eMLR - assumption testing

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Last updated: 2021-07-19

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

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

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

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 38a8d51

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 38a8d51. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
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    Untracked:  docs_GV_2021_S5_ann_standard_NorESM/

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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
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
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26a7c15	Donghe-Zhu	2021-07-16
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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
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9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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]	0.9891465	0.9849064	0.9928801
aou + nitrate	Atlantic	(26,26.5]	0.9895587	0.9877930	0.9907580
aou + nitrate	Atlantic	(26.5,26.75]	0.9905586	0.9880298	0.9930935
aou + nitrate	Atlantic	(26.75,27]	0.9735992	0.9630938	0.9812464
aou + nitrate	Atlantic	(27,27.25]	0.8786320	0.8549257	0.9198617
aou + nitrate	Atlantic	(27.25,27.5]	0.6750455	0.5553769	0.7595119
aou + nitrate	Atlantic	(27.5,27.75]	0.7665567	0.7513103	0.7958902
aou + nitrate	Atlantic	(27.75,27.85]	0.8969807	0.8835920	0.9181264
aou + nitrate	Atlantic	(27.85,27.95]	0.9197141	0.9023250	0.9498236
aou + nitrate	Atlantic	(27.95,28.05]	0.9253830	0.9093813	0.9454424
aou + nitrate	Atlantic	(28.05,28.1]	0.8386523	0.7847036	0.8943211
aou + nitrate	Atlantic	(28.1,28.15]	0.8224747	0.7723711	0.8780181
aou + nitrate	Atlantic	(28.15,28.2]	0.7223694	0.6094276	0.8123841
aou + nitrate	Atlantic	(28.2, Inf]	0.8276533	0.7949891	0.8687723
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9729635	0.9678131	0.9789120
aou + nitrate	Indo-Pacific	(26,26.5]	0.9548254	0.9486405	0.9602334
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9424457	0.9293581	0.9522109
aou + nitrate	Indo-Pacific	(26.75,27]	0.9280777	0.9102476	0.9451381
aou + nitrate	Indo-Pacific	(27,27.25]	0.9391078	0.9216195	0.9606364
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9429797	0.9157113	0.9692127
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9851918	0.9769440	0.9915464
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9941303	0.9920532	0.9958391
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9864446	0.9842981	0.9887536
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9761286	0.9712543	0.9829900
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9649344	0.9603510	0.9729041
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9420247	0.9358448	0.9456596
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9223673	0.9109200	0.9340464
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9981477	0.9966653	0.9998167
aou + phosphate	Atlantic	(-Inf,26]	0.9329051	0.8927879	0.9607659
aou + phosphate	Atlantic	(26,26.5]	0.9829015	0.9773346	0.9867780
aou + phosphate	Atlantic	(26.5,26.75]	0.9879407	0.9835405	0.9909460
aou + phosphate	Atlantic	(26.75,27]	0.9714674	0.9585541	0.9810445
aou + phosphate	Atlantic	(27,27.25]	0.8790367	0.8523727	0.9232576
aou + phosphate	Atlantic	(27.25,27.5]	0.6790091	0.5503000	0.7655220
aou + phosphate	Atlantic	(27.5,27.75]	0.7599579	0.7291055	0.7932684
aou + phosphate	Atlantic	(27.75,27.85]	0.8775880	0.8657808	0.8965004
aou + phosphate	Atlantic	(27.85,27.95]	0.8590146	0.8076591	0.8978985
aou + phosphate	Atlantic	(27.95,28.05]	0.8577625	0.7939437	0.8994791
aou + phosphate	Atlantic	(28.05,28.1]	0.8122665	0.7501780	0.8778240
aou + phosphate	Atlantic	(28.1,28.15]	0.7980883	0.7458706	0.8636215
aou + phosphate	Atlantic	(28.15,28.2]	0.6933024	0.5609763	0.8036962
aou + phosphate	Atlantic	(28.2, Inf]	0.8394051	0.7982431	0.8756042
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9753268	0.9685854	0.9820263
aou + phosphate	Indo-Pacific	(26,26.5]	0.9775765	0.9694896	0.9828332
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9813640	0.9773124	0.9838959
aou + phosphate	Indo-Pacific	(26.75,27]	0.9745672	0.9703795	0.9814658
aou + phosphate	Indo-Pacific	(27,27.25]	0.9732713	0.9641876	0.9826137
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9790683	0.9699211	0.9877489
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9911181	0.9871984	0.9940212
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948573	0.9937748	0.9961940
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9877225	0.9866450	0.9892639
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9762381	0.9701448	0.9830553
