eMLR - assumption testing

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Last updated: 2021-07-15

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

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Cache: none

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File paths: relative

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Repository version: 431c254

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The results in this page were generated with repository version 431c254. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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Ignored files:
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Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
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html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
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Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

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
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
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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
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
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
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
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]	0.9905540	0.9890667	0.9924219
aou + nitrate	Atlantic	(26,26.5]	0.9902283	0.9893744	0.9915402
aou + nitrate	Atlantic	(26.5,26.75]	0.9903958	0.9894049	0.9910077
aou + nitrate	Atlantic	(26.75,27]	0.9677415	0.9640693	0.9701651
aou + nitrate	Atlantic	(27,27.25]	0.8637471	0.8581107	0.8670242
aou + nitrate	Atlantic	(27.25,27.5]	0.5503547	0.5337732	0.5745404
aou + nitrate	Atlantic	(27.5,27.75]	0.6728533	0.6144758	0.7028535
aou + nitrate	Atlantic	(27.75,27.85]	0.9248834	0.9194576	0.9280000
aou + nitrate	Atlantic	(27.85,27.95]	0.9580177	0.9518347	0.9619971
aou + nitrate	Atlantic	(27.95,28.05]	0.9244571	0.9188203	0.9315682
aou + nitrate	Atlantic	(28.05,28.1]	0.8649694	0.8554699	0.8741806
aou + nitrate	Atlantic	(28.1,28.15]	0.8419137	0.7900760	0.8765741
aou + nitrate	Atlantic	(28.15,28.2]	0.5708698	0.5595654	0.5849903
aou + nitrate	Atlantic	(28.2, Inf]	0.8402178	0.7893475	0.8824474
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9820101	0.9813138	0.9829917
aou + nitrate	Indo-Pacific	(26,26.5]	0.9568417	0.9554203	0.9593841
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9394060	0.9363130	0.9439747
aou + nitrate	Indo-Pacific	(26.75,27]	0.9264268	0.9233855	0.9299043
aou + nitrate	Indo-Pacific	(27,27.25]	0.8998522	0.8948159	0.9049803
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8663644	0.8617052	0.8688585
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9609728	0.9568743	0.9684601
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9923847	0.9916779	0.9929755
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9888143	0.9882675	0.9894988
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9845341	0.9842345	0.9848047
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9751939	0.9735242	0.9763549
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9488899	0.9477614	0.9508223
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.8479340	0.8310904	0.8626416
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8519967	0.5675562	0.9946071
aou + phosphate	Atlantic	(-Inf,26]	0.9324361	0.9240969	0.9409490
aou + phosphate	Atlantic	(26,26.5]	0.9858026	0.9832803	0.9871927
aou + phosphate	Atlantic	(26.5,26.75]	0.9880272	0.9876950	0.9885107
aou + phosphate	Atlantic	(26.75,27]	0.9656011	0.9622734	0.9673084
aou + phosphate	Atlantic	(27,27.25]	0.8626466	0.8574868	0.8672598
aou + phosphate	Atlantic	(27.25,27.5]	0.5325143	0.5167400	0.5547449
aou + phosphate	Atlantic	(27.5,27.75]	0.6362170	0.5710305	0.6702836
aou + phosphate	Atlantic	(27.75,27.85]	0.8982681	0.8920919	0.9032464
aou + phosphate	Atlantic	(27.85,27.95]	0.8938322	0.8816331	0.9006218
aou + phosphate	Atlantic	(27.95,28.05]	0.8722134	0.8666668	0.8804147
aou + phosphate	Atlantic	(28.05,28.1]	0.8463999	0.8366944	0.8545599
aou + phosphate	Atlantic	(28.1,28.15]	0.8231885	0.7667027	0.8606498
aou + phosphate	Atlantic	(28.15,28.2]	0.5064554	0.4976190	0.5209819
aou + phosphate	Atlantic	(28.2, Inf]	0.8432875	0.7922704	0.8869584
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9832960	0.9822363	0.9853070
aou + phosphate	Indo-Pacific	(26,26.5]	0.9868341	0.9862803	0.9871328
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9870898	0.9863644	0.9883057
aou + phosphate	Indo-Pacific	(26.75,27]	0.9784792	0.9777420	0.9790135
aou + phosphate	Indo-Pacific	(27,27.25]	0.9700575	0.9693418	0.9713317
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9723182	0.9708471	0.9732939
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9863368	0.9859176	0.9865879
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9939574	0.9937096	0.9941113
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9927036	0.9921322	0.9930379
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9880592	0.9878364	0.9884568
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9794012	0.9780039	0.9801622
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9525270	0.9509437	0.9549208
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.7499550	0.7289959	0.7716058
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8455367	0.5591176	0.9888338
aou + phosphate_star	Atlantic	(-Inf,26]	0.5366957	0.5216469	0.5488346
aou + phosphate_star	Atlantic	(26,26.5]	0.7362865	0.7168650	0.7533206
aou + phosphate_star	Atlantic	(26.5,26.75]	0.6712293	0.6585328	0.6782535
aou + phosphate_star	Atlantic	(26.75,27]	0.3742965	0.3346181	0.4197854
aou + phosphate_star	Atlantic	(27,27.25]	-0.0695127	-0.0971362	-0.0298352
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.3318275	-0.3420614	-0.3154309
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1931534	0.1281792	0.2303430
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6756317	0.6324618	0.7200417
aou + phosphate_star	Atlantic	(27.85,27.95]	0.5921374	0.5401839	0.6200979
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5618777	0.5395679	0.5858142
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6035039	0.5877190	0.6187405
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5792976	0.4544819	0.6559841
aou + phosphate_star	Atlantic	(28.15,28.2]	-0.4670957	-0.5258777	-0.4289330
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5719267	0.3949350	0.7174429
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.7800973	0.7671417	0.7897384
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.7551306	0.7478679	0.7613196
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7210293	0.7047097	0.7457477
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.4014480	0.3745088	0.4387961
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.1588432	-0.2079238	-0.1279102
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5357340	-0.5557234	-0.5158622
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5579733	-0.5772400	-0.5481424
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.0525059	-0.0168152	0.1111306
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6000995	0.5832010	0.6291828
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6730714	0.6605714	0.6875904
