eMLR - assumption testing

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Last updated: 2021-07-07

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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
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
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
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
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
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
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]	-0.0188166	-0.0224167	-0.0169279
aou + nitrate	Atlantic	(26,26.5]	0.9821835	0.9818756	0.9825914
aou + nitrate	Atlantic	(26.5,26.75]	0.9501288	0.9490150	0.9511546
aou + nitrate	Atlantic	(26.75,27]	0.9545158	0.9535931	0.9560509
aou + nitrate	Atlantic	(27,27.25]	0.9332489	0.9235474	0.9381627
aou + nitrate	Atlantic	(27.25,27.5]	0.8725234	0.8699112	0.8748827
aou + nitrate	Atlantic	(27.5,27.75]	0.9494277	0.9460599	0.9541406
aou + nitrate	Atlantic	(27.75,27.85]	0.9842487	0.9818974	0.9858548
aou + nitrate	Atlantic	(27.85,27.95]	0.9759967	0.9737698	0.9799813
aou + nitrate	Atlantic	(27.95,28.05]	0.9776720	0.9746855	0.9804643
aou + nitrate	Atlantic	(28.05,28.1]	0.9924954	0.9913784	0.9931045
aou + nitrate	Atlantic	(28.1,28.15]	0.9955580	0.9950088	0.9965114
aou + nitrate	Atlantic	(28.15,28.2]	0.9836824	0.9803916	0.9885989
aou + nitrate	Atlantic	(28.2, Inf]	0.8551888	0.8362070	0.8715928
aou + nitrate	Indo-Pacific	(-Inf,26]	0.4404741	0.4330158	0.4496022
aou + nitrate	Indo-Pacific	(26,26.5]	0.9559847	0.9534333	0.9588564
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9734665	0.9708705	0.9759898
aou + nitrate	Indo-Pacific	(26.75,27]	0.9624238	0.9611389	0.9642866
aou + nitrate	Indo-Pacific	(27,27.25]	0.9494506	0.9461513	0.9511780
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9106840	0.9090663	0.9129076
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9064231	0.9009825	0.9128356
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9658437	0.9651162	0.9663607
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9671347	0.9650267	0.9697675
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9561482	0.9558022	0.9566291
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9537166	0.9522403	0.9556876
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9402161	0.9352018	0.9457690
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.8794980	0.8685449	0.8924717
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9493811	0.9158345	0.9668022
aou + silicate	Atlantic	(-Inf,26]	0.0469575	0.0363077	0.0643625
aou + silicate	Atlantic	(26,26.5]	0.7212372	0.6945175	0.7352057
aou + silicate	Atlantic	(26.5,26.75]	0.4036851	0.3498772	0.4524633
aou + silicate	Atlantic	(26.75,27]	0.5318572	0.4538074	0.6198877
aou + silicate	Atlantic	(27,27.25]	0.5664712	0.4373358	0.7388711
aou + silicate	Atlantic	(27.25,27.5]	0.6810835	0.6720715	0.6865133
aou + silicate	Atlantic	(27.5,27.75]	0.7250935	0.7184114	0.7326060
aou + silicate	Atlantic	(27.75,27.85]	0.9067505	0.8955970	0.9171065
aou + silicate	Atlantic	(27.85,27.95]	0.9603864	0.9576638	0.9649766
aou + silicate	Atlantic	(27.95,28.05]	0.9756684	0.9732902	0.9770296
aou + silicate	Atlantic	(28.05,28.1]	0.9691239	0.9648361	0.9715321
aou + silicate	Atlantic	(28.1,28.15]	0.9566138	0.9517325	0.9607568
aou + silicate	Atlantic	(28.15,28.2]	0.8346850	0.8080887	0.8558280
aou + silicate	Atlantic	(28.2, Inf]	0.1783964	0.0642152	0.2576117
aou + silicate	Indo-Pacific	(-Inf,26]	0.5287294	0.5204092	0.5376558
aou + silicate	Indo-Pacific	(26,26.5]	0.4669333	0.4570765	0.4789360
aou + silicate	Indo-Pacific	(26.5,26.75]	0.5824738	0.5521805	0.6101994
aou + silicate	Indo-Pacific	(26.75,27]	0.8310917	0.8115158	0.8413726
aou + silicate	Indo-Pacific	(27,27.25]	0.9014710	0.8940853	0.9071348
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9269841	0.9247359	0.9290479
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9327318	0.9275676	0.9387688
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9537370	0.9532965	0.9541214
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9314955	0.9251569	0.9365824
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8991943	0.8946551	0.9024234
aou + silicate	Indo-Pacific	(28.05,28.1]	0.8142174	0.8018633	0.8278576
aou + silicate	Indo-Pacific	(28.1,28.2]	0.0794377	0.0582282	0.1114356
aou + silicate	Indo-Pacific	(28.2,28.3]	0.0005654	-0.1240083	0.0755241
aou + silicate	Indo-Pacific	(28.3, Inf]	0.6275323	0.4338741	0.7483422
aou + silicate_star	Atlantic	(-Inf,26]	0.0669102	0.0522201	0.0911992
aou + silicate_star	Atlantic	(26,26.5]	0.4104508	0.2329721	0.5160818
aou + silicate_star	Atlantic	(26.5,26.75]	-0.4393688	-0.5616453	-0.3396691
aou + silicate_star	Atlantic	(26.75,27]	-0.4737298	-0.6049582	-0.3645779
aou + silicate_star	Atlantic	(27,27.25]	-0.2837341	-0.4356529	-0.1774595
aou + silicate_star	Atlantic	(27.25,27.5]	-0.0048224	-0.0157578	0.0066939
aou + silicate_star	Atlantic	(27.5,27.75]	0.3324665	0.3194689	0.3468255
aou + silicate_star	Atlantic	(27.75,27.85]	0.7571842	0.7271242	0.7852439
aou + silicate_star	Atlantic	(27.85,27.95]	0.8933463	0.8874166	0.9028731
aou + silicate_star	Atlantic	(27.95,28.05]	0.9481591	0.9432322	0.9512875
aou + silicate_star	Atlantic	(28.05,28.1]	0.9433904	0.9361184	0.9477968
aou + silicate_star	Atlantic	(28.1,28.15]	0.9227093	0.9136956	0.9296719
aou + silicate_star	Atlantic	(28.15,28.2]	0.7431328	0.7051437	0.7690304
aou + silicate_star	Atlantic	(28.2, Inf]	0.0846469	-0.0259865	0.1648647
aou + silicate_star	Indo-Pacific	(-Inf,26]	0.5288483	0.5211071	0.5376317
aou + silicate_star	Indo-Pacific	(26,26.5]	-0.2135685	-0.2387683	-0.1711765
aou + silicate_star	Indo-Pacific	(26.5,26.75]	-0.5166989	-0.5351037	-0.4940125
aou + silicate_star	Indo-Pacific	(26.75,27]	0.1836328	0.1700903	0.2004654
aou + silicate_star	Indo-Pacific	(27,27.25]	0.6400937	0.6116656	0.6653353
aou + silicate_star	Indo-Pacific	(27.25,27.5]	0.8571573	0.8539033	0.8628631
aou + silicate_star	Indo-Pacific	(27.5,27.75]	0.9027342	0.8948418	0.9116777
aou + silicate_star	Indo-Pacific	(27.75,27.85]	0.9388486	0.9382436	0.9391673
aou + silicate_star	Indo-Pacific	(27.85,27.95]	0.9156653	0.9078471	0.9219011
aou + silicate_star	Indo-Pacific	(27.95,28.05]	0.8787294	0.8729871	0.8827511
aou + silicate_star	Indo-Pacific	(28.05,28.1]	0.7823626	0.7676048	0.7983347
aou + silicate_star	Indo-Pacific	(28.1,28.2]	0.0019559	-0.0233901	0.0390308
aou + silicate_star	Indo-Pacific	(28.2,28.3]	-0.0231610	-0.1495477	0.0531058
aou + silicate_star	Indo-Pacific	(28.3, Inf]	0.6131095	0.4150972	0.7381613
nitrate + silicate	Atlantic	(-Inf,26]	0.8315916	0.8267422	0.8382824
nitrate + silicate	Atlantic	(26,26.5]	0.7987878	0.7771455	0.8110105
nitrate + silicate	Atlantic	(26.5,26.75]	0.5521836	0.5162080	0.5758229
nitrate + silicate	Atlantic	(26.75,27]	0.6138103	0.5474486	0.6946056
nitrate + silicate	Atlantic	(27,27.25]	0.6204609	0.5077859	0.7764181
nitrate + silicate	Atlantic	(27.25,27.5]	0.7777678	0.7659264	0.7911930
nitrate + silicate	Atlantic	(27.5,27.75]	0.8351555	0.8302918	0.8376966
