eMLR - assumption testing

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Last updated: 2021-07-07

Checks: 7 0

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
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
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
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]	-0.1586835	-0.1943893	-0.1141327
aou + nitrate	Atlantic	(26,26.5]	0.9847359	0.9820862	0.9890766
aou + nitrate	Atlantic	(26.5,26.75]	0.9403064	0.9247243	0.9523832
aou + nitrate	Atlantic	(26.75,27]	0.9640490	0.9615701	0.9686163
aou + nitrate	Atlantic	(27,27.25]	0.9441205	0.9330978	0.9625085
aou + nitrate	Atlantic	(27.25,27.5]	0.9236839	0.8929385	0.9493720
aou + nitrate	Atlantic	(27.5,27.75]	0.9775818	0.9715080	0.9833532
aou + nitrate	Atlantic	(27.75,27.85]	0.9888776	0.9874120	0.9914327
aou + nitrate	Atlantic	(27.85,27.95]	0.9818139	0.9778809	0.9853600
aou + nitrate	Atlantic	(27.95,28.05]	0.9810895	0.9749083	0.9844219
aou + nitrate	Atlantic	(28.05,28.1]	0.9885264	0.9842977	0.9921732
aou + nitrate	Atlantic	(28.1,28.15]	0.9932164	0.9885668	0.9967139
aou + nitrate	Atlantic	(28.15,28.2]	0.9764214	0.9662041	0.9852346
aou + nitrate	Atlantic	(28.2, Inf]	0.8965178	0.8128380	0.9435668
aou + nitrate	Indo-Pacific	(-Inf,26]	0.6040700	0.5176810	0.6805151
aou + nitrate	Indo-Pacific	(26,26.5]	0.9596772	0.9554274	0.9633706
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9732544	0.9654780	0.9819580
aou + nitrate	Indo-Pacific	(26.75,27]	0.9636642	0.9523619	0.9727248
aou + nitrate	Indo-Pacific	(27,27.25]	0.9519222	0.9446695	0.9627021
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9025565	0.8944686	0.9165220
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.8966008	0.8822264	0.9122495
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9749274	0.9640724	0.9824184
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9715970	0.9555341	0.9807274
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9502128	0.9348505	0.9651507
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9248025	0.9080806	0.9386468
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9522941	0.9432640	0.9633011
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9024297	0.8476100	0.9514470
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.7956281	0.4630899	0.9940694
aou + silicate	Atlantic	(-Inf,26]	-0.0130679	-0.0260133	-0.0000270
aou + silicate	Atlantic	(26,26.5]	0.8172667	0.7967090	0.8467955
aou + silicate	Atlantic	(26.5,26.75]	0.4805390	0.4542839	0.5025563
aou + silicate	Atlantic	(26.75,27]	0.4572874	0.3910097	0.5351401
aou + silicate	Atlantic	(27,27.25]	0.6103283	0.4601320	0.7161415
aou + silicate	Atlantic	(27.25,27.5]	0.7465079	0.6743665	0.8136984
aou + silicate	Atlantic	(27.5,27.75]	0.7786789	0.7664059	0.7873382
aou + silicate	Atlantic	(27.75,27.85]	0.9081832	0.8880510	0.9196886
aou + silicate	Atlantic	(27.85,27.95]	0.9505757	0.9277202	0.9638583
aou + silicate	Atlantic	(27.95,28.05]	0.9719692	0.9650821	0.9766326
aou + silicate	Atlantic	(28.05,28.1]	0.9697334	0.9690839	0.9706918
aou + silicate	Atlantic	(28.1,28.15]	0.9534119	0.9477444	0.9563522
aou + silicate	Atlantic	(28.15,28.2]	0.8494918	0.8294733	0.8790342
aou + silicate	Atlantic	(28.2, Inf]	0.3575994	-0.2119621	0.6713327
aou + silicate	Indo-Pacific	(-Inf,26]	0.6247789	0.5612329	0.6813141
aou + silicate	Indo-Pacific	(26,26.5]	0.5245341	0.3895830	0.6021753
aou + silicate	Indo-Pacific	(26.5,26.75]	0.5729750	0.5135400	0.6652834
aou + silicate	Indo-Pacific	(26.75,27]	0.7424085	0.7126934	0.7864767
aou + silicate	Indo-Pacific	(27,27.25]	0.8680089	0.8317533	0.8931554
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9201311	0.9010480	0.9466144
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9349125	0.8971859	0.9614187
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9538134	0.9474953	0.9633125
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9395526	0.9351982	0.9457282
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8687391	0.8293766	0.8993903
aou + silicate	Indo-Pacific	(28.05,28.1]	0.6956448	0.5588621	0.8043995
aou + silicate	Indo-Pacific	(28.1,28.2]	-0.1327556	-0.2921634	-0.0302245
aou + silicate	Indo-Pacific	(28.2,28.3]	0.0023542	-0.3795481	0.4801780
aou + silicate	Indo-Pacific	(28.3, Inf]	-0.1993898	-0.9340065	0.9575571
aou + silicate_star	Atlantic	(-Inf,26]	0.0323957	0.0253248	0.0376423
aou + silicate_star	Atlantic	(26,26.5]	0.6574272	0.6326465	0.6947595
aou + silicate_star	Atlantic	(26.5,26.75]	0.1371081	0.0583204	0.2031083
aou + silicate_star	Atlantic	(26.75,27]	-0.2098738	-0.4162158	-0.0965482
aou + silicate_star	Atlantic	(27,27.25]	-0.2411802	-0.3439778	-0.1671614
aou + silicate_star	Atlantic	(27.25,27.5]	0.0178067	-0.0287091	0.0575117
aou + silicate_star	Atlantic	(27.5,27.75]	0.3800618	0.3249726	0.4132367
aou + silicate_star	Atlantic	(27.75,27.85]	0.7306286	0.6650588	0.7641208
aou + silicate_star	Atlantic	(27.85,27.95]	0.8556506	0.7837946	0.8976279
aou + silicate_star	Atlantic	(27.95,28.05]	0.9428888	0.9268683	0.9509695
aou + silicate_star	Atlantic	(28.05,28.1]	0.9455342	0.9444608	0.9462979
aou + silicate_star	Atlantic	(28.1,28.15]	0.9181018	0.9108758	0.9239225
aou + silicate_star	Atlantic	(28.15,28.2]	0.7687331	0.7437107	0.8178477
aou + silicate_star	Atlantic	(28.2, Inf]	0.2869507	-0.2932427	0.6115066
aou + silicate_star	Indo-Pacific	(-Inf,26]	0.6053941	0.5506229	0.6504195
aou + silicate_star	Indo-Pacific	(26,26.5]	0.1168637	-0.2301232	0.3149893
aou + silicate_star	Indo-Pacific	(26.5,26.75]	-0.2818299	-0.4099623	-0.2110542
aou + silicate_star	Indo-Pacific	(26.75,27]	0.2567543	0.1521708	0.3454235
aou + silicate_star	Indo-Pacific	(27,27.25]	0.6451611	0.6033108	0.7051254
aou + silicate_star	Indo-Pacific	(27.25,27.5]	0.8455507	0.8142776	0.8939886
aou + silicate_star	Indo-Pacific	(27.5,27.75]	0.9053980	0.8554463	0.9408548
aou + silicate_star	Indo-Pacific	(27.75,27.85]	0.9378131	0.9306095	0.9508081
aou + silicate_star	Indo-Pacific	(27.85,27.95]	0.9231653	0.9168143	0.9319861
aou + silicate_star	Indo-Pacific	(27.95,28.05]	0.8418520	0.7967064	0.8788592
aou + silicate_star	Indo-Pacific	(28.05,28.1]	0.6516775	0.5078192	0.7716441
aou + silicate_star	Indo-Pacific	(28.1,28.2]	-0.2150554	-0.3666986	-0.1070952
aou + silicate_star	Indo-Pacific	(28.2,28.3]	-0.0179550	-0.3972355	0.4551210
aou + silicate_star	Indo-Pacific	(28.3, Inf]	-0.2020643	-0.9356358	0.9556897
nitrate + silicate	Atlantic	(-Inf,26]	0.8738972	0.8670497	0.8809369
nitrate + silicate	Atlantic	(26,26.5]	0.8773866	0.8695187	0.8927126
nitrate + silicate	Atlantic	(26.5,26.75]	0.6707509	0.6161653	0.7103973
nitrate + silicate	Atlantic	(26.75,27]	0.5757495	0.5186522	0.6479797
nitrate + silicate	Atlantic	(27,27.25]	0.6882760	0.5513605	0.7892580
nitrate + silicate	Atlantic	(27.25,27.5]	0.8281693	0.7668441	0.8871482
nitrate + silicate	Atlantic	(27.5,27.75]	0.8413465	0.8278382	0.8499787
nitrate + silicate	Atlantic	(27.75,27.85]	0.9317759	0.9140383	0.9412353
nitrate + silicate	Atlantic	(27.85,27.95]	0.9417535	0.9176659	0.9562704
nitrate + silicate	Atlantic	(27.95,28.05]	0.9698853	0.9654314	0.9721623
