eMLR - assumption testing

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Last updated: 2021-07-06

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Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

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

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8549462	0.7909631	0.9456206
aou + nitrate	Atlantic	(26,26.5]	0.8777325	0.8599691	0.8957257
aou + nitrate	Atlantic	(26.5,26.75]	0.9744039	0.9693392	0.9773002
aou + nitrate	Atlantic	(26.75,27]	0.9838924	0.9795136	0.9863291
aou + nitrate	Atlantic	(27,27.25]	0.9656378	0.9598550	0.9706376
aou + nitrate	Atlantic	(27.25,27.5]	0.8762383	0.8746077	0.8786556
aou + nitrate	Atlantic	(27.5,27.75]	0.6514588	0.6401226	0.6724223
aou + nitrate	Atlantic	(27.75,27.85]	0.4034925	0.3762454	0.4539256
aou + nitrate	Atlantic	(27.85,27.95]	0.2062050	0.1808823	0.2484502
aou + nitrate	Atlantic	(27.95,28.05]	0.5423592	0.5054715	0.6124547
aou + nitrate	Atlantic	(28.05,28.1]	0.8288026	0.7922759	0.8765060
aou + nitrate	Atlantic	(28.1,28.15]	0.9352968	0.9204573	0.9532830
aou + nitrate	Atlantic	(28.15,28.2]	0.9638552	0.9617339	0.9673242
aou + nitrate	Atlantic	(28.2, Inf]	0.9019754	0.9006436	0.9035315
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9343289	0.9321430	0.9358284
aou + nitrate	Indo-Pacific	(26,26.5]	0.8621651	0.8547092	0.8707906
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7889615	0.7707080	0.8181659
aou + nitrate	Indo-Pacific	(26.75,27]	0.8534310	0.8483388	0.8608186
aou + nitrate	Indo-Pacific	(27,27.25]	0.9244178	0.9200543	0.9275070
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9529406	0.9522040	0.9533821
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9757983	0.9755840	0.9760682
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9930512	0.9926462	0.9933489
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9931674	0.9929476	0.9933009
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9934457	0.9930201	0.9939378
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9933941	0.9929405	0.9937776
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9902589	0.9900626	0.9905968
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9869510	0.9865456	0.9873706
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9241979	0.9122834	0.9325620
aou + phosphate	Atlantic	(-Inf,26]	0.9384880	0.9036152	0.9709854
aou + phosphate	Atlantic	(26,26.5]	0.8819208	0.8808771	0.8826819
aou + phosphate	Atlantic	(26.5,26.75]	0.9413522	0.9319140	0.9483754
aou + phosphate	Atlantic	(26.75,27]	0.9614325	0.9589207	0.9639068
aou + phosphate	Atlantic	(27,27.25]	0.9261898	0.9236645	0.9293327
aou + phosphate	Atlantic	(27.25,27.5]	0.8174755	0.8155908	0.8191921
aou + phosphate	Atlantic	(27.5,27.75]	0.5767127	0.5638270	0.6002562
aou + phosphate	Atlantic	(27.75,27.85]	0.3225976	0.2935519	0.3784496
aou + phosphate	Atlantic	(27.85,27.95]	0.1577379	0.1309029	0.2011790
aou + phosphate	Atlantic	(27.95,28.05]	0.5222289	0.4847179	0.5928942
aou + phosphate	Atlantic	(28.05,28.1]	0.8229756	0.7853226	0.8715585
aou + phosphate	Atlantic	(28.1,28.15]	0.9334685	0.9185801	0.9515585
aou + phosphate	Atlantic	(28.15,28.2]	0.9666667	0.9645152	0.9701874
aou + phosphate	Atlantic	(28.2, Inf]	0.8970422	0.8935545	0.8991790
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9676579	0.9656746	0.9694043
aou + phosphate	Indo-Pacific	(26,26.5]	0.9603667	0.9591081	0.9624483
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9710749	0.9695967	0.9723679
aou + phosphate	Indo-Pacific	(26.75,27]	0.9772944	0.9755620	0.9785130
aou + phosphate	Indo-Pacific	(27,27.25]	0.9834023	0.9828435	0.9843371
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9871991	0.9869583	0.9874008
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9903231	0.9900860	0.9905254
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9954638	0.9951099	0.9957169
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9959340	0.9958600	0.9960443
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9952382	0.9948586	0.9955114
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9962624	0.9958594	0.9966260
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9942544	0.9939922	0.9946264
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9930113	0.9927602	0.9934627
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9128402	0.8953424	0.9247486
aou + phosphate_star	Atlantic	(-Inf,26]	0.0992670	0.0576210	0.1401343
aou + phosphate_star	Atlantic	(26,26.5]	0.4112016	0.3944971	0.4256394
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1950191	0.1588172	0.2208225
aou + phosphate_star	Atlantic	(26.75,27]	-0.0710982	-0.1085239	-0.0387944
aou + phosphate_star	Atlantic	(27,27.25]	-0.0150499	-0.0383873	0.0042771
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0454882	-0.0557307	-0.0284335
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2927174	-0.3047187	-0.2726882
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3815765	-0.4299587	-0.3075951
aou + phosphate_star	Atlantic	(27.85,27.95]	-0.3191779	-0.3489922	-0.2686383
aou + phosphate_star	Atlantic	(27.95,28.05]	0.2066501	0.1547576	0.2945631
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6448017	0.5843605	0.7243363
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8315729	0.8013068	0.8660099
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8935576	0.8898153	0.8994774
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7366134	0.7240942	0.7462324
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6227376	0.6142591	0.6277929
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4299686	0.4124538	0.4550967
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4468952	0.4293033	0.4562204
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5795072	0.5617689	0.5996144
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6287812	0.6203187	0.6350197
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3307964	0.3174345	0.3538198
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1946687	-0.2112452	-0.1829225
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4954228	-0.5108131	-0.4759162
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4258245	-0.4378976	-0.4072147
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4352897	-0.4641411	-0.4092392
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1586172	-0.1779378	-0.1427577
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0472604	-0.0973747	-0.0007549
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2174044	0.1970735	0.2501329
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7440758	-0.7497047	-0.7373345
aou + silicate	Atlantic	(-Inf,26]	0.1544494	0.0624063	0.3188835
aou + silicate	Atlantic	(26,26.5]	0.2249195	0.1881215	0.2633474
aou + silicate	Atlantic	(26.5,26.75]	0.6162342	0.5959391	0.6545478
aou + silicate	Atlantic	(26.75,27]	0.7921865	0.7888448	0.7954650
aou + silicate	Atlantic	(27,27.25]	0.6779335	0.6485221	0.7041306
aou + silicate	Atlantic	(27.25,27.5]	0.4997891	0.4942170	0.5052895
aou + silicate	Atlantic	(27.5,27.75]	0.1871578	0.1697522	0.2198543
aou + silicate	Atlantic	(27.75,27.85]	-0.1101799	-0.1526943	-0.0444014
aou + silicate	Atlantic	(27.85,27.95]	-0.0926378	-0.1199943	-0.0494830