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9642531	0.9575350	0.9727764
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9356297	0.9265049	0.9404047
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8631466	0.8549156	0.8696979
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9976273	0.9960351	0.9997328
aou + phosphate_star	Atlantic	(-Inf,26]	0.5270635	0.3634133	0.7170928
aou + phosphate_star	Atlantic	(26,26.5]	0.7085810	0.6434703	0.7885652
aou + phosphate_star	Atlantic	(26.5,26.75]	0.7152846	0.6291812	0.7603262
aou + phosphate_star	Atlantic	(26.75,27]	0.5780111	0.4000168	0.6834618
aou + phosphate_star	Atlantic	(27,27.25]	0.2732990	0.1000013	0.4831233
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0665606	-0.1301293	0.2053909
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3356019	0.3085334	0.3847351
aou + phosphate_star	Atlantic	(27.75,27.85]	0.4874288	0.4352158	0.5822470
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3118916	0.1075082	0.4758266
aou + phosphate_star	Atlantic	(27.95,28.05]	0.3812071	0.1157050	0.5873149
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5459437	0.4356476	0.6840237
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5138600	0.4225678	0.6816699
aou + phosphate_star	Atlantic	(28.15,28.2]	0.0026219	-0.4055262	0.2974642
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5330372	0.4382439	0.6917841
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.7037979	0.6676111	0.7266037
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6539090	0.5588230	0.7450305
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6164137	0.4993978	0.7360125
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.3645794	0.2370011	0.5264705
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.1803314	-0.1960215	-0.1575341
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5324606	-0.6078187	-0.4782224
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6891183	-0.7412942	-0.6226372
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1887288	-0.3485295	-0.0981843
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.1755522	0.0401639	0.2497130
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.2381615	0.1515490	0.3162462
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.1522827	0.0276418	0.2303382
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4284979	-0.5093264	-0.3651770
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8469491	-0.8913469	-0.8135451
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9979661	-0.9998578	-0.9968205
nitrate + phosphate	Atlantic	(-Inf,26]	0.9195558	0.8806355	0.9515567
nitrate + phosphate	Atlantic	(26,26.5]	0.9933490	0.9905733	0.9948013
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9977342	0.9973942	0.9982799
nitrate + phosphate	Atlantic	(26.75,27]	0.9986328	0.9985905	0.9987103
nitrate + phosphate	Atlantic	(27,27.25]	0.9985852	0.9983756	0.9987820
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9974865	0.9971515	0.9980836
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9959111	0.9955413	0.9964617
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9909563	0.9882292	0.9924286
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9681506	0.9531647	0.9766436
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9607984	0.9526094	0.9697696
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9939987	0.9921668	0.9950810
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9940553	0.9888768	0.9968259
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9955063	0.9919061	0.9991662
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9952858	0.9920176	0.9977414
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9906981	0.9903560	0.9910882
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9723341	0.9692218	0.9764181
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9594965	0.9449602	0.9728306
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9479744	0.9335103	0.9659186
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9427237	0.9171664	0.9688005
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9323666	0.8889072	0.9704874
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9793675	0.9665147	0.9889733
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9989357	0.9983268	0.9993137
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9987596	0.9982585	0.9990452
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9988018	0.9984674	0.9990825
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9987947	0.9981369	0.9991359
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9977185	0.9968847	0.9983149
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9894564	0.9861853	0.9911328
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9997911	0.9996604	0.9999919