nitrate + silicate	Atlantic	(27.75,27.85]	0.9305727	0.9173067	0.9402541
nitrate + silicate	Atlantic	(27.85,27.95]	0.9480989	0.9450897	0.9515737
nitrate + silicate	Atlantic	(27.95,28.05]	0.9611457	0.9605121	0.9616349
nitrate + silicate	Atlantic	(28.05,28.1]	0.9697090	0.9664130	0.9723063
nitrate + silicate	Atlantic	(28.1,28.15]	0.9623788	0.9585680	0.9655600
nitrate + silicate	Atlantic	(28.15,28.2]	0.8576858	0.8256975	0.8737884
nitrate + silicate	Atlantic	(28.2, Inf]	0.6110928	0.5272992	0.6606778
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8723599	0.8694341	0.8739859
nitrate + silicate	Indo-Pacific	(26,26.5]	0.4840862	0.4760003	0.4982218
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5558050	0.5326275	0.5769190
nitrate + silicate	Indo-Pacific	(26.75,27]	0.7713092	0.7543159	0.7809989
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8481136	0.8396632	0.8565459
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.8879754	0.8845669	0.8921605
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.8736553	0.8691445	0.8792807
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9189657	0.9177605	0.9208298
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9031891	0.8988814	0.9095055
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.8310427	0.8241414	0.8359375
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.7001188	0.6815907	0.7113243
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.0113526	-0.0013341	0.0315004
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.1251427	-0.0286943	0.2319985
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8280829	0.7396342	0.8891457
nitrate + silicate_star	Atlantic	(-Inf,26]	0.7038902	0.6955825	0.7193565
nitrate + silicate_star	Atlantic	(26,26.5]	0.5091441	0.3416953	0.6099086
nitrate + silicate_star	Atlantic	(26.5,26.75]	-0.3182322	-0.4832740	-0.1877334
nitrate + silicate_star	Atlantic	(26.75,27]	-0.4319761	-0.5836678	-0.3007715
nitrate + silicate_star	Atlantic	(27,27.25]	-0.2888209	-0.4798962	-0.1414228
nitrate + silicate_star	Atlantic	(27.25,27.5]	-0.0098332	-0.0281513	0.0152023
nitrate + silicate_star	Atlantic	(27.5,27.75]	0.4652149	0.4571055	0.4783468
nitrate + silicate_star	Atlantic	(27.75,27.85]	0.7850888	0.7522178	0.8129026
nitrate + silicate_star	Atlantic	(27.85,27.95]	0.8571455	0.8475921	0.8677873
nitrate + silicate_star	Atlantic	(27.95,28.05]	0.9164886	0.9161520	0.9168830
nitrate + silicate_star	Atlantic	(28.05,28.1]	0.9411967	0.9348457	0.9461025
nitrate + silicate_star	Atlantic	(28.1,28.15]	0.9288645	0.9216662	0.9343130
nitrate + silicate_star	Atlantic	(28.15,28.2]	0.7669607	0.7215184	0.7912246
nitrate + silicate_star	Atlantic	(28.2, Inf]	0.5304274	0.4440021	0.5808406
nitrate + silicate_star	Indo-Pacific	(-Inf,26]	0.7849514	0.7776565	0.7886019
nitrate + silicate_star	Indo-Pacific	(26,26.5]	-0.2282156	-0.2531182	-0.1923554
nitrate + silicate_star	Indo-Pacific	(26.5,26.75]	-0.5728199	-0.5914964	-0.5553341
nitrate + silicate_star	Indo-Pacific	(26.75,27]	0.0458815	0.0399715	0.0570960
nitrate + silicate_star	Indo-Pacific	(27,27.25]	0.5096049	0.4759494	0.5411858
nitrate + silicate_star	Indo-Pacific	(27.25,27.5]	0.7563975	0.7499170	0.7644732
nitrate + silicate_star	Indo-Pacific	(27.5,27.75]	0.8074909	0.7998189	0.8130515
nitrate + silicate_star	Indo-Pacific	(27.75,27.85]	0.8943330	0.8927484	0.8961260
nitrate + silicate_star	Indo-Pacific	(27.85,27.95]	0.8805902	0.8748284	0.8885276
nitrate + silicate_star	Indo-Pacific	(27.95,28.05]	0.8013958	0.7931209	0.8068380
nitrate + silicate_star	Indo-Pacific	(28.05,28.1]	0.6584162	0.6371403	0.6718063
nitrate + silicate_star	Indo-Pacific	(28.1,28.2]	-0.0708706	-0.0873919	-0.0458724
nitrate + silicate_star	Indo-Pacific	(28.2,28.3]	0.0985754	-0.0574475	0.2070251
nitrate + silicate_star	Indo-Pacific	(28.3, Inf]	0.8174002	0.7252472	0.8820288
oxygen + aou	Atlantic	(-Inf,26]	-0.9652862	-0.9657682	-0.9649613
oxygen + aou	Atlantic	(26,26.5]	-0.6590407	-0.6664244	-0.6484421
oxygen + aou	Atlantic	(26.5,26.75]	-0.9455715	-0.9508173	-0.9361444
oxygen + aou	Atlantic	(26.75,27]	-0.9700841	-0.9712495	-0.9686365
oxygen + aou	Atlantic	(27,27.25]	-0.9782085	-0.9809887	-0.9758676
oxygen + aou	Atlantic	(27.25,27.5]	-0.9609212	-0.9613974	-0.9600033
oxygen + aou	Atlantic	(27.5,27.75]	-0.9605906	-0.9639959	-0.9562538
oxygen + aou	Atlantic	(27.75,27.85]	-0.9814605	-0.9836682	-0.9778618
oxygen + aou	Atlantic	(27.85,27.95]	-0.9744824	-0.9813364	-0.9701830
oxygen + aou	Atlantic	(27.95,28.05]	-0.9824411	-0.9852340	-0.9801465
oxygen + aou	Atlantic	(28.05,28.1]	-0.9964787	-0.9967926	-0.9961137
oxygen + aou	Atlantic	(28.1,28.15]	-0.9985446	-0.9987525	-0.9983430
oxygen + aou	Atlantic	(28.15,28.2]	-0.9950174	-0.9971362	-0.9926810
oxygen + aou	Atlantic	(28.2, Inf]	-0.9875879	-0.9898940	-0.9856701
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9748755	-0.9757549	-0.9732182
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9728906	-0.9747763	-0.9707844
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9914088	-0.9918457	-0.9911109
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9920034	-0.9924788	-0.9914486
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9951271	-0.9953182	-0.9948728
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9949732	-0.9951274	-0.9946939
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9946968	-0.9950134	-0.9944706
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9948669	-0.9951392	-0.9945589
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9953873	-0.9958194	-0.9947102
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9930852	-0.9934865	-0.9927312
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9943846	-0.9947071	-0.9940569
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9858074	-0.9867041	-0.9844200
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9608050	-0.9674627	-0.9526705
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9972747	-0.9992426	-0.9961005
oxygen + nitrate	Atlantic	(-Inf,26]	0.1581472	0.1483487	0.1677762
oxygen + nitrate	Atlantic	(26,26.5]	-0.5964026	-0.6042749	-0.5915547
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8281884	-0.8396621	-0.8078448
oxygen + nitrate	Atlantic	(26.75,27]	-0.8642678	-0.8661152	-0.8631161
oxygen + nitrate	Atlantic	(27,27.25]	-0.8436565	-0.8576979	-0.8232086
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.7153565	-0.7180377	-0.7104746
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.8450171	-0.8565799	-0.8358313
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.9427312	-0.9489881	-0.9302902
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.9266604	-0.9474198	-0.9146952
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9412049	-0.9533450	-0.9346270
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9823690	-0.9837021	-0.9802483
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9914224	-0.9925723	-0.9906962
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9736368	-0.9807236	-0.9681769
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7922060	-0.8180525	-0.7605976
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.4372748	-0.4440960	-0.4302232