aou + silicate	Atlantic	(27.95,28.05]	0.3934568	0.3563214	0.4609999
aou + silicate	Atlantic	(28.05,28.1]	0.7996951	0.7595312	0.8476154
aou + silicate	Atlantic	(28.1,28.15]	0.9381649	0.9286051	0.9511949
aou + silicate	Atlantic	(28.15,28.2]	0.9632619	0.9620587	0.9656134
aou + silicate	Atlantic	(28.2, Inf]	0.6853124	0.6709110	0.6994653
aou + silicate	Indo-Pacific	(-Inf,26]	0.8635336	0.8623259	0.8649776
aou + silicate	Indo-Pacific	(26,26.5]	0.7913320	0.7887491	0.7943726
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7817702	0.7777679	0.7877824
aou + silicate	Indo-Pacific	(26.75,27]	0.8675854	0.8634387	0.8725377
aou + silicate	Indo-Pacific	(27,27.25]	0.9333605	0.9329698	0.9336136
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9530080	0.9528243	0.9531809
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9642411	0.9639545	0.9646802
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9831727	0.9829334	0.9834251
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9827072	0.9824535	0.9830890
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9895110	0.9889022	0.9902153
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9939565	0.9936225	0.9942244
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9864680	0.9861755	0.9870184
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9055088	0.9046599	0.9066011
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7963849	0.7786259	0.8098727
nitrate + phosphate	Atlantic	(-Inf,26]	0.7552718	0.5740874	0.9700102
nitrate + phosphate	Atlantic	(26,26.5]	0.7458488	0.7258407	0.7716793
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9560455	0.9550539	0.9576618
nitrate + phosphate	Atlantic	(26.75,27]	0.9743783	0.9720602	0.9758409
nitrate + phosphate	Atlantic	(27,27.25]	0.9831773	0.9820775	0.9844416
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9915456	0.9913698	0.9917416
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9937727	0.9936921	0.9938152
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9957164	0.9954488	0.9960826
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9982797	0.9982164	0.9983528
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9991874	0.9991750	0.9991973
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997314	0.9997055	0.9997580
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997561	0.9997493	0.9997686
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9983225	0.9982709	0.9984034
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9927007	0.9924320	0.9930519
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9592410	0.9555562	0.9618228
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8873552	0.8790593	0.8954490
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8081258	0.7876044	0.8400329
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8763432	0.8721008	0.8836682
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9384640	0.9336860	0.9412474
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9561754	0.9554536	0.9565448
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9811961	0.9807299	0.9814737
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9949682	0.9943427	0.9953807
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9976832	0.9975811	0.9977974
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9989341	0.9988297	0.9991129
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982962	0.9982064	0.9983627
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973181	0.9972572	0.9974206
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9931440	0.9929292	0.9934566
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9802660	0.9793973	0.9808405
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2135475	0.0849772	0.3673332
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3366783	0.3135435	0.3664533
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2948096	0.2565894	0.3465095
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0294259	-0.0081110	0.0746891
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2159381	0.1937359	0.2474440
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4286003	0.4143872	0.4469370
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5157776	0.5075245	0.5205407
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6883014	0.6688545	0.7055172
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8597023	0.8568809	0.8647411
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9323964	0.9291889	0.9345186
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9610725	0.9573455	0.9658311
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9734147	0.9706479	0.9757349
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9786966	0.9785876	0.9788009
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9490487	0.9444144	0.9518393
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7718760	0.7656654	0.7761123
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6034177	0.5887509	0.6198475
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5688549	0.5514263	0.5932885
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7003665	0.6916012	0.7079698
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7378289	0.7272084	0.7436030
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4365154	0.4258329	0.4563114
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0686186	-0.0864836	-0.0555645
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4275080	-0.4442210	-0.4068654
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3353644	-0.3483455	-0.3145757
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3383738	-0.3719137	-0.3107634
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0559144	-0.0719467	-0.0402853
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0779708	0.0256002	0.1257201
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3452639	0.3248750	0.3752989
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4483719	-0.4760899	-0.4111164
nitrate + silicate	Atlantic	(-Inf,26]	0.5868165	0.5391382	0.6292232
nitrate + silicate	Atlantic	(26,26.5]	0.6089927	0.6004896	0.6134383
nitrate + silicate	Atlantic	(26.5,26.75]	0.7180141	0.7035311	0.7443190
nitrate + silicate	Atlantic	(26.75,27]	0.8469144	0.8465610	0.8472620
nitrate + silicate	Atlantic	(27,27.25]	0.8217986	0.8078906	0.8340997
nitrate + silicate	Atlantic	(27.25,27.5]	0.8232906	0.8214735	0.8258690
nitrate + silicate	Atlantic	(27.5,27.75]	0.8294945	0.8283668	0.8306827
nitrate + silicate	Atlantic	(27.75,27.85]	0.8173041	0.8079427	0.8253461
nitrate + silicate	Atlantic	(27.85,27.95]	0.9108365	0.9088116	0.9136629
nitrate + silicate	Atlantic	(27.95,28.05]	0.9537276	0.9531819	0.9543003
nitrate + silicate	Atlantic	(28.05,28.1]	0.9819625	0.9812357	0.9825801
nitrate + silicate	Atlantic	(28.1,28.15]	0.9883860	0.9880429	0.9886385
nitrate + silicate	Atlantic	(28.15,28.2]	0.9575379	0.9567566	0.9579906
nitrate + silicate	Atlantic	(28.2, Inf]	0.7436346	0.7387540	0.7485927
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8791396	0.8761933	0.8819899
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8223312	0.8181864	0.8263404
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8313097	0.8220192	0.8482584