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.5107428	0.3520857	0.7098936
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7705608	0.7162891	0.8412931
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.7887189	0.7257754	0.8232491
nitrate + phosphate_star	Atlantic	(26.75,27]	0.7395431	0.6242890	0.8035812
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6903400	0.5965252	0.7834318
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7726866	0.7475245	0.7890873
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8562946	0.8527119	0.8597799
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8125467	0.7926569	0.8483136
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6289500	0.4889907	0.7060573
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.6780979	0.4789710	0.8021057
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9048328	0.8899104	0.9302100
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.8954617	0.8430652	0.9402237
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.6561521	0.4514944	0.7912309
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.8840427	0.8393463	0.9496723
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8225889	0.8090584	0.8428486
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7754139	0.7129534	0.8554884
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7364661	0.6376307	0.8436643
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.5496467	0.4546327	0.6846793
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.0012413	-0.0145527	0.0128509
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4057815	-0.4864444	-0.3643894
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6256368	-0.6892207	-0.5487619
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0942322	-0.2720209	0.0160668
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3224560	0.1784249	0.3950094
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4350890	0.3754476	0.5157947
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3981168	0.2998202	0.4523157
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1183465	-0.1859249	-0.0585189
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5855099	-0.6540357	-0.5105954
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9928078	-0.9993609	-0.9885789
oxygen + aou	Atlantic	(-Inf,26]	-0.8852597	-0.9006962	-0.8546114
oxygen + aou	Atlantic	(26,26.5]	-0.9692373	-0.9759388	-0.9575980
oxygen + aou	Atlantic	(26.5,26.75]	-0.9867344	-0.9893533	-0.9820642
oxygen + aou	Atlantic	(26.75,27]	-0.9866103	-0.9903850	-0.9827379
oxygen + aou	Atlantic	(27,27.25]	-0.9687022	-0.9758792	-0.9615485
oxygen + aou	Atlantic	(27.25,27.5]	-0.9293683	-0.9331211	-0.9247742
oxygen + aou	Atlantic	(27.5,27.75]	-0.8757790	-0.8871540	-0.8665954
oxygen + aou	Atlantic	(27.75,27.85]	-0.9360003	-0.9467204	-0.9299008
oxygen + aou	Atlantic	(27.85,27.95]	-0.9630675	-0.9774204	-0.9437457
oxygen + aou	Atlantic	(27.95,28.05]	-0.9407060	-0.9737608	-0.9004114
oxygen + aou	Atlantic	(28.05,28.1]	-0.8713881	-0.8905528	-0.8532596
oxygen + aou	Atlantic	(28.1,28.15]	-0.8096499	-0.8667974	-0.7708472
oxygen + aou	Atlantic	(28.15,28.2]	-0.9457355	-0.9665544	-0.9162254
oxygen + aou	Atlantic	(28.2, Inf]	-0.9538983	-0.9808876	-0.9321503
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9367026	-0.9636754	-0.9186022
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9767302	-0.9840965	-0.9722634
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9813868	-0.9844266	-0.9787766
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9813733	-0.9830962	-0.9803776
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9921678	-0.9944626	-0.9904210
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9949156	-0.9968498	-0.9931192
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9960856	-0.9975644	-0.9945250
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9969659	-0.9979642	-0.9953368
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9959698	-0.9965152	-0.9949266
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9950689	-0.9965499	-0.9941047
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9949526	-0.9964232	-0.9939098
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9941829	-0.9948680	-0.9934239
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9889241	-0.9920619	-0.9870117
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9998866	-0.9999964	-0.9997374
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8819677	-0.9029944	-0.8506724
oxygen + nitrate	Atlantic	(26,26.5]	-0.9402518	-0.9503428	-0.9213761
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9616393	-0.9705707	-0.9481097
oxygen + nitrate	Atlantic	(26.75,27]	-0.9276439	-0.9485670	-0.9012272
oxygen + nitrate	Atlantic	(27,27.25]	-0.7395391	-0.8166495	-0.6968327