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6096543	0.5858751	0.6278838
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1059631	-0.1149247	-0.0928326
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5669032	-0.6477577	-0.4759034
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4820037	-0.9920274	0.5355817
nitrate + phosphate	Atlantic	(-Inf,26]	0.9260589	0.9158064	0.9375205
nitrate + phosphate	Atlantic	(26,26.5]	0.9939831	0.9927992	0.9954448
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9970597	0.9967808	0.9973138
nitrate + phosphate	Atlantic	(26.75,27]	0.9971405	0.9970160	0.9972992
nitrate + phosphate	Atlantic	(27,27.25]	0.9979424	0.9972014	0.9983187
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9968417	0.9964026	0.9972431
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9937333	0.9932412	0.9940902
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9911308	0.9909772	0.9912110
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9699773	0.9667864	0.9731148
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9818196	0.9814329	0.9823714
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9962570	0.9956421	0.9970460
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9970386	0.9965076	0.9976492
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9904713	0.9900142	0.9909470
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9969457	0.9966037	0.9972684
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9870616	0.9850219	0.9882412
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9628262	0.9607215	0.9667996
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9479268	0.9441718	0.9546084
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9320325	0.9283371	0.9365141
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8820819	0.8751933	0.8883448
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8172220	0.8100962	0.8211633
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9408763	0.9343918	0.9523371
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9982183	0.9979521	0.9983538
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9980998	0.9978507	0.9982536
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9983815	0.9983351	0.9984661
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9986464	0.9984937	0.9988224
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972657	0.9971429	0.9973473
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9844631	0.9830970	0.9854850
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9988682	0.9987107	0.9990513
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.5414456	0.5262672	0.5540002
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7928691	0.7801842	0.8030117
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.7488324	0.7399226	0.7536685
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5820391	0.5600112	0.6123131
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4361655	0.4049476	0.4666488
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.5990413	0.5680642	0.6208985
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8502537	0.8434230	0.8568970
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8979350	0.8790489	0.9202512
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.7780226	0.7489139	0.7940959
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.8252808	0.8132788	0.8320053
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9171366	0.9161951	0.9186454
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9210520	0.9010726	0.9318250
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.4340748	0.3592864	0.4814117
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9001556	0.8501026	0.9401072
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8500552	0.8427695	0.8558435
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.8151304	0.8078283	0.8218177
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7883221	0.7698549	0.8045611
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.5234157	0.4972429	0.5596209
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.0453664	-0.0872422	-0.0231557
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4693777	-0.4883566	-0.4495965
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5162903	-0.5250437	-0.5086840
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.1602726	0.0916909	0.2104926
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.7006334	0.6886504	0.7240295
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7849494	0.7753885	0.7959176
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7632980	0.7485728	0.7750496
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1896480	0.1789216	0.2053037
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0617883	-0.1648418	0.0794071
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3218969	-0.9768690	0.9807082
oxygen + aou	Atlantic	(-Inf,26]	-0.8893679	-0.8970367	-0.8835601
oxygen + aou	Atlantic	(26,26.5]	-0.9774316	-0.9797071	-0.9736265
oxygen + aou	Atlantic	(26.5,26.75]	-0.9894267	-0.9898449	-0.9888917
oxygen + aou	Atlantic	(26.75,27]	-0.9865754	-0.9875236	-0.9857066
oxygen + aou	Atlantic	(27,27.25]	-0.9766522	-0.9769941	-0.9761153
oxygen + aou	Atlantic	(27.25,27.5]	-0.9525638	-0.9564898	-0.9499584
oxygen + aou	Atlantic	(27.5,27.75]	-0.8663738	-0.8753359	-0.8548336
oxygen + aou	Atlantic	(27.75,27.85]	-0.9201257	-0.9338999	-0.8972619
oxygen + aou	Atlantic	(27.85,27.95]	-0.9714372	-0.9720260	-0.9705379
oxygen + aou	Atlantic	(27.95,28.05]	-0.9594604	-0.9631369	-0.9555015
oxygen + aou	Atlantic	(28.05,28.1]	-0.8927396	-0.8978588	-0.8863333
oxygen + aou	Atlantic	(28.1,28.15]	-0.8078028	-0.8175781	-0.7948824
oxygen + aou	Atlantic	(28.15,28.2]	-0.9517843	-0.9617203	-0.9460178
oxygen + aou	Atlantic	(28.2, Inf]	-0.9512582	-0.9556353	-0.9485837
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9537914	-0.9589157	-0.9500692
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9862967	-0.9865001	-0.9861924
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9884992	-0.9892562	-0.9876594
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9891539	-0.9899144	-0.9885671
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9937927	-0.9939332	-0.9936452
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9951261	-0.9952802	-0.9950010
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9960747	-0.9963408	-0.9958059
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9969271	-0.9970957	-0.9967598
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9972435	-0.9973907	-0.9971384
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9966119	-0.9967272	-0.9964924
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9963546	-0.9964316	-0.9963003
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9938984	-0.9939891	-0.9937749
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9612155	-0.9680093	-0.9517130
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.8039479	-0.9995246	-0.4131908
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8734837	-0.8787385	-0.8645830
oxygen + nitrate	Atlantic	(26,26.5]	-0.9522125	-0.9565551	-0.9450702
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9658195	-0.9664900	-0.9653970
oxygen + nitrate	Atlantic	(26.75,27]	-0.9187008	-0.9225133	-0.9120575
oxygen + nitrate	Atlantic	(27,27.25]	-0.7407068	-0.7459277	-0.7303910