nitrate + silicate	Atlantic	(28.05,28.1]	0.9709145	0.9669008	0.9733636
nitrate + silicate	Atlantic	(28.1,28.15]	0.9589020	0.9573441	0.9600001
nitrate + silicate	Atlantic	(28.15,28.2]	0.8853636	0.8517742	0.9297837
nitrate + silicate	Atlantic	(28.2, Inf]	0.6878670	0.3589162	0.8753042
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9033888	0.8915396	0.9192769
nitrate + silicate	Indo-Pacific	(26,26.5]	0.5695697	0.4432348	0.6390096
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5421512	0.4911299	0.6313834
nitrate + silicate	Indo-Pacific	(26.75,27]	0.6922853	0.6524725	0.7428835
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8204335	0.7598331	0.8535728
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.8771381	0.8468040	0.9051486
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.8794163	0.8566013	0.9012548
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9234100	0.9078618	0.9446550
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.8998801	0.8779932	0.9279272
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.7655296	0.6965276	0.8473956
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.4647917	0.2476032	0.6373590
nitrate + silicate	Indo-Pacific	(28.1,28.2]	-0.2328714	-0.3782494	-0.1507855
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.0799999	-0.2863644	0.5429329
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.2144336	-0.7380269	0.9814165
nitrate + silicate_star	Atlantic	(-Inf,26]	0.7915995	0.7837517	0.7977246
nitrate + silicate_star	Atlantic	(26,26.5]	0.7344849	0.7104170	0.7555852
nitrate + silicate_star	Atlantic	(26.5,26.75]	0.3481810	0.2330658	0.4074280
nitrate + silicate_star	Atlantic	(26.75,27]	-0.0946467	-0.3105140	0.0170930
nitrate + silicate_star	Atlantic	(27,27.25]	-0.1957741	-0.2868273	-0.1097618
nitrate + silicate_star	Atlantic	(27.25,27.5]	0.0570208	0.0396932	0.0857109
nitrate + silicate_star	Atlantic	(27.5,27.75]	0.4625787	0.4169389	0.4907664
nitrate + silicate_star	Atlantic	(27.75,27.85]	0.7626361	0.6993798	0.7969783
nitrate + silicate_star	Atlantic	(27.85,27.95]	0.8273583	0.7561836	0.8680428
nitrate + silicate_star	Atlantic	(27.95,28.05]	0.9295356	0.9186500	0.9361095
nitrate + silicate_star	Atlantic	(28.05,28.1]	0.9424170	0.9339271	0.9478316
nitrate + silicate_star	Atlantic	(28.1,28.15]	0.9229833	0.9196005	0.9253604
nitrate + silicate_star	Atlantic	(28.15,28.2]	0.8071591	0.7538756	0.8766684
nitrate + silicate_star	Atlantic	(28.2, Inf]	0.6292044	0.2771494	0.8334440
nitrate + silicate_star	Indo-Pacific	(-Inf,26]	0.8345865	0.8206850	0.8593393
nitrate + silicate_star	Indo-Pacific	(26,26.5]	0.1483059	-0.1986335	0.3660054
nitrate + silicate_star	Indo-Pacific	(26.5,26.75]	-0.3419493	-0.4467128	-0.2855985
nitrate + silicate_star	Indo-Pacific	(26.75,27]	0.1594167	0.0465253	0.2604292
nitrate + silicate_star	Indo-Pacific	(27,27.25]	0.5434143	0.4778024	0.6208088
nitrate + silicate_star	Indo-Pacific	(27.25,27.5]	0.7363747	0.6898118	0.7920552
nitrate + silicate_star	Indo-Pacific	(27.5,27.75]	0.8071115	0.7721719	0.8404594
nitrate + silicate_star	Indo-Pacific	(27.75,27.85]	0.8994164	0.8805832	0.9267047
nitrate + silicate_star	Indo-Pacific	(27.85,27.95]	0.8759450	0.8496544	0.9094255
nitrate + silicate_star	Indo-Pacific	(27.95,28.05]	0.7273787	0.6522350	0.8194002
nitrate + silicate_star	Indo-Pacific	(28.05,28.1]	0.4085098	0.1862121	0.5924827
nitrate + silicate_star	Indo-Pacific	(28.1,28.2]	-0.3171113	-0.4528612	-0.2304211
nitrate + silicate_star	Indo-Pacific	(28.2,28.3]	0.0575148	-0.3067061	0.5173265
nitrate + silicate_star	Indo-Pacific	(28.3, Inf]	0.2111895	-0.7411236	0.9801432
oxygen + aou	Atlantic	(-Inf,26]	-0.9609311	-0.9622875	-0.9582867
oxygen + aou	Atlantic	(26,26.5]	-0.4242791	-0.5771764	-0.3396703
oxygen + aou	Atlantic	(26.5,26.75]	-0.8563705	-0.8868090	-0.8259466
oxygen + aou	Atlantic	(26.75,27]	-0.9474038	-0.9566644	-0.9329675
oxygen + aou	Atlantic	(27,27.25]	-0.9593171	-0.9695913	-0.9471665
oxygen + aou	Atlantic	(27.25,27.5]	-0.9431008	-0.9549262	-0.9339371
oxygen + aou	Atlantic	(27.5,27.75]	-0.9671071	-0.9719693	-0.9601797
oxygen + aou	Atlantic	(27.75,27.85]	-0.9880521	-0.9905971	-0.9859719
oxygen + aou	Atlantic	(27.85,27.95]	-0.9792368	-0.9844666	-0.9728930
oxygen + aou	Atlantic	(27.95,28.05]	-0.9851422	-0.9896570	-0.9774019
oxygen + aou	Atlantic	(28.05,28.1]	-0.9955044	-0.9972567	-0.9929331
oxygen + aou	Atlantic	(28.1,28.15]	-0.9980108	-0.9989504	-0.9967998
oxygen + aou	Atlantic	(28.15,28.2]	-0.9971564	-0.9976887	-0.9966967
oxygen + aou	Atlantic	(28.2, Inf]	-0.9901459	-0.9925722	-0.9887636
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9689537	-0.9768181	-0.9564708
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9483449	-0.9739998	-0.9353566
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9871165	-0.9878653	-0.9863129
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9878447	-0.9895785	-0.9851454
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9934715	-0.9946592	-0.9922730
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9946570	-0.9965346	-0.9926104
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9942287	-0.9965315	-0.9915825
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9942621	-0.9961244	-0.9917418
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9927100	-0.9949358	-0.9890537
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9906203	-0.9931458	-0.9859468
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9865151	-0.9884593	-0.9831550
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9797126	-0.9862045	-0.9747143
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9610712	-0.9845204	-0.9350925
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9988933	-0.9997768	-0.9973860
oxygen + nitrate	Atlantic	(-Inf,26]	0.2555885	0.2152154	0.2774518
oxygen + nitrate	Atlantic	(26,26.5]	-0.4256176	-0.5724034	-0.3341247
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.6872268	-0.7424895	-0.6424311
oxygen + nitrate	Atlantic	(26.75,27]	-0.8482930	-0.8743780	-0.8253097
oxygen + nitrate	Atlantic	(27,27.25]	-0.8303919	-0.8758047	-0.8024619
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.7670754	-0.8301525	-0.7115834
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.9103988	-0.9292049	-0.9001891
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.9662700	-0.9742586	-0.9602861
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.9449522	-0.9660440	-0.9228452
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9528630	-0.9684635	-0.9239891
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9789996	-0.9867280	-0.9657942
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9878953	-0.9920263	-0.9805891
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9735501	-0.9792614	-0.9642833
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8574964	-0.9194360	-0.7350507
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.5813210	-0.6715487	-0.4913741
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.8717535	-0.9031968	-0.8440691