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.3678096	-0.4814746	-0.2069323
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.3817709	-0.4450444	-0.3441490
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.6960458	-0.7525172	-0.6634696
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7909370	-0.8697818	-0.7306324
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7542857	-0.8113450	-0.6498514
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.4791553	-0.6063472	-0.3567947
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.3669604	-0.4607130	-0.2391504
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.5120997	-0.6603617	-0.3964524
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7455000	-0.8341015	-0.6972014
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.8544755	-0.9067551	-0.8152146
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.8881178	-0.9141690	-0.8691903
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.8839076	-0.8956389	-0.8632321
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.8641160	-0.8894862	-0.8401224
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.9032246	-0.9344115	-0.8801508
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9171963	-0.9515979	-0.8844357
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9712782	-0.9829081	-0.9576846
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9873340	-0.9909601	-0.9809790
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9724039	-0.9768299	-0.9668846
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9524262	-0.9666570	-0.9438463
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9369732	-0.9535922	-0.9285029
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9161685	-0.9267695	-0.9070121
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.8658359	-0.8762462	-0.8454861
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9979486	-0.9997845	-0.9966592
oxygen + phosphate	Atlantic	(-Inf,26]	-0.7032948	-0.7926554	-0.5673252
oxygen + phosphate	Atlantic	(26,26.5]	-0.9129105	-0.9315952	-0.8809360
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.9523879	-0.9623232	-0.9345472
oxygen + phosphate	Atlantic	(26.75,27]	-0.9220157	-0.9464430	-0.8916805
oxygen + phosphate	Atlantic	(27,27.25]	-0.7381741	-0.8203010	-0.6943176
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3725405	-0.4891831	-0.1998731
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.3761783	-0.4448317	-0.3161936
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6717220	-0.7228647	-0.6425066
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7168094	-0.8000865	-0.6507214
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.6963222	-0.7686431	-0.6528701
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.4326938	-0.5721077	-0.3049103
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.3143744	-0.3871568	-0.1931590
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.4673377	-0.6454216	-0.3289712
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7405322	-0.8381306	-0.6901433
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.8647565	-0.9156598	-0.8238758
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.9168482	-0.9406969	-0.8939128
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.9296468	-0.9383022	-0.9167610
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.9224032	-0.9379353	-0.9144508
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9436531	-0.9626921	-0.9254692
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9588804	-0.9754259	-0.9416590
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9821083	-0.9891672	-0.9738041
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9900032	-0.9928986	-0.9863068
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9744398	-0.9776433	-0.9713181
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9522952	-0.9665049	-0.9414892
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9353959	-0.9527687	-0.9243354
oxygen + phosphate	Indo-Pacific	(28.1,28.2]	-0.9065750	-0.9187933	-0.8943750
oxygen + phosphate	Indo-Pacific	(28.2,28.3]	-0.7909264	-0.8110537	-0.7744366
oxygen + phosphate	Indo-Pacific	(28.3, Inf]	-0.9972949	-0.9996931	-0.9951953
oxygen + phosphate_star	Atlantic	(-Inf,26]	-0.1126469	-0.3802232	0.1480347
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.5207919	-0.6399179	-0.4016710
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.5970044	-0.6586391	-0.4751009
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.4425257	-0.5786330	-0.2269393
oxygen + phosphate_star	Atlantic	(27,27.25]	-0.0347849	-0.2842186	0.1461182
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.2952769	0.1550405	0.4918791
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.1416781	0.0669142	0.1824559