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.2820283	-0.3196617	-0.2622017
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.2342183	-0.2929823	-0.1348928
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7091418	-0.7292882	-0.6747050
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8670239	-0.8746360	-0.8578072
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7821468	-0.8018987	-0.7641262
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.5534746	-0.5803223	-0.5233700
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.3824060	-0.4587703	-0.2946089
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.3403318	-0.3816183	-0.3154899
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7629069	-0.8227689	-0.6916885
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.9026508	-0.9109722	-0.8964148
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.9173900	-0.9195403	-0.9153332
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.8994253	-0.9023173	-0.8974066
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.8850901	-0.8880626	-0.8834863
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.8704416	-0.8754829	-0.8650884
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.8426682	-0.8454227	-0.8380533
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9462696	-0.9534632	-0.9426510
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9847703	-0.9859539	-0.9839786
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9809660	-0.9821575	-0.9799550
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9700842	-0.9706444	-0.9696314
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9568689	-0.9586682	-0.9545088
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9269864	-0.9300173	-0.9250593
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.6957936	-0.7227217	-0.6470394
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.8663550	-0.9945258	-0.6119988
oxygen + phosphate	Atlantic	(-Inf,26]	-0.7053530	-0.7160205	-0.6868812
oxygen + phosphate	Atlantic	(26,26.5]	-0.9323499	-0.9384718	-0.9206121
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.9574611	-0.9583053	-0.9559900
oxygen + phosphate	Atlantic	(26.75,27]	-0.9125387	-0.9172546	-0.9068816
oxygen + phosphate	Atlantic	(27,27.25]	-0.7378508	-0.7448082	-0.7286044
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.2605095	-0.2966271	-0.2406358
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.1942907	-0.2521845	-0.0898941
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6698789	-0.6865620	-0.6380237
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7741727	-0.7823978	-0.7588924
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7169097	-0.7375664	-0.7036694
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.5212212	-0.5448480	-0.4932507
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.3449417	-0.4230704	-0.2558094
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.2575242	-0.2998886	-0.2308415
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7526856	-0.8147484	-0.6810180
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.9116610	-0.9191873	-0.9038706
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.9525024	-0.9536511	-0.9509968
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.9548394	-0.9588253	-0.9517262
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.9436748	-0.9442103	-0.9427417
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9426645	-0.9447868	-0.9414238
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9509698	-0.9526612	-0.9482331
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9762641	-0.9771720	-0.9756775
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9885537	-0.9889344	-0.9881797
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9867022	-0.9873743	-0.9855484
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9750576	-0.9758358	-0.9742992
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9619535	-0.9631976	-0.9599535
oxygen + phosphate	Indo-Pacific	(28.1,28.2]	-0.9287203	-0.9322344	-0.9262333
oxygen + phosphate	Indo-Pacific	(28.2,28.3]	-0.5699388	-0.6045391	-0.5139944
oxygen + phosphate	Indo-Pacific	(28.3, Inf]	-0.8508816	-0.9883601	-0.5776916
oxygen + phosphate_star	Atlantic	(-Inf,26]	-0.1230964	-0.1520320	-0.0988476
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.5820247	-0.6082490	-0.5444496
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.5604101	-0.5668562	-0.5493767
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.2216854	-0.2650705	-0.1791186
oxygen + phosphate_star	Atlantic	(27,27.25]	0.2780277	0.2384740	0.3028334
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.5965028	0.5897956	0.6038175
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.3017153	0.2571064	0.3856181
oxygen + phosphate_star	Atlantic	(27.75,27.85]	-0.3490270	-0.3654783	-0.3267006
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.3982122	-0.4311689	-0.3417686
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.3250895	-0.3648116	-0.3002537
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.1844840	-0.2152171	-0.1508559
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.0011431	-0.1118491	0.1453571
oxygen + phosphate_star	Atlantic	(28.15,28.2]	0.6949218	0.6695080	0.7221602
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.4186188	-0.5886215	-0.2158791
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5819162	-0.6044231	-0.5546295
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.6450778	-0.6536717	-0.6357992
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6131977	-0.6457254	-0.5948436
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.2735698	-0.3118076	-0.2502129
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	0.2566482	0.2256429	0.3040437
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6055154	0.5861518	0.6232980
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6111354	0.5992888	0.6319837
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.0033542	-0.0571298	0.0760777
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.5570817	-0.5891853	-0.5382275
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6173887	-0.6333393	-0.6050434
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5474803	-0.5674091	-0.5220412
oxygen + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1851993	0.1721182	0.1954320
oxygen + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7567983	0.7076206	0.8039278
oxygen + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5133585	-0.4457866	0.9938643
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7901122	0.7779518	0.8012779
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8364468	0.8287576	0.8457308
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.7755196	0.7657218	0.7822133
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6008440	0.5770101	0.6344657
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4429172	0.4167381	0.4704094
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.6191944	0.5901602	0.6390237
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8759801	0.8703106	0.8842582
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9287836	0.9123276	0.9463273
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8886995	0.8713681	0.8992612
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8922635	0.8852243	0.8978084