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8901322	0.8864150	0.8957657
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9418060	0.9376886	0.9443648
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9609740	0.9596913	0.9632396
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9795718	0.9792020	0.9798533
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9902124	0.9899130	0.9905291
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9910316	0.9910188	0.9910541
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9932037	0.9923124	0.9939184
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9929071	0.9927232	0.9930373
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9844377	0.9839616	0.9851746
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9003368	0.8983083	0.9028772
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8657786	0.8626410	0.8675924
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3635260	0.3012298	0.4686913
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7791124	0.7682396	0.7877215
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5076870	0.4702650	0.5538998
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1991827	0.1630968	0.2399485
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3580375	0.3423590	0.3781213
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5318263	0.5201755	0.5471194
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6012268	0.5936111	0.6055612
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7492984	0.7334553	0.7625065
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8842546	0.8820376	0.8884734
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9411991	0.9382350	0.9433163
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9641697	0.9608475	0.9686956
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9749336	0.9720861	0.9773767
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9781680	0.9780637	0.9782361
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9568845	0.9540245	0.9592800
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7815244	0.7772562	0.7844496
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6592175	0.6475909	0.6748288
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6439770	0.6336074	0.6503293
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7351648	0.7261340	0.7478564
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7554973	0.7502043	0.7589528
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4748024	0.4611166	0.4960783
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0581257	-0.0764955	-0.0444100
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4120040	-0.4246176	-0.3925253
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3441767	-0.3580325	-0.3240550
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3476303	-0.3786089	-0.3232834
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0746560	-0.0896596	-0.0590568
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0577920	0.0042366	0.1065866
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3245635	0.3011839	0.3581188
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4154789	-0.4500039	-0.3672706
sal + aou	Atlantic	(-Inf,26]	-0.3864725	-0.4762127	-0.3381238
sal + aou	Atlantic	(26,26.5]	-0.3784586	-0.4125390	-0.3494735
sal + aou	Atlantic	(26.5,26.75]	0.1980065	0.1586466	0.2419467
sal + aou	Atlantic	(26.75,27]	0.4122749	0.4007757	0.4319390
sal + aou	Atlantic	(27,27.25]	0.3561169	0.3456763	0.3622987
sal + aou	Atlantic	(27.25,27.5]	0.3446886	0.2934426	0.3747059
sal + aou	Atlantic	(27.5,27.75]	0.6338185	0.6080129	0.6473236
sal + aou	Atlantic	(27.75,27.85]	0.6284194	0.5806023	0.6640189
sal + aou	Atlantic	(27.85,27.95]	0.5257627	0.4888698	0.5456423
sal + aou	Atlantic	(27.95,28.05]	-0.0459399	-0.1305069	0.0073892
sal + aou	Atlantic	(28.05,28.1]	-0.5847392	-0.6582829	-0.5222059
sal + aou	Atlantic	(28.1,28.15]	-0.8115989	-0.8437501	-0.7828064
sal + aou	Atlantic	(28.15,28.2]	-0.8622715	-0.8647057	-0.8593338
sal + aou	Atlantic	(28.2, Inf]	-0.7291407	-0.7308196	-0.7259748
sal + aou	Indo-Pacific	(-Inf,26]	-0.2854219	-0.2876167	-0.2822246
sal + aou	Indo-Pacific	(26,26.5]	-0.1996270	-0.2264318	-0.1834082
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2209659	-0.2427743	-0.1977745
sal + aou	Indo-Pacific	(26.75,27]	-0.4446435	-0.4619661	-0.4280137
sal + aou	Indo-Pacific	(27,27.25]	-0.5596287	-0.5651917	-0.5537059
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2846968	-0.3208373	-0.2550094
sal + aou	Indo-Pacific	(27.5,27.75]	0.3900533	0.3735113	0.4182750
sal + aou	Indo-Pacific	(27.75,27.85]	0.6865985	0.6690981	0.7002141
sal + aou	Indo-Pacific	(27.85,27.95]	0.7561101	0.7430504	0.7658457
sal + aou	Indo-Pacific	(27.95,28.05]	0.8342114	0.8264607	0.8450476
sal + aou	Indo-Pacific	(28.05,28.1]	0.8349581	0.8336076	0.8371624
sal + aou	Indo-Pacific	(28.1,28.2]	0.8193340	0.7999647	0.8377361
sal + aou	Indo-Pacific	(28.2,28.3]	0.5691064	0.5469822	0.5858423
sal + aou	Indo-Pacific	(28.3, Inf]	0.8712874	0.8699090	0.8736073
sal + nitrate	Atlantic	(-Inf,26]	-0.6676885	-0.6796733	-0.6446046
sal + nitrate	Atlantic	(26,26.5]	-0.3897436	-0.4077434	-0.3711840
sal + nitrate	Atlantic	(26.5,26.75]	0.1376521	0.0746843	0.1840244
sal + nitrate	Atlantic	(26.75,27]	0.3597935	0.3333679	0.3805542
sal + nitrate	Atlantic	(27,27.25]	0.2039608	0.1710200	0.2300298
sal + nitrate	Atlantic	(27.25,27.5]	-0.0159321	-0.0962104	0.0297740
sal + nitrate	Atlantic	(27.5,27.75]	0.2378363	0.2223374	0.2503264
sal + nitrate	Atlantic	(27.75,27.85]	-0.3615299	-0.3799393	-0.3416071
sal + nitrate	Atlantic	(27.85,27.95]	-0.6849714	-0.6925352	-0.6802563
sal + nitrate	Atlantic	(27.95,28.05]	-0.8383902	-0.8456188	-0.8319035
sal + nitrate	Atlantic	(28.05,28.1]	-0.9258307	-0.9320428	-0.9215395
sal + nitrate	Atlantic	(28.1,28.15]	-0.9608266	-0.9621667	-0.9589826
sal + nitrate	Atlantic	(28.15,28.2]	-0.9596848	-0.9628296	-0.9579159
sal + nitrate	Atlantic	(28.2, Inf]	-0.9044045	-0.9081700	-0.9002743
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4219463	-0.4303825	-0.4101664
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4647262	-0.4737644	-0.4591592
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5007270	-0.5124262	-0.4870240
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6640129	-0.6724657	-0.6568334
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7171220	-0.7236894	-0.7107589
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4209245	-0.4513448	-0.3965380
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2816698	0.2656916	0.3093718
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6258531	0.6077177	0.6405183
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6956162	0.6804826	0.7060971
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7749712	0.7662719	0.7888422
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7717033	0.7703025	0.7728455
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7455256	0.7219230	0.7683167
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.4793276	0.4574429	0.4970736
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7413184	0.7370298	0.7480423