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.9492380	-0.9652298	-0.9407387
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.9366538	-0.9513189	-0.9136538
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.9259133	-0.9421000	-0.9108021
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.8750785	-0.8979285	-0.8555437
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.8716225	-0.9000434	-0.8399814
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9545540	-0.9696169	-0.9319649
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9464915	-0.9650515	-0.9174925
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9123673	-0.9342672	-0.8812468
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.8683218	-0.8858691	-0.8557532
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.8852103	-0.9177054	-0.8637518
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.8206456	-0.9288599	-0.6844842
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.7828188	-0.9957443	-0.4284753
oxygen + silicate	Atlantic	(-Inf,26]	0.0906806	0.0864227	0.0950308
oxygen + silicate	Atlantic	(26,26.5]	-0.3180787	-0.4193355	-0.2468732
oxygen + silicate	Atlantic	(26.5,26.75]	-0.1407613	-0.1628785	-0.1032977
oxygen + silicate	Atlantic	(26.75,27]	-0.2433377	-0.3352222	-0.1790464
oxygen + silicate	Atlantic	(27,27.25]	-0.4560852	-0.5820290	-0.3004041
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5770526	-0.6333317	-0.4986004
oxygen + silicate	Atlantic	(27.5,27.75]	-0.6551735	-0.6683193	-0.6319231
oxygen + silicate	Atlantic	(27.75,27.85]	-0.8536664	-0.8736857	-0.8216697
oxygen + silicate	Atlantic	(27.85,27.95]	-0.8910864	-0.9072398	-0.8668623
oxygen + silicate	Atlantic	(27.95,28.05]	-0.9405854	-0.9563134	-0.9323679
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9667779	-0.9680949	-0.9654828
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9540389	-0.9606041	-0.9449830
oxygen + silicate	Atlantic	(28.15,28.2]	-0.8556590	-0.8799977	-0.8428885
oxygen + silicate	Atlantic	(28.2, Inf]	-0.2852923	-0.6326673	0.3324317
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.5444209	-0.6127547	-0.4518505
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.2994547	-0.3583739	-0.2289639
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.4803637	-0.5802942	-0.4176099
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.6734177	-0.7259021	-0.6429449
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8314246	-0.8640657	-0.7901084
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.8865358	-0.9252666	-0.8571121
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9085676	-0.9449277	-0.8586564
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9428290	-0.9536519	-0.9336242
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9333528	-0.9356396	-0.9308515
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.8670521	-0.8934428	-0.8300357
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.7282942	-0.8270072	-0.5968760
oxygen + silicate	Indo-Pacific	(28.1,28.2]	0.0334990	-0.0710074	0.2093941
oxygen + silicate	Indo-Pacific	(28.2,28.3]	-0.0119625	-0.5107975	0.3762880
oxygen + silicate	Indo-Pacific	(28.3, Inf]	0.2104772	-0.9631543	0.9395517
oxygen + silicate_star	Atlantic	(-Inf,26]	0.0353340	0.0264011	0.0435672
oxygen + silicate_star	Atlantic	(26,26.5]	-0.2334544	-0.2992640	-0.1864295
oxygen + silicate_star	Atlantic	(26.5,26.75]	0.1668881	0.1106196	0.1993327
oxygen + silicate_star	Atlantic	(26.75,27]	0.3798574	0.2840563	0.5602462
oxygen + silicate_star	Atlantic	(27,27.25]	0.3252180	0.2653196	0.4215756
oxygen + silicate_star	Atlantic	(27.25,27.5]	0.0639728	0.0222302	0.1289128
oxygen + silicate_star	Atlantic	(27.5,27.75]	-0.2388005	-0.2766204	-0.1861387
oxygen + silicate_star	Atlantic	(27.75,27.85]	-0.6539602	-0.6956071	-0.5728073
oxygen + silicate_star	Atlantic	(27.85,27.95]	-0.7837399	-0.8293621	-0.6981580
oxygen + silicate_star	Atlantic	(27.95,28.05]	-0.9106144	-0.9288180	-0.8869795
oxygen + silicate_star	Atlantic	(28.05,28.1]	-0.9453871	-0.9499897	-0.9422563
oxygen + silicate_star	Atlantic	(28.1,28.15]	-0.9209642	-0.9329746	-0.9080141
oxygen + silicate_star	Atlantic	(28.15,28.2]	-0.7774113	-0.8186210	-0.7499281
oxygen + silicate_star	Atlantic	(28.2, Inf]	-0.2136798	-0.5696091	0.4100745
oxygen + silicate_star	Indo-Pacific	(-Inf,26]	-0.5097946	-0.5645865	-0.4206353
oxygen + silicate_star	Indo-Pacific	(26,26.5]	0.1072296	-0.0326750	0.3667643
oxygen + silicate_star	Indo-Pacific	(26.5,26.75]	0.3627312	0.2968142	0.4797043
oxygen + silicate_star	Indo-Pacific	(26.75,27]	-0.1844404	-0.2754184	-0.0817525
oxygen + silicate_star	Indo-Pacific	(27,27.25]	-0.6091922	-0.6750238	-0.5599694
oxygen + silicate_star	Indo-Pacific	(27.25,27.5]	-0.8121724	-0.8727737	-0.7731729
oxygen + silicate_star	Indo-Pacific	(27.5,27.75]	-0.8798604	-0.9237301	-0.8199414
oxygen + silicate_star	Indo-Pacific	(27.75,27.85]	-0.9283833	-0.9417310	-0.9196046
oxygen + silicate_star	Indo-Pacific	(27.85,27.95]	-0.9192997	-0.9234482	-0.9168609
oxygen + silicate_star	Indo-Pacific	(27.95,28.05]	-0.8434954	-0.8753859	-0.7998311
oxygen + silicate_star	Indo-Pacific	(28.05,28.1]	-0.6895463	-0.7991762	-0.5497636
oxygen + silicate_star	Indo-Pacific	(28.1,28.2]	0.1120798	0.0009284	0.2829426
oxygen + silicate_star	Indo-Pacific	(28.2,28.3]	0.0062756	-0.4871364	0.3926712
oxygen + silicate_star	Indo-Pacific	(28.3, Inf]	0.2130412	-0.9614167	0.9411156
sal + aou	Atlantic	(-Inf,26]	-0.9620591	-0.9685081	-0.9560167
sal + aou	Atlantic	(26,26.5]	-0.7631997	-0.7855732	-0.7500608
sal + aou	Atlantic	(26.5,26.75]	-0.4432764	-0.4762918	-0.4232054
sal + aou	Atlantic	(26.75,27]	-0.3805194	-0.4122935	-0.3475664
sal + aou	Atlantic	(27,27.25]	-0.3825709	-0.5410504	-0.2711539
sal + aou	Atlantic	(27.25,27.5]	-0.3701006	-0.4930218	-0.2407260
sal + aou	Atlantic	(27.5,27.75]	-0.3846753	-0.4044116	-0.3646027
sal + aou	Atlantic	(27.75,27.85]	-0.3648039	-0.4702974	-0.2357291
sal + aou	Atlantic	(27.85,27.95]	-0.4136873	-0.5435139	-0.2514187
sal + aou	Atlantic	(27.95,28.05]	-0.5692145	-0.7088970	-0.4280109
sal + aou	Atlantic	(28.05,28.1]	-0.8646324	-0.9260579	-0.8250249
sal + aou	Atlantic	(28.1,28.15]	-0.9111571	-0.9492792	-0.8732973
sal + aou	Atlantic	(28.15,28.2]	-0.8496153	-0.8629973	-0.8312884
sal + aou	Atlantic	(28.2, Inf]	-0.6605144	-0.8469762	-0.3002825
sal + aou	Indo-Pacific	(-Inf,26]	-0.9242469	-0.9351898	-0.9171895
sal + aou	Indo-Pacific	(26,26.5]	-0.1966673	-0.4369346	0.0882205
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2409554	-0.4559975	-0.1066297
sal + aou	Indo-Pacific	(26.75,27]	-0.0256044	-0.1908968	0.1212539
sal + aou	Indo-Pacific	(27,27.25]	0.0903341	-0.0142638	0.2630978
sal + aou	Indo-Pacific	(27.25,27.5]	0.1826549	0.0911029	0.3374791
sal + aou	Indo-Pacific	(27.5,27.75]	0.1017282	-0.0324277	0.2252435
sal + aou	Indo-Pacific	(27.75,27.85]	-0.0068311	-0.1318511	0.1192379
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0669608	-0.1652002	0.0339529
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1796861	-0.2768621	-0.1051408