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9348839	0.9341646	0.9361454
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9380081	0.9192762	0.9477313
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.5145133	0.4433211	0.5588395
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9106479	0.8620175	0.9483057
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8646475	0.8572895	0.8693206
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8471298	0.8433009	0.8511004
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8201406	0.8085429	0.8359891
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.5762840	0.5554686	0.6073357
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.0803917	0.0339612	0.1060503
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3298063	-0.3560419	-0.3100622
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4252734	-0.4478133	-0.4124715
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.1473253	0.0776771	0.2046086
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6845794	0.6707866	0.7097371
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7765669	0.7667262	0.7871306
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7552430	0.7400890	0.7678621
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1922868	0.1800948	0.2080991
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1022358	0.0042771	0.2423976
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3117912	-0.9654691	0.9881892
sal + aou	Atlantic	(-Inf,26]	-0.1604137	-0.1849835	-0.1233205
sal + aou	Atlantic	(26,26.5]	-0.1876019	-0.1970141	-0.1761286
sal + aou	Atlantic	(26.5,26.75]	-0.1378616	-0.1660387	-0.1019633
sal + aou	Atlantic	(26.75,27]	-0.0814293	-0.1247547	-0.0424739
sal + aou	Atlantic	(27,27.25]	0.0495771	0.0279413	0.0635605
sal + aou	Atlantic	(27.25,27.5]	0.2449144	0.2373911	0.2546365
sal + aou	Atlantic	(27.5,27.75]	-0.2417082	-0.2597762	-0.2123860
sal + aou	Atlantic	(27.75,27.85]	-0.5420573	-0.5814263	-0.5023582
sal + aou	Atlantic	(27.85,27.95]	-0.6252556	-0.6567588	-0.5874188
sal + aou	Atlantic	(27.95,28.05]	-0.6088502	-0.6261709	-0.5930769
sal + aou	Atlantic	(28.05,28.1]	-0.6014805	-0.6018093	-0.6012344
sal + aou	Atlantic	(28.1,28.15]	-0.5899416	-0.6569255	-0.4768905
sal + aou	Atlantic	(28.15,28.2]	0.5509655	0.5166895	0.5909587
sal + aou	Atlantic	(28.2, Inf]	-0.2851945	-0.4736323	-0.0735102
sal + aou	Indo-Pacific	(-Inf,26]	-0.1670800	-0.1762948	-0.1610537
sal + aou	Indo-Pacific	(26,26.5]	-0.1462675	-0.1497442	-0.1439873
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2391187	-0.2684468	-0.2173324
sal + aou	Indo-Pacific	(26.75,27]	0.0005361	-0.0180366	0.0151328
sal + aou	Indo-Pacific	(27,27.25]	0.2864794	0.2688142	0.3071942
sal + aou	Indo-Pacific	(27.25,27.5]	0.4815571	0.4694729	0.5006712
sal + aou	Indo-Pacific	(27.5,27.75]	0.4873466	0.4776207	0.5009662
sal + aou	Indo-Pacific	(27.75,27.85]	0.1962680	0.1935337	0.1977792
sal + aou	Indo-Pacific	(27.85,27.95]	-0.2032115	-0.2237786	-0.1857810
sal + aou	Indo-Pacific	(27.95,28.05]	-0.5390287	-0.5605599	-0.5103555
sal + aou	Indo-Pacific	(28.05,28.1]	-0.4858146	-0.5052462	-0.4475678
sal + aou	Indo-Pacific	(28.1,28.2]	0.3008576	0.2774258	0.3204859
sal + aou	Indo-Pacific	(28.2,28.3]	0.7024946	0.6395582	0.7367420
sal + aou	Indo-Pacific	(28.3, Inf]	-0.1939698	-0.9963308	0.8607651
sal + nitrate	Atlantic	(-Inf,26]	-0.1660244	-0.1986315	-0.1219102
sal + nitrate	Atlantic	(26,26.5]	-0.2419017	-0.2514482	-0.2309957
sal + nitrate	Atlantic	(26.5,26.75]	-0.2222143	-0.2494185	-0.1855254
sal + nitrate	Atlantic	(26.75,27]	-0.2868379	-0.3169955	-0.2455505
sal + nitrate	Atlantic	(27,27.25]	-0.4304207	-0.4428032	-0.4158901
sal + nitrate	Atlantic	(27.25,27.5]	-0.6458355	-0.6628096	-0.6311764
sal + nitrate	Atlantic	(27.5,27.75]	-0.8400062	-0.8695409	-0.8207759
sal + nitrate	Atlantic	(27.75,27.85]	-0.7992499	-0.8199307	-0.7817481
sal + nitrate	Atlantic	(27.85,27.95]	-0.8015391	-0.8193865	-0.7828625
sal + nitrate	Atlantic	(27.95,28.05]	-0.8531358	-0.8587843	-0.8462083
sal + nitrate	Atlantic	(28.05,28.1]	-0.8923984	-0.9057278	-0.8805609
sal + nitrate	Atlantic	(28.1,28.15]	-0.9082029	-0.9138239	-0.8975248
sal + nitrate	Atlantic	(28.15,28.2]	-0.2852475	-0.3266225	-0.2281956
sal + nitrate	Atlantic	(28.2, Inf]	-0.7214368	-0.8017633	-0.6307956
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2670036	-0.2775834	-0.2607658
sal + nitrate	Indo-Pacific	(26,26.5]	-0.2869947	-0.2914762	-0.2820292
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4035200	-0.4305375	-0.3816485
sal + nitrate	Indo-Pacific	(26.75,27]	-0.1889355	-0.2069912	-0.1735911
sal + nitrate	Indo-Pacific	(27,27.25]	0.1010718	0.0804184	0.1226112
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.3182769	0.3063005	0.3389721
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.4202553	0.4109950	0.4352692
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.1372198	0.1312839	0.1432394
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2671151	-0.2846910	-0.2485907
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.6263259	-0.6429309	-0.6017581
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.6351044	-0.6498098	-0.6078154
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.0562805	0.0302997	0.0824922
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.3123194	0.2709923	0.3738713
sal + nitrate	Indo-Pacific	(28.3, Inf]	-0.3524919	-0.9982927	0.8236638
sal + oxygen	Atlantic	(-Inf,26]	-0.2910198	-0.3301226	-0.2641181
sal + oxygen	Atlantic	(26,26.5]	-0.0173722	-0.0323249	-0.0013365
sal + oxygen	Atlantic	(26.5,26.75]	-0.0043029	-0.0375076	0.0204635
sal + oxygen	Atlantic	(26.75,27]	-0.0771722	-0.1106188	-0.0390009
sal + oxygen	Atlantic	(27,27.25]	-0.2559406	-0.2715425	-0.2335565
sal + oxygen	Atlantic	(27.25,27.5]	-0.5183329	-0.5307185	-0.5049980
sal + oxygen	Atlantic	(27.5,27.75]	-0.2539380	-0.3045096	-0.2247774
sal + oxygen	Atlantic	(27.75,27.85]	0.1810917	0.1678915	0.2034219
sal + oxygen	Atlantic	(27.85,27.95]	0.4339236	0.3925084	0.4723193
sal + oxygen	Atlantic	(27.95,28.05]	0.3793169	0.3612207	0.4114402
sal + oxygen	Atlantic	(28.05,28.1]	0.1851738	0.1718749	0.1962012
sal + oxygen	Atlantic	(28.1,28.15]	0.0149512	-0.1186704	0.1140720
sal + oxygen	Atlantic	(28.15,28.2]	-0.7557373	-0.7682431	-0.7404363
sal + oxygen	Atlantic	(28.2, Inf]	0.1361446	-0.0900303	0.3425225
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.0896188	-0.1069827	-0.0792246
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0100835	-0.0122447	-0.0068987
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0939663	0.0720193	0.1289010
sal + oxygen	Indo-Pacific	(26.75,27]	-0.1420808	-0.1515683	-0.1247261
sal + oxygen	Indo-Pacific	(27,27.25]	-0.3846349	-0.4032039	-0.3676323
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.5532569	-0.5697404	-0.5417919
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.5375828	-0.5463494	-0.5316824
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.2655473	-0.2691712	-0.2635452
sal + oxygen	Indo-Pacific	(27.85,27.95]	0.1422522	0.1237463	0.1650408
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.4830113	0.4544576	0.5059162
sal + oxygen	Indo-Pacific	(28.05,28.1]	0.4192372	0.3790284	0.4398399
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.3635115	-0.3815794	-0.3398768
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.8381669	-0.8984136	-0.7681964