oxygen + phosphate_star	Atlantic	(27.75,27.85]	-0.1681142	-0.3063009	-0.0929893
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.0767092	-0.2981801	0.1287340
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.1120543	-0.3563082	0.0947002
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.0766956	-0.2846744	0.0899798
oxygen + phosphate_star	Atlantic	(28.1,28.15]	0.0652425	-0.0735800	0.1962679
oxygen + phosphate_star	Atlantic	(28.15,28.2]	0.2743659	-0.0646450	0.6362993
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.3675817	-0.6274124	-0.2152505
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4380818	-0.5253662	-0.3449853
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.4878124	-0.5808449	-0.3598870
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.4603609	-0.5949414	-0.3160716
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.1933469	-0.3739853	-0.0558442
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	0.2889278	0.2786066	0.3073972
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6052383	0.5671411	0.6622618
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7375389	0.6862915	0.7744810
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.2422249	0.1622179	0.3933830
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1002971	-0.1788843	0.0313775
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1468569	-0.2179040	-0.0517266
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0587899	-0.1547183	0.0727591
oxygen + phosphate_star	Indo-Pacific	(28.1,28.2]	0.5013694	0.4514076	0.5804970
oxygen + phosphate_star	Indo-Pacific	(28.2,28.3]	0.9115140	0.8902814	0.9375037
oxygen + phosphate_star	Indo-Pacific	(28.3, Inf]	0.9983937	0.9974697	0.9998876
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7776149	0.7304368	0.8652665
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8223064	0.7872279	0.8754716
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8123266	0.7571183	0.8414381
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7521725	0.6432121	0.8109729
phosphate + phosphate_star	Atlantic	(27,27.25]	0.6938738	0.6043027	0.7814901
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7718436	0.7547817	0.7857916
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8633065	0.8509997	0.8750785
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8419894	0.8172401	0.8791911
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.7453488	0.6692284	0.8111656
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.7853829	0.6922388	0.8715687
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9305183	0.9210821	0.9491074
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9238267	0.8912735	0.9560335
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.6968419	0.5191796	0.8039522
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.8939464	0.8529730	0.9506037
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8279353	0.8162003	0.8445357
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.7931791	0.7399145	0.8587018
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7526805	0.6687214	0.8430250
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.5547462	0.4551323	0.6724179
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.0409377	-0.0083276	0.1037310
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3574325	-0.4809016	-0.2568488
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5985610	-0.6732304	-0.5029277
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1048916	-0.2812171	-0.0062415
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3197059	0.1794906	0.3956720
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4393875	0.3852920	0.5147855
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4055665	0.3133158	0.4559330
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0911467	-0.1549479	-0.0325932
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4706850	-0.5568100	-0.4013501
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9915836	-0.9992092	-0.9865741
sal + aou	Atlantic	(-Inf,26]	-0.1122535	-0.2672435	0.0005662
sal + aou	Atlantic	(26,26.5]	-0.1789657	-0.3048320	-0.1069178
sal + aou	Atlantic	(26.5,26.75]	-0.2633655	-0.3606302	-0.1148373
sal + aou	Atlantic	(26.75,27]	-0.3395337	-0.4726689	-0.1441518
sal + aou	Atlantic	(27,27.25]	-0.2598075	-0.4753246	-0.1079784
sal + aou	Atlantic	(27.25,27.5]	-0.0945419	-0.2696912	0.0674717
sal + aou	Atlantic	(27.5,27.75]	-0.2815783	-0.3602468	-0.2106849
sal + aou	Atlantic	(27.75,27.85]	-0.2740720	-0.4311010	-0.1570033
sal + aou	Atlantic	(27.85,27.95]	-0.2189017	-0.4186756	-0.0932731
sal + aou	Atlantic	(27.95,28.05]	-0.2044326	-0.2675796	-0.1306937
sal + aou	Atlantic	(28.05,28.1]	-0.5340147	-0.6802395	-0.4180030
sal + aou	Atlantic	(28.1,28.15]	-0.4809964	-0.6871573	-0.3484289