sal + aou	Indo-Pacific	(28.05,28.1]	-0.1908118	-0.3283753	-0.0824022
sal + aou	Indo-Pacific	(28.1,28.2]	0.1326002	-0.0469354	0.3313309
sal + aou	Indo-Pacific	(28.2,28.3]	0.3364733	0.1543908	0.6387466
sal + aou	Indo-Pacific	(28.3, Inf]	0.5458926	-0.2280187	0.9873787
sal + nitrate	Atlantic	(-Inf,26]	0.4128248	0.3910233	0.4471324
sal + nitrate	Atlantic	(26,26.5]	-0.7330868	-0.7669855	-0.7086647
sal + nitrate	Atlantic	(26.5,26.75]	-0.5918320	-0.6210352	-0.5741074
sal + nitrate	Atlantic	(26.75,27]	-0.5521363	-0.5755884	-0.5357447
sal + nitrate	Atlantic	(27,27.25]	-0.6130343	-0.7174966	-0.5503746
sal + nitrate	Atlantic	(27.25,27.5]	-0.6207035	-0.6824606	-0.5652508
sal + nitrate	Atlantic	(27.5,27.75]	-0.4962172	-0.5021900	-0.4922723
sal + nitrate	Atlantic	(27.75,27.85]	-0.4002685	-0.4980233	-0.2764828
sal + nitrate	Atlantic	(27.85,27.95]	-0.4340305	-0.5697620	-0.2343296
sal + nitrate	Atlantic	(27.95,28.05]	-0.5950660	-0.7021280	-0.4389885
sal + nitrate	Atlantic	(28.05,28.1]	-0.8757215	-0.9453051	-0.8018089
sal + nitrate	Atlantic	(28.1,28.15]	-0.9373883	-0.9632640	-0.9116585
sal + nitrate	Atlantic	(28.15,28.2]	-0.8758605	-0.9063994	-0.8448183
sal + nitrate	Atlantic	(28.2, Inf]	-0.9047169	-0.9732762	-0.7788352
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2736994	-0.3521056	-0.1600527
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3035474	-0.4998797	-0.0647750
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3147973	-0.4781756	-0.2330197
sal + nitrate	Indo-Pacific	(26.75,27]	-0.1355227	-0.2612503	-0.0474152
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0789886	-0.1536356	0.0413285
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.0724884	-0.1208784	0.0045044
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1598766	-0.2367293	-0.1201593
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.1650192	-0.2506195	-0.0964744
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2301838	-0.3130897	-0.1867442
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3638573	-0.4498102	-0.3013451
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.3416287	-0.5097905	-0.1547697
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.0038787	-0.2043009	0.2629051
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.0995202	-0.1742164	0.5228428
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.2128164	-0.2102780	0.8604053
sal + oxygen	Atlantic	(-Inf,26]	0.9394908	0.9314796	0.9493328
sal + oxygen	Atlantic	(26,26.5]	-0.2167390	-0.3188846	-0.0132206
sal + oxygen	Atlantic	(26.5,26.75]	-0.0615618	-0.0866072	-0.0155645
sal + oxygen	Atlantic	(26.75,27]	0.0760322	0.0585434	0.1030721
sal + oxygen	Atlantic	(27,27.25]	0.1188662	0.0058752	0.3270163
sal + oxygen	Atlantic	(27.25,27.5]	0.0525340	-0.0927139	0.2203965
sal + oxygen	Atlantic	(27.5,27.75]	0.1521104	0.1270669	0.1906383
sal + oxygen	Atlantic	(27.75,27.85]	0.2292146	0.0836160	0.3537803
sal + oxygen	Atlantic	(27.85,27.95]	0.2462732	0.0986862	0.3849251
sal + oxygen	Atlantic	(27.95,28.05]	0.4342428	0.2963399	0.6106502
sal + oxygen	Atlantic	(28.05,28.1]	0.8182220	0.7770642	0.8993283
sal + oxygen	Atlantic	(28.1,28.15]	0.8866560	0.8353932	0.9368614
sal + oxygen	Atlantic	(28.15,28.2]	0.8166273	0.7899764	0.8346096
sal + oxygen	Atlantic	(28.2, Inf]	0.5978263	0.1763448	0.8107088
sal + oxygen	Indo-Pacific	(-Inf,26]	0.8746917	0.8430451	0.9065364
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0922769	-0.2984631	0.1140375
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0907185	-0.0465857	0.3172046
sal + oxygen	Indo-Pacific	(26.75,27]	-0.1220524	-0.2834751	0.0478791
sal + oxygen	Indo-Pacific	(27,27.25]	-0.1946876	-0.3753718	-0.0817618
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.2671155	-0.4395701	-0.1748942
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.1795427	-0.3284959	-0.0209620
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.0864889	-0.2344429	0.0557332
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.0392361	-0.1676869	0.0685601
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.0624378	-0.0480883	0.1749250
sal + oxygen	Indo-Pacific	(28.05,28.1]	0.0542000	-0.0353865	0.1984560
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.2485983	-0.3903781	-0.0754489
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.5187635	-0.7253286	-0.3465183
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.5565200	-0.9897773	0.2184199
sal + silicate	Atlantic	(-Inf,26]	0.2456937	0.2323217	0.2577287
sal + silicate	Atlantic	(26,26.5]	-0.6066848	-0.6766490	-0.5697662
sal + silicate	Atlantic	(26.5,26.75]	-0.5505821	-0.6281392	-0.4969281
sal + silicate	Atlantic	(26.75,27]	-0.6222491	-0.6990644	-0.5818782
sal + silicate	Atlantic	(27,27.25]	-0.6001268	-0.7157586	-0.5186973
sal + silicate	Atlantic	(27.25,27.5]	-0.6067576	-0.6800802	-0.5281155
sal + silicate	Atlantic	(27.5,27.75]	-0.6284024	-0.6421663	-0.6117929
sal + silicate	Atlantic	(27.75,27.85]	-0.5872397	-0.6646968	-0.5149666
sal + silicate	Atlantic	(27.85,27.95]	-0.5713405	-0.6687422	-0.4724060
sal + silicate	Atlantic	(27.95,28.05]	-0.6244779	-0.7263279	-0.5261130
sal + silicate	Atlantic	(28.05,28.1]	-0.8443340	-0.9152967	-0.8063101
sal + silicate	Atlantic	(28.1,28.15]	-0.8778790	-0.9294248	-0.8252441
sal + silicate	Atlantic	(28.15,28.2]	-0.7044604	-0.7658027	-0.6603979
sal + silicate	Atlantic	(28.2, Inf]	-0.8850581	-0.9385253	-0.8005953
sal + silicate	Indo-Pacific	(-Inf,26]	-0.3512388	-0.4116977	-0.2808658
sal + silicate	Indo-Pacific	(26,26.5]	-0.5958198	-0.6689800	-0.4735294
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5738462	-0.6840357	-0.4749109
sal + silicate	Indo-Pacific	(26.75,27]	-0.3582148	-0.4603427	-0.2316612
sal + silicate	Indo-Pacific	(27,27.25]	-0.1498135	-0.2555187	0.0165078
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.0479433	-0.1526937	0.0584235
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.0142272	-0.1033422	0.0600930
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.0440552	-0.1655947	0.0803724
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0353380	-0.1752479	0.0714200
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.0736639	-0.1799680	0.0043739
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.1654147	-0.2277234	-0.0638294
sal + silicate	Indo-Pacific	(28.1,28.2]	-0.0750441	-0.2893975	0.1591020
sal + silicate	Indo-Pacific	(28.2,28.3]	0.3138590	0.1949122	0.5203903
sal + silicate	Indo-Pacific	(28.3, Inf]	-0.7052799	-0.9787574	-0.2172122
sal + silicate_star	Atlantic	(-Inf,26]	0.1820835	0.1660078	0.1918046
sal + silicate_star	Atlantic	(26,26.5]	-0.4874172	-0.5678231	-0.4372859
sal + silicate_star	Atlantic	(26.5,26.75]	-0.4008264	-0.4939193	-0.3105912
sal + silicate_star	Atlantic	(26.75,27]	-0.3184337	-0.3596608	-0.2728402
sal + silicate_star	Atlantic	(27,27.25]	-0.1103914	-0.1960330	-0.0273847
sal + silicate_star	Atlantic	(27.25,27.5]	-0.2002631	-0.2303165	-0.1731324
sal + silicate_star	Atlantic	(27.5,27.75]	-0.5761227	-0.5881127	-0.5557491
sal + silicate_star	Atlantic	(27.75,27.85]	-0.6883162	-0.7463810	-0.6554741
