.2678831
phosphate	Indo-Pacific	(27.5,27.75]	0.1259672	-0.1115515	0.3957703
phosphate	Indo-Pacific	(27.75,27.85]	0.7813995	0.7242789	0.8384634
phosphate	Indo-Pacific	(27.85,27.95]	0.9003693	0.8801944	0.9179702
phosphate	Indo-Pacific	(27.95,28.05]	0.9382175	0.9309923	0.9443352
phosphate	Indo-Pacific	(28.05,28.1]	0.9410667	0.9360895	0.9453803
phosphate	Indo-Pacific	(28.1,28.2]	0.8799101	0.8687496	0.8859265
phosphate	Indo-Pacific	(28.2,28.3]	0.6622616	0.6595485	0.6650291
phosphate	Indo-Pacific	(28.3, Inf]	0.6913335	0.6752257	0.7053528
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.0629124	-0.2963068	0.2975014
phosphate	SO	(26.5,26.75]	-0.6230166	-0.7497965	-0.5067250
phosphate	SO	(26.75,27]	-0.8243617	-0.8778704	-0.7488713
phosphate	SO	(27,27.25]	-0.8761691	-0.9077588	-0.8301043
phosphate	SO	(27.25,27.5]	-0.7804886	-0.8916234	-0.6132854
phosphate	SO	(27.5,27.75]	-0.7756817	-0.9196638	-0.5454092
phosphate	SO	(27.75,27.85]	-0.6658196	-0.8946946	-0.2661964
phosphate	SO	(27.85,27.95]	-0.6108258	-0.8764207	-0.1745924
phosphate	SO	(27.95,28.05]	-0.5512632	-0.7992234	-0.1589446
phosphate	SO	(28.05,28.1]	-0.6188807	-0.7584141	-0.4067862
phosphate	SO	(28.1,28.15]	-0.7991014	-0.8733791	-0.7322905
phosphate	SO	(28.1,28.2]	-0.5549557	-0.7158808	-0.2765936
phosphate	SO	(28.15,28.2]	-0.8840561	-0.9056613	-0.8505945
phosphate	SO	(28.2, Inf]	-0.8340875	-0.8426051	-0.8267966
phosphate	SO	(28.2,28.3]	-0.4354130	-0.6307464	-0.1106961
phosphate	SO	(28.3, Inf]	-0.2746706	-0.3531400	-0.1971618
phosphate_star	Atlantic	(-Inf,26]	-0.1022005	-0.1892749	-0.0256280
phosphate_star	Atlantic	(26,26.5]	0.1591838	0.1290923	0.1930466
phosphate_star	Atlantic	(26.5,26.75]	-0.3339163	-0.3837964	-0.2951359
phosphate_star	Atlantic	(26.75,27]	-0.4337719	-0.4825152	-0.3489166
phosphate_star	Atlantic	(27,27.25]	-0.6674031	-0.7123842	-0.6262081
phosphate_star	Atlantic	(27.25,27.5]	-0.7096737	-0.7562223	-0.6753503
phosphate_star	Atlantic	(27.5,27.75]	-0.6724428	-0.6802197	-0.6675065
phosphate_star	Atlantic	(27.75,27.85]	-0.9098274	-0.9189217	-0.9005864
phosphate_star	Atlantic	(27.85,27.95]	-0.9171136	-0.9209562	-0.9140203
phosphate_star	Atlantic	(27.95,28.05]	-0.8487941	-0.8563414	-0.8408296
phosphate_star	Atlantic	(28.05,28.1]	-0.9793743	-0.9835533	-0.9767294
phosphate_star	Atlantic	(28.1,28.15]	-0.9868512	-0.9876119	-0.9861439
phosphate_star	Atlantic	(28.15,28.2]	-0.9813843	-0.9833838	-0.9801044
phosphate_star	Atlantic	(28.2, Inf]	-0.9864421	-0.9885180	-0.9848668
phosphate_star	Indo-Pacific	(-Inf,26]	0.0414168	-0.0530966	0.1606210
phosphate_star	Indo-Pacific	(26,26.5]	-0.5556390	-0.6116967	-0.4809409
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6767680	-0.6881418	-0.6696922
phosphate_star	Indo-Pacific	(26.75,27]	-0.5697722	-0.6048363	-0.5052839
phosphate_star	Indo-Pacific	(27,27.25]	-0.4158070	-0.4846453	-0.3473863
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5309946	-0.5896149	-0.4353312
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3112495	-0.4436480	-0.1690680
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2463839	0.2263733	0.2638845