sal + oxygen	Indo-Pacific	(28.3, Inf]	0.1007118	-0.8638849	0.9964905
sal + phosphate	Atlantic	(-Inf,26]	-0.4210840	-0.4455218	-0.3751367
sal + phosphate	Atlantic	(26,26.5]	-0.3214940	-0.3363373	-0.3050197
sal + phosphate	Atlantic	(26.5,26.75]	-0.2672927	-0.2976566	-0.2296839
sal + phosphate	Atlantic	(26.75,27]	-0.3158780	-0.3519325	-0.2726286
sal + phosphate	Atlantic	(27,27.25]	-0.4428444	-0.4523448	-0.4344761
sal + phosphate	Atlantic	(27.25,27.5]	-0.6649303	-0.6794740	-0.6509087
sal + phosphate	Atlantic	(27.5,27.75]	-0.8491517	-0.8760336	-0.8334911
sal + phosphate	Atlantic	(27.75,27.85]	-0.8140972	-0.8305276	-0.7964029
sal + phosphate	Atlantic	(27.85,27.95]	-0.8793400	-0.8959597	-0.8689066
sal + phosphate	Atlantic	(27.95,28.05]	-0.9093670	-0.9110422	-0.9060817
sal + phosphate	Atlantic	(28.05,28.1]	-0.9171275	-0.9257724	-0.9091230
sal + phosphate	Atlantic	(28.1,28.15]	-0.9300617	-0.9373803	-0.9182983
sal + phosphate	Atlantic	(28.15,28.2]	-0.3753557	-0.4133208	-0.3220558
sal + phosphate	Atlantic	(28.2, Inf]	-0.7292977	-0.8072098	-0.6395769
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2534959	-0.2549296	-0.2512452
sal + phosphate	Indo-Pacific	(26,26.5]	-0.2611963	-0.2691783	-0.2551412
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3643201	-0.3841341	-0.3471292
sal + phosphate	Indo-Pacific	(26.75,27]	-0.1596029	-0.1755860	-0.1467331
sal + phosphate	Indo-Pacific	(27,27.25]	0.1099878	0.0979650	0.1276750
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.3452819	0.3273360	0.3684968
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4195067	0.4113336	0.4343053
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.1676029	0.1647386	0.1700633
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.2447753	-0.2635242	-0.2237142
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.6132882	-0.6294546	-0.5879113
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.6173736	-0.6334542	-0.5880870
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.0645194	0.0402372	0.0908341
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.1691937	0.1157561	0.2303141
sal + phosphate	Indo-Pacific	(28.3, Inf]	-0.3609949	-0.9955814	0.8148227
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8416229	-0.8494508	-0.8307388
sal + phosphate_star	Atlantic	(26,26.5]	-0.7503060	-0.7688182	-0.7403300
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7767249	-0.7936128	-0.7541411
sal + phosphate_star	Atlantic	(26.75,27]	-0.9042397	-0.9130267	-0.8915969
sal + phosphate_star	Atlantic	(27,27.25]	-0.9701536	-0.9723372	-0.9672057
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9743291	-0.9777539	-0.9709880
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9502958	-0.9543492	-0.9467759
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9381512	-0.9393982	-0.9361918
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9604170	-0.9663148	-0.9567161
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9880289	-0.9883502	-0.9877480
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9792384	-0.9816505	-0.9765031
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9860804	-0.9881334	-0.9847136
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9495886	-0.9553706	-0.9460338
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9271274	-0.9379775	-0.9151449
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6115108	-0.6245932	-0.5960596
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.6729611	-0.6839382	-0.6610400
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7879472	-0.7910116	-0.7837390
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8147843	-0.8238563	-0.8074263
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8303053	-0.8367710	-0.8243285
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8002741	-0.8145568	-0.7829130
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7130982	-0.7183432	-0.7026191
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6290234	-0.6577835	-0.5969274
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6128740	-0.6270816	-0.6013230
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8028177	-0.8130202	-0.7941857
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8854658	-0.8922838	-0.8805387
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7913143	-0.7989584	-0.7842625
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8776217	-0.9207667	-0.8305852
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2869851	-0.9575919	0.9826044
sal + temp	Atlantic	(-Inf,26]	0.9465226	0.9451206	0.9489180
sal + temp	Atlantic	(26,26.5]	0.9630879	0.9620852	0.9649033
sal + temp	Atlantic	(26.5,26.75]	0.9787420	0.9777649	0.9797812
sal + temp	Atlantic	(26.75,27]	0.9691755	0.9675103	0.9713647
sal + temp	Atlantic	(27,27.25]	0.9672497	0.9662447	0.9677840
sal + temp	Atlantic	(27.25,27.5]	0.9694706	0.9673535	0.9706860
sal + temp	Atlantic	(27.5,27.75]	0.9510032	0.9476560	0.9530880
sal + temp	Atlantic	(27.75,27.85]	0.9816463	0.9794354	0.9840403
sal + temp	Atlantic	(27.85,27.95]	0.9467241	0.9406392	0.9507550
sal + temp	Atlantic	(27.95,28.05]	0.9321974	0.9299051	0.9342832
sal + temp	Atlantic	(28.05,28.1]	0.9683466	0.9673964	0.9700820
sal + temp	Atlantic	(28.1,28.15]	0.9773185	0.9763902	0.9782298
sal + temp	Atlantic	(28.15,28.2]	0.9324629	0.9284714	0.9377447
sal + temp	Atlantic	(28.2, Inf]	0.3788368	0.2865927	0.4882670
sal + temp	Indo-Pacific	(-Inf,26]	0.8075459	0.8018513	0.8104645
sal + temp	Indo-Pacific	(26,26.5]	0.9433336	0.9410504	0.9458708
sal + temp	Indo-Pacific	(26.5,26.75]	0.9770059	0.9761166	0.9774807
sal + temp	Indo-Pacific	(26.75,27]	0.9675524	0.9664444	0.9692539
sal + temp	Indo-Pacific	(27,27.25]	0.9383083	0.9365850	0.9406304
sal + temp	Indo-Pacific	(27.25,27.5]	0.8878964	0.8839588	0.8936521
sal + temp	Indo-Pacific	(27.5,27.75]	0.7343694	0.7114916	0.7502010
sal + temp	Indo-Pacific	(27.75,27.85]	0.9096023	0.8990365	0.9164113
sal + temp	Indo-Pacific	(27.85,27.95]	0.7960006	0.7924745	0.8007849
sal + temp	Indo-Pacific	(27.95,28.05]	0.6960476	0.6896759	0.7084499
sal + temp	Indo-Pacific	(28.05,28.1]	0.6918896	0.6785353	0.6998271
sal + temp	Indo-Pacific	(28.1,28.2]	0.6076799	0.5908128	0.6180917
sal + temp	Indo-Pacific	(28.2,28.3]	0.8471080	0.8075308	0.8876907
sal + temp	Indo-Pacific	(28.3, Inf]	0.1072212	-0.9801108	0.8656290
temp + aou	Atlantic	(-Inf,26]	-0.2712159	-0.2966112	-0.2371396
temp + aou	Atlantic	(26,26.5]	-0.2674777	-0.2773562	-0.2481600
temp + aou	Atlantic	(26.5,26.75]	-0.1248154	-0.1608762	-0.0898707
temp + aou	Atlantic	(26.75,27]	-0.0645971	-0.1149997	-0.0255757
temp + aou	Atlantic	(27,27.25]	0.0849149	0.0488146	0.1104321
temp + aou	Atlantic	(27.25,27.5]	0.2854328	0.2743011	0.2975731
temp + aou	Atlantic	(27.5,27.75]	-0.1258194	-0.1388879	-0.1011919
temp + aou	Atlantic	(27.75,27.85]	-0.5270747	-0.5760474	-0.4813491
temp + aou	Atlantic	(27.85,27.95]	-0.5126538	-0.5465367	-0.4709008
temp + aou	Atlantic	(27.95,28.05]	-0.5133733	-0.5471177	-0.4910067
temp + aou	Atlantic	(28.05,28.1]	-0.4582699	-0.4681515	-0.4521175
temp + aou	Atlantic	(28.1,28.15]	-0.4949179	-0.5769606	-0.3627598
temp + aou	Atlantic	(28.15,28.2]	0.5643340	0.5299099	0.6259162
temp + aou	Atlantic	(28.2, Inf]	0.1574479	0.0706943	0.2413602
temp + aou	Indo-Pacific	(-Inf,26]	-0.3693164	-0.3757742	-0.3619135
temp + aou	Indo-Pacific	(26,26.5]	-0.1840715	-0.1884714	-0.1772365