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.9014744	-0.9079798	-0.8966651
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.9523039	-0.9555898	-0.9474990
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.9413496	-0.9446621	-0.9388537
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.9302399	-0.9324649	-0.9268253
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.8840935	-0.8856822	-0.8827068
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.8828618	-0.8891208	-0.8785321
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9418056	-0.9428455	-0.9411318
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9457567	-0.9497580	-0.9414655
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9227671	-0.9239070	-0.9210640
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9236816	-0.9264116	-0.9210382
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.8791666	-0.8898675	-0.8695114
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.7790551	-0.8047105	-0.7492785
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9587593	-0.9776570	-0.9263745
oxygen + silicate	Atlantic	(-Inf,26]	0.0770071	0.0500749	0.0930410
oxygen + silicate	Atlantic	(26,26.5]	-0.2461109	-0.2772682	-0.2055293
oxygen + silicate	Atlantic	(26.5,26.75]	-0.2134070	-0.3020614	-0.1561007
oxygen + silicate	Atlantic	(26.75,27]	-0.4072303	-0.4923173	-0.3255309
oxygen + silicate	Atlantic	(27,27.25]	-0.4770151	-0.6662637	-0.3310649
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5454129	-0.5508189	-0.5354710
oxygen + silicate	Atlantic	(27.5,27.75]	-0.5633692	-0.5781314	-0.5474903
oxygen + silicate	Atlantic	(27.75,27.85]	-0.8348834	-0.8512011	-0.8261537
oxygen + silicate	Atlantic	(27.85,27.95]	-0.8957577	-0.9165642	-0.8811551
oxygen + silicate	Atlantic	(27.95,28.05]	-0.9488011	-0.9491902	-0.9481107
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9657687	-0.9684762	-0.9605508
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9555673	-0.9607884	-0.9489870
oxygen + silicate	Atlantic	(28.15,28.2]	-0.8354741	-0.8496946	-0.8177216
oxygen + silicate	Atlantic	(28.2, Inf]	-0.0747064	-0.1713376	0.0493030
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.4606218	-0.4721060	-0.4470226
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.3188180	-0.3348428	-0.3100807
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.5120322	-0.5435382	-0.4778716
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7892783	-0.8032719	-0.7639103
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8742907	-0.8789515	-0.8665097
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.8984605	-0.9013341	-0.8947638
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9096498	-0.9169655	-0.9031289
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9487123	-0.9490596	-0.9482037
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9251940	-0.9310729	-0.9195739
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.8909979	-0.8955979	-0.8863519
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.8232526	-0.8397645	-0.8107804
oxygen + silicate	Indo-Pacific	(28.1,28.2]	-0.1204144	-0.1625102	-0.0927512
oxygen + silicate	Indo-Pacific	(28.2,28.3]	0.0704075	0.0082418	0.1871728
oxygen + silicate	Indo-Pacific	(28.3, Inf]	-0.6550922	-0.7821180	-0.4674995
oxygen + silicate_star	Atlantic	(-Inf,26]	0.0415548	0.0091986	0.0586666
oxygen + silicate_star	Atlantic	(26,26.5]	0.0223436	-0.0802910	0.1789695
oxygen + silicate_star	Atlantic	(26.5,26.75]	0.5404030	0.4736644	0.6000700
oxygen + silicate_star	Atlantic	(26.75,27]	0.5133237	0.4275277	0.6247811
oxygen + silicate_star	Atlantic	(27,27.25]	0.2993092	0.2358028	0.4111445
oxygen + silicate_star	Atlantic	(27.25,27.5]	0.0246606	0.0181568	0.0305356
oxygen + silicate_star	Atlantic	(27.5,27.75]	-0.1639624	-0.1689905	-0.1549128
oxygen + silicate_star	Atlantic	(27.75,27.85]	-0.6683160	-0.7012080	-0.6423288
oxygen + silicate_star	Atlantic	(27.85,27.95]	-0.8221861	-0.8464453	-0.8062723
oxygen + silicate_star	Atlantic	(27.95,28.05]	-0.9265896	-0.9302811	-0.9196719
oxygen + silicate_star	Atlantic	(28.05,28.1]	-0.9428016	-0.9470619	-0.9346535
oxygen + silicate_star	Atlantic	(28.1,28.15]	-0.9228687	-0.9312732	-0.9114683
oxygen + silicate_star	Atlantic	(28.15,28.2]	-0.7470532	-0.7637701	-0.7210194
oxygen + silicate_star	Atlantic	(28.2, Inf]	0.0186610	-0.0787385	0.1372239
oxygen + silicate_star	Indo-Pacific	(-Inf,26]	-0.4435614	-0.4565240	-0.4291327
oxygen + silicate_star	Indo-Pacific	(26,26.5]	0.3365510	0.3011158	0.3543314
oxygen + silicate_star	Indo-Pacific	(26.5,26.75]	0.5624242	0.5385721	0.5811077
oxygen + silicate_star	Indo-Pacific	(26.75,27]	-0.1426243	-0.1624329	-0.1223293
oxygen + silicate_star	Indo-Pacific	(27,27.25]	-0.6126255	-0.6362877	-0.5840907
oxygen + silicate_star	Indo-Pacific	(27.25,27.5]	-0.8300642	-0.8366346	-0.8250708
oxygen + silicate_star	Indo-Pacific	(27.5,27.75]	-0.8806809	-0.8909026	-0.8714342
oxygen + silicate_star	Indo-Pacific	(27.75,27.85]	-0.9367113	-0.9369305	-0.9364623
oxygen + silicate_star	Indo-Pacific	(27.85,27.95]	-0.9111989	-0.9181280	-0.9041200
oxygen + silicate_star	Indo-Pacific	(27.95,28.05]	-0.8729954	-0.8783840	-0.8671053
oxygen + silicate_star	Indo-Pacific	(28.05,28.1]	-0.7942743	-0.8133117	-0.7793910
oxygen + silicate_star	Indo-Pacific	(28.1,28.2]	-0.0478453	-0.0951585	-0.0158119
oxygen + silicate_star	Indo-Pacific	(28.2,28.3]	0.0916386	0.0291931	0.2101073
oxygen + silicate_star	Indo-Pacific	(28.3, Inf]	-0.6411103	-0.7725753	-0.4491651
sal + aou	Atlantic	(-Inf,26]	-0.9731157	-0.9743946	-0.9720462
sal + aou	Atlantic	(26,26.5]	-0.5045120	-0.5201922	-0.4748795
sal + aou	Atlantic	(26.5,26.75]	-0.2383235	-0.2876600	-0.1910631
sal + aou	Atlantic	(26.75,27]	-0.2025485	-0.2726527	-0.1559855
sal + aou	Atlantic	(27,27.25]	-0.0214472	-0.0428724	0.0090845
sal + aou	Atlantic	(27.25,27.5]	-0.0516271	-0.0774048	-0.0275157
sal + aou	Atlantic	(27.5,27.75]	-0.3740809	-0.3967360	-0.3575412
sal + aou	Atlantic	(27.75,27.85]	-0.5219947	-0.5561223	-0.4982648
sal + aou	Atlantic	(27.85,27.95]	-0.5969045	-0.6366894	-0.5717448
sal + aou	Atlantic	(27.95,28.05]	-0.7727389	-0.7999157	-0.7577711
sal + aou	Atlantic	(28.05,28.1]	-0.9126657	-0.9178688	-0.9027991
sal + aou	Atlantic	(28.1,28.15]	-0.9199019	-0.9282849	-0.9073035
sal + aou	Atlantic	(28.15,28.2]	-0.7399898	-0.8589711	-0.5800967
sal + aou	Atlantic	(28.2, Inf]	-0.5190628	-0.5911056	-0.4050809
sal + aou	Indo-Pacific	(-Inf,26]	-0.9477692	-0.9486241	-0.9460760
sal + aou	Indo-Pacific	(26,26.5]	-0.0962354	-0.1049047	-0.0801755
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1575639	-0.1844981	-0.1227911
sal + aou	Indo-Pacific	(26.75,27]	0.1124700	0.1070902	0.1183520
sal + aou	Indo-Pacific	(27,27.25]	0.3490193	0.3109846	0.3701827
sal + aou	Indo-Pacific	(27.25,27.5]	0.4000277	0.3890666	0.4124694
sal + aou	Indo-Pacific	(27.5,27.75]	0.2377031	0.2256436	0.2491423
sal + aou	Indo-Pacific	(27.75,27.85]	0.0037336	-0.0195798	0.0285584
sal + aou	Indo-Pacific	(27.85,27.95]	-0.2297522	-0.2665478	-0.1891789
sal + aou	Indo-Pacific	(27.95,28.05]	-0.4414812	-0.4596314	-0.4228021