sal + aou	Atlantic	(28.15,28.2]	0.2910417	0.0453543	0.5960353
sal + aou	Atlantic	(28.2, Inf]	-0.1165981	-0.4242131	0.0949234
sal + aou	Indo-Pacific	(-Inf,26]	-0.0513098	-0.1180528	0.0211481
sal + aou	Indo-Pacific	(26,26.5]	-0.1520898	-0.4052069	-0.0037390
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1733861	-0.4430199	-0.0015162
sal + aou	Indo-Pacific	(26.75,27]	-0.0449247	-0.2573417	0.0784863
sal + aou	Indo-Pacific	(27,27.25]	0.1005207	0.0009026	0.2142051
sal + aou	Indo-Pacific	(27.25,27.5]	0.2949736	0.2049601	0.3441679
sal + aou	Indo-Pacific	(27.5,27.75]	0.2834793	0.2379066	0.3182359
sal + aou	Indo-Pacific	(27.75,27.85]	0.0852909	0.0703371	0.1024146
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0720103	-0.1504683	-0.0149412
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1439868	-0.1917535	-0.1036170
sal + aou	Indo-Pacific	(28.05,28.1]	0.0281975	-0.0772270	0.1203111
sal + aou	Indo-Pacific	(28.1,28.2]	0.5598234	0.5006378	0.6026483
sal + aou	Indo-Pacific	(28.2,28.3]	0.8954635	0.8339429	0.9551572
sal + aou	Indo-Pacific	(28.3, Inf]	0.9503128	0.8634698	0.9951951
sal + nitrate	Atlantic	(-Inf,26]	-0.0862608	-0.2577287	0.0372043
sal + nitrate	Atlantic	(26,26.5]	-0.2348644	-0.3660870	-0.1653630
sal + nitrate	Atlantic	(26.5,26.75]	-0.3433314	-0.4355371	-0.2184719
sal + nitrate	Atlantic	(26.75,27]	-0.5089794	-0.6053122	-0.3663788
sal + nitrate	Atlantic	(27,27.25]	-0.6609882	-0.7644713	-0.5807885
sal + nitrate	Atlantic	(27.25,27.5]	-0.7727252	-0.8197598	-0.7248169
sal + nitrate	Atlantic	(27.5,27.75]	-0.7880708	-0.8197727	-0.7540174
sal + nitrate	Atlantic	(27.75,27.85]	-0.6165311	-0.7018567	-0.5328198
sal + nitrate	Atlantic	(27.85,27.95]	-0.5050919	-0.6224764	-0.4379561
sal + nitrate	Atlantic	(27.95,28.05]	-0.4966300	-0.5530879	-0.4551212
sal + nitrate	Atlantic	(28.05,28.1]	-0.8689218	-0.8959867	-0.8501546
sal + nitrate	Atlantic	(28.1,28.15]	-0.8476600	-0.9199365	-0.7493657
sal + nitrate	Atlantic	(28.15,28.2]	-0.3733842	-0.5156376	-0.2036167
sal + nitrate	Atlantic	(28.2, Inf]	-0.6039583	-0.8042951	-0.4258603
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.1887746	-0.2729478	-0.1055121
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3338029	-0.5781401	-0.1635211
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3605156	-0.6069727	-0.2151541
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2561166	-0.4295099	-0.1549014
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0826217	-0.1515535	0.0082475
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1499947	0.0541916	0.2310357
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2123871	0.1736490	0.2670218
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0360889	0.0326537	0.0424135
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.1716425	-0.2470995	-0.1290497
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3136291	-0.3260053	-0.2976154
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2061001	-0.2689697	-0.1370564
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.3018809	0.2422515	0.3627324
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7178316	0.6494046	0.8081118
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.9393662	0.8350431	0.9964401
sal + oxygen	Atlantic	(-Inf,26]	-0.3417957	-0.4424745	-0.1641260
sal + oxygen	Atlantic	(26,26.5]	-0.0578005	-0.1759596	0.0973719
sal + oxygen	Atlantic	(26.5,26.75]	0.1084544	-0.0710036	0.2240751
sal + oxygen	Atlantic	(26.75,27]	0.1887541	-0.0359155	0.3504400
sal + oxygen	Atlantic	(27,27.25]	0.0230522	-0.1350753	0.2780551
sal + oxygen	Atlantic	(27.25,27.5]	-0.2660270	-0.4315473	-0.0857062
sal + oxygen	Atlantic	(27.5,27.75]	-0.1982194	-0.2747276	-0.0953166
sal + oxygen	Atlantic	(27.75,27.85]	-0.0666258	-0.2036533	0.1300386
sal + oxygen	Atlantic	(27.85,27.95]	-0.0231117	-0.1641861	0.2360631
sal + oxygen	Atlantic	(27.95,28.05]	-0.1029552	-0.2924832	0.0081937
sal + oxygen	Atlantic	(28.05,28.1]	0.0633127	-0.1107054	0.2812568
sal + oxygen	Atlantic	(28.1,28.15]	-0.1034082	-0.2290952	0.0780845
sal + oxygen	Atlantic	(28.15,28.2]	-0.5481035	-0.7902952	-0.2816964
sal + oxygen	Atlantic	(28.2, Inf]	-0.0436063	-0.3328582	0.3567375
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.2299006	-0.2510583	-0.2039690
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0464137	-0.1725876	0.1986780
sal + oxygen	Indo-Pacific	(26.5,26.75]	-0.0100255	-0.1979912	0.2643379
sal + oxygen	Indo-Pacific	(26.75,27]	-0.1393751	-0.2656946	0.0816276
sal + oxygen	Indo-Pacific	(27,27.25]	-0.2141468	-0.3414141	-0.0969654
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.3722874	-0.4327791	-0.2844330
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.3369143	-0.3709670	-0.2886104
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.1514554	-0.1906607	-0.1218780