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2280432	-0.2589860	-0.2123943
temp + aou	Indo-Pacific	(26.75,27]	-0.0347783	-0.0544941	-0.0215290
temp + aou	Indo-Pacific	(27,27.25]	0.2098168	0.1856332	0.2320869
temp + aou	Indo-Pacific	(27.25,27.5]	0.4535956	0.4362210	0.4742876
temp + aou	Indo-Pacific	(27.5,27.75]	0.4704896	0.4584278	0.4894138
temp + aou	Indo-Pacific	(27.75,27.85]	0.2622356	0.2506679	0.2767318
temp + aou	Indo-Pacific	(27.85,27.95]	0.0438847	0.0148501	0.0659160
temp + aou	Indo-Pacific	(27.95,28.05]	-0.1002608	-0.1191300	-0.0682874
temp + aou	Indo-Pacific	(28.05,28.1]	0.1117637	0.0819575	0.1414629
temp + aou	Indo-Pacific	(28.1,28.2]	0.7152230	0.7109541	0.7195817
temp + aou	Indo-Pacific	(28.2,28.3]	0.4580429	0.3792600	0.5267293
temp + aou	Indo-Pacific	(28.3, Inf]	0.3302033	-0.9744656	0.9864982
temp + nitrate	Atlantic	(-Inf,26]	-0.2843263	-0.3137548	-0.2436474
temp + nitrate	Atlantic	(26,26.5]	-0.3376844	-0.3539331	-0.3190981
temp + nitrate	Atlantic	(26.5,26.75]	-0.2202870	-0.2538929	-0.1867628
temp + nitrate	Atlantic	(26.75,27]	-0.2819298	-0.3175278	-0.2413564
temp + nitrate	Atlantic	(27,27.25]	-0.4023555	-0.4295788	-0.3696827
temp + nitrate	Atlantic	(27.25,27.5]	-0.6064856	-0.6235054	-0.5918022
temp + nitrate	Atlantic	(27.5,27.75]	-0.7730664	-0.8045744	-0.7536038
temp + nitrate	Atlantic	(27.75,27.85]	-0.7960647	-0.8242809	-0.7724605
temp + nitrate	Atlantic	(27.85,27.95]	-0.7202657	-0.7401635	-0.6975845
temp + nitrate	Atlantic	(27.95,28.05]	-0.7926590	-0.8052324	-0.7789644
temp + nitrate	Atlantic	(28.05,28.1]	-0.8280359	-0.8411386	-0.8199156
temp + nitrate	Atlantic	(28.1,28.15]	-0.8583145	-0.8707432	-0.8373259
temp + nitrate	Atlantic	(28.15,28.2]	-0.2190227	-0.2681567	-0.1437297
temp + nitrate	Atlantic	(28.2, Inf]	0.0259413	0.0012278	0.0491883
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4647119	-0.4701118	-0.4594617
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3320096	-0.3387566	-0.3271595
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4026851	-0.4336757	-0.3853813
temp + nitrate	Indo-Pacific	(26.75,27]	-0.2476153	-0.2663413	-0.2356009
temp + nitrate	Indo-Pacific	(27,27.25]	-0.0184537	-0.0453985	0.0025952
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.2158111	0.1952110	0.2378429
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.3410280	0.3300197	0.3572032
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.2047351	0.1969936	0.2166514
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.0239226	-0.0495962	-0.0071821
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.2322822	-0.2472620	-0.2025698
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0619585	-0.0866759	-0.0385804
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.5800388	0.5723634	0.5918410
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.0066212	-0.1171039	0.0928827
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4985224	-0.4580235	0.9772495
temp + oxygen	Atlantic	(-Inf,26]	-0.1979206	-0.2366441	-0.1726392
temp + oxygen	Atlantic	(26,26.5]	0.0584500	0.0491247	0.0756487
temp + oxygen	Atlantic	(26.5,26.75]	-0.0202506	-0.0525613	0.0124753
temp + oxygen	Atlantic	(26.75,27]	-0.0988784	-0.1320788	-0.0536456
temp + oxygen	Atlantic	(27,27.25]	-0.2967383	-0.3203032	-0.2605630
temp + oxygen	Atlantic	(27.25,27.5]	-0.5631718	-0.5772631	-0.5515380
temp + oxygen	Atlantic	(27.5,27.75]	-0.3852869	-0.4290587	-0.3566663
temp + oxygen	Atlantic	(27.75,27.85]	0.1550517	0.1364496	0.1723294
temp + oxygen	Atlantic	(27.85,27.95]	0.2946208	0.2495643	0.3346995
temp + oxygen	Atlantic	(27.95,28.05]	0.2511168	0.2246934	0.3019314
temp + oxygen	Atlantic	(28.05,28.1]	0.0088403	-0.0095091	0.0313649
temp + oxygen	Atlantic	(28.1,28.15]	-0.1083254	-0.2510240	0.0014685
temp + oxygen	Atlantic	(28.15,28.2]	-0.7900476	-0.8156284	-0.7729909
temp + oxygen	Atlantic	(28.2, Inf]	-0.4535583	-0.5163377	-0.3827108
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0743669	0.0540201	0.0926795
temp + oxygen	Indo-Pacific	(26,26.5]	0.0196708	0.0121015	0.0235054
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0786369	0.0575362	0.1152940
temp + oxygen	Indo-Pacific	(26.75,27]	-0.1119753	-0.1223436	-0.0935471
temp + oxygen	Indo-Pacific	(27,27.25]	-0.3171712	-0.3375771	-0.2936400
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.5391591	-0.5573843	-0.5229842
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.5466399	-0.5620700	-0.5377236
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.3369556	-0.3530888	-0.3236255
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.1177967	-0.1402700	-0.0869409
temp + oxygen	Indo-Pacific	(27.95,28.05]	0.0181888	-0.0125190	0.0371875
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.1960541	-0.2259694	-0.1657387
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.7878858	-0.7912216	-0.7839382
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.6848396	-0.7231231	-0.6449642
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.5930699	-0.9910763	0.1981849
temp + phosphate	Atlantic	(-Inf,26]	-0.5120417	-0.5369047	-0.4729925
temp + phosphate	Atlantic	(26,26.5]	-0.4063132	-0.4275745	-0.3828251
temp + phosphate	Atlantic	(26.5,26.75]	-0.2608390	-0.2978315	-0.2257318
temp + phosphate	Atlantic	(26.75,27]	-0.3062835	-0.3472719	-0.2637673
temp + phosphate	Atlantic	(27,27.25]	-0.4105886	-0.4353669	-0.3832087
temp + phosphate	Atlantic	(27.25,27.5]	-0.6245362	-0.6397640	-0.6097368
temp + phosphate	Atlantic	(27.5,27.75]	-0.7810280	-0.8111838	-0.7649238
temp + phosphate	Atlantic	(27.75,27.85]	-0.8115153	-0.8356162	-0.7875973
temp + phosphate	Atlantic	(27.85,27.95]	-0.7959616	-0.8154347	-0.7776528
temp + phosphate	Atlantic	(27.95,28.05]	-0.8116002	-0.8237498	-0.8036106
temp + phosphate	Atlantic	(28.05,28.1]	-0.8506286	-0.8584093	-0.8465936
temp + phosphate	Atlantic	(28.1,28.15]	-0.8822832	-0.8941726	-0.8607607
temp + phosphate	Atlantic	(28.15,28.2]	-0.3138935	-0.3593055	-0.2418208
temp + phosphate	Atlantic	(28.2, Inf]	-0.0160620	-0.0429994	0.0061405
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4384968	-0.4430010	-0.4351858
temp + phosphate	Indo-Pacific	(26,26.5]	-0.3044612	-0.3135409	-0.2964025
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3599659	-0.3810914	-0.3485552
temp + phosphate	Indo-Pacific	(26.75,27]	-0.2027600	-0.2195212	-0.1928083
temp + phosphate	Indo-Pacific	(27,27.25]	0.0134274	-0.0036083	0.0313107
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.2904560	0.2778146	0.3156370
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.4035375	0.3909827	0.4248921
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2327878	0.2211906	0.2445093
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.0020947	-0.0240815	0.0171768
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.2142048	-0.2298814	-0.1845586
temp + phosphate	Indo-Pacific	(28.05,28.1]	-0.0509271	-0.0774698	-0.0264949
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.5707756	0.5634963	0.5830750
temp + phosphate	Indo-Pacific	(28.2,28.3]	-0.1403270	-0.2639430	-0.0575908
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4931555	-0.4573322	0.9696742
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8884967	-0.8904013	-0.8857936
temp + phosphate_star	Atlantic	(26,26.5]	-0.8262596	-0.8459974	-0.8139542