sal + aou	Indo-Pacific	(28.05,28.1]	-0.5889479	-0.6073764	-0.5720004
sal + aou	Indo-Pacific	(28.1,28.2]	-0.1449037	-0.1813455	-0.0872606
sal + aou	Indo-Pacific	(28.2,28.3]	0.2209938	0.1909208	0.2780240
sal + aou	Indo-Pacific	(28.3, Inf]	0.1340631	-0.2845896	0.8924841
sal + nitrate	Atlantic	(-Inf,26]	0.2375942	0.2305599	0.2411562
sal + nitrate	Atlantic	(26,26.5]	-0.5192161	-0.5363371	-0.4861703
sal + nitrate	Atlantic	(26.5,26.75]	-0.4071250	-0.4650572	-0.3606112
sal + nitrate	Atlantic	(26.75,27]	-0.4294658	-0.4989816	-0.3868127
sal + nitrate	Atlantic	(27,27.25]	-0.3450078	-0.3781089	-0.3042137
sal + nitrate	Atlantic	(27.25,27.5]	-0.4825666	-0.5057863	-0.4677454
sal + nitrate	Atlantic	(27.5,27.75]	-0.5657680	-0.5849705	-0.5452372
sal + nitrate	Atlantic	(27.75,27.85]	-0.5873917	-0.6052422	-0.5725769
sal + nitrate	Atlantic	(27.85,27.95]	-0.6287272	-0.6405581	-0.6214769
sal + nitrate	Atlantic	(27.95,28.05]	-0.8004271	-0.8078249	-0.7923738
sal + nitrate	Atlantic	(28.05,28.1]	-0.9401099	-0.9449421	-0.9324174
sal + nitrate	Atlantic	(28.1,28.15]	-0.9419978	-0.9495323	-0.9310867
sal + nitrate	Atlantic	(28.15,28.2]	-0.7579641	-0.9009632	-0.5696185
sal + nitrate	Atlantic	(28.2, Inf]	-0.8747560	-0.9157653	-0.8206375
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.1519559	-0.1661040	-0.1381563
sal + nitrate	Indo-Pacific	(26,26.5]	-0.2205515	-0.2245853	-0.2129922
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.2605536	-0.2804092	-0.2388917
sal + nitrate	Indo-Pacific	(26.75,27]	-0.0104911	-0.0120927	-0.0074400
sal + nitrate	Indo-Pacific	(27,27.25]	0.1943354	0.1616404	0.2141989
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1366581	0.1229930	0.1463823
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.0444594	-0.0613200	-0.0277860
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2050168	-0.2227242	-0.1832858
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.4063588	-0.4397564	-0.3759738
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.6245094	-0.6317383	-0.6115723
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.7034865	-0.7172107	-0.6800170
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.2625090	-0.3038716	-0.1875090
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.1628681	-0.2205653	-0.0788011
sal + nitrate	Indo-Pacific	(28.3, Inf]	-0.0504048	-0.5789246	0.7521394
sal + oxygen	Atlantic	(-Inf,26]	0.9578294	0.9530094	0.9615212
sal + oxygen	Atlantic	(26,26.5]	-0.2711497	-0.3227274	-0.2450865
sal + oxygen	Atlantic	(26.5,26.75]	-0.0797263	-0.1115985	-0.0559249
sal + oxygen	Atlantic	(26.75,27]	-0.0338230	-0.0802586	0.0430377
sal + oxygen	Atlantic	(27,27.25]	-0.1787207	-0.1961826	-0.1583720
sal + oxygen	Atlantic	(27.25,27.5]	-0.2180324	-0.2397952	-0.1917972
sal + oxygen	Atlantic	(27.5,27.75]	0.1201042	0.0871874	0.1565656
sal + oxygen	Atlantic	(27.75,27.85]	0.3603373	0.3168905	0.4039421
sal + oxygen	Atlantic	(27.85,27.95]	0.4161024	0.3693775	0.4901651
sal + oxygen	Atlantic	(27.95,28.05]	0.6502339	0.6256202	0.6952398
sal + oxygen	Atlantic	(28.05,28.1]	0.8789713	0.8651926	0.8864716
sal + oxygen	Atlantic	(28.1,28.15]	0.9004973	0.8861292	0.9086812
sal + oxygen	Atlantic	(28.15,28.2]	0.6794763	0.4870078	0.8253639
sal + oxygen	Atlantic	(28.2, Inf]	0.4165019	0.2773060	0.4972712
sal + oxygen	Indo-Pacific	(-Inf,26]	0.9036901	0.8983819	0.9069955
sal + oxygen	Indo-Pacific	(26,26.5]	-0.1229335	-0.1384243	-0.1066449
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0319152	-0.0055261	0.0582479
sal + oxygen	Indo-Pacific	(26.75,27]	-0.2311015	-0.2363840	-0.2222302
sal + oxygen	Indo-Pacific	(27,27.25]	-0.4324668	-0.4522565	-0.3984151
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.4776234	-0.4883322	-0.4657265
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.3123898	-0.3247051	-0.2975280
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.0958786	-0.1228928	-0.0726558
sal + oxygen	Indo-Pacific	(27.85,27.95]	0.1485189	0.1008099	0.1882074
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.3491488	0.3259475	0.3683489
sal + oxygen	Indo-Pacific	(28.05,28.1]	0.5206533	0.4996052	0.5436979
sal + oxygen	Indo-Pacific	(28.1,28.2]	0.0784380	0.0230454	0.1240822
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.4311595	-0.4724135	-0.3971712
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.1229550	-0.8833181	0.2810286
sal + silicate	Atlantic	(-Inf,26]	0.1352074	0.1169732	0.1520154
sal + silicate	Atlantic	(26,26.5]	-0.5057825	-0.5203823	-0.4967605
sal + silicate	Atlantic	(26.5,26.75]	-0.4530574	-0.5097512	-0.3837055
sal + silicate	Atlantic	(26.75,27]	-0.4423715	-0.4533506	-0.4230957
sal + silicate	Atlantic	(27,27.25]	-0.3105870	-0.3701302	-0.2548519
sal + silicate	Atlantic	(27.25,27.5]	-0.4132536	-0.4244833	-0.4036076
sal + silicate	Atlantic	(27.5,27.75]	-0.6868696	-0.7069476	-0.6752406
sal + silicate	Atlantic	(27.75,27.85]	-0.7222087	-0.7291762	-0.7097766
sal + silicate	Atlantic	(27.85,27.95]	-0.7108081	-0.7266413	-0.7006093
sal + silicate	Atlantic	(27.95,28.05]	-0.7692783	-0.7933114	-0.7552174
sal + silicate	Atlantic	(28.05,28.1]	-0.8987352	-0.9059977	-0.8898824
sal + silicate	Atlantic	(28.1,28.15]	-0.8983474	-0.9120707	-0.8821372
sal + silicate	Atlantic	(28.15,28.2]	-0.5712746	-0.7583352	-0.3152968
sal + silicate	Atlantic	(28.2, Inf]	-0.8093646	-0.8805502	-0.7377494
sal + silicate	Indo-Pacific	(-Inf,26]	-0.2968325	-0.3059400	-0.2864539
sal + silicate	Indo-Pacific	(26,26.5]	-0.4913759	-0.5163163	-0.4686937
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.4911598	-0.5053913	-0.4837736
sal + silicate	Indo-Pacific	(26.75,27]	-0.1456715	-0.1814412	-0.1235157
sal + silicate	Indo-Pacific	(27,27.25]	0.1330582	0.0918357	0.1571578
sal + silicate	Indo-Pacific	(27.25,27.5]	0.1956092	0.1892177	0.2059510
sal + silicate	Indo-Pacific	(27.5,27.75]	0.1463884	0.1375187	0.1602192
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0214927	-0.0045708	0.0448103
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.1782426	-0.2084948	-0.1486126
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.3528671	-0.3765023	-0.3380471
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.5592367	-0.5830243	-0.5277733
sal + silicate	Indo-Pacific	(28.1,28.2]	-0.5185190	-0.5746959	-0.4254505
sal + silicate	Indo-Pacific	(28.2,28.3]	-0.0676354	-0.0879639	-0.0523994
sal + silicate	Indo-Pacific	(28.3, Inf]	-0.3090336	-0.8972042	0.3052259
sal + silicate_star	Atlantic	(-Inf,26]	0.0873937	0.0607752	0.1095959
sal + silicate_star	Atlantic	(26,26.5]	-0.3964543	-0.4301503	-0.3437371
sal + silicate_star	Atlantic	(26.5,26.75]	-0.1279446	-0.2529156	0.0243501
sal + silicate_star	Atlantic	(26.75,27]	-0.0176178	-0.1245044	0.0389269
sal + silicate_star	Atlantic	(27,27.25]	-0.0206820	-0.1696411	0.1200215
sal + silicate_star	Atlantic	(27.25,27.5]	-0.0554921	-0.0751134	-0.0363358
sal + silicate_star	Atlantic	(27.5,27.75]	-0.6078982	-0.6218235	-0.5904158
sal + silicate_star	Atlantic	(27.75,27.85]	-0.7582343	-0.7681970	-0.7432222
sal + silicate_star	Atlantic	(27.85,27.95]	-0.7247135	-0.7451616	-0.7088236
sal + silicate_star	Atlantic	(27.95,28.05]	-0.7335227	-0.7646542	-0.7174824