sal + silicate_star	Atlantic	(27.85,27.95]	-0.6324809	-0.7000617	-0.5963489
sal + silicate_star	Atlantic	(27.95,28.05]	-0.6249913	-0.7229330	-0.5583303
sal + silicate_star	Atlantic	(28.05,28.1]	-0.8168863	-0.8881978	-0.7665277
sal + silicate_star	Atlantic	(28.1,28.15]	-0.8367306	-0.8977178	-0.7754597
sal + silicate_star	Atlantic	(28.15,28.2]	-0.6171380	-0.7148844	-0.5527365
sal + silicate_star	Atlantic	(28.2, Inf]	-0.8477153	-0.9120224	-0.7522405
sal + silicate_star	Indo-Pacific	(-Inf,26]	-0.3615511	-0.4132733	-0.3056556
sal + silicate_star	Indo-Pacific	(26,26.5]	-0.5632250	-0.6685125	-0.4734707
sal + silicate_star	Indo-Pacific	(26.5,26.75]	-0.3417096	-0.4232606	-0.2661950
sal + silicate_star	Indo-Pacific	(26.75,27]	-0.3858547	-0.4520651	-0.2743117
sal + silicate_star	Indo-Pacific	(27,27.25]	-0.1663912	-0.2768405	-0.0076385
sal + silicate_star	Indo-Pacific	(27.25,27.5]	-0.0299733	-0.1518934	0.0818121
sal + silicate_star	Indo-Pacific	(27.5,27.75]	0.0273549	-0.0613806	0.1079729
sal + silicate_star	Indo-Pacific	(27.75,27.85]	-0.0253777	-0.1507449	0.1048855
sal + silicate_star	Indo-Pacific	(27.85,27.95]	-0.0118075	-0.1561248	0.1006433
sal + silicate_star	Indo-Pacific	(27.95,28.05]	-0.0458253	-0.1513617	0.0366543
sal + silicate_star	Indo-Pacific	(28.05,28.1]	-0.1448333	-0.2004290	-0.0365373
sal + silicate_star	Indo-Pacific	(28.1,28.2]	-0.0719651	-0.3020114	0.1627162
sal + silicate_star	Indo-Pacific	(28.2,28.3]	0.3119846	0.1985462	0.5115119
sal + silicate_star	Indo-Pacific	(28.3, Inf]	-0.7063732	-0.9796883	-0.2173062
sal + temp	Atlantic	(-Inf,26]	0.5531768	0.5330486	0.5642667
sal + temp	Atlantic	(26,26.5]	0.9820251	0.9806697	0.9833508
sal + temp	Atlantic	(26.5,26.75]	0.9828661	0.9808905	0.9845460
sal + temp	Atlantic	(26.75,27]	0.9816626	0.9772016	0.9844481
sal + temp	Atlantic	(27,27.25]	0.9769312	0.9721999	0.9809887
sal + temp	Atlantic	(27.25,27.5]	0.9791136	0.9748358	0.9819654
sal + temp	Atlantic	(27.5,27.75]	0.9435879	0.9382057	0.9482447
sal + temp	Atlantic	(27.75,27.85]	0.9253493	0.9167984	0.9352636
sal + temp	Atlantic	(27.85,27.95]	0.8911669	0.8742560	0.9141053
sal + temp	Atlantic	(27.95,28.05]	0.9407657	0.9288297	0.9517646
sal + temp	Atlantic	(28.05,28.1]	0.9741396	0.9682014	0.9772815
sal + temp	Atlantic	(28.1,28.15]	0.9789458	0.9746768	0.9826139
sal + temp	Atlantic	(28.15,28.2]	0.9313876	0.8996712	0.9534592
sal + temp	Atlantic	(28.2, Inf]	0.1807173	-0.1554352	0.5455649
sal + temp	Indo-Pacific	(-Inf,26]	0.7881088	0.7730382	0.7958362
sal + temp	Indo-Pacific	(26,26.5]	0.9518542	0.9447727	0.9570157
sal + temp	Indo-Pacific	(26.5,26.75]	0.9762458	0.9744167	0.9796215
sal + temp	Indo-Pacific	(26.75,27]	0.9664309	0.9612820	0.9709198
sal + temp	Indo-Pacific	(27,27.25]	0.9298406	0.9125895	0.9549175
sal + temp	Indo-Pacific	(27.25,27.5]	0.8514472	0.8063596	0.9234040
sal + temp	Indo-Pacific	(27.5,27.75]	0.7323809	0.6183762	0.8383341
sal + temp	Indo-Pacific	(27.75,27.85]	0.8806356	0.8560303	0.9185304
sal + temp	Indo-Pacific	(27.85,27.95]	0.8696299	0.8377285	0.9009506
sal + temp	Indo-Pacific	(27.95,28.05]	0.8047190	0.7406643	0.8775581
sal + temp	Indo-Pacific	(28.05,28.1]	0.7990849	0.7223182	0.8510043
sal + temp	Indo-Pacific	(28.1,28.2]	0.5299456	0.2969688	0.7321996
sal + temp	Indo-Pacific	(28.2,28.3]	0.7930179	0.7379291	0.8408899
sal + temp	Indo-Pacific	(28.3, Inf]	0.5722246	-0.2064410	0.9945035
silicate + silicate_star	Atlantic	(-Inf,26]	0.9887949	0.9881154	0.9892850
silicate + silicate_star	Atlantic	(26,26.5]	0.9698815	0.9653183	0.9746228
silicate + silicate_star	Atlantic	(26.5,26.75]	0.9281570	0.9095337	0.9441089
silicate + silicate_star	Atlantic	(26.75,27]	0.7400675	0.5228012	0.8598641
silicate + silicate_star	Atlantic	(27,27.25]	0.5564592	0.3618795	0.7687081
silicate + silicate_star	Atlantic	(27.25,27.5]	0.6005080	0.5358247	0.6761769
silicate + silicate_star	Atlantic	(27.5,27.75]	0.8675931	0.8371303	0.8894969
silicate + silicate_star	Atlantic	(27.75,27.85]	0.9452777	0.9291826	0.9541487
silicate + silicate_star	Atlantic	(27.85,27.95]	0.9679024	0.9539355	0.9752988
silicate + silicate_star	Atlantic	(27.95,28.05]	0.9913474	0.9898720	0.9924587
silicate + silicate_star	Atlantic	(28.05,28.1]	0.9950782	0.9942226	0.9956685
silicate + silicate_star	Atlantic	(28.1,28.15]	0.9942436	0.9938896	0.9944907
silicate + silicate_star	Atlantic	(28.15,28.2]	0.9890014	0.9863490	0.9922061
silicate + silicate_star	Atlantic	(28.2, Inf]	0.9963816	0.9961234	0.9967412
silicate + silicate_star	Indo-Pacific	(-Inf,26]	0.9901555	0.9887244	0.9912660
silicate + silicate_star	Indo-Pacific	(26,26.5]	0.8876364	0.7905023	0.9497071
silicate + silicate_star	Indo-Pacific	(26.5,26.75]	0.5996830	0.5476508	0.6885485
silicate + silicate_star	Indo-Pacific	(26.75,27]	0.8202999	0.7627327	0.8583774
silicate + silicate_star	Indo-Pacific	(27,27.25]	0.9240970	0.8998043	0.9383290
silicate + silicate_star	Indo-Pacific	(27.25,27.5]	0.9706464	0.9662837	0.9764269
silicate + silicate_star	Indo-Pacific	(27.5,27.75]	0.9908319	0.9893035	0.9922566
silicate + silicate_star	Indo-Pacific	(27.75,27.85]	0.9982877	0.9980270	0.9987000
silicate + silicate_star	Indo-Pacific	(27.85,27.95]	0.9986386	0.9984142	0.9988998
silicate + silicate_star	Indo-Pacific	(27.95,28.05]	0.9983333	0.9980853	0.9987152
silicate + silicate_star	Indo-Pacific	(28.05,28.1]	0.9979544	0.9974608	0.9983800
silicate + silicate_star	Indo-Pacific	(28.1,28.2]	0.9960836	0.9949071	0.9967093
silicate + silicate_star	Indo-Pacific	(28.2,28.3]	0.9996952	0.9995440	0.9997732
silicate + silicate_star	Indo-Pacific	(28.3, Inf]	0.9999837	0.9999787	0.9999894
temp + aou	Atlantic	(-Inf,26]	-0.6782602	-0.6996717	-0.6544950
temp + aou	Atlantic	(26,26.5]	-0.8212980	-0.8378649	-0.8098281
temp + aou	Atlantic	(26.5,26.75]	-0.4744966	-0.5024543	-0.4442494
temp + aou	Atlantic	(26.75,27]	-0.3762360	-0.4116008	-0.3549873
temp + aou	Atlantic	(27,27.25]	-0.3598623	-0.5378913	-0.2240360
temp + aou	Atlantic	(27.25,27.5]	-0.3311173	-0.4714327	-0.1805269
temp + aou	Atlantic	(27.5,27.75]	-0.3262665	-0.3439166	-0.3105061
temp + aou	Atlantic	(27.75,27.85]	-0.2861045	-0.3932726	-0.1525857
temp + aou	Atlantic	(27.85,27.95]	-0.3653568	-0.4579367	-0.2340562
temp + aou	Atlantic	(27.95,28.05]	-0.5428836	-0.6717034	-0.4236570
temp + aou	Atlantic	(28.05,28.1]	-0.8509795	-0.9087986	-0.8059122
temp + aou	Atlantic	(28.1,28.15]	-0.9154292	-0.9539333	-0.8650635
temp + aou	Atlantic	(28.15,28.2]	-0.8557361	-0.8918553	-0.8324913
temp + aou	Atlantic	(28.2, Inf]	0.3023932	0.0972678	0.4923425
temp + aou	Indo-Pacific	(-Inf,26]	-0.9132113	-0.9251741	-0.8942517
temp + aou	Indo-Pacific	(26,26.5]	-0.2929620	-0.4985612	-0.0212315
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2442759	-0.4436907	-0.1022136
temp + aou	Indo-Pacific	(26.75,27]	-0.0770294	-0.2254690	0.0575657
temp + aou	Indo-Pacific	(27,27.25]	-0.0068120	-0.0963849	0.1672050
temp + aou	Indo-Pacific	(27.25,27.5]	0.1087046	0.0135570	0.2936595
temp + aou	Indo-Pacific	(27.5,27.75]	0.1715142	0.0262715	0.2894843
temp + aou	Indo-Pacific	(27.75,27.85]	0.1419017	0.0205348	0.2172809
temp + aou	Indo-Pacific	(27.85,27.95]	0.1542161	0.0624662	0.2023103