sal + phosphate	Atlantic	(-Inf,26]	-0.3388856	-0.5246234	-0.2010798
sal + phosphate	Atlantic	(26,26.5]	-0.6092468	-0.6273110	-0.5981348
sal + phosphate	Atlantic	(26.5,26.75]	-0.0580763	-0.1290287	-0.0056863
sal + phosphate	Atlantic	(26.75,27]	0.2370680	0.2083344	0.2600087
sal + phosphate	Atlantic	(27,27.25]	0.0715523	0.0433622	0.0965333
sal + phosphate	Atlantic	(27.25,27.5]	-0.1278140	-0.2074780	-0.0830339
sal + phosphate	Atlantic	(27.5,27.75]	0.1404304	0.1233014	0.1537680
sal + phosphate	Atlantic	(27.75,27.85]	-0.4382516	-0.4569600	-0.4215607
sal + phosphate	Atlantic	(27.85,27.95]	-0.7206140	-0.7286361	-0.7157934
sal + phosphate	Atlantic	(27.95,28.05]	-0.8498775	-0.8568730	-0.8436945
sal + phosphate	Atlantic	(28.05,28.1]	-0.9304122	-0.9362969	-0.9265855
sal + phosphate	Atlantic	(28.1,28.15]	-0.9621806	-0.9635224	-0.9602153
sal + phosphate	Atlantic	(28.15,28.2]	-0.9480558	-0.9518898	-0.9459949
sal + phosphate	Atlantic	(28.2, Inf]	-0.8617752	-0.8645797	-0.8566876
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3681503	-0.3746123	-0.3576405
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4119513	-0.4330047	-0.3971395
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4162482	-0.4334515	-0.3994824
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5940762	-0.6035944	-0.5861167
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6667728	-0.6735840	-0.6630370
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3933855	-0.4278139	-0.3625515
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2859815	0.2660123	0.3175209
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6265554	0.6091012	0.6375960
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7067206	0.6924189	0.7184847
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7877862	0.7815344	0.7990596
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7957362	0.7943099	0.7971156
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7748725	0.7523883	0.7962475
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5496349	0.5267743	0.5681181
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8073742	0.7956409	0.8191003
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4316872	-0.5951236	-0.2791444
sal + phosphate_star	Atlantic	(26,26.5]	-0.8206117	-0.8338628	-0.8128158
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7775614	-0.8012264	-0.7636027
sal + phosphate_star	Atlantic	(26.75,27]	-0.7380462	-0.7555158	-0.7246621
sal + phosphate_star	Atlantic	(27,27.25]	-0.7762478	-0.8030449	-0.7465461
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8030412	-0.8466392	-0.7798702
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5554671	-0.5716466	-0.5429283
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8854696	-0.8944879	-0.8737354
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9459026	-0.9515432	-0.9409348
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9633452	-0.9673090	-0.9606504
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9852587	-0.9895223	-0.9809471
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9933585	-0.9938285	-0.9928572
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9770810	-0.9792499	-0.9752476
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8872992	-0.8897966	-0.8855214
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6714948	-0.6815546	-0.6548578
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8783800	-0.8821930	-0.8738364
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9143652	-0.9198386	-0.9113388
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9304755	-0.9325398	-0.9275209
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9238174	-0.9249318	-0.9227550
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8361228	-0.8411464	-0.8274069
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8158965	-0.8219538	-0.8109551
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9007766	-0.9066451	-0.8963077
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8160046	-0.8215894	-0.8110366
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7837431	-0.8020001	-0.7686549
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5883811	-0.6013787	-0.5796541
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4437084	-0.4680787	-0.4290317
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2225031	-0.2283487	-0.2152373
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6827443	-0.6914986	-0.6721943
sal + silicate	Atlantic	(-Inf,26]	-0.8365874	-0.9361349	-0.7516506
sal + silicate	Atlantic	(26,26.5]	0.0939255	0.0512657	0.1685802
sal + silicate	Atlantic	(26.5,26.75]	0.2374788	0.2294289	0.2473290
sal + silicate	Atlantic	(26.75,27]	0.1326343	0.1008232	0.1501703
sal + silicate	Atlantic	(27,27.25]	-0.1795055	-0.2462261	-0.1267094
sal + silicate	Atlantic	(27.25,27.5]	-0.3591898	-0.4443777	-0.3127573
sal + silicate	Atlantic	(27.5,27.75]	-0.1410894	-0.1460522	-0.1349502
sal + silicate	Atlantic	(27.75,27.85]	-0.7439140	-0.7551120	-0.7314084
sal + silicate	Atlantic	(27.85,27.95]	-0.8581376	-0.8642142	-0.8549900
sal + silicate	Atlantic	(27.95,28.05]	-0.9019991	-0.9057432	-0.8962822
sal + silicate	Atlantic	(28.05,28.1]	-0.9370638	-0.9394426	-0.9338723
sal + silicate	Atlantic	(28.1,28.15]	-0.9444660	-0.9483389	-0.9390963
sal + silicate	Atlantic	(28.15,28.2]	-0.8538965	-0.8600645	-0.8501848
sal + silicate	Atlantic	(28.2, Inf]	-0.4601455	-0.4722208	-0.4462838
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5382569	-0.5410942	-0.5351042
sal + silicate	Indo-Pacific	(26,26.5]	-0.5986359	-0.6146611	-0.5879044
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6525625	-0.6620999	-0.6373967
sal + silicate	Indo-Pacific	(26.75,27]	-0.7373815	-0.7428350	-0.7319568
sal + silicate	Indo-Pacific	(27,27.25]	-0.7546224	-0.7588254	-0.7493650
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.5043635	-0.5349693	-0.4782535
sal + silicate	Indo-Pacific	(27.5,27.75]	0.2021647	0.1862201	0.2316325
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5842837	0.5646828	0.5969004
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6817321	0.6667163	0.6928216
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7808681	0.7735729	0.7919933
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8002163	0.7995809	0.8012292
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8056228	0.7871007	0.8229169
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7158115	0.6924210	0.7343808
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8246332	0.8071344	0.8398389
sal + temp	Atlantic	(-Inf,26]	0.7477454	0.7231285	0.7711037
sal + temp	Atlantic	(26,26.5]	0.9503249	0.9453062	0.9555932
sal + temp	Atlantic	(26.5,26.75]	0.9717044	0.9704278	0.9728718
sal + temp	Atlantic	(26.75,27]	0.9707888	0.9703450	0.9712620
sal + temp	Atlantic	(27,27.25]	0.9629730	0.9614412	0.9641594
sal + temp	Atlantic	(27.25,27.5]	0.9733370	0.9726633	0.9743883
sal + temp	Atlantic	(27.5,27.75]	0.9720808	0.9714654	0.9730342
sal + temp	Atlantic	(27.75,27.85]	0.9865397	0.9854966	0.9870806
sal + temp	Atlantic	(27.85,27.95]	0.9804671	0.9795257	0.9816522
sal + temp	Atlantic	(27.95,28.05]	0.9724000	0.9723531	0.9724304
sal + temp	Atlantic	(28.05,28.1]	0.9735788	0.9717613	0.9748997