sal + silicate_star	Atlantic	(28.05,28.1]	-0.8669959	-0.8770997	-0.8561681
sal + silicate_star	Atlantic	(28.1,28.15]	-0.8637723	-0.8793078	-0.8467966
sal + silicate_star	Atlantic	(28.15,28.2]	-0.4841460	-0.6734865	-0.2206985
sal + silicate_star	Atlantic	(28.2, Inf]	-0.7583841	-0.8306890	-0.6860305
sal + silicate_star	Indo-Pacific	(-Inf,26]	-0.3274606	-0.3342438	-0.3186300
sal + silicate_star	Indo-Pacific	(26,26.5]	-0.3775590	-0.3983734	-0.3506427
sal + silicate_star	Indo-Pacific	(26.5,26.75]	-0.1917884	-0.2096158	-0.1721241
sal + silicate_star	Indo-Pacific	(26.75,27]	-0.2157414	-0.2629196	-0.1829909
sal + silicate_star	Indo-Pacific	(27,27.25]	0.0471599	0.0115187	0.0698505
sal + silicate_star	Indo-Pacific	(27.25,27.5]	0.2090270	0.2007589	0.2188583
sal + silicate_star	Indo-Pacific	(27.5,27.75]	0.1887384	0.1829409	0.1991361
sal + silicate_star	Indo-Pacific	(27.75,27.85]	0.0547859	0.0286133	0.0772101
sal + silicate_star	Indo-Pacific	(27.85,27.95]	-0.1494254	-0.1782056	-0.1205454
sal + silicate_star	Indo-Pacific	(27.95,28.05]	-0.3218358	-0.3460437	-0.3059868
sal + silicate_star	Indo-Pacific	(28.05,28.1]	-0.5335096	-0.5564869	-0.5003789
sal + silicate_star	Indo-Pacific	(28.1,28.2]	-0.4956991	-0.5482409	-0.4017076
sal + silicate_star	Indo-Pacific	(28.2,28.3]	-0.0634089	-0.0855862	-0.0477226
sal + silicate_star	Indo-Pacific	(28.3, Inf]	-0.3158958	-0.8996626	0.2861724
sal + temp	Atlantic	(-Inf,26]	0.7121329	0.7058548	0.7189570
sal + temp	Atlantic	(26,26.5]	0.9614640	0.9581324	0.9652855
sal + temp	Atlantic	(26.5,26.75]	0.9818665	0.9804942	0.9827749
sal + temp	Atlantic	(26.75,27]	0.9786073	0.9772333	0.9795697
sal + temp	Atlantic	(27,27.25]	0.9687697	0.9642368	0.9732302
sal + temp	Atlantic	(27.25,27.5]	0.9717317	0.9711184	0.9722058
sal + temp	Atlantic	(27.5,27.75]	0.9233341	0.9206685	0.9269613
sal + temp	Atlantic	(27.75,27.85]	0.9440296	0.9386376	0.9489451
sal + temp	Atlantic	(27.85,27.95]	0.9404882	0.9336800	0.9460941
sal + temp	Atlantic	(27.95,28.05]	0.9545153	0.9497089	0.9604459
sal + temp	Atlantic	(28.05,28.1]	0.9760418	0.9751396	0.9777434
sal + temp	Atlantic	(28.1,28.15]	0.9786539	0.9782081	0.9795148
sal + temp	Atlantic	(28.15,28.2]	0.9387234	0.9336995	0.9473213
sal + temp	Atlantic	(28.2, Inf]	0.3186871	0.2356677	0.4626587
sal + temp	Indo-Pacific	(-Inf,26]	0.8307102	0.8280679	0.8325055
sal + temp	Indo-Pacific	(26,26.5]	0.9502998	0.9488690	0.9511200
sal + temp	Indo-Pacific	(26.5,26.75]	0.9729929	0.9725855	0.9733827
sal + temp	Indo-Pacific	(26.75,27]	0.9558721	0.9547471	0.9567969
sal + temp	Indo-Pacific	(27,27.25]	0.9168496	0.9135667	0.9208577
sal + temp	Indo-Pacific	(27.25,27.5]	0.8792114	0.8747458	0.8848549
sal + temp	Indo-Pacific	(27.5,27.75]	0.7615057	0.7487294	0.7683250
sal + temp	Indo-Pacific	(27.75,27.85]	0.9145708	0.9116862	0.9174179
sal + temp	Indo-Pacific	(27.85,27.95]	0.8453009	0.8405304	0.8529137
sal + temp	Indo-Pacific	(27.95,28.05]	0.8249003	0.8182808	0.8333318
sal + temp	Indo-Pacific	(28.05,28.1]	0.7472644	0.7442882	0.7514669
sal + temp	Indo-Pacific	(28.1,28.2]	0.3811030	0.3462713	0.4216078
sal + temp	Indo-Pacific	(28.2,28.3]	0.8170126	0.7974939	0.8414117
sal + temp	Indo-Pacific	(28.3, Inf]	0.0995815	-0.2897176	0.8583606
silicate + silicate_star	Atlantic	(-Inf,26]	0.9798306	0.9781496	0.9817674
silicate + silicate_star	Atlantic	(26,26.5]	0.9207025	0.8569896	0.9582633
silicate + silicate_star	Atlantic	(26.5,26.75]	0.6043889	0.4374810	0.7443259
silicate + silicate_star	Atlantic	(26.75,27]	0.4316917	0.1787209	0.6334336
silicate + silicate_star	Atlantic	(27,27.25]	0.5371757	0.1803063	0.7810123
silicate + silicate_star	Atlantic	(27.25,27.5]	0.6206977	0.6084058	0.6301636
silicate + silicate_star	Atlantic	(27.5,27.75]	0.8752739	0.8686558	0.8865976
silicate + silicate_star	Atlantic	(27.75,27.85]	0.9572854	0.9523820	0.9626267
silicate + silicate_star	Atlantic	(27.85,27.95]	0.9764347	0.9744723	0.9785319
silicate + silicate_star	Atlantic	(27.95,28.05]	0.9913114	0.9912082	0.9915016
silicate + silicate_star	Atlantic	(28.05,28.1]	0.9952127	0.9946938	0.9955925
silicate + silicate_star	Atlantic	(28.1,28.15]	0.9945654	0.9940023	0.9948776
silicate + silicate_star	Atlantic	(28.15,28.2]	0.9877168	0.9863452	0.9888183
silicate + silicate_star	Atlantic	(28.2, Inf]	0.9951144	0.9948065	0.9954568
silicate + silicate_star	Indo-Pacific	(-Inf,26]	0.9876356	0.9867244	0.9881421
silicate + silicate_star	Indo-Pacific	(26,26.5]	0.7408934	0.7127054	0.7714605
silicate + silicate_star	Indo-Pacific	(26.5,26.75]	0.3626892	0.3392013	0.3899747
silicate + silicate_star	Indo-Pacific	(26.75,27]	0.6709278	0.6557088	0.6861381
silicate + silicate_star	Indo-Pacific	(27,27.25]	0.8879841	0.8772853	0.8975160
silicate + silicate_star	Indo-Pacific	(27.25,27.5]	0.9724672	0.9705480	0.9736181
silicate + silicate_star	Indo-Pacific	(27.5,27.75]	0.9924626	0.9920125	0.9931744
silicate + silicate_star	Indo-Pacific	(27.75,27.85]	0.9982881	0.9982458	0.9983583
silicate + silicate_star	Indo-Pacific	(27.85,27.95]	0.9987481	0.9986416	0.9988498
silicate + silicate_star	Indo-Pacific	(27.95,28.05]	0.9986814	0.9986081	0.9987392
silicate + silicate_star	Indo-Pacific	(28.05,28.1]	0.9983834	0.9982510	0.9985024
silicate + silicate_star	Indo-Pacific	(28.1,28.2]	0.9966090	0.9962897	0.9970066
silicate + silicate_star	Indo-Pacific	(28.2,28.3]	0.9996374	0.9995859	0.9996724
silicate + silicate_star	Indo-Pacific	(28.3, Inf]	0.9998196	0.9997767	0.9998826
temp + aou	Atlantic	(-Inf,26]	-0.8146199	-0.8159275	-0.8129660
temp + aou	Atlantic	(26,26.5]	-0.6144596	-0.6416087	-0.5744545
temp + aou	Atlantic	(26.5,26.75]	-0.2844277	-0.3219153	-0.2476343
temp + aou	Atlantic	(26.75,27]	-0.2269928	-0.2959883	-0.1873243
temp + aou	Atlantic	(27,27.25]	0.0097846	-0.0203455	0.0325158
temp + aou	Atlantic	(27.25,27.5]	0.0108256	-0.0048814	0.0349964
temp + aou	Atlantic	(27.5,27.75]	-0.2487562	-0.2783250	-0.2252544
temp + aou	Atlantic	(27.75,27.85]	-0.4250762	-0.4600563	-0.4002853
temp + aou	Atlantic	(27.85,27.95]	-0.5085765	-0.5513904	-0.4818838
temp + aou	Atlantic	(27.95,28.05]	-0.7022538	-0.7291049	-0.6788417
temp + aou	Atlantic	(28.05,28.1]	-0.8851350	-0.8928368	-0.8701281
temp + aou	Atlantic	(28.1,28.15]	-0.9329582	-0.9420414	-0.9274393
temp + aou	Atlantic	(28.15,28.2]	-0.7622592	-0.8658937	-0.6284989
temp + aou	Atlantic	(28.2, Inf]	0.4253003	0.3870388	0.4545834
temp + aou	Indo-Pacific	(-Inf,26]	-0.9188320	-0.9204630	-0.9170767
temp + aou	Indo-Pacific	(26,26.5]	-0.1892030	-0.2070931	-0.1744044
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1586168	-0.1828749	-0.1301593
temp + aou	Indo-Pacific	(26.75,27]	0.0392493	0.0337574	0.0481433
temp + aou	Indo-Pacific	(27,27.25]	0.2141380	0.1817694	0.2325321
temp + aou	Indo-Pacific	(27.25,27.5]	0.3198172	0.3028269	0.3321170
temp + aou	Indo-Pacific	(27.5,27.75]	0.1980318	0.1697637	0.2185036
temp + aou	Indo-Pacific	(27.75,27.85]	0.0720813	0.0446453	0.1000960
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0696920	-0.0848501	-0.0411816
temp + aou	Indo-Pacific	(27.95,28.05]	-0.2062414	-0.2315384	-0.1836830