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7931443	-0.8110670	-0.7764115
temp + phosphate_star	Atlantic	(26.75,27]	-0.9239534	-0.9336300	-0.9133589
temp + phosphate_star	Atlantic	(27,27.25]	-0.9787833	-0.9820429	-0.9760957
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9772359	-0.9789654	-0.9751936
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9487908	-0.9526725	-0.9454257
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9480766	-0.9502059	-0.9451119
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9404566	-0.9463094	-0.9342247
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9384838	-0.9388944	-0.9380665
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9760240	-0.9794078	-0.9731364
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9809875	-0.9831368	-0.9796949
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9348580	-0.9417159	-0.9213376
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.3027825	-0.4147478	-0.2252675
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7771787	-0.7855614	-0.7661375
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.7296071	-0.7418327	-0.7222947
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8058710	-0.8104514	-0.8018501
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8659068	-0.8699148	-0.8589678
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9084087	-0.9147356	-0.9017766
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8985087	-0.9050493	-0.8891446
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8092481	-0.8154451	-0.8053949
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6656188	-0.7059444	-0.6441486
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.5177927	-0.5268517	-0.5094850
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7076919	-0.7219381	-0.6979892
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6265300	-0.6323279	-0.6230895
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5725016	-0.5822802	-0.5670088
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9424946	-0.9468823	-0.9391207
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8132466	-0.9913959	-0.4643234

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
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
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]	0.0436263	-0.0102764	0.1102401
aou	Atlantic	(26,26.5]	0.0737594	-0.0917196	0.2560181
aou	Atlantic	(26.5,26.75]	-0.1461045	-0.4593704	0.2333522
aou	Atlantic	(26.75,27]	-0.4512532	-0.6585012	-0.1083355
aou	Atlantic	(27,27.25]	-0.3913297	-0.5873232	-0.1035302
aou	Atlantic	(27.25,27.5]	-0.2602438	-0.4061831	-0.0765662
aou	Atlantic	(27.5,27.75]	-0.6641458	-0.7470469	-0.5256276
aou	Atlantic	(27.75,27.85]	-0.9310185	-0.9434614	-0.9173153
aou	Atlantic	(27.85,27.95]	-0.7345591	-0.7599505	-0.7162472
aou	Atlantic	(27.95,28.05]	-0.8653464	-0.8762220	-0.8575017
aou	Atlantic	(28.05,28.1]	-0.7617165	-0.7704007	-0.7447541
aou	Atlantic	(28.1,28.15]	-0.7473559	-0.7875234	-0.6879511
aou	Atlantic	(28.15,28.2]	-0.3560733	-0.5050097	-0.1655975
aou	Atlantic	(28.2, Inf]	-0.8339807	-0.8890211	-0.8033300
aou	Indo-Pacific	(-Inf,26]	0.1825394	0.0936439	0.2780336
aou	Indo-Pacific	(26,26.5]	-0.2697282	-0.3677424	-0.1321699
aou	Indo-Pacific	(26.5,26.75]	-0.6729045	-0.7271157	-0.5898000
aou	Indo-Pacific	(26.75,27]	-0.7957502	-0.8436512	-0.7290033
aou	Indo-Pacific	(27,27.25]	-0.7353892	-0.8003059	-0.6327576
aou	Indo-Pacific	(27.25,27.5]	-0.3234280	-0.5467518	-0.0202243
aou	Indo-Pacific	(27.5,27.75]	0.2594832	0.0440215	0.4996374
aou	Indo-Pacific	(27.75,27.85]	0.4900000	0.3726422	0.6158201
aou	Indo-Pacific	(27.85,27.95]	0.4525236	0.3742080	0.5587775
aou	Indo-Pacific	(27.95,28.05]	0.5004267	0.4342951	0.5834458
aou	Indo-Pacific	(28.05,28.1]	0.3292836	0.2332605	0.4268947
aou	Indo-Pacific	(28.1,28.2]	0.3633428	0.2774081	0.4743558
aou	Indo-Pacific	(28.2,28.3]	-0.0403451	-0.2421221	0.2245576
aou	Indo-Pacific	(28.3, Inf]	0.0936206	-0.5440739	0.9125800
nitrate	Atlantic	(-Inf,26]	-0.0333464	-0.0886520	0.0451144
nitrate	Atlantic	(26,26.5]	0.0367834	-0.1343781	0.2195913
nitrate	Atlantic	(26.5,26.75]	-0.1506308	-0.4654878	0.2197881
nitrate	Atlantic	(26.75,27]	-0.4806134	-0.6820673	-0.1507797
nitrate	Atlantic	(27,27.25]	-0.6569824	-0.7915040	-0.4493316
nitrate	Atlantic	(27.25,27.5]	-0.8828345	-0.9222158	-0.8142872
nitrate	Atlantic	(27.5,27.75]	-0.9484284	-0.9555044	-0.9382569
nitrate	Atlantic	(27.75,27.85]	-0.9091256	-0.9304765	-0.8875735
nitrate	Atlantic	(27.85,27.95]	-0.7419672	-0.7474356	-0.7357622
nitrate	Atlantic	(27.95,28.05]	-0.9098871	-0.9326389	-0.8927234
nitrate	Atlantic	(28.05,28.1]	-0.9576508	-0.9641482	-0.9512732
nitrate	Atlantic	(28.1,28.15]	-0.9617777	-0.9643659	-0.9592481
nitrate	Atlantic	(28.15,28.2]	-0.9358458	-0.9655344	-0.8884762
nitrate	Atlantic	(28.2, Inf]	-0.9821939	-0.9842634	-0.9800125
nitrate	Indo-Pacific	(-Inf,26]	0.0952481	0.0063469	0.1964730
nitrate	Indo-Pacific	(26,26.5]	-0.3900163	-0.4814618	-0.2658795
nitrate	Indo-Pacific	(26.5,26.75]	-0.7308538	-0.7745057	-0.6702895
nitrate	Indo-Pacific	(26.75,27]	-0.8271048	-0.8604346	-0.7824562
nitrate	Indo-Pacific	(27,27.25]	-0.7574832	-0.8112930	-0.6805699
nitrate	Indo-Pacific	(27.25,27.5]	-0.2535944	-0.4581812	0.0196810
nitrate	Indo-Pacific	(27.5,27.75]	0.3371305	0.1295648	0.5610400
nitrate	Indo-Pacific	(27.75,27.85]	0.4825580	0.3653784	0.6005029
nitrate	Indo-Pacific	(27.85,27.95]	0.4214920	0.3466680	0.5276330
nitrate	Indo-Pacific	(27.95,28.05]	0.4636103	0.4045796	0.5374826
nitrate	Indo-Pacific	(28.05,28.1]	0.2195036	0.1343917	0.3027180
nitrate	Indo-Pacific	(28.1,28.2]	0.1361804	0.0598232	0.2315669
nitrate	Indo-Pacific	(28.2,28.3]	-0.5059024	-0.6950914	-0.2766671
nitrate	Indo-Pacific	(28.3, Inf]	-0.1034373	-0.9965322	0.8688809
oxygen	Atlantic	(-Inf,26]	0.1415113	0.1183193	0.1818140
oxygen	Atlantic	(26,26.5]	0.0211535	-0.1554436	0.1792510
oxygen	Atlantic	(26.5,26.75]	0.2153526	-0.1641365	0.5212297
oxygen	Atlantic	(26.75,27]	0.4585438	0.1222750	0.6552997
oxygen	Atlantic	(27,27.25]	0.2682580	-0.0294144	0.4761095
oxygen	Atlantic	(27.25,27.5]	-0.0086824	-0.1898006	0.1423682
oxygen	Atlantic	(27.5,27.75]	0.2669438	0.0681163	0.3814392
oxygen	Atlantic	(27.75,27.85]	0.8104425	0.7409828	0.8640091
oxygen	Atlantic	(27.85,27.95]	0.6818494	0.6440319	0.7238457
oxygen	Atlantic	(27.95,28.05]	0.7494274	0.7215513	0.7789613
oxygen	Atlantic	(28.05,28.1]	0.4171777	0.4045830	0.4383628
oxygen	Atlantic	(28.1,28.15]	0.2710558	0.1787034	0.3349076
oxygen	Atlantic	(28.15,28.2]	0.1203028	-0.1092421	0.2843476
oxygen	Atlantic	(28.2, Inf]	0.7075848	0.6637276	0.7798608
oxygen	Indo-Pacific	(-Inf,26]	-0.1294795	-0.2266295	-0.0400758
oxygen	Indo-Pacific	(26,26.5]	0.2030893	0.0704545	0.2967359
oxygen	Indo-Pacific	(26.5,26.75]	0.6029548	0.5142479	0.6557173
oxygen	Indo-Pacific	(26.75,27]	0.7307403	0.6572717	0.7856526
oxygen	Indo-Pacific	(27,27.25]	0.6834594	0.5689570	0.7553850
oxygen	Indo-Pacific	(27.25,27.5]	0.3169865	0.0079056	0.5424062
oxygen	Indo-Pacific	(27.5,27.75]	-0.2006574	-0.4443292	0.0158518
oxygen	Indo-Pacific	(27.75,27.85]	-0.4371358	-0.5687373	-0.3175943
oxygen	Indo-Pacific	(27.85,27.95]	-0.4117953	-0.5210380	-0.3301322
oxygen	Indo-Pacific	(27.95,28.05]	-0.4833483	-0.5735184	-0.4124525
oxygen	Indo-Pacific	(28.05,28.1]	-0.3430945	-0.4472162	-0.2415319
oxygen	Indo-Pacific	(28.1,28.2]	-0.3963764	-0.5156673	-0.3051190
oxygen	Indo-Pacific	(28.2,28.3]	-0.1872658	-0.4203758	-0.0218760