sal + temp	Atlantic	(28.1,28.15]	0.9719080	0.9707778	0.9731857
sal + temp	Atlantic	(28.15,28.2]	0.9698717	0.9692141	0.9711509
sal + temp	Atlantic	(28.2, Inf]	0.9214428	0.9213321	0.9215355
sal + temp	Indo-Pacific	(-Inf,26]	0.8171903	0.8116112	0.8232969
sal + temp	Indo-Pacific	(26,26.5]	0.9561838	0.9553853	0.9571093
sal + temp	Indo-Pacific	(26.5,26.75]	0.9815512	0.9811532	0.9821780
sal + temp	Indo-Pacific	(26.75,27]	0.9764903	0.9764073	0.9765372
sal + temp	Indo-Pacific	(27,27.25]	0.9747354	0.9740631	0.9754212
sal + temp	Indo-Pacific	(27.25,27.5]	0.9174017	0.9158563	0.9189320
sal + temp	Indo-Pacific	(27.5,27.75]	0.8447586	0.8431440	0.8474441
sal + temp	Indo-Pacific	(27.75,27.85]	0.9619965	0.9606593	0.9642640
sal + temp	Indo-Pacific	(27.85,27.95]	0.9263141	0.9252204	0.9271188
sal + temp	Indo-Pacific	(27.95,28.05]	0.9394154	0.9372053	0.9433309
sal + temp	Indo-Pacific	(28.05,28.1]	0.9530790	0.9518711	0.9543317
sal + temp	Indo-Pacific	(28.1,28.2]	0.8913279	0.8849900	0.8955674
sal + temp	Indo-Pacific	(28.2,28.3]	0.8468107	0.8463465	0.8475666
sal + temp	Indo-Pacific	(28.3, Inf]	0.9176069	0.9139638	0.9201030
silicate + phosphate	Atlantic	(-Inf,26]	0.0366119	-0.2192111	0.4025089
silicate + phosphate	Atlantic	(26,26.5]	-0.0475098	-0.0750457	-0.0164111
silicate + phosphate	Atlantic	(26.5,26.75]	0.5524590	0.5296806	0.5888573
silicate + phosphate	Atlantic	(26.75,27]	0.8435858	0.8372799	0.8532314
silicate + phosphate	Atlantic	(27,27.25]	0.8713916	0.8594434	0.8809253
silicate + phosphate	Atlantic	(27.25,27.5]	0.8748322	0.8728993	0.8779520
silicate + phosphate	Atlantic	(27.5,27.75]	0.8765091	0.8758986	0.8770033
silicate + phosphate	Atlantic	(27.75,27.85]	0.8647564	0.8581129	0.8697756
silicate + phosphate	Atlantic	(27.85,27.95]	0.9319163	0.9302760	0.9339281
silicate + phosphate	Atlantic	(27.95,28.05]	0.9628617	0.9624426	0.9633771
silicate + phosphate	Atlantic	(28.05,28.1]	0.9855187	0.9850079	0.9861106
silicate + phosphate	Atlantic	(28.1,28.15]	0.9908664	0.9906496	0.9910143
silicate + phosphate	Atlantic	(28.15,28.2]	0.9708079	0.9703230	0.9710791
silicate + phosphate	Atlantic	(28.2, Inf]	0.8158586	0.8119184	0.8187410
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8900233	0.8871732	0.8923095
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8856275	0.8846924	0.8865717
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8646918	0.8621553	0.8680015
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9159534	0.9146791	0.9172960
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9556137	0.9544727	0.9563792
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9713835	0.9705729	0.9718778
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9796498	0.9793192	0.9803026
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9879316	0.9876683	0.9881334
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9883075	0.9882049	0.9884360
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9938392	0.9929374	0.9945888
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9953778	0.9952366	0.9954648
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9886294	0.9881865	0.9891946
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9229292	0.9214232	0.9246999
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9412024	0.9386442	0.9436153
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2088769	-0.1559708	0.6695592
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3322853	-0.3342501	-0.3307762
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0328490	0.0011650	0.0740839
silicate + phosphate_star	Atlantic	(26.75,27]	0.2495840	0.2113529	0.3135486
silicate + phosphate_star	Atlantic	(27,27.25]	0.6278317	0.6006412	0.6780913
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7660630	0.7579411	0.7756149
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8336573	0.8230860	0.8399371
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9226713	0.9211384	0.9256952
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9388162	0.9364251	0.9420137
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9529696	0.9501028	0.9563400
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9572046	0.9543871	0.9623569
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9587304	0.9531508	0.9635735
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9241556	0.9235198	0.9249087
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7795956	0.7738334	0.7891372
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7579058	0.7471108	0.7650593
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7616989	0.7532194	0.7732592
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7768756	0.7656987	0.7860409
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8010613	0.7938251	0.8072193
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7834247	0.7772481	0.7871634
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5251202	0.5116469	0.5455504
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0042756	-0.0126086	0.0159512
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3906752	-0.4037271	-0.3691057
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3134814	-0.3296041	-0.2918420
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3443269	-0.3750074	-0.3187213
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0962756	-0.1121173	-0.0810091
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0307224	-0.0194384	0.0757236
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3174093	0.2935916	0.3523422
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2852943	-0.3171026	-0.2400039
temp + aou	Atlantic	(-Inf,26]	-0.5624172	-0.6127206	-0.5232112
temp + aou	Atlantic	(26,26.5]	-0.4297080	-0.4580650	-0.4057576
temp + aou	Atlantic	(26.5,26.75]	0.0961058	0.0685753	0.1285999
temp + aou	Atlantic	(26.75,27]	0.3337607	0.3144938	0.3597812
temp + aou	Atlantic	(27,27.25]	0.3168498	0.3131826	0.3217008
temp + aou	Atlantic	(27.25,27.5]	0.3597724	0.3160629	0.3832746
temp + aou	Atlantic	(27.5,27.75]	0.6419718	0.6160621	0.6553771
temp + aou	Atlantic	(27.75,27.85]	0.6407201	0.5853861	0.6794925
temp + aou	Atlantic	(27.85,27.95]	0.5531432	0.5176765	0.5728684
temp + aou	Atlantic	(27.95,28.05]	0.0638170	-0.0228772	0.1193215
temp + aou	Atlantic	(28.05,28.1]	-0.4377849	-0.5292377	-0.3695035
temp + aou	Atlantic	(28.1,28.15]	-0.6987196	-0.7385139	-0.6633015
temp + aou	Atlantic	(28.15,28.2]	-0.7892481	-0.7935571	-0.7868817
temp + aou	Atlantic	(28.2, Inf]	-0.6299990	-0.6413847	-0.6191426
temp + aou	Indo-Pacific	(-Inf,26]	-0.4013668	-0.4063664	-0.3983079
temp + aou	Indo-Pacific	(26,26.5]	-0.2361213	-0.2657790	-0.2191139
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2140948	-0.2273826	-0.1949175
temp + aou	Indo-Pacific	(26.75,27]	-0.3983670	-0.4168944	-0.3853520
temp + aou	Indo-Pacific	(27,27.25]	-0.5245771	-0.5330355	-0.5156246
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2783285	-0.3097740	-0.2553661
temp + aou	Indo-Pacific	(27.5,27.75]	0.2933055	0.2762567	0.3155704
temp + aou	Indo-Pacific	(27.75,27.85]	0.6971552	0.6838341	0.7093712
temp + aou	Indo-Pacific	(27.85,27.95]	0.7167382	0.7115893	0.7208974
temp + aou	Indo-Pacific	(27.95,28.05]	0.7549755	0.7499304	0.7625766