temp + aou	Indo-Pacific	(27.95,28.05]	0.1530586	0.0781281	0.2354871
temp + aou	Indo-Pacific	(28.05,28.1]	0.0553202	-0.0019896	0.1010016
temp + aou	Indo-Pacific	(28.1,28.2]	-0.1458029	-0.1874323	-0.0854405
temp + aou	Indo-Pacific	(28.2,28.3]	0.3806713	0.0852492	0.7929568
temp + aou	Indo-Pacific	(28.3, Inf]	0.9779202	0.9424450	0.9957351
temp + nitrate	Atlantic	(-Inf,26]	-0.3619368	-0.3926871	-0.3302663
temp + nitrate	Atlantic	(26,26.5]	-0.7994289	-0.8243288	-0.7790387
temp + nitrate	Atlantic	(26.5,26.75]	-0.6436718	-0.6649248	-0.6265951
temp + nitrate	Atlantic	(26.75,27]	-0.5559128	-0.5828556	-0.5219523
temp + nitrate	Atlantic	(27,27.25]	-0.5945391	-0.7181885	-0.5117661
temp + nitrate	Atlantic	(27.25,27.5]	-0.5978557	-0.6712790	-0.5283560
temp + nitrate	Atlantic	(27.5,27.75]	-0.4465139	-0.4585481	-0.4237458
temp + nitrate	Atlantic	(27.75,27.85]	-0.3480104	-0.4418386	-0.2268603
temp + nitrate	Atlantic	(27.85,27.95]	-0.4262668	-0.5230149	-0.2514261
temp + nitrate	Atlantic	(27.95,28.05]	-0.5943638	-0.6910746	-0.4566563
temp + nitrate	Atlantic	(28.05,28.1]	-0.8672974	-0.9298790	-0.8211814
temp + nitrate	Atlantic	(28.1,28.15]	-0.9301563	-0.9568663	-0.8842448
temp + nitrate	Atlantic	(28.15,28.2]	-0.8344848	-0.8615489	-0.7942530
temp + nitrate	Atlantic	(28.2, Inf]	0.0779390	-0.0531319	0.2808701
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.7291765	-0.7733488	-0.6623718
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4018466	-0.5623354	-0.1674631
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3152580	-0.4681914	-0.2209650
temp + nitrate	Indo-Pacific	(26.75,27]	-0.1787958	-0.2944145	-0.0977942
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1813174	-0.2453300	-0.0571783
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.1141892	-0.1673655	-0.0094574
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.0163773	-0.0809441	0.0325818
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.0034229	-0.0828840	0.0713041
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0018082	-0.0871470	0.0911169
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.0669129	-0.1250006	0.0326940
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.2245139	-0.2822770	-0.1816713
temp + nitrate	Indo-Pacific	(28.1,28.2]	-0.3759655	-0.4573838	-0.3173610
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.2138310	-0.2286842	0.7246420
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.7280302	0.2855176	0.9960101
temp + oxygen	Atlantic	(-Inf,26]	0.4650175	0.4416235	0.4840993
temp + oxygen	Atlantic	(26,26.5]	-0.1545879	-0.2560590	0.0453667
temp + oxygen	Atlantic	(26.5,26.75]	-0.0421567	-0.0787603	0.0205505
temp + oxygen	Atlantic	(26.75,27]	0.0631764	0.0554935	0.0763762
temp + oxygen	Atlantic	(27,27.25]	0.0868881	-0.0526026	0.3157415
temp + oxygen	Atlantic	(27.25,27.5]	0.0030899	-0.1637638	0.1891816
temp + oxygen	Atlantic	(27.5,27.75]	0.0763771	0.0671703	0.0933562
temp + oxygen	Atlantic	(27.75,27.85]	0.1364040	-0.0142409	0.2639155
temp + oxygen	Atlantic	(27.85,27.95]	0.1718804	0.0599563	0.2738052
temp + oxygen	Atlantic	(27.95,28.05]	0.3941281	0.2810968	0.5586308
temp + oxygen	Atlantic	(28.05,28.1]	0.7979678	0.7299927	0.8754450
temp + oxygen	Atlantic	(28.1,28.15]	0.8883940	0.8222091	0.9392002
temp + oxygen	Atlantic	(28.15,28.2]	0.8144225	0.7878035	0.8590781
temp + oxygen	Atlantic	(28.2, Inf]	-0.4293862	-0.6168995	-0.2175872
temp + oxygen	Indo-Pacific	(-Inf,26]	0.8035354	0.7471558	0.8325214
temp + oxygen	Indo-Pacific	(26,26.5]	-0.0109106	-0.2041505	0.1623945
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0885719	-0.0570851	0.2997198
temp + oxygen	Indo-Pacific	(26.75,27]	-0.0767252	-0.2275427	0.0780514
temp + oxygen	Indo-Pacific	(27,27.25]	-0.1057514	-0.2879924	-0.0066736
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.2080287	-0.4073028	-0.1018826
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.2731610	-0.4107769	-0.1092098
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.2448403	-0.3405180	-0.1083054
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.2699302	-0.3402383	-0.1699145
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.2844040	-0.3473631	-0.1971561
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.2171101	-0.2537812	-0.1494526
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.0535239	-0.1392334	-0.0009003
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.6107180	-0.8874258	-0.4327446
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9865299	-0.9981089	-0.9641387
temp + silicate	Atlantic	(-Inf,26]	-0.3361217	-0.3576773	-0.3230516
temp + silicate	Atlantic	(26,26.5]	-0.6675519	-0.7328166	-0.6344659
temp + silicate	Atlantic	(26.5,26.75]	-0.6356320	-0.7073861	-0.5992089
temp + silicate	Atlantic	(26.75,27]	-0.6818104	-0.7259275	-0.6428626
temp + silicate	Atlantic	(27,27.25]	-0.6370262	-0.7545050	-0.5701706
temp + silicate	Atlantic	(27.25,27.5]	-0.6003762	-0.6907200	-0.5078667
temp + silicate	Atlantic	(27.5,27.75]	-0.6061581	-0.6153506	-0.5945615
temp + silicate	Atlantic	(27.75,27.85]	-0.5328542	-0.6140941	-0.4572300
temp + silicate	Atlantic	(27.85,27.95]	-0.5402373	-0.5973272	-0.4779089
temp + silicate	Atlantic	(27.95,28.05]	-0.6185727	-0.7134275	-0.5406440
temp + silicate	Atlantic	(28.05,28.1]	-0.8208122	-0.8831718	-0.7634319
temp + silicate	Atlantic	(28.1,28.15]	-0.8582674	-0.9175537	-0.7803966
temp + silicate	Atlantic	(28.15,28.2]	-0.6682243	-0.7660055	-0.5660341
temp + silicate	Atlantic	(28.2, Inf]	-0.3829263	-0.8121913	0.0245497
temp + silicate	Indo-Pacific	(-Inf,26]	-0.7917691	-0.8221004	-0.7682940
temp + silicate	Indo-Pacific	(26,26.5]	-0.7110565	-0.7820429	-0.6049304
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6281819	-0.7125720	-0.5621006
temp + silicate	Indo-Pacific	(26.75,27]	-0.4272262	-0.5021717	-0.3205904
temp + silicate	Indo-Pacific	(27,27.25]	-0.2658995	-0.3836262	-0.1009609
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.1715367	-0.2888300	-0.0269271
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.0339588	-0.1348255	0.0262711
temp + silicate	Indo-Pacific	(27.75,27.85]	0.0815853	-0.0484244	0.1602022
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1463595	0.0147035	0.2175717
temp + silicate	Indo-Pacific	(27.95,28.05]	0.1714346	0.0693068	0.2443085
temp + silicate	Indo-Pacific	(28.05,28.1]	0.3010556	0.2151114	0.3594134
temp + silicate	Indo-Pacific	(28.1,28.2]	0.5056226	0.4878837	0.5245797
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1008358	-0.1525353	0.5043698
temp + silicate	Indo-Pacific	(28.3, Inf]	-0.2427750	-0.9550949	0.9714047
temp + silicate_star	Atlantic	(-Inf,26]	-0.3113335	-0.3297801	-0.2996311
temp + silicate_star	Atlantic	(26,26.5]	-0.5400113	-0.6183849	-0.4935725
temp + silicate_star	Atlantic	(26.5,26.75]	-0.4819646	-0.5741272	-0.4023703
temp + silicate_star	Atlantic	(26.75,27]	-0.3895602	-0.4552377	-0.3218026
temp + silicate_star	Atlantic	(27,27.25]	-0.1773706	-0.2869586	-0.0867815
temp + silicate_star	Atlantic	(27.25,27.5]	-0.2212624	-0.2656192	-0.1839675