temp + aou	Indo-Pacific	(28.05,28.1]	-0.2930199	-0.3342310	-0.2676787
temp + aou	Indo-Pacific	(28.1,28.2]	-0.1848869	-0.2317699	-0.1000786
temp + aou	Indo-Pacific	(28.2,28.3]	0.2112606	0.1569775	0.2404373
temp + aou	Indo-Pacific	(28.3, Inf]	0.9683197	0.9506558	0.9914075
temp + nitrate	Atlantic	(-Inf,26]	-0.4400798	-0.4536753	-0.4207048
temp + nitrate	Atlantic	(26,26.5]	-0.6422503	-0.6676113	-0.5976848
temp + nitrate	Atlantic	(26.5,26.75]	-0.4720733	-0.5191679	-0.4358973
temp + nitrate	Atlantic	(26.75,27]	-0.4663719	-0.5348198	-0.4314548
temp + nitrate	Atlantic	(27,27.25]	-0.3259960	-0.3427379	-0.2926015
temp + nitrate	Atlantic	(27.25,27.5]	-0.4332088	-0.4416887	-0.4243997
temp + nitrate	Atlantic	(27.5,27.75]	-0.4673741	-0.4906177	-0.4545300
temp + nitrate	Atlantic	(27.75,27.85]	-0.5257326	-0.5439329	-0.5116922
temp + nitrate	Atlantic	(27.85,27.95]	-0.5858104	-0.5994572	-0.5757972
temp + nitrate	Atlantic	(27.95,28.05]	-0.7591501	-0.7649432	-0.7479949
temp + nitrate	Atlantic	(28.05,28.1]	-0.9153185	-0.9218201	-0.9033688
temp + nitrate	Atlantic	(28.1,28.15]	-0.9465287	-0.9568163	-0.9401390
temp + nitrate	Atlantic	(28.15,28.2]	-0.7833023	-0.8886753	-0.6616113
temp + nitrate	Atlantic	(28.2, Inf]	0.0707401	0.0306658	0.1231516
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5827693	-0.5873739	-0.5793432
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3076328	-0.3210899	-0.3007046
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.2575403	-0.2738123	-0.2429272
temp + nitrate	Indo-Pacific	(26.75,27]	-0.0756146	-0.0813737	-0.0699327
temp + nitrate	Indo-Pacific	(27,27.25]	0.0561498	0.0253546	0.0772261
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0838612	0.0666367	0.0935355
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.0046101	-0.0199788	0.0199278
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.1203855	-0.1402375	-0.0961275
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2457689	-0.2589808	-0.2219428
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.4215527	-0.4380592	-0.4040136
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.5044143	-0.5457744	-0.4674344
temp + nitrate	Indo-Pacific	(28.1,28.2]	-0.4537386	-0.5047570	-0.3840252
temp + nitrate	Indo-Pacific	(28.2,28.3]	-0.0479543	-0.1191098	-0.0092881
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9584588	0.9178975	0.9811974
temp + oxygen	Atlantic	(-Inf,26]	0.6479743	0.6467166	0.6498232
temp + oxygen	Atlantic	(26,26.5]	-0.1780597	-0.2416752	-0.1344301
temp + oxygen	Atlantic	(26.5,26.75]	-0.0402195	-0.0623980	-0.0290896
temp + oxygen	Atlantic	(26.75,27]	-0.0150438	-0.0546274	0.0608328
temp + oxygen	Atlantic	(27,27.25]	-0.2164963	-0.2347065	-0.1891876
temp + oxygen	Atlantic	(27.25,27.5]	-0.2866578	-0.3081868	-0.2747692
temp + oxygen	Atlantic	(27.5,27.75]	-0.0294655	-0.0512281	0.0133351
temp + oxygen	Atlantic	(27.75,27.85]	0.2443624	0.1998843	0.2886379
temp + oxygen	Atlantic	(27.85,27.95]	0.3034449	0.2553670	0.3808854
temp + oxygen	Atlantic	(27.95,28.05]	0.5574870	0.5278376	0.6013422
temp + oxygen	Atlantic	(28.05,28.1]	0.8430536	0.8233771	0.8539619
temp + oxygen	Atlantic	(28.1,28.15]	0.9122104	0.9058822	0.9241221
temp + oxygen	Atlantic	(28.15,28.2]	0.6949130	0.5299905	0.8255946
temp + oxygen	Atlantic	(28.2, Inf]	-0.5617562	-0.5799360	-0.5291026
temp + oxygen	Indo-Pacific	(-Inf,26]	0.8261652	0.8199195	0.8308080
temp + oxygen	Indo-Pacific	(26,26.5]	-0.0414150	-0.0557241	-0.0321509
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0286630	-0.0023950	0.0521796
temp + oxygen	Indo-Pacific	(26.75,27]	-0.1646668	-0.1728901	-0.1555399
temp + oxygen	Indo-Pacific	(27,27.25]	-0.3092118	-0.3252928	-0.2801200
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.4129213	-0.4236310	-0.3951813
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.2975976	-0.3196216	-0.2670874
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.1724711	-0.2030855	-0.1450469
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.0261048	-0.0615868	-0.0082588
temp + oxygen	Indo-Pacific	(27.95,28.05]	0.0900805	0.0641367	0.1154170
temp + oxygen	Indo-Pacific	(28.05,28.1]	0.1903226	0.1612705	0.2356831
temp + oxygen	Indo-Pacific	(28.1,28.2]	0.0177646	-0.0763517	0.0681567
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.4731805	-0.4953760	-0.4497101
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9840555	-0.9957389	-0.9743126
temp + silicate	Atlantic	(-Inf,26]	-0.3855425	-0.3901563	-0.3807042
temp + silicate	Atlantic	(26,26.5]	-0.6167178	-0.6363766	-0.5913726
temp + silicate	Atlantic	(26.5,26.75]	-0.5379748	-0.5959166	-0.4586653
temp + silicate	Atlantic	(26.75,27]	-0.5157803	-0.5227962	-0.5037322
temp + silicate	Atlantic	(27,27.25]	-0.3430459	-0.4316540	-0.2756197
temp + silicate	Atlantic	(27.25,27.5]	-0.3880607	-0.3962836	-0.3802729
temp + silicate	Atlantic	(27.5,27.75]	-0.6442334	-0.6642420	-0.6299186
temp + silicate	Atlantic	(27.75,27.85]	-0.6513857	-0.6694521	-0.6373296
temp + silicate	Atlantic	(27.85,27.95]	-0.6477049	-0.6696052	-0.6332590
temp + silicate	Atlantic	(27.95,28.05]	-0.7274789	-0.7581696	-0.7062950
temp + silicate	Atlantic	(28.05,28.1]	-0.8603864	-0.8709410	-0.8456037
temp + silicate	Atlantic	(28.1,28.15]	-0.8917699	-0.9086004	-0.8826773
temp + silicate	Atlantic	(28.15,28.2]	-0.6115439	-0.7680002	-0.4147859
temp + silicate	Atlantic	(28.2, Inf]	-0.5015862	-0.5706998	-0.4027267
temp + silicate	Indo-Pacific	(-Inf,26]	-0.7138943	-0.7157095	-0.7111106
temp + silicate	Indo-Pacific	(26,26.5]	-0.6015745	-0.6173925	-0.5832678
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5536524	-0.5701658	-0.5388311
temp + silicate	Indo-Pacific	(26.75,27]	-0.2327591	-0.2677819	-0.2115422
temp + silicate	Indo-Pacific	(27,27.25]	-0.0274207	-0.0583215	-0.0023060
temp + silicate	Indo-Pacific	(27.25,27.5]	0.0701353	0.0565812	0.0851464
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0081389	-0.0132070	0.0191910
temp + silicate	Indo-Pacific	(27.75,27.85]	0.0669379	0.0394160	0.0914206
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.0886719	-0.0986627	-0.0689983
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.2063031	-0.2286002	-0.1935021
temp + silicate	Indo-Pacific	(28.05,28.1]	-0.1095586	-0.1408886	-0.0744548
temp + silicate	Indo-Pacific	(28.1,28.2]	0.2420200	0.2091413	0.2963843
temp + silicate	Indo-Pacific	(28.2,28.3]	-0.2602638	-0.2976790	-0.1997144
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7042549	0.5318758	0.8366089
temp + silicate_star	Atlantic	(-Inf,26]	-0.3349221	-0.3398596	-0.3295839
temp + silicate_star	Atlantic	(26,26.5]	-0.4775861	-0.5221917	-0.3937121
temp + silicate_star	Atlantic	(26.5,26.75]	-0.1633506	-0.3015866	0.0160666
temp + silicate_star	Atlantic	(26.75,27]	-0.0603936	-0.1751220	0.0041373
temp + silicate_star	Atlantic	(27,27.25]	-0.0792943	-0.2476265	0.0729871
temp + silicate_star	Atlantic	(27.25,27.5]	-0.0770373	-0.0936872	-0.0585817
temp + silicate_star	Atlantic	(27.5,27.75]	-0.6259386	-0.6373983	-0.6135396
temp + silicate_star	Atlantic	(27.75,27.85]	-0.6872777	-0.7124617	-0.6699167
temp + silicate_star	Atlantic	(27.85,27.95]	-0.6516167	-0.6805186	-0.6282977