temp + aou	Indo-Pacific	(28.05,28.1]	0.7585186	0.7569384	0.7595602
temp + aou	Indo-Pacific	(28.1,28.2]	0.7436448	0.7372175	0.7529491
temp + aou	Indo-Pacific	(28.2,28.3]	0.7067788	0.7005942	0.7136318
temp + aou	Indo-Pacific	(28.3, Inf]	0.9389600	0.9367788	0.9411883
temp + nitrate	Atlantic	(-Inf,26]	-0.7546096	-0.7923572	-0.7161661
temp + nitrate	Atlantic	(26,26.5]	-0.4319722	-0.4394753	-0.4235010
temp + nitrate	Atlantic	(26.5,26.75]	0.0299034	-0.0227838	0.0640975
temp + nitrate	Atlantic	(26.75,27]	0.2672013	0.2335932	0.2927518
temp + nitrate	Atlantic	(27,27.25]	0.1535782	0.1304677	0.1707429
temp + nitrate	Atlantic	(27.25,27.5]	0.0075675	-0.0668147	0.0486620
temp + nitrate	Atlantic	(27.5,27.75]	0.2298609	0.2269289	0.2348806
temp + nitrate	Atlantic	(27.75,27.85]	-0.3602181	-0.3724027	-0.3360938
temp + nitrate	Atlantic	(27.85,27.95]	-0.6596947	-0.6615647	-0.6577325
temp + nitrate	Atlantic	(27.95,28.05]	-0.7772086	-0.7824615	-0.7690721
temp + nitrate	Atlantic	(28.05,28.1]	-0.8530487	-0.8570123	-0.8486082
temp + nitrate	Atlantic	(28.1,28.15]	-0.8966902	-0.8987596	-0.8934873
temp + nitrate	Atlantic	(28.15,28.2]	-0.9162460	-0.9190208	-0.9142645
temp + nitrate	Atlantic	(28.2, Inf]	-0.8723479	-0.8748476	-0.8696633
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5570233	-0.5642811	-0.5525565
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5070696	-0.5195049	-0.5004954
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4997574	-0.5060510	-0.4882274
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6348347	-0.6464533	-0.6267176
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6976287	-0.7069102	-0.6880520
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4416856	-0.4682554	-0.4234610
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.1434687	0.1254580	0.1666568
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.6347927	0.6207787	0.6474370
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6469496	0.6399756	0.6519006
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6873475	0.6815240	0.6984040
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6884449	0.6866157	0.6901109
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6533163	0.6451349	0.6658565
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6001165	0.5953415	0.6076582
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.7777990	0.7645027	0.7905845
temp + phosphate	Atlantic	(-Inf,26]	-0.6171797	-0.7198456	-0.5194206
temp + phosphate	Atlantic	(26,26.5]	-0.6415106	-0.6607192	-0.6294730
temp + phosphate	Atlantic	(26.5,26.75]	-0.1490213	-0.2051306	-0.1103270
temp + phosphate	Atlantic	(26.75,27]	0.1550720	0.1220128	0.1810841
temp + phosphate	Atlantic	(27,27.25]	0.0400955	0.0232759	0.0549613
temp + phosphate	Atlantic	(27.25,27.5]	-0.0953833	-0.1696961	-0.0546734
temp + phosphate	Atlantic	(27.5,27.75]	0.1358622	0.1327826	0.1406346
temp + phosphate	Atlantic	(27.75,27.85]	-0.4369583	-0.4498154	-0.4163000
temp + phosphate	Atlantic	(27.85,27.95]	-0.6949936	-0.6962305	-0.6929060
temp + phosphate	Atlantic	(27.95,28.05]	-0.7915335	-0.7965622	-0.7838141
temp + phosphate	Atlantic	(28.05,28.1]	-0.8587256	-0.8624939	-0.8548786
temp + phosphate	Atlantic	(28.1,28.15]	-0.8994331	-0.9013021	-0.8959285
temp + phosphate	Atlantic	(28.15,28.2]	-0.9105229	-0.9135020	-0.9084646
temp + phosphate	Atlantic	(28.2, Inf]	-0.8606676	-0.8612498	-0.8601668
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4990961	-0.5155436	-0.4857031
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4538429	-0.4771899	-0.4385102
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4141077	-0.4235806	-0.4008907
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5577430	-0.5680567	-0.5521413
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6417097	-0.6516110	-0.6347527
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.4071243	-0.4367344	-0.3837054
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1694989	0.1502107	0.1937473
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.6352990	0.6221172	0.6448949
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6591918	0.6530889	0.6629046
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6967308	0.6912645	0.7053456
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7070424	0.7047626	0.7088401
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6774197	0.6694351	0.6893813
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6518493	0.6452302	0.6609404
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8015559	0.7800153	0.8193705
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7312328	-0.8087846	-0.6534396
temp + phosphate_star	Atlantic	(26,26.5]	-0.8277274	-0.8374191	-0.8155502
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7949463	-0.8121439	-0.7816277
temp + phosphate_star	Atlantic	(26.75,27]	-0.7671283	-0.7780894	-0.7549669
temp + phosphate_star	Atlantic	(27,27.25]	-0.7754226	-0.7961316	-0.7522144
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.7790368	-0.8237588	-0.7563967
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.5715865	-0.5766051	-0.5641203
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8935660	-0.8996539	-0.8863994
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9382123	-0.9395786	-0.9366162
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9436849	-0.9456045	-0.9422401
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9598203	-0.9619830	-0.9559486
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9702753	-0.9712275	-0.9684821
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9720176	-0.9739809	-0.9708129
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9483942	-0.9509881	-0.9445744
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8253618	-0.8442500	-0.8073142
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9189331	-0.9235772	-0.9139262
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9293288	-0.9332097	-0.9271034
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9415896	-0.9438576	-0.9375666
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9435612	-0.9459246	-0.9416175
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9420852	-0.9433210	-0.9397368
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9589201	-0.9593002	-0.9582926
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9306358	-0.9348740	-0.9265496
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9040859	-0.9077437	-0.8981747
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8877463	-0.8983024	-0.8770067
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7313282	-0.7431656	-0.7172446
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6667234	-0.6962750	-0.6319227
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4188490	-0.4324950	-0.3917334
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8388427	-0.8419640	-0.8339200
temp + silicate	Atlantic	(-Inf,26]	-0.5517864	-0.7196796	-0.4496710
temp + silicate	Atlantic	(26,26.5]	0.0876651	0.0616870	0.1165453
temp + silicate	Atlantic	(26.5,26.75]	0.1493199	0.1359997	0.1672045
temp + silicate	Atlantic	(26.75,27]	0.0230456	-0.0097749	0.0400600
temp + silicate	Atlantic	(27,27.25]	-0.2291858	-0.2801827	-0.1912717