temp + silicate_star	Atlantic	(27.5,27.75]	-0.5861946	-0.6031062	-0.5573317
temp + silicate_star	Atlantic	(27.75,27.85]	-0.6383542	-0.7058754	-0.5989551
temp + silicate_star	Atlantic	(27.85,27.95]	-0.5857524	-0.6150325	-0.5450390
temp + silicate_star	Atlantic	(27.95,28.05]	-0.6163626	-0.7093515	-0.5690043
temp + silicate_star	Atlantic	(28.05,28.1]	-0.7875403	-0.8496798	-0.7116237
temp + silicate_star	Atlantic	(28.1,28.15]	-0.8128476	-0.8840408	-0.7249931
temp + silicate_star	Atlantic	(28.15,28.2]	-0.5843035	-0.7141900	-0.4659835
temp + silicate_star	Atlantic	(28.2, Inf]	-0.4179917	-0.8366449	-0.0187983
temp + silicate_star	Indo-Pacific	(-Inf,26]	-0.7789843	-0.8011885	-0.7678445
temp + silicate_star	Indo-Pacific	(26,26.5]	-0.6470155	-0.7524787	-0.5469758
temp + silicate_star	Indo-Pacific	(26.5,26.75]	-0.4018054	-0.4556497	-0.3681852
temp + silicate_star	Indo-Pacific	(26.75,27]	-0.4452334	-0.4990250	-0.3511779
temp + silicate_star	Indo-Pacific	(27,27.25]	-0.2694782	-0.3858395	-0.1142378
temp + silicate_star	Indo-Pacific	(27.25,27.5]	-0.1835728	-0.3164280	-0.0337138
temp + silicate_star	Indo-Pacific	(27.5,27.75]	-0.0379291	-0.1454106	0.0325698
temp + silicate_star	Indo-Pacific	(27.75,27.85]	0.0920121	-0.0425909	0.1778930
temp + silicate_star	Indo-Pacific	(27.85,27.95]	0.1614895	0.0273673	0.2294431
temp + silicate_star	Indo-Pacific	(27.95,28.05]	0.1889315	0.0867532	0.2553606
temp + silicate_star	Indo-Pacific	(28.05,28.1]	0.3270006	0.2457297	0.3762630
temp + silicate_star	Indo-Pacific	(28.1,28.2]	0.5266039	0.5177498	0.5365162
temp + silicate_star	Indo-Pacific	(28.2,28.3]	0.0962623	-0.1547649	0.4879296
temp + silicate_star	Indo-Pacific	(28.3, Inf]	-0.2449467	-0.9564326	0.9699332

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
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]	-0.9630991	-0.9663157	-0.9582929
aou	Atlantic	(26,26.5]	-0.5008679	-0.6860790	-0.2946425
aou	Atlantic	(26.5,26.75]	-0.2055248	-0.2616053	-0.1359885
aou	Atlantic	(26.75,27]	-0.4894688	-0.5794838	-0.4390873
aou	Atlantic	(27,27.25]	-0.7932007	-0.8119754	-0.7665441
aou	Atlantic	(27.25,27.5]	-0.8534006	-0.8684196	-0.8288865
aou	Atlantic	(27.5,27.75]	-0.9414458	-0.9437252	-0.9398493
aou	Atlantic	(27.75,27.85]	-0.9451555	-0.9502431	-0.9392075
aou	Atlantic	(27.85,27.95]	-0.8754986	-0.8914406	-0.8629042
aou	Atlantic	(27.95,28.05]	-0.8911845	-0.9081816	-0.8713560
aou	Atlantic	(28.05,28.1]	-0.8769278	-0.9203014	-0.8552124
aou	Atlantic	(28.1,28.15]	-0.9372776	-0.9864675	-0.8856359
aou	Atlantic	(28.15,28.2]	-0.8428798	-0.8660092	-0.8020036
aou	Atlantic	(28.2, Inf]	-0.7488757	-0.8799977	-0.5111539
aou	Indo-Pacific	(-Inf,26]	-0.9136434	-0.9243280	-0.9023595
aou	Indo-Pacific	(26,26.5]	-0.6427862	-0.6809961	-0.5846979
aou	Indo-Pacific	(26.5,26.75]	-0.7860675	-0.8185616	-0.7584420
aou	Indo-Pacific	(26.75,27]	-0.6496132	-0.6777614	-0.6100131
aou	Indo-Pacific	(27,27.25]	-0.3785889	-0.4357954	-0.2695290
aou	Indo-Pacific	(27.25,27.5]	0.3836673	0.3387354	0.4670039
aou	Indo-Pacific	(27.5,27.75]	0.8097076	0.7834122	0.8613152
aou	Indo-Pacific	(27.75,27.85]	0.9329623	0.9234176	0.9506976
aou	Indo-Pacific	(27.85,27.95]	0.9001114	0.8612529	0.9308613
aou	Indo-Pacific	(27.95,28.05]	0.7841174	0.7070328	0.8680057
aou	Indo-Pacific	(28.05,28.1]	0.4403152	0.3179878	0.6267864
aou	Indo-Pacific	(28.1,28.2]	-0.3376820	-0.4220209	-0.1824647
aou	Indo-Pacific	(28.2,28.3]	-0.4013633	-0.6014784	-0.2286678
aou	Indo-Pacific	(28.3, Inf]	0.3126267	-0.9558307	0.9902606
nitrate	Atlantic	(-Inf,26]	0.4073596	0.3826180	0.4345310
nitrate	Atlantic	(26,26.5]	-0.5535005	-0.7215404	-0.3738927
nitrate	Atlantic	(26.5,26.75]	-0.2825985	-0.3086159	-0.2487164
nitrate	Atlantic	(26.75,27]	-0.4638418	-0.5390866	-0.4019749
nitrate	Atlantic	(27,27.25]	-0.7852812	-0.8362562	-0.7362751
nitrate	Atlantic	(27.25,27.5]	-0.8670234	-0.8948528	-0.8475467
nitrate	Atlantic	(27.5,27.75]	-0.9400835	-0.9453608	-0.9320601
nitrate	Atlantic	(27.75,27.85]	-0.9543798	-0.9561195	-0.9511993
nitrate	Atlantic	(27.85,27.95]	-0.9104711	-0.9274117	-0.8990118
nitrate	Atlantic	(27.95,28.05]	-0.9276722	-0.9331834	-0.9190235
nitrate	Atlantic	(28.05,28.1]	-0.9264966	-0.9531183	-0.9113276
nitrate	Atlantic	(28.1,28.15]	-0.9667371	-0.9942099	-0.9388673
nitrate	Atlantic	(28.15,28.2]	-0.9349737	-0.9451528	-0.9265884
nitrate	Atlantic	(28.2, Inf]	-0.9615147	-0.9864250	-0.9150512
nitrate	Indo-Pacific	(-Inf,26]	-0.2568189	-0.3460716	-0.1321331
nitrate	Indo-Pacific	(26,26.5]	-0.6889599	-0.7494126	-0.6294828
nitrate	Indo-Pacific	(26.5,26.75]	-0.7862822	-0.8306191	-0.7611339
nitrate	Indo-Pacific	(26.75,27]	-0.6440724	-0.6773826	-0.6075640
nitrate	Indo-Pacific	(27,27.25]	-0.3520556	-0.4219597	-0.2597512
nitrate	Indo-Pacific	(27.25,27.5]	0.2571763	0.2114527	0.3095972
nitrate	Indo-Pacific	(27.5,27.75]	0.6125928	0.5748438	0.6739367
nitrate	Indo-Pacific	(27.75,27.85]	0.8718861	0.8302928	0.9110174
nitrate	Indo-Pacific	(27.85,27.95]	0.8080137	0.7095446	0.8713010
nitrate	Indo-Pacific	(27.95,28.05]	0.5992746	0.4572606	0.7518248
nitrate	Indo-Pacific	(28.05,28.1]	0.1324729	-0.0472962	0.3793547
nitrate	Indo-Pacific	(28.1,28.2]	-0.5323209	-0.6074793	-0.4028617
nitrate	Indo-Pacific	(28.2,28.3]	-0.6800609	-0.8205041	-0.5968111
nitrate	Indo-Pacific	(28.3, Inf]	-0.0209157	-0.9778297	0.8699440
oxygen	Atlantic	(-Inf,26]	0.9576009	0.9496269	0.9668009
oxygen	Atlantic	(26,26.5]	0.6149448	0.5201471	0.6657134
oxygen	Atlantic	(26.5,26.75]	0.2877821	0.1403882	0.3928883
oxygen	Atlantic	(26.75,27]	0.5085660	0.4634268	0.5800809
oxygen	Atlantic	(27,27.25]	0.7629685	0.7577424	0.7711256
oxygen	Atlantic	(27.25,27.5]	0.8050820	0.7703938	0.8245846
oxygen	Atlantic	(27.5,27.75]	0.9360736	0.9315048	0.9399823
oxygen	Atlantic	(27.75,27.85]	0.9521321	0.9414918	0.9610795
oxygen	Atlantic	(27.85,27.95]	0.8886812	0.8588016	0.9189432
oxygen	Atlantic	(27.95,28.05]	0.9052932	0.8887422	0.9364349
oxygen	Atlantic	(28.05,28.1]	0.8777887	0.8453456	0.9145871
oxygen	Atlantic	(28.1,28.15]	0.9323362	0.8804404	0.9785727
oxygen	Atlantic	(28.15,28.2]	0.8462102	0.8083612	0.8681836
oxygen	Atlantic	(28.2, Inf]	0.6977775	0.4036629	0.8463352
oxygen	Indo-Pacific	(-Inf,26]	0.8735947	0.8409110	0.9050250
oxygen	Indo-Pacific	(26,26.5]	0.5979771	0.5691370	0.6482985
oxygen	Indo-Pacific	(26.5,26.75]	0.7756802	0.7523175	0.8005143
oxygen	Indo-Pacific	(26.75,27]	0.6573223	0.6281525	0.6734994
oxygen	Indo-Pacific	(27,27.25]	0.3887865	0.2799185	0.4587776
oxygen	Indo-Pacific	(27.25,27.5]	-0.3757117	-0.4521516	-0.3178766
oxygen	Indo-Pacific	(27.5,27.75]	-0.7945639	-0.8466696	-0.7566975
oxygen	Indo-Pacific	(27.75,27.85]	-0.9250493	-0.9434176	-0.9096808
oxygen	Indo-Pacific	(27.85,27.95]	-0.8945289	-0.9249970	-0.8631655
oxygen	Indo-Pacific	(27.95,28.05]	-0.7946063	-0.8740988	-0.7304335
oxygen	Indo-Pacific	(28.05,28.1]	-0.4871387	-0.6678391	-0.3566157
oxygen	Indo-Pacific	(28.1,28.2]	0.2121897	0.0449876	0.3223590
oxygen	Indo-Pacific	(28.2,28.3]	0.3372792	0.1074773	0.5822851
oxygen	Indo-Pacific	(28.3, Inf]	-0.3176106	-0.9919491	0.9604198
sal	Atlantic	(-Inf,26]	0.9964042	0.9960590	0.9967857