phosphate_star	Indo-Pacific	(27.85,27.95]	0.4015969	0.3923388	0.4091830
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5579795	0.5298090	0.5738048
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6863902	0.6791393	0.6920902
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7199710	0.7049497	0.7363539
phosphate_star	Indo-Pacific	(28.2,28.3]	0.5756534	0.5543947	0.5914712
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7002326	-0.7433850	-0.6558548
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.4313340	-0.4991978	-0.3661533
phosphate_star	SO	(26.5,26.75]	-0.7241755	-0.7933156	-0.6153789
phosphate_star	SO	(26.75,27]	-0.8206210	-0.8491403	-0.7869891
phosphate_star	SO	(27,27.25]	-0.8535091	-0.8750050	-0.8315402
phosphate_star	SO	(27.25,27.5]	-0.6919130	-0.8245264	-0.6027116
phosphate_star	SO	(27.5,27.75]	-0.3713735	-0.6675391	-0.1735731
phosphate_star	SO	(27.75,27.85]	0.2833533	-0.2741615	0.6392450
phosphate_star	SO	(27.85,27.95]	0.3118183	-0.2744927	0.6842999
phosphate_star	SO	(27.95,28.05]	0.2041774	-0.4138110	0.6337485
phosphate_star	SO	(28.05,28.1]	0.0501529	-0.3676660	0.3785042
phosphate_star	SO	(28.1,28.15]	-0.5191820	-0.8189932	-0.2376681
phosphate_star	SO	(28.1,28.2]	0.3734931	-0.1342911	0.7441163
phosphate_star	SO	(28.15,28.2]	-0.7010970	-0.8558836	-0.5294672
phosphate_star	SO	(28.2, Inf]	-0.7973893	-0.8899094	-0.7017973
phosphate_star	SO	(28.2,28.3]	0.1866862	-0.4828614	0.6385258
phosphate_star	SO	(28.3, Inf]	-0.6328786	-0.7924696	-0.4923199
sal	Atlantic	(-Inf,26]	0.5443483	0.4461757	0.6610719
sal	Atlantic	(26,26.5]	-0.1530957	-0.2015404	-0.1191129
sal	Atlantic	(26.5,26.75]	-0.0835456	-0.1593727	0.0108364
sal	Atlantic	(26.75,27]	-0.1116829	-0.2547422	0.0231415
sal	Atlantic	(27,27.25]	-0.0200228	-0.1596233	0.1238232
sal	Atlantic	(27.25,27.5]	-0.0415937	-0.1450154	0.1265488
sal	Atlantic	(27.5,27.75]	-0.5514205	-0.5809715	-0.5154408
sal	Atlantic	(27.75,27.85]	0.1840159	0.1596206	0.2197943
sal	Atlantic	(27.85,27.95]	0.3642269	0.3365095	0.3966081
sal	Atlantic	(27.95,28.05]	0.2931462	0.2365545	0.3654665
sal	Atlantic	(28.05,28.1]	0.7098409	0.6091337	0.8198209
sal	Atlantic	(28.1,28.15]	0.9098608	0.9071384	0.9131633
sal	Atlantic	(28.15,28.2]	0.8168252	0.7800786	0.8427515
sal	Atlantic	(28.2, Inf]	0.9325313	0.9178935	0.9507598
sal	Indo-Pacific	(-Inf,26]	-0.1358234	-0.1579838	-0.1237500
sal	Indo-Pacific	(26,26.5]	0.3121811	0.2812074	0.3344116
sal	Indo-Pacific	(26.5,26.75]	0.4430202	0.4232696	0.4662965
sal	Indo-Pacific	(26.75,27]	0.3506583	0.2908641	0.3809941
sal	Indo-Pacific	(27,27.25]	0.1172813	0.0409930	0.1949991
sal	Indo-Pacific	(27.25,27.5]	0.1190731	0.0027260	0.1893456
sal	Indo-Pacific	(27.5,27.75]	-0.0519533	-0.1317537	0.0467377
sal	Indo-Pacific	(27.75,27.85]	-0.2778909	-0.2970216	-0.2560313
sal	Indo-Pacific	(27.85,27.95]	-0.1965762	-0.2275004	-0.1701839
sal	Indo-Pacific	(27.95,28.05]	-0.0712176	-0.0842320	-0.0512636
sal	Indo-Pacific	(28.05,28.1]	-0.0648884	-0.0986753	-0.0156254
sal	Indo-Pacific	(28.1,28.2]	0.0241685	-0.0671256	0.1098088
sal	Indo-Pacific	(28.2,28.3]	-0.2931406	-0.3267032	-0.2737709
sal	Indo-Pacific	(28.3, Inf]	0.7126462	0.6788962	0.7410641