temp + silicate	Atlantic	(27.25,27.5]	-0.3236915	-0.4056590	-0.2776896
temp + silicate	Atlantic	(27.5,27.75]	-0.1582286	-0.1689748	-0.1386389
temp + silicate	Atlantic	(27.75,27.85]	-0.7401612	-0.7477108	-0.7337518
temp + silicate	Atlantic	(27.85,27.95]	-0.8247923	-0.8253376	-0.8241377
temp + silicate	Atlantic	(27.95,28.05]	-0.8571596	-0.8614087	-0.8505115
temp + silicate	Atlantic	(28.05,28.1]	-0.8664769	-0.8734237	-0.8623175
temp + silicate	Atlantic	(28.1,28.15]	-0.8817452	-0.8889587	-0.8732615
temp + silicate	Atlantic	(28.15,28.2]	-0.8227083	-0.8277760	-0.8193537
temp + silicate	Atlantic	(28.2, Inf]	-0.6115313	-0.6233188	-0.6050394
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5992597	-0.6090780	-0.5942892
temp + silicate	Indo-Pacific	(26,26.5]	-0.6170899	-0.6364811	-0.6055354
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6566953	-0.6660360	-0.6436232
temp + silicate	Indo-Pacific	(26.75,27]	-0.7184553	-0.7249519	-0.7148254
temp + silicate	Indo-Pacific	(27,27.25]	-0.7427872	-0.7490775	-0.7350276
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.5184821	-0.5454505	-0.4988025
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0739094	0.0576301	0.0967605
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5935137	0.5776323	0.6047095
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6174000	0.6099959	0.6214512
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6857880	0.6796799	0.6959000
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7141093	0.7123978	0.7162015
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6802255	0.6721039	0.6904163
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6640291	0.6570620	0.6728970
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7373701	0.7135231	0.7566005

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
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.4259868	0.3679465	0.4857382
aou	Atlantic	(26,26.5]	0.0573222	-0.0176126	0.1171645
aou	Atlantic	(26.5,26.75]	-0.0188986	-0.1348566	0.0516864
aou	Atlantic	(26.75,27]	0.0060048	-0.1898962	0.2201447
aou	Atlantic	(27,27.25]	-0.3116764	-0.4607055	-0.1308565
aou	Atlantic	(27.25,27.5]	-0.3449091	-0.4311799	-0.2387240
aou	Atlantic	(27.5,27.75]	-0.1782453	-0.2294212	-0.1289497
aou	Atlantic	(27.75,27.85]	0.0379583	0.0210010	0.0593584
aou	Atlantic	(27.85,27.95]	0.0033196	-0.0140111	0.0234780
aou	Atlantic	(27.95,28.05]	-0.4486393	-0.4801315	-0.4183146
aou	Atlantic	(28.05,28.1]	-0.8141038	-0.8419772	-0.7772082
aou	Atlantic	(28.1,28.15]	-0.9246035	-0.9330882	-0.9084302
aou	Atlantic	(28.15,28.2]	-0.9513342	-0.9561042	-0.9478080
aou	Atlantic	(28.2, Inf]	-0.8169002	-0.8289697	-0.8022770
aou	Indo-Pacific	(-Inf,26]	-0.1110741	-0.2100944	0.0366667
aou	Indo-Pacific	(26,26.5]	-0.4413829	-0.5550750	-0.2755255
aou	Indo-Pacific	(26.5,26.75]	-0.7036554	-0.7728768	-0.5995625
aou	Indo-Pacific	(26.75,27]	-0.8366806	-0.8733932	-0.7822272
aou	Indo-Pacific	(27,27.25]	-0.7848343	-0.8407093	-0.7081984
aou	Indo-Pacific	(27.25,27.5]	-0.6570122	-0.7977064	-0.4365264
aou	Indo-Pacific	(27.5,27.75]	-0.2768716	-0.6827759	0.3296573
aou	Indo-Pacific	(27.75,27.85]	0.1428617	-0.3814285	0.7657165
aou	Indo-Pacific	(27.85,27.95]	0.2958496	-0.1431859	0.7963440
aou	Indo-Pacific	(27.95,28.05]	0.2692742	-0.1318080	0.7246765
aou	Indo-Pacific	(28.05,28.1]	0.3940299	0.1415730	0.6768326
aou	Indo-Pacific	(28.1,28.2]	0.3987721	0.1912079	0.6288297
aou	Indo-Pacific	(28.2,28.3]	0.5244040	0.4333779	0.6282920
aou	Indo-Pacific	(28.3, Inf]	0.3609554	0.2178220	0.5180389
nitrate	Atlantic	(-Inf,26]	0.1428835	0.0012351	0.2770578
nitrate	Atlantic	(26,26.5]	-0.1992395	-0.3354429	-0.0743233
nitrate	Atlantic	(26.5,26.75]	-0.1741163	-0.2835391	-0.1121751
nitrate	Atlantic	(26.75,27]	-0.1011499	-0.2906817	0.1060704
nitrate	Atlantic	(27,27.25]	-0.5095069	-0.6322298	-0.3579118
nitrate	Atlantic	(27.25,27.5]	-0.7156981	-0.7703653	-0.6443161
nitrate	Atlantic	(27.5,27.75]	-0.8308743	-0.8593627	-0.7949150
nitrate	Atlantic	(27.75,27.85]	-0.8740618	-0.8850924	-0.8592213
nitrate	Atlantic	(27.85,27.95]	-0.9530756	-0.9573736	-0.9484788
nitrate	Atlantic	(27.95,28.05]	-0.9399543	-0.9433175	-0.9374567
nitrate	Atlantic	(28.05,28.1]	-0.9930966	-0.9936270	-0.9924638
nitrate	Atlantic	(28.1,28.15]	-0.9936334	-0.9944602	-0.9928562
nitrate	Atlantic	(28.15,28.2]	-0.9941280	-0.9950120	-0.9933783
nitrate	Atlantic	(28.2, Inf]	-0.9649340	-0.9692934	-0.9615505
nitrate	Indo-Pacific	(-Inf,26]	-0.1099795	-0.2052263	0.0336629
nitrate	Indo-Pacific	(26,26.5]	-0.4311152	-0.5238807	-0.2905341
nitrate	Indo-Pacific	(26.5,26.75]	-0.6367636	-0.6827583	-0.5864559
nitrate	Indo-Pacific	(26.75,27]	-0.7380971	-0.7725269	-0.6892547
nitrate	Indo-Pacific	(27,27.25]	-0.7453580	-0.7996125	-0.6732864
nitrate	Indo-Pacific	(27.25,27.5]	-0.6445043	-0.7799262	-0.4299223
nitrate	Indo-Pacific	(27.5,27.75]	-0.2985656	-0.6944364	0.2918176
nitrate	Indo-Pacific	(27.75,27.85]	0.1694740	-0.3461933	0.7771124
nitrate	Indo-Pacific	(27.85,27.95]	0.3315753	-0.0956038	0.8134795
nitrate	Indo-Pacific	(27.95,28.05]	0.3202525	-0.0640404	0.7511277
nitrate	Indo-Pacific	(28.05,28.1]	0.4462884	0.2106303	0.7088383
nitrate	Indo-Pacific	(28.1,28.2]	0.4634348	0.2772679	0.6660827
nitrate	Indo-Pacific	(28.2,28.3]	0.5956927	0.5237417	0.6746552
nitrate	Indo-Pacific	(28.3, Inf]	0.1481447	0.0433284	0.2501801
phosphate	Atlantic	(-Inf,26]	0.4450617	0.3950084	0.4977607
phosphate	Atlantic	(26,26.5]	0.0643212	0.0348389	0.0896197
phosphate	Atlantic	(26.5,26.75]	-0.1831752	-0.2625751	-0.1373770
phosphate	Atlantic	(26.75,27]	-0.1570561	-0.3205374	0.0248742
phosphate	Atlantic	(27,27.25]	-0.5750038	-0.6830587	-0.4362885
phosphate	Atlantic	(27.25,27.5]	-0.7626590	-0.8088732	-0.7030284
phosphate	Atlantic	(27.5,27.75]	-0.8610647	-0.8839933	-0.8307139
phosphate	Atlantic	(27.75,27.85]	-0.9087100	-0.9175934	-0.8958654
phosphate	Atlantic	(27.85,27.95]	-0.9628936	-0.9659331	-0.9593667
phosphate	Atlantic	(27.95,28.05]	-0.9452250	-0.9500357	-0.9426028
phosphate	Atlantic	(28.05,28.1]	-0.9934943	-0.9938327	-0.9930075
phosphate	Atlantic	(28.1,28.15]	-0.9938585	-0.9946355	-0.9930723
phosphate	Atlantic	(28.15,28.2]	-0.9935110	-0.9940166	-0.9930838
phosphate	Atlantic	(28.2, Inf]	-0.9772923	-0.9791109	-0.9757433
phosphate	Indo-Pacific	(-Inf,26]	-0.1454940	-0.2548199	0.0128669
phosphate	Indo-Pacific	(26,26.5]	-0.5673737	-0.6771366	-0.4066826
phosphate	Indo-Pacific	(26.5,26.75]	-0.7973478	-0.8591244	-0.7053151
phosphate	Indo-Pacific	(26.75,27]	-0.8733776	-0.9082485	-0.8201783
phosphate	Indo-Pacific	(27,27.25]	-0.8286723	-0.8771983	-0.7613180
phosphate	Indo-Pacific	(27.25,27.5]	-0.7113345	-0.8347439	-0.5152446
phosphate	Indo-Pacific	(27.5,27.75]	-0.3059232	-0.6935398	0.2754579
phosphate	Indo-Pacific	(27.75,27.85]	0.1764330	-0.3320274	0.7764040
phosphate	Indo-Pacific	(27.85,27.95]	0.3341379	-0.0891747	0.8125606
phosphate	Indo-Pacific	(27.95,28.05]	0.3088665	-0.0742684	0.7395447
phosphate	Indo-Pacific	(28.05,28.1]	0.4193064	0.1802970	0.6867902
phosphate	Indo-Pacific	(28.1,28.2]	0.4241546	0.2355767	0.6318854
phosphate	Indo-Pacific	(28.2,28.3]	0.5364853	0.4573474	0.6244153
phosphate	Indo-Pacific	(28.3, Inf]	0.0565619	-0.0482107	0.1595354
phosphate_star	Atlantic	(-Inf,26]	-0.0923150	-0.1596184	-0.0256280