temp + silicate_star	Atlantic	(27.95,28.05]	-0.6926229	-0.7343934	-0.6677547
temp + silicate_star	Atlantic	(28.05,28.1]	-0.8238751	-0.8370065	-0.8066228
temp + silicate_star	Atlantic	(28.1,28.15]	-0.8530681	-0.8701886	-0.8440195
temp + silicate_star	Atlantic	(28.15,28.2]	-0.5265352	-0.6896240	-0.3159549
temp + silicate_star	Atlantic	(28.2, Inf]	-0.5465920	-0.6052651	-0.4504216
temp + silicate_star	Indo-Pacific	(-Inf,26]	-0.7178811	-0.7207308	-0.7137254
temp + silicate_star	Indo-Pacific	(26,26.5]	-0.4335421	-0.4513721	-0.4075206
temp + silicate_star	Indo-Pacific	(26.5,26.75]	-0.2568083	-0.2708058	-0.2357194
temp + silicate_star	Indo-Pacific	(26.75,27]	-0.2767661	-0.3173909	-0.2539280
temp + silicate_star	Indo-Pacific	(27,27.25]	-0.0934622	-0.1166966	-0.0704455
temp + silicate_star	Indo-Pacific	(27.25,27.5]	0.0573189	0.0468469	0.0732434
temp + silicate_star	Indo-Pacific	(27.5,27.75]	0.0087092	-0.0109145	0.0188328
temp + silicate_star	Indo-Pacific	(27.75,27.85]	0.0937975	0.0661490	0.1173261
temp + silicate_star	Indo-Pacific	(27.85,27.95]	-0.0692581	-0.0793269	-0.0505089
temp + silicate_star	Indo-Pacific	(27.95,28.05]	-0.1829479	-0.2050325	-0.1707218
temp + silicate_star	Indo-Pacific	(28.05,28.1]	-0.0753294	-0.1043067	-0.0395447
temp + silicate_star	Indo-Pacific	(28.1,28.2]	0.2789253	0.2490003	0.3259256
temp + silicate_star	Indo-Pacific	(28.2,28.3]	-0.2596937	-0.2968645	-0.2003153
temp + silicate_star	Indo-Pacific	(28.3, Inf]	0.6916076	0.5152883	0.8287282

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
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
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]	-0.9653252	-0.9672966	-0.9641873
aou	Atlantic	(26,26.5]	-0.3045156	-0.4129334	-0.2327334
aou	Atlantic	(26.5,26.75]	-0.1697290	-0.2442452	-0.0722217
aou	Atlantic	(26.75,27]	-0.5059749	-0.5977750	-0.4127628
aou	Atlantic	(27,27.25]	-0.7923438	-0.8089785	-0.7732410
aou	Atlantic	(27.25,27.5]	-0.8120542	-0.8407975	-0.7714415
aou	Atlantic	(27.5,27.75]	-0.8885581	-0.8994003	-0.8772408
aou	Atlantic	(27.75,27.85]	-0.9143602	-0.9214075	-0.9098417
aou	Atlantic	(27.85,27.95]	-0.7978040	-0.8020951	-0.7922083
aou	Atlantic	(27.95,28.05]	-0.8488054	-0.8660283	-0.8317766
aou	Atlantic	(28.05,28.1]	-0.9363066	-0.9472188	-0.9181703
aou	Atlantic	(28.1,28.15]	-0.9611403	-0.9732172	-0.9513980
aou	Atlantic	(28.15,28.2]	-0.9019870	-0.9241606	-0.8682520
aou	Atlantic	(28.2, Inf]	-0.6571973	-0.7116889	-0.5901037
aou	Indo-Pacific	(-Inf,26]	-0.9388149	-0.9424367	-0.9340699
aou	Indo-Pacific	(26,26.5]	-0.6470427	-0.6892266	-0.5860612
aou	Indo-Pacific	(26.5,26.75]	-0.8230163	-0.8495702	-0.7920268
aou	Indo-Pacific	(26.75,27]	-0.7342880	-0.7736661	-0.6996511
aou	Indo-Pacific	(27,27.25]	-0.5150683	-0.6018997	-0.3931741
aou	Indo-Pacific	(27.25,27.5]	0.2588211	0.0557009	0.4571069
aou	Indo-Pacific	(27.5,27.75]	0.8114104	0.7771485	0.8545933
aou	Indo-Pacific	(27.75,27.85]	0.9147359	0.8995331	0.9285903
aou	Indo-Pacific	(27.85,27.95]	0.8809140	0.8645827	0.8997305
aou	Indo-Pacific	(27.95,28.05]	0.7953943	0.7840781	0.8059714
aou	Indo-Pacific	(28.05,28.1]	0.6076190	0.5792111	0.6320974
aou	Indo-Pacific	(28.1,28.2]	-0.0746459	-0.1320624	-0.0066366
aou	Indo-Pacific	(28.2,28.3]	-0.2428994	-0.2681741	-0.2238995
aou	Indo-Pacific	(28.3, Inf]	-0.7118485	-0.8764078	-0.4111157
nitrate	Atlantic	(-Inf,26]	0.2703137	0.2655663	0.2728099
nitrate	Atlantic	(26,26.5]	-0.3569701	-0.4587253	-0.2884944
nitrate	Atlantic	(26.5,26.75]	-0.1730427	-0.2400087	-0.1037042
nitrate	Atlantic	(26.75,27]	-0.4079146	-0.5081571	-0.3173750
nitrate	Atlantic	(27,27.25]	-0.7226340	-0.7246321	-0.7199533
nitrate	Atlantic	(27.25,27.5]	-0.8420644	-0.8458444	-0.8362777
nitrate	Atlantic	(27.5,27.75]	-0.9236719	-0.9276633	-0.9187596
nitrate	Atlantic	(27.75,27.85]	-0.9343822	-0.9386695	-0.9267319
nitrate	Atlantic	(27.85,27.95]	-0.8546432	-0.8606111	-0.8515813
nitrate	Atlantic	(27.95,28.05]	-0.9128299	-0.9239830	-0.9034292
nitrate	Atlantic	(28.05,28.1]	-0.9627844	-0.9698764	-0.9502643
nitrate	Atlantic	(28.1,28.15]	-0.9792959	-0.9857668	-0.9730437
nitrate	Atlantic	(28.15,28.2]	-0.9616184	-0.9761859	-0.9463919
nitrate	Atlantic	(28.2, Inf]	-0.9504812	-0.9631211	-0.9339012
nitrate	Indo-Pacific	(-Inf,26]	-0.1396187	-0.1652891	-0.1146631
nitrate	Indo-Pacific	(26,26.5]	-0.6853417	-0.7240119	-0.6350328
nitrate	Indo-Pacific	(26.5,26.75]	-0.8239948	-0.8431625	-0.8034144
nitrate	Indo-Pacific	(26.75,27]	-0.7169907	-0.7490460	-0.6934272
nitrate	Indo-Pacific	(27,27.25]	-0.4733272	-0.5415222	-0.3752399
nitrate	Indo-Pacific	(27.25,27.5]	0.2108374	0.0502809	0.3713173
nitrate	Indo-Pacific	(27.5,27.75]	0.6514895	0.6100997	0.7023922
nitrate	Indo-Pacific	(27.75,27.85]	0.8284783	0.8127070	0.8413898
nitrate	Indo-Pacific	(27.85,27.95]	0.7790816	0.7649812	0.8046658
nitrate	Indo-Pacific	(27.95,28.05]	0.6263303	0.6162072	0.6335577
nitrate	Indo-Pacific	(28.05,28.1]	0.4000906	0.3644406	0.4188633
nitrate	Indo-Pacific	(28.1,28.2]	-0.3023336	-0.3449855	-0.2473455
nitrate	Indo-Pacific	(28.2,28.3]	-0.6090337	-0.6188999	-0.6019357
nitrate	Indo-Pacific	(28.3, Inf]	-0.8878592	-0.9696010	-0.7401972
oxygen	Atlantic	(-Inf,26]	0.9648356	0.9609527	0.9676339
oxygen	Atlantic	(26,26.5]	0.5837632	0.5453815	0.6429381
oxygen	Atlantic	(26.5,26.75]	0.3288142	0.2196303	0.3835959
oxygen	Atlantic	(26.75,27]	0.5926908	0.5079287	0.6724382
oxygen	Atlantic	(27,27.25]	0.8010470	0.7682363	0.8189647
oxygen	Atlantic	(27.25,27.5]	0.7483665	0.7051446	0.7808471
oxygen	Atlantic	(27.5,27.75]	0.8469072	0.8307243	0.8663265
oxygen	Atlantic	(27.75,27.85]	0.9030902	0.8997387	0.9047925
oxygen	Atlantic	(27.85,27.95]	0.7849070	0.7681580	0.8109536
oxygen	Atlantic	(27.95,28.05]	0.8410160	0.8227358	0.8531733
oxygen	Atlantic	(28.05,28.1]	0.9249624	0.9086622	0.9361812
oxygen	Atlantic	(28.1,28.15]	0.9559069	0.9483482	0.9674019
oxygen	Atlantic	(28.15,28.2]	0.8916655	0.8571974	0.9142222
oxygen	Atlantic	(28.2, Inf]	0.5731041	0.4868765	0.6417867
oxygen	Indo-Pacific	(-Inf,26]	0.9047207	0.8963263	0.9113091
oxygen	Indo-Pacific	(26,26.5]	0.6472454	0.5882695	0.6842907
oxygen	Indo-Pacific	(26.5,26.75]	0.8143720	0.7896453	0.8363675
oxygen	Indo-Pacific	(26.75,27]	0.7402941	0.7068477	0.7756843
oxygen	Indo-Pacific	(27,27.25]	0.5248427	0.4014002	0.6113557
oxygen	Indo-Pacific	(27.25,27.5]	-0.2407609	-0.4430807	-0.0334990
oxygen	Indo-Pacific	(27.5,27.75]	-0.7991722	-0.8450743	-0.7632717
oxygen	Indo-Pacific	(27.75,27.85]	-0.9190475	-0.9352780	-0.9006070
oxygen	Indo-Pacific	(27.85,27.95]	-0.8863917	-0.9084016	-0.8674759
oxygen	Indo-Pacific	(27.95,28.05]	-0.8141793	-0.8298473	-0.7988221
oxygen	Indo-Pacific	(28.05,28.1]	-0.6399305	-0.6712181	-0.6127536
oxygen	Indo-Pacific	(28.1,28.2]	-0.0346314	-0.1106823	0.0344156
oxygen	Indo-Pacific	(28.2,28.3]	0.1403354	0.0963572	0.1951115
oxygen	Indo-Pacific	(28.3, Inf]	0.7376490	0.4452017	0.8903402
sal	Atlantic	(-Inf,26]	0.9971792	0.9968080	0.9974172
sal	Atlantic	(26,26.5]	-0.3828084	-0.4571794	-0.2983793
sal	Atlantic	(26.5,26.75]	-0.5824116	-0.6563531	-0.4935001
sal	Atlantic	(26.75,27]	-0.4201958	-0.5111734	-0.3042971
sal	Atlantic	(27,27.25]	-0.1506348	-0.2255036	-0.0915375