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.3406975	0.2590683	0.4300021
sal	SO	(26.5,26.75]	0.6278349	0.5127432	0.7006106
sal	SO	(26.75,27]	0.6962614	0.6617051	0.7333458
sal	SO	(27,27.25]	0.8137466	0.7842628	0.8354321
sal	SO	(27.25,27.5]	0.5663547	0.4916186	0.6796822
sal	SO	(27.5,27.75]	0.0527646	-0.1247812	0.3652684
sal	SO	(27.75,27.85]	-0.4030559	-0.7375069	0.1339057
sal	SO	(27.85,27.95]	-0.4177999	-0.7964397	0.1820435
sal	SO	(27.95,28.05]	-0.2808682	-0.7255399	0.3662939
sal	SO	(28.05,28.1]	-0.1062696	-0.4535660	0.3326749
sal	SO	(28.1,28.15]	0.5720844	0.2944823	0.8491820
sal	SO	(28.1,28.2]	-0.4029046	-0.7871696	0.1331140
sal	SO	(28.15,28.2]	0.7332556	0.5769082	0.8712469
sal	SO	(28.2, Inf]	-0.1482484	-0.2953350	0.0412053
sal	SO	(28.2,28.3]	-0.3045057	-0.7202331	0.3292119
sal	SO	(28.3, Inf]	0.0974348	-0.0440638	0.2711034
silicate	Atlantic	(-Inf,26]	-0.5782222	-0.5936151	-0.5530936
silicate	Atlantic	(26,26.5]	-0.4522232	-0.5912533	-0.3408213
silicate	Atlantic	(26.5,26.75]	-0.3591152	-0.4796254	-0.2505960
silicate	Atlantic	(26.75,27]	-0.4805487	-0.6014245	-0.3382127
silicate	Atlantic	(27,27.25]	-0.8527593	-0.8783699	-0.8161028
silicate	Atlantic	(27.25,27.5]	-0.9174765	-0.9181863	-0.9161900
silicate	Atlantic	(27.5,27.75]	-0.9055122	-0.9135932	-0.8974867
silicate	Atlantic	(27.75,27.85]	-0.9014521	-0.9162034	-0.8891647
silicate	Atlantic	(27.85,27.95]	-0.8590267	-0.8694087	-0.8515232
silicate	Atlantic	(27.95,28.05]	-0.7653356	-0.7748569	-0.7551728
silicate	Atlantic	(28.05,28.1]	-0.9183634	-0.9269606	-0.9096746
silicate	Atlantic	(28.1,28.15]	-0.9335762	-0.9387999	-0.9246306
silicate	Atlantic	(28.15,28.2]	-0.9154289	-0.9192630	-0.9127901
silicate	Atlantic	(28.2, Inf]	-0.9507855	-0.9537308	-0.9457882
silicate	Indo-Pacific	(-Inf,26]	-0.0929344	-0.1797247	0.0383268
silicate	Indo-Pacific	(26,26.5]	-0.6325799	-0.7309110	-0.4976837
silicate	Indo-Pacific	(26.5,26.75]	-0.7538265	-0.7960504	-0.6923763
silicate	Indo-Pacific	(26.75,27]	-0.6752043	-0.7195632	-0.6059544
silicate	Indo-Pacific	(27,27.25]	-0.4285244	-0.5314051	-0.2981342
silicate	Indo-Pacific	(27.25,27.5]	-0.2536623	-0.3831530	-0.0573417
silicate	Indo-Pacific	(27.5,27.75]	0.2526494	0.0241038	0.5012762
silicate	Indo-Pacific	(27.75,27.85]	0.8570179	0.8060562	0.9048146
silicate	Indo-Pacific	(27.85,27.95]	0.9298582	0.9078714	0.9507579
silicate	Indo-Pacific	(27.95,28.05]	0.9645948	0.9569385	0.9713791
silicate	Indo-Pacific	(28.05,28.1]	0.9658624	0.9636424	0.9686728
silicate	Indo-Pacific	(28.1,28.2]	0.9386101	0.9333759	0.9425453
silicate	Indo-Pacific	(28.2,28.3]	0.8608135	0.8594434	0.8626688
silicate	Indo-Pacific	(28.3, Inf]	0.7884843	0.7748409	0.7958520
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	0.2286281	0.0686080	0.4017991
silicate	SO	(26.5,26.75]	0.0036125	-0.1214860	0.1220105
silicate	SO	(26.75,27]	-0.5443863	-0.6249395	-0.4424055
silicate	SO	(27,27.25]	-0.7605302	-0.8125244	-0.6962953
silicate	SO	(27.25,27.5]	-0.7447828	-0.8563836	-0.5817493
silicate	SO	(27.5,27.75]	-0.7930335	-0.9309360	-0.5756016
silicate	SO	(27.75,27.85]	-0.7020028	-0.9045808	-0.3376385