phosphate_star	Atlantic	(26,26.5]	0.1176783	0.0886857	0.1446303
phosphate_star	Atlantic	(26.5,26.75]	-0.3649563	-0.4071280	-0.3259816
phosphate_star	Atlantic	(26.75,27]	-0.4566978	-0.5299729	-0.3648214
phosphate_star	Atlantic	(27,27.25]	-0.6746249	-0.7548477	-0.6085731
phosphate_star	Atlantic	(27.25,27.5]	-0.7517906	-0.8170067	-0.7017860
phosphate_star	Atlantic	(27.5,27.75]	-0.7757291	-0.8059469	-0.7452424
phosphate_star	Atlantic	(27.75,27.85]	-0.9005854	-0.9322490	-0.8684175
phosphate_star	Atlantic	(27.85,27.95]	-0.9177826	-0.9364033	-0.9031035
phosphate_star	Atlantic	(27.95,28.05]	-0.8977072	-0.9209085	-0.8833404
phosphate_star	Atlantic	(28.05,28.1]	-0.9560656	-0.9692213	-0.9465105
phosphate_star	Atlantic	(28.1,28.15]	-0.9674849	-0.9778162	-0.9596728
phosphate_star	Atlantic	(28.15,28.2]	-0.9766769	-0.9835894	-0.9716863
phosphate_star	Atlantic	(28.2, Inf]	-0.9649869	-0.9763059	-0.9541441
phosphate_star	Indo-Pacific	(-Inf,26]	0.0449948	-0.0415523	0.1601960
phosphate_star	Indo-Pacific	(26,26.5]	-0.5526399	-0.5994646	-0.4824004
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6874453	-0.6956443	-0.6771712
phosphate_star	Indo-Pacific	(26.75,27]	-0.6341052	-0.6668564	-0.5879107
phosphate_star	Indo-Pacific	(27,27.25]	-0.6512177	-0.6734380	-0.6282590
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5222831	-0.5489705	-0.5070177
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1461569	-0.3826056	0.0132247
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2933291	-0.1953897	0.6490193
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3268179	-0.0935966	0.6435411
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3567275	-0.0283944	0.6698817
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3807672	0.1392849	0.5845682
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3791720	0.1885518	0.5460469
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3887273	0.2758642	0.4807204
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6501104	-0.7997866	-0.5214343
sal	Atlantic	(-Inf,26]	0.5405557	0.4347980	0.6610719
sal	Atlantic	(26,26.5]	-0.1087092	-0.1608051	-0.0797112
sal	Atlantic	(26.5,26.75]	-0.0382829	-0.1117417	0.0430177
sal	Atlantic	(26.75,27]	-0.0525243	-0.2048143	0.0998309
sal	Atlantic	(27,27.25]	0.1086395	-0.0330453	0.2771314
sal	Atlantic	(27.25,27.5]	0.2348077	0.1295759	0.4054950
sal	Atlantic	(27.5,27.75]	-0.0793344	-0.1396280	-0.0134436
sal	Atlantic	(27.75,27.85]	0.6123281	0.5605078	0.6493084
sal	Atlantic	(27.85,27.95]	0.7586487	0.7323308	0.7798455
sal	Atlantic	(27.95,28.05]	0.7730708	0.7569162	0.8021080
sal	Atlantic	(28.05,28.1]	0.9138065	0.9090423	0.9197170
sal	Atlantic	(28.1,28.15]	0.9524099	0.9448017	0.9610558
sal	Atlantic	(28.15,28.2]	0.9532887	0.9472932	0.9614967
sal	Atlantic	(28.2, Inf]	0.8198191	0.8038213	0.8477345
sal	Indo-Pacific	(-Inf,26]	-0.1335377	-0.1574544	-0.1178590
sal	Indo-Pacific	(26,26.5]	0.3130916	0.2839452	0.3292253
sal	Indo-Pacific	(26.5,26.75]	0.4593369	0.4462643	0.4785526
sal	Indo-Pacific	(26.75,27]	0.4440095	0.3988565	0.4705335
sal	Indo-Pacific	(27,27.25]	0.4465789	0.4005098	0.4861680
sal	Indo-Pacific	(27.25,27.5]	0.2098837	0.1476167	0.2547920
sal	Indo-Pacific	(27.5,27.75]	-0.1914058	-0.3664149	0.1126705
sal	Indo-Pacific	(27.75,27.85]	-0.2862615	-0.6977690	0.2839329
sal	Indo-Pacific	(27.85,27.95]	-0.1551232	-0.5679035	0.3710249
sal	Indo-Pacific	(27.95,28.05]	-0.1359351	-0.5385971	0.3568185
sal	Indo-Pacific	(28.05,28.1]	-0.0194027	-0.3093976	0.3159604
sal	Indo-Pacific	(28.1,28.2]	0.0342956	-0.1930981	0.2965982
sal	Indo-Pacific	(28.2,28.3]	0.0439651	-0.0722749	0.1818826
sal	Indo-Pacific	(28.3, Inf]	0.2666507	0.1197569	0.4300845
silicate	Atlantic	(-Inf,26]	-0.5607578	-0.5879578	-0.5412219
silicate	Atlantic	(26,26.5]	-0.4557222	-0.5883083	-0.3482562
silicate	Atlantic	(26.5,26.75]	-0.3474195	-0.4526718	-0.2467011
silicate	Atlantic	(26.75,27]	-0.3959197	-0.5487153	-0.2119208
silicate	Atlantic	(27,27.25]	-0.7993483	-0.8464186	-0.7362779
silicate	Atlantic	(27.25,27.5]	-0.8988719	-0.9133399	-0.8769350
silicate	Atlantic	(27.5,27.75]	-0.9179131	-0.9216535	-0.9143924
silicate	Atlantic	(27.75,27.85]	-0.9320676	-0.9414975	-0.9211999
silicate	Atlantic	(27.85,27.95]	-0.9291856	-0.9351179	-0.9241531
silicate	Atlantic	(27.95,28.05]	-0.8996572	-0.9134817	-0.8914787
silicate	Atlantic	(28.05,28.1]	-0.9748453	-0.9768527	-0.9733156
silicate	Atlantic	(28.1,28.15]	-0.9822587	-0.9839867	-0.9803444
silicate	Atlantic	(28.15,28.2]	-0.9581420	-0.9633438	-0.9525578
silicate	Atlantic	(28.2, Inf]	-0.8355062	-0.8456650	-0.8251041
silicate	Indo-Pacific	(-Inf,26]	-0.0890259	-0.1675282	0.0380226
silicate	Indo-Pacific	(26,26.5]	-0.6318021	-0.7217110	-0.5010344
silicate	Indo-Pacific	(26.5,26.75]	-0.7590115	-0.8059878	-0.6919438
silicate	Indo-Pacific	(26.75,27]	-0.7366404	-0.7741515	-0.6796468
silicate	Indo-Pacific	(27,27.25]	-0.6933195	-0.7533805	-0.6120706
silicate	Indo-Pacific	(27.25,27.5]	-0.6086142	-0.7409005	-0.3992008
silicate	Indo-Pacific	(27.5,27.75]	-0.2452240	-0.6375285	0.3319439
silicate	Indo-Pacific	(27.75,27.85]	0.2108753	-0.2984079	0.8030464
silicate	Indo-Pacific	(27.85,27.95]	0.3533272	-0.0712858	0.8309412
silicate	Indo-Pacific	(27.95,28.05]	0.3274719	-0.0586319	0.7621043
silicate	Indo-Pacific	(28.05,28.1]	0.4322530	0.1909189	0.7039461
silicate	Indo-Pacific	(28.1,28.2]	0.4528645	0.2586442	0.6664760
silicate	Indo-Pacific	(28.2,28.3]	0.5803200	0.4909314	0.6800778
silicate	Indo-Pacific	(28.3, Inf]	-0.1273699	-0.2285337	-0.0203274
temp	Atlantic	(-Inf,26]	-0.0124808	-0.1050134	0.1393659
temp	Atlantic	(26,26.5]	-0.2707738	-0.3050239	-0.2472113
temp	Atlantic	(26.5,26.75]	-0.0559532	-0.1170912	0.0071673
temp	Atlantic	(26.75,27]	-0.0179428	-0.1449634	0.0861591
temp	Atlantic	(27,27.25]	0.1388846	0.0286293	0.2730651
temp	Atlantic	(27.25,27.5]	0.1977901	0.0972961	0.3600741
temp	Atlantic	(27.5,27.75]	-0.0596253	-0.0945658	-0.0274895
temp	Atlantic	(27.75,27.85]	0.6233086	0.5703969	0.6656206
temp	Atlantic	(27.85,27.95]	0.7373729	0.7132974	0.7656534
temp	Atlantic	(27.95,28.05]	0.7237738	0.7034907	0.7619362
temp	Atlantic	(28.05,28.1]	0.8373253	0.8239116	0.8548531
temp	Atlantic	(28.1,28.15]	0.8790305	0.8661818	0.8952705
temp	Atlantic	(28.15,28.2]	0.9049701	0.8980917	0.9185716
temp	Atlantic	(28.2, Inf]	0.8533889	0.8353502	0.8797449
temp	Indo-Pacific	(-Inf,26]	-0.4498896	-0.4995875	-0.4088664
temp	Indo-Pacific	(26,26.5]	0.2600764	0.2127808	0.2912236
temp	Indo-Pacific	(26.5,26.75]	0.4362850	0.4300936	0.4431557
temp	Indo-Pacific	(26.75,27]	0.3889728	0.3354898	0.4182612
temp	Indo-Pacific	(27,27.25]	0.4187794	0.3738561	0.4631261
temp	Indo-Pacific	(27.25,27.5]	0.3326965	0.3079690	0.3532662
temp	Indo-Pacific	(27.5,27.75]	0.0584028	-0.0975308	0.3086157
temp	Indo-Pacific	(27.75,27.85]	-0.2537665	-0.6729600	0.3143053
temp	Indo-Pacific	(27.85,27.95]	-0.1800415	-0.5727431	0.3196949
temp	Indo-Pacific	(27.95,28.05]	-0.2101683	-0.5994080	0.2664578
temp	Indo-Pacific	(28.05,28.1]	-0.1035827	-0.3931082	0.2333303
temp	Indo-Pacific	(28.1,28.2]	-0.0873036	-0.3340676	0.2034571
temp	Indo-Pacific	(28.2,28.3]	0.0481167	-0.0972348	0.2255297
temp	Indo-Pacific	(28.3, Inf]	0.3410263	0.1798702	0.5245059

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