sal	Atlantic	(26,26.5]	0.0309831	-0.1795390	0.2711300
sal	Atlantic	(26.5,26.75]	-0.2764189	-0.3775431	-0.1672301
sal	Atlantic	(26.75,27]	-0.0754447	-0.1379118	-0.0350052
sal	Atlantic	(27,27.25]	0.2919010	0.1522983	0.4933218
sal	Atlantic	(27.25,27.5]	0.3023697	0.2096871	0.4377559
sal	Atlantic	(27.5,27.75]	0.2633568	0.2418616	0.2768246
sal	Atlantic	(27.75,27.85]	0.1914260	0.0700128	0.2878116
sal	Atlantic	(27.85,27.95]	0.1220756	-0.0713946	0.2407140
sal	Atlantic	(27.95,28.05]	0.3024683	0.1172524	0.4075621
sal	Atlantic	(28.05,28.1]	0.7100988	0.5380474	0.8714552
sal	Atlantic	(28.1,28.15]	0.9093051	0.8501239	0.9464279
sal	Atlantic	(28.15,28.2]	0.8049664	0.7684375	0.8364918
sal	Atlantic	(28.2, Inf]	0.9717959	0.9443927	0.9923222
sal	Indo-Pacific	(-Inf,26]	0.9950875	0.9945379	0.9959385
sal	Indo-Pacific	(26,26.5]	0.1281869	0.0009417	0.2310442
sal	Indo-Pacific	(26.5,26.75]	0.1742778	0.0883107	0.3092896
sal	Indo-Pacific	(26.75,27]	-0.1196750	-0.1364025	-0.0938921
sal	Indo-Pacific	(27,27.25]	-0.2290898	-0.3456470	-0.1459039
sal	Indo-Pacific	(27.25,27.5]	-0.0009132	-0.2335361	0.2885028
sal	Indo-Pacific	(27.5,27.75]	0.1618817	0.0267859	0.3915240
sal	Indo-Pacific	(27.75,27.85]	0.0554609	-0.0794475	0.2443204
sal	Indo-Pacific	(27.85,27.95]	0.0261458	-0.0757966	0.2103708
sal	Indo-Pacific	(27.95,28.05]	-0.0147681	-0.1035932	0.1401276
sal	Indo-Pacific	(28.05,28.1]	-0.1256996	-0.2866079	0.0379076
sal	Indo-Pacific	(28.1,28.2]	-0.1217044	-0.4092660	0.1448546
sal	Indo-Pacific	(28.2,28.3]	0.2248292	0.1153603	0.4291392
sal	Indo-Pacific	(28.3, Inf]	0.7384535	0.2187527	0.9990871
silicate	Atlantic	(-Inf,26]	0.2259545	0.2187023	0.2329613
silicate	Atlantic	(26,26.5]	-0.5391685	-0.6826168	-0.4319234
silicate	Atlantic	(26.5,26.75]	-0.3874200	-0.4275107	-0.3582724
silicate	Atlantic	(26.75,27]	-0.4921202	-0.5295994	-0.4652313
silicate	Atlantic	(27,27.25]	-0.6443879	-0.7313584	-0.5818218
silicate	Atlantic	(27.25,27.5]	-0.7430876	-0.7721245	-0.6963032
silicate	Atlantic	(27.5,27.75]	-0.7558418	-0.7698462	-0.7354694
silicate	Atlantic	(27.75,27.85]	-0.8344545	-0.8469585	-0.8143457
silicate	Atlantic	(27.85,27.95]	-0.7813376	-0.7979322	-0.7613872
silicate	Atlantic	(27.95,28.05]	-0.8616292	-0.8754337	-0.8533086
silicate	Atlantic	(28.05,28.1]	-0.8797389	-0.9176858	-0.8599491
silicate	Atlantic	(28.1,28.15]	-0.9288657	-0.9560482	-0.9001607
silicate	Atlantic	(28.15,28.2]	-0.8642136	-0.9105313	-0.8301980
silicate	Atlantic	(28.2, Inf]	-0.8309499	-0.9259404	-0.6707848
silicate	Indo-Pacific	(-Inf,26]	-0.3310502	-0.4050426	-0.2463498
silicate	Indo-Pacific	(26,26.5]	-0.5753801	-0.6952330	-0.4591359
silicate	Indo-Pacific	(26.5,26.75]	-0.5681785	-0.6051890	-0.5209592
silicate	Indo-Pacific	(26.75,27]	-0.5452773	-0.5602320	-0.5350271
silicate	Indo-Pacific	(27,27.25]	-0.3105296	-0.3913932	-0.1927163
silicate	Indo-Pacific	(27.25,27.5]	0.3804144	0.3054658	0.4744528
silicate	Indo-Pacific	(27.5,27.75]	0.7978728	0.7694690	0.8427195
silicate	Indo-Pacific	(27.75,27.85]	0.9116264	0.8994072	0.9311223
silicate	Indo-Pacific	(27.85,27.95]	0.9145170	0.8880771	0.9308584
silicate	Indo-Pacific	(27.95,28.05]	0.9022257	0.8642639	0.9213129
silicate	Indo-Pacific	(28.05,28.1]	0.8900559	0.8490114	0.9105928
silicate	Indo-Pacific	(28.1,28.2]	0.7495559	0.6776763	0.7929396
silicate	Indo-Pacific	(28.2,28.3]	0.2067805	-0.0294105	0.4165736
silicate	Indo-Pacific	(28.3, Inf]	-0.9509437	-0.9854870	-0.8942012
silicate_star	Atlantic	(-Inf,26]	0.1589068	0.1471554	0.1682576
silicate_star	Atlantic	(26,26.5]	-0.4803131	-0.6011339	-0.4180032
silicate_star	Atlantic	(26.5,26.75]	-0.3493821	-0.4264912	-0.2890754
silicate_star	Atlantic	(26.75,27]	-0.2302698	-0.2975016	-0.0967985
silicate_star	Atlantic	(27,27.25]	0.0176106	-0.0926562	0.1285709
silicate_star	Atlantic	(27.25,27.5]	-0.0899581	-0.1108637	-0.0715832
silicate_star	Atlantic	(27.5,27.75]	-0.3771952	-0.3979182	-0.3427439
silicate_star	Atlantic	(27.75,27.85]	-0.6302488	-0.6641781	-0.5636986
silicate_star	Atlantic	(27.85,27.95]	-0.6261236	-0.6755331	-0.5536303
silicate_star	Atlantic	(27.95,28.05]	-0.8046479	-0.8244779	-0.7893981
silicate_star	Atlantic	(28.05,28.1]	-0.8455070	-0.8883047	-0.8221167
silicate_star	Atlantic	(28.1,28.15]	-0.8947926	-0.9200503	-0.8667541
silicate_star	Atlantic	(28.15,28.2]	-0.8010748	-0.8700728	-0.7478196
silicate_star	Atlantic	(28.2, Inf]	-0.7848422	-0.8941331	-0.6060352
silicate_star	Indo-Pacific	(-Inf,26]	-0.3411427	-0.4067099	-0.2706010
silicate_star	Indo-Pacific	(26,26.5]	-0.3148013	-0.5610482	0.0100373
silicate_star	Indo-Pacific	(26.5,26.75]	0.1112146	-0.0010805	0.2650043
silicate_star	Indo-Pacific	(26.75,27]	-0.2368016	-0.2869129	-0.1660967
silicate_star	Indo-Pacific	(27,27.25]	-0.2220541	-0.3404619	-0.1178248
silicate_star	Indo-Pacific	(27.25,27.5]	0.4067678	0.3261055	0.5025095
silicate_star	Indo-Pacific	(27.5,27.75]	0.8160213	0.7875455	0.8607227
silicate_star	Indo-Pacific	(27.75,27.85]	0.9054133	0.8898960	0.9250289
silicate_star	Indo-Pacific	(27.85,27.95]	0.9150245	0.8949224	0.9282290
silicate_star	Indo-Pacific	(27.95,28.05]	0.9091692	0.8807626	0.9238583
silicate_star	Indo-Pacific	(28.05,28.1]	0.9092200	0.8772403	0.9264589
silicate_star	Indo-Pacific	(28.1,28.2]	0.7797221	0.7246027	0.8156589
silicate_star	Indo-Pacific	(28.2,28.3]	0.2233331	-0.0085108	0.4320668
silicate_star	Indo-Pacific	(28.3, Inf]	-0.9520081	-0.9851036	-0.8967534
temp	Atlantic	(-Inf,26]	0.5131597	0.4960674	0.5296286
temp	Atlantic	(26,26.5]	0.1196009	-0.0817847	0.3529667
temp	Atlantic	(26.5,26.75]	-0.1729941	-0.2623500	-0.0623281
temp	Atlantic	(26.75,27]	-0.0008920	-0.0599220	0.0571819
temp	Atlantic	(27,27.25]	0.2753514	0.1298134	0.4871097
temp	Atlantic	(27.25,27.5]	0.2734990	0.1672180	0.4246141
temp	Atlantic	(27.5,27.75]	0.2054471	0.1960220	0.2218729
temp	Atlantic	(27.75,27.85]	0.1531166	0.0453688	0.2395111
temp	Atlantic	(27.85,27.95]	0.1591389	-0.0249101	0.2626496
temp	Atlantic	(27.95,28.05]	0.3350809	0.1552901	0.4377633
temp	Atlantic	(28.05,28.1]	0.7138995	0.5802289	0.8541533
temp	Atlantic	(28.1,28.15]	0.8773184	0.7769865	0.9546379
temp	Atlantic	(28.15,28.2]	0.6775375	0.5964229	0.7335625
temp	Atlantic	(28.2, Inf]	0.0651440	-0.2639703	0.3324258
temp	Indo-Pacific	(-Inf,26]	0.7560187	0.7308832	0.7749537
temp	Indo-Pacific	(26,26.5]	0.1854736	0.0562410	0.3119167
temp	Indo-Pacific	(26.5,26.75]	0.1844859	0.1190100	0.3119312
temp	Indo-Pacific	(26.75,27]	-0.0582994	-0.0752059	-0.0297152
temp	Indo-Pacific	(27,27.25]	-0.1180585	-0.2062292	-0.0631316
temp	Indo-Pacific	(27.25,27.5]	-0.0333391	-0.2218560	0.2299606
temp	Indo-Pacific	(27.5,27.75]	0.0245862	-0.1207347	0.2533112
temp	Indo-Pacific	(27.75,27.85]	0.1055615	-0.0189564	0.2557710
temp	Indo-Pacific	(27.85,27.95]	0.1404680	0.0577104	0.2535982
temp	Indo-Pacific	(27.95,28.05]	0.2451136	0.1738119	0.3104389
temp	Indo-Pacific	(28.05,28.1]	0.3569745	0.3287721	0.4112652
temp	Indo-Pacific	(28.1,28.2]	0.6521035	0.6256854	0.6830991
temp	Indo-Pacific	(28.2,28.3]	-0.0108858	-0.1735811	0.2741543
temp	Indo-Pacific	(28.3, Inf]	0.3236575	-0.9666250	0.9942077

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