silicate	SO	(27.85,27.95]	-0.6431076	-0.8940306	-0.2182245
silicate	SO	(27.95,28.05]	-0.5427100	-0.8164504	-0.1116646
silicate	SO	(28.05,28.1]	-0.5720624	-0.7641185	-0.2921697
silicate	SO	(28.1,28.15]	-0.7627174	-0.8288764	-0.7167638
silicate	SO	(28.1,28.2]	-0.5326273	-0.7521036	-0.1783844
silicate	SO	(28.15,28.2]	-0.7914281	-0.8386138	-0.7299892
silicate	SO	(28.2, Inf]	-0.8379257	-0.8649796	-0.8016871
silicate	SO	(28.2,28.3]	-0.3995788	-0.6802999	0.0502210
silicate	SO	(28.3, Inf]	-0.4952818	-0.5729488	-0.4011361
temp	Atlantic	(-Inf,26]	-0.0020130	-0.0736102	0.1393659
temp	Atlantic	(26,26.5]	-0.3150835	-0.3418412	-0.3015504
temp	Atlantic	(26.5,26.75]	-0.0988180	-0.1595226	-0.0257472
temp	Atlantic	(26.75,27]	-0.0779907	-0.1937846	0.0043894
temp	Atlantic	(27,27.25]	0.0103887	-0.1006136	0.1243620
temp	Atlantic	(27.25,27.5]	-0.0926701	-0.1894712	0.0638519
temp	Atlantic	(27.5,27.75]	-0.5422342	-0.5534503	-0.5291649
temp	Atlantic	(27.75,27.85]	0.2174618	0.1939029	0.2471021
temp	Atlantic	(27.85,27.95]	0.3770263	0.3696109	0.3858724
temp	Atlantic	(27.95,28.05]	0.1666338	0.1381395	0.2219919
temp	Atlantic	(28.05,28.1]	0.4989984	0.3803865	0.6326551
temp	Atlantic	(28.1,28.15]	0.7064704	0.6894346	0.7260071
temp	Atlantic	(28.15,28.2]	0.8524871	0.8140705	0.8765034
temp	Atlantic	(28.2, Inf]	0.7762372	0.7296882	0.8166963
temp	Indo-Pacific	(-Inf,26]	-0.4462927	-0.4997704	-0.3977347
temp	Indo-Pacific	(26,26.5]	0.2618243	0.2112107	0.3010149
temp	Indo-Pacific	(26.5,26.75]	0.4211770	0.4081177	0.4326743
temp	Indo-Pacific	(26.75,27]	0.3069185	0.2393690	0.3428722
temp	Indo-Pacific	(27,27.25]	0.1128493	0.0315802	0.2008183
temp	Indo-Pacific	(27.25,27.5]	0.2200757	0.1066031	0.2902982
temp	Indo-Pacific	(27.5,27.75]	0.1120891	-0.0010008	0.2322398
temp	Indo-Pacific	(27.75,27.85]	-0.2427946	-0.2611986	-0.2310649
temp	Indo-Pacific	(27.85,27.95]	-0.2140633	-0.2353176	-0.1888933
temp	Indo-Pacific	(27.95,28.05]	-0.1813796	-0.2252472	-0.1312260
temp	Indo-Pacific	(28.05,28.1]	-0.1175718	-0.1672422	-0.0658895
temp	Indo-Pacific	(28.1,28.2]	-0.1496949	-0.1735853	-0.1133318
temp	Indo-Pacific	(28.2,28.3]	-0.0543259	-0.0626463	-0.0494332
temp	Indo-Pacific	(28.3, Inf]	0.7840087	0.7518036	0.8135575
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.3023297	0.2344761	0.3541599
temp	SO	(26.5,26.75]	0.5927948	0.4604091	0.6720613
temp	SO	(26.75,27]	0.6669763	0.6299706	0.7155262
temp	SO	(27,27.25]	0.7856718	0.7674321	0.8050896
temp	SO	(27.25,27.5]	0.7156157	0.6472766	0.8247473
temp	SO	(27.5,27.75]	0.4496023	0.2929088	0.6911420
temp	SO	(27.75,27.85]	-0.3441891	-0.6558140	0.1435163
temp	SO	(27.85,27.95]	-0.4202622	-0.7263681	0.0765789
temp	SO	(27.95,28.05]	-0.3927142	-0.7715948	0.1697408
temp	SO	(28.05,28.1]	-0.2962923	-0.6112051	0.1083150
temp	SO	(28.1,28.15]	0.3305189	0.0345227	0.6554581
temp	SO	(28.1,28.2]	-0.5309716	-0.8573231	-0.0585216
temp	SO	(28.15,28.2]	0.5342931	0.3315812	0.7103060
temp	SO	(28.2, Inf]	0.4707438	0.3231970	0.6257365
temp	SO	(28.2,28.3]	-0.3527932	-0.7882655	0.3100754
temp	SO	(28.3, Inf]	0.2284180	0.0560650	0.4282771

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1