sal	Atlantic	(27.25,27.5]	0.1559260	0.1396370	0.1658046
sal	Atlantic	(27.5,27.75]	0.3342981	0.3275796	0.3409620
sal	Atlantic	(27.75,27.85]	0.3849036	0.3491841	0.4305041
sal	Atlantic	(27.85,27.95]	0.3512231	0.3193208	0.4013983
sal	Atlantic	(27.95,28.05]	0.5711577	0.5425202	0.6105596
sal	Atlantic	(28.05,28.1]	0.8972949	0.8646354	0.9201369
sal	Atlantic	(28.1,28.15]	0.9326342	0.9056602	0.9466039
sal	Atlantic	(28.15,28.2]	0.7135135	0.4658925	0.8929224
sal	Atlantic	(28.2, Inf]	0.9622482	0.9390840	0.9853194
sal	Indo-Pacific	(-Inf,26]	0.9949446	0.9946936	0.9951744
sal	Indo-Pacific	(26,26.5]	-0.0207633	-0.0382742	0.0035082
sal	Indo-Pacific	(26.5,26.75]	0.1388515	0.1176484	0.1634182
sal	Indo-Pacific	(26.75,27]	-0.1798605	-0.2081345	-0.1618432
sal	Indo-Pacific	(27,27.25]	-0.3283041	-0.3716519	-0.2476977
sal	Indo-Pacific	(27.25,27.5]	-0.0017523	-0.1227919	0.1259830
sal	Indo-Pacific	(27.5,27.75]	0.2857198	0.2583917	0.3193382
sal	Indo-Pacific	(27.75,27.85]	0.1484974	0.1068074	0.1878236
sal	Indo-Pacific	(27.85,27.95]	-0.0104784	-0.0615189	0.0294555
sal	Indo-Pacific	(27.95,28.05]	-0.1416093	-0.1890440	-0.0983191
sal	Indo-Pacific	(28.05,28.1]	-0.3474113	-0.3978623	-0.2836390
sal	Indo-Pacific	(28.1,28.2]	-0.2723577	-0.3390049	-0.1983764
sal	Indo-Pacific	(28.2,28.3]	0.5940842	0.4478913	0.6693658
sal	Indo-Pacific	(28.3, Inf]	0.2346451	-0.5943681	0.9688620
silicate	Atlantic	(-Inf,26]	0.1493797	0.1242502	0.1651017
silicate	Atlantic	(26,26.5]	-0.3512051	-0.4290851	-0.3040814
silicate	Atlantic	(26.5,26.75]	-0.2388537	-0.3120255	-0.1918270
silicate	Atlantic	(26.75,27]	-0.3952962	-0.4433610	-0.3302743
silicate	Atlantic	(27,27.25]	-0.6087970	-0.6881724	-0.5632371
silicate	Atlantic	(27.25,27.5]	-0.7235856	-0.7347485	-0.7077063
silicate	Atlantic	(27.5,27.75]	-0.7169388	-0.7205813	-0.7145548
silicate	Atlantic	(27.75,27.85]	-0.8159995	-0.8312258	-0.7972859
silicate	Atlantic	(27.85,27.95]	-0.7353542	-0.7473348	-0.7281616
silicate	Atlantic	(27.95,28.05]	-0.8244335	-0.8349696	-0.8158808
silicate	Atlantic	(28.05,28.1]	-0.9186142	-0.9282311	-0.9078925
silicate	Atlantic	(28.1,28.15]	-0.9432742	-0.9482727	-0.9365025
silicate	Atlantic	(28.15,28.2]	-0.8481826	-0.8585010	-0.8348522
silicate	Atlantic	(28.2, Inf]	-0.7886952	-0.8273734	-0.7399412
silicate	Indo-Pacific	(-Inf,26]	-0.2755915	-0.2932565	-0.2554841
silicate	Indo-Pacific	(26,26.5]	-0.4533279	-0.4802159	-0.4177853
silicate	Indo-Pacific	(26.5,26.75]	-0.5535998	-0.5643348	-0.5337703
silicate	Indo-Pacific	(26.75,27]	-0.6159668	-0.6561731	-0.5821493
silicate	Indo-Pacific	(27,27.25]	-0.4062526	-0.4971163	-0.2844927
silicate	Indo-Pacific	(27.25,27.5]	0.3003614	0.1073672	0.4928861
silicate	Indo-Pacific	(27.5,27.75]	0.8268992	0.7872198	0.8718590
silicate	Indo-Pacific	(27.75,27.85]	0.9161154	0.8946080	0.9312772
silicate	Indo-Pacific	(27.85,27.95]	0.9139575	0.9052088	0.9293834
silicate	Indo-Pacific	(27.95,28.05]	0.9020384	0.8971402	0.9084429
silicate	Indo-Pacific	(28.05,28.1]	0.8969095	0.8942935	0.9018135
silicate	Indo-Pacific	(28.1,28.2]	0.7756613	0.7504310	0.7999241
silicate	Indo-Pacific	(28.2,28.3]	0.1696420	0.1410342	0.2131716
silicate	Indo-Pacific	(28.3, Inf]	-0.9450695	-0.9700948	-0.9264211
silicate_star	Atlantic	(-Inf,26]	0.0937635	0.0610162	0.1153181
silicate_star	Atlantic	(26,26.5]	-0.2810030	-0.3570647	-0.2178668
silicate_star	Atlantic	(26.5,26.75]	-0.1041851	-0.1630792	-0.0124766
silicate_star	Atlantic	(26.75,27]	0.0158206	-0.0829282	0.0793084
silicate_star	Atlantic	(27,27.25]	0.0113585	-0.1219200	0.1656611
silicate_star	Atlantic	(27.25,27.5]	-0.1002875	-0.1226640	-0.0757720
silicate_star	Atlantic	(27.5,27.75]	-0.3420689	-0.3577903	-0.3336358
silicate_star	Atlantic	(27.75,27.85]	-0.6429244	-0.6759242	-0.6097114
silicate_star	Atlantic	(27.85,27.95]	-0.6112035	-0.6222496	-0.6053166
silicate_star	Atlantic	(27.95,28.05]	-0.7598786	-0.7692473	-0.7529487
silicate_star	Atlantic	(28.05,28.1]	-0.8854224	-0.8971129	-0.8739058
silicate_star	Atlantic	(28.1,28.15]	-0.9107668	-0.9166834	-0.9025090
silicate_star	Atlantic	(28.15,28.2]	-0.7665147	-0.7807779	-0.7590003
silicate_star	Atlantic	(28.2, Inf]	-0.7267380	-0.7677833	-0.6756497
silicate_star	Indo-Pacific	(-Inf,26]	-0.3045040	-0.3184708	-0.2868965
silicate_star	Indo-Pacific	(26,26.5]	0.0206659	-0.0120254	0.0484032
silicate_star	Indo-Pacific	(26.5,26.75]	0.3779278	0.3702513	0.3889093
silicate_star	Indo-Pacific	(26.75,27]	-0.1314556	-0.1686783	-0.0930659
silicate_star	Indo-Pacific	(27,27.25]	-0.2478752	-0.3264294	-0.1429200
silicate_star	Indo-Pacific	(27.25,27.5]	0.3204103	0.1276882	0.5115230
silicate_star	Indo-Pacific	(27.5,27.75]	0.8386175	0.8025627	0.8798367
silicate_star	Indo-Pacific	(27.75,27.85]	0.9165293	0.8947200	0.9317462
silicate_star	Indo-Pacific	(27.85,27.95]	0.9182265	0.9097694	0.9329991
silicate_star	Indo-Pacific	(27.95,28.05]	0.9122296	0.9073609	0.9184791
silicate_star	Indo-Pacific	(28.05,28.1]	0.9136007	0.9104799	0.9177908
silicate_star	Indo-Pacific	(28.1,28.2]	0.7987461	0.7772510	0.8186123
silicate_star	Indo-Pacific	(28.2,28.3]	0.1866671	0.1577096	0.2307246
silicate_star	Indo-Pacific	(28.3, Inf]	-0.9411179	-0.9669262	-0.9193862
temp	Atlantic	(-Inf,26]	0.6708691	0.6641239	0.6830568
temp	Atlantic	(26,26.5]	-0.2847223	-0.3776666	-0.1817612
temp	Atlantic	(26.5,26.75]	-0.5051805	-0.5921904	-0.4024801
temp	Atlantic	(26.75,27]	-0.3237557	-0.4004242	-0.2194817
temp	Atlantic	(27,27.25]	-0.1432319	-0.2157279	-0.0591853
temp	Atlantic	(27.25,27.5]	0.1033258	0.0865595	0.1288287
temp	Atlantic	(27.5,27.75]	0.2384991	0.2328273	0.2471046
temp	Atlantic	(27.75,27.85]	0.3546387	0.3214540	0.3972688
temp	Atlantic	(27.85,27.95]	0.3652909	0.3309590	0.4179918
temp	Atlantic	(27.95,28.05]	0.5630125	0.5376282	0.6056730
temp	Atlantic	(28.05,28.1]	0.8726188	0.8315337	0.8958503
temp	Atlantic	(28.1,28.15]	0.9211944	0.8926416	0.9473375
temp	Atlantic	(28.15,28.2]	0.7237421	0.6047044	0.8375773
temp	Atlantic	(28.2, Inf]	0.1454301	0.0599548	0.2399291
temp	Indo-Pacific	(-Inf,26]	0.7976043	0.7907010	0.8017167
temp	Indo-Pacific	(26,26.5]	0.0208362	0.0009563	0.0569845
temp	Indo-Pacific	(26.5,26.75]	0.1404945	0.1104428	0.1598691
temp	Indo-Pacific	(26.75,27]	-0.1149645	-0.1416234	-0.0874841
temp	Indo-Pacific	(27,27.25]	-0.2205995	-0.2569965	-0.1572941
temp	Indo-Pacific	(27.25,27.5]	-0.0570621	-0.1694829	0.0597838
temp	Indo-Pacific	(27.5,27.75]	0.0880435	0.0370414	0.1310714
temp	Indo-Pacific	(27.75,27.85]	0.1606838	0.1041629	0.2098603
temp	Indo-Pacific	(27.85,27.95]	0.0409144	0.0013831	0.0613005
temp	Indo-Pacific	(27.95,28.05]	0.0415943	-0.0110293	0.0862269
temp	Indo-Pacific	(28.05,28.1]	0.1577635	0.0975143	0.2212619
temp	Indo-Pacific	(28.1,28.2]	0.6627802	0.6216529	0.6892790
temp	Indo-Pacific	(28.2,28.3]	0.2724451	0.1849573	0.3790522
temp	Indo-Pacific	(28.3, Inf]	-0.7821244	-0.9197786	-0.5108360

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  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  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] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.20               
[79] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_1.0.1