oxygen	Indo-Pacific	(28.3, Inf]	-0.0936829	-0.9177787	0.5577265
phosphate	Atlantic	(-Inf,26]	0.1718574	0.1332921	0.2481519
phosphate	Atlantic	(26,26.5]	0.0995257	-0.0702691	0.2810432
phosphate	Atlantic	(26.5,26.75]	-0.1097433	-0.4250170	0.2616321
phosphate	Atlantic	(26.75,27]	-0.4477566	-0.6530825	-0.1149139
phosphate	Atlantic	(27,27.25]	-0.6291979	-0.7648429	-0.4193168
phosphate	Atlantic	(27.25,27.5]	-0.8818248	-0.9134338	-0.8205668
phosphate	Atlantic	(27.5,27.75]	-0.9387196	-0.9598772	-0.9177888
phosphate	Atlantic	(27.75,27.85]	-0.8803820	-0.9175264	-0.8436250
phosphate	Atlantic	(27.85,27.95]	-0.7068163	-0.7506693	-0.6707881
phosphate	Atlantic	(27.95,28.05]	-0.8488112	-0.8862257	-0.8242272
phosphate	Atlantic	(28.05,28.1]	-0.9661594	-0.9780349	-0.9596150
phosphate	Atlantic	(28.1,28.15]	-0.9637966	-0.9699712	-0.9552709
phosphate	Atlantic	(28.15,28.2]	-0.9367270	-0.9515469	-0.9114583
phosphate	Atlantic	(28.2, Inf]	-0.9893374	-0.9904234	-0.9881163
phosphate	Indo-Pacific	(-Inf,26]	0.1078845	0.0149647	0.2113996
phosphate	Indo-Pacific	(26,26.5]	-0.3726925	-0.4686036	-0.2361452
phosphate	Indo-Pacific	(26.5,26.75]	-0.7377277	-0.7901723	-0.6629680
phosphate	Indo-Pacific	(26.75,27]	-0.8453068	-0.8858039	-0.7873528
phosphate	Indo-Pacific	(27,27.25]	-0.8214621	-0.8675248	-0.7499864
phosphate	Indo-Pacific	(27.25,27.5]	-0.3813549	-0.5740153	-0.1214140
phosphate	Indo-Pacific	(27.5,27.75]	0.2563516	0.0553843	0.4789006
phosphate	Indo-Pacific	(27.75,27.85]	0.4670046	0.3513011	0.5853199
phosphate	Indo-Pacific	(27.85,27.95]	0.4062202	0.3310653	0.5112805
phosphate	Indo-Pacific	(27.95,28.05]	0.4487473	0.3903257	0.5226543
phosphate	Indo-Pacific	(28.05,28.1]	0.2176675	0.1356394	0.2984978
phosphate	Indo-Pacific	(28.1,28.2]	0.1485581	0.0760747	0.2389014
phosphate	Indo-Pacific	(28.2,28.3]	-0.6399670	-0.8029496	-0.4420578
phosphate	Indo-Pacific	(28.3, Inf]	-0.1267397	-0.9984737	0.8478633
phosphate_star	Atlantic	(-Inf,26]	0.3635122	0.2889174	0.4649472
phosphate_star	Atlantic	(26,26.5]	0.2545974	0.1150016	0.3809424
phosphate_star	Atlantic	(26.5,26.75]	0.1580687	-0.0694416	0.3872265
phosphate_star	Atlantic	(26.75,27]	-0.1640607	-0.2546670	-0.0400379
phosphate_star	Atlantic	(27,27.25]	-0.5435014	-0.6340451	-0.4835075
phosphate_star	Atlantic	(27.25,27.5]	-0.7432130	-0.8504660	-0.6477598
phosphate_star	Atlantic	(27.5,27.75]	-0.7789368	-0.8572996	-0.7210578
phosphate_star	Atlantic	(27.75,27.85]	-0.7047108	-0.8029768	-0.6088654
phosphate_star	Atlantic	(27.85,27.95]	-0.5301793	-0.6311377	-0.4226796
phosphate_star	Atlantic	(27.95,28.05]	-0.6662213	-0.7232665	-0.6307377
phosphate_star	Atlantic	(28.05,28.1]	-0.9391688	-0.9479283	-0.9255127
phosphate_star	Atlantic	(28.1,28.15]	-0.9269111	-0.9582922	-0.9064161
phosphate_star	Atlantic	(28.15,28.2]	-0.5890377	-0.7696550	-0.4820742
phosphate_star	Atlantic	(28.2, Inf]	-0.9230256	-0.9550792	-0.8599486
phosphate_star	Indo-Pacific	(-Inf,26]	0.0556255	-0.0190771	0.1432200
phosphate_star	Indo-Pacific	(26,26.5]	-0.5806504	-0.6539945	-0.4708154
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8003644	-0.8313261	-0.7607704
phosphate_star	Indo-Pacific	(26.75,27]	-0.6507990	-0.6860115	-0.6196661
phosphate_star	Indo-Pacific	(27,27.25]	-0.3358706	-0.4803321	-0.2126728
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0131331	-0.2968581	0.1799436
phosphate_star	Indo-Pacific	(27.5,27.75]	0.0969027	-0.1199287	0.2765614
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2275964	0.1580919	0.2686296
phosphate_star	Indo-Pacific	(27.85,27.95]	0.2276008	0.1951106	0.2671620
phosphate_star	Indo-Pacific	(27.95,28.05]	0.2177385	0.2127594	0.2245062
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1573930	-0.1647708	-0.1472910
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6543804	-0.7206285	-0.6195765
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.7449980	-0.8472485	-0.6861579
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6589709	-0.9902635	-0.0316455
sal	Atlantic	(-Inf,26]	-0.3543042	-0.4420436	-0.3030754
sal	Atlantic	(26,26.5]	-0.4656793	-0.5061611	-0.4405835
sal	Atlantic	(26.5,26.75]	-0.5366707	-0.5821426	-0.4983097
sal	Atlantic	(26.75,27]	-0.1780626	-0.2207471	-0.1085540
sal	Atlantic	(27,27.25]	0.4397001	0.3722005	0.5309703
sal	Atlantic	(27.25,27.5]	0.7404713	0.6505261	0.8398980
sal	Atlantic	(27.5,27.75]	0.7424319	0.6839737	0.8264320
sal	Atlantic	(27.75,27.85]	0.5857878	0.5028339	0.6718937
sal	Atlantic	(27.85,27.95]	0.4953614	0.4115326	0.5710531
sal	Atlantic	(27.95,28.05]	0.7087934	0.6739339	0.7667409
sal	Atlantic	(28.05,28.1]	0.9268762	0.9086888	0.9431184
sal	Atlantic	(28.1,28.15]	0.8992680	0.8692074	0.9303260
sal	Atlantic	(28.15,28.2]	0.4065938	0.2619447	0.6094401
sal	Atlantic	(28.2, Inf]	0.7413180	0.6227683	0.8088115
sal	Indo-Pacific	(-Inf,26]	0.0749786	0.0554119	0.0996485
sal	Indo-Pacific	(26,26.5]	0.4561196	0.4203037	0.4851129
sal	Indo-Pacific	(26.5,26.75]	0.5568450	0.5480007	0.5631675
sal	Indo-Pacific	(26.75,27]	0.3802970	0.3285976	0.4442086
sal	Indo-Pacific	(27,27.25]	0.1162163	0.0174796	0.2473404
sal	Indo-Pacific	(27.25,27.5]	-0.2620582	-0.3771924	-0.0695253
sal	Indo-Pacific	(27.5,27.75]	-0.2506311	-0.4083903	-0.0597139
sal	Indo-Pacific	(27.75,27.85]	-0.4738278	-0.5510506	-0.3609120
sal	Indo-Pacific	(27.85,27.95]	-0.4823517	-0.5231454	-0.4522599
sal	Indo-Pacific	(27.95,28.05]	-0.4571858	-0.4832790	-0.4083934
sal	Indo-Pacific	(28.05,28.1]	-0.1233956	-0.1504119	-0.0742368
sal	Indo-Pacific	(28.1,28.2]	0.2977173	0.2276233	0.4112044
sal	Indo-Pacific	(28.2,28.3]	0.4827935	0.3925621	0.6138311
sal	Indo-Pacific	(28.3, Inf]	0.6552126	0.1475840	0.9112597
temp	Atlantic	(-Inf,26]	-0.3856344	-0.4913004	-0.3193689
temp	Atlantic	(26,26.5]	-0.4363369	-0.4676505	-0.3836529
temp	Atlantic	(26.5,26.75]	-0.4718873	-0.5127417	-0.4244280
temp	Atlantic	(26.75,27]	-0.0698247	-0.1077764	-0.0079425
temp	Atlantic	(27,27.25]	0.4969548	0.4255293	0.5925778
temp	Atlantic	(27.25,27.5]	0.7304110	0.6327737	0.8377537
temp	Atlantic	(27.5,27.75]	0.6898337	0.6339556	0.7708920
temp	Atlantic	(27.75,27.85]	0.5856852	0.4993453	0.6780892
temp	Atlantic	(27.85,27.95]	0.4911606	0.4152275	0.5535097
temp	Atlantic	(27.95,28.05]	0.6833794	0.6497085	0.7264786
temp	Atlantic	(28.05,28.1]	0.8673111	0.8453337	0.8785386
temp	Atlantic	(28.1,28.15]	0.8648079	0.8323939	0.9072416
temp	Atlantic	(28.15,28.2]	0.3810729	0.2410021	0.5979323
temp	Atlantic	(28.2, Inf]	0.1338118	0.1281788	0.1390775
temp	Indo-Pacific	(-Inf,26]	-0.2310444	-0.2564844	-0.2132732
temp	Indo-Pacific	(26,26.5]	0.4155542	0.3690107	0.4523229
temp	Indo-Pacific	(26.5,26.75]	0.5508824	0.5432069	0.5613675
temp	Indo-Pacific	(26.75,27]	0.4177566	0.3742457	0.4766434
temp	Indo-Pacific	(27,27.25]	0.2710101	0.1771496	0.3954097
temp	Indo-Pacific	(27.25,27.5]	-0.0868031	-0.2144734	0.1211151
temp	Indo-Pacific	(27.5,27.75]	-0.4501700	-0.5771286	-0.2855896
temp	Indo-Pacific	(27.75,27.85]	-0.5073891	-0.5963812	-0.3997549
temp	Indo-Pacific	(27.85,27.95]	-0.5251134	-0.6024414	-0.4641758
temp	Indo-Pacific	(27.95,28.05]	-0.2389545	-0.2935404	-0.1457406
temp	Indo-Pacific	(28.05,28.1]	0.2191161	0.1357258	0.3164817
temp	Indo-Pacific	(28.1,28.2]	0.4872030	0.3907172	0.6215711
temp	Indo-Pacific	(28.2,28.3]	0.7177167	0.6687806	0.8057513
temp	Indo-Pacific	(28.3, Inf]	0.4435919	-0.0442428	0.9290020

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