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.0020719	-0.0726536	0.0832633
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.0567246	0.0088435	0.1215577
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.1215881	-0.2193729	-0.0012961
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.6182301	-0.6669977	-0.5500931
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.9348024	-0.9773612	-0.8849287
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.9508358	-0.9951754	-0.8640270
sal + phosphate	Atlantic	(-Inf,26]	-0.3679348	-0.4379308	-0.2347850
sal + phosphate	Atlantic	(26,26.5]	-0.3236391	-0.4326245	-0.2531526
sal + phosphate	Atlantic	(26.5,26.75]	-0.3859942	-0.4693736	-0.2708411
sal + phosphate	Atlantic	(26.75,27]	-0.5314819	-0.6202905	-0.3969738
sal + phosphate	Atlantic	(27,27.25]	-0.6678247	-0.7651563	-0.5929150
sal + phosphate	Atlantic	(27.25,27.5]	-0.7661119	-0.8123631	-0.7098283
sal + phosphate	Atlantic	(27.5,27.75]	-0.7790240	-0.8098512	-0.7306590
sal + phosphate	Atlantic	(27.75,27.85]	-0.6178228	-0.7057902	-0.5213407
sal + phosphate	Atlantic	(27.85,27.95]	-0.5570352	-0.6796067	-0.3893617
sal + phosphate	Atlantic	(27.95,28.05]	-0.4914218	-0.7450872	-0.3193533
sal + phosphate	Atlantic	(28.05,28.1]	-0.9045565	-0.9255582	-0.8923531
sal + phosphate	Atlantic	(28.1,28.15]	-0.8896084	-0.9431537	-0.8254341
sal + phosphate	Atlantic	(28.15,28.2]	-0.4241751	-0.5343937	-0.2807239
sal + phosphate	Atlantic	(28.2, Inf]	-0.6048992	-0.8006191	-0.4192367
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.1711406	-0.2627670	-0.0924625
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3097341	-0.5452423	-0.1428504
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3329421	-0.5764726	-0.1882781
sal + phosphate	Indo-Pacific	(26.75,27]	-0.2119866	-0.3851726	-0.0992147
sal + phosphate	Indo-Pacific	(27,27.25]	-0.0513335	-0.1078382	0.0127464
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.1858690	0.1028740	0.2754968
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2318300	0.1947269	0.2859856
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0606134	0.0451499	0.0719068
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1584987	-0.2449282	-0.0988030
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3177483	-0.3327793	-0.3074444
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.2088615	-0.2724979	-0.1516498
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2801675	0.2257326	0.3448485
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6231429	0.5378688	0.7257035
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.9399645	0.8403392	0.9966126
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8215642	-0.8846942	-0.7806832
sal + phosphate_star	Atlantic	(26,26.5]	-0.7629529	-0.7851238	-0.7226552
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8149340	-0.8339481	-0.8000993
sal + phosphate_star	Atlantic	(26.75,27]	-0.9214199	-0.9318419	-0.9148401
sal + phosphate_star	Atlantic	(27,27.25]	-0.9737397	-0.9793425	-0.9699680
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9729485	-0.9809300	-0.9593239
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9415057	-0.9558281	-0.9285556
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8749451	-0.9048693	-0.8373090
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8234154	-0.9245887	-0.6944314
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7520605	-0.9714255	-0.6174613
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9769544	-0.9786449	-0.9737880
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9816074	-0.9888590	-0.9711650
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9192509	-0.9445751	-0.8956931
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8816831	-0.9399202	-0.8092205
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5695812	-0.6430862	-0.5151960
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7588256	-0.8522169	-0.6633872
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8323017	-0.8981429	-0.7830247
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8484176	-0.8600796	-0.8293627
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.7950680	-0.8640940	-0.7410607
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7045692	-0.8041078	-0.6534850
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5999313	-0.7230973	-0.5364668
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6470213	-0.7264697	-0.5711727
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7096394	-0.7311391	-0.6927241
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8644237	-0.9032717	-0.8427023
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.9080736	-0.9423296	-0.8902815
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8838418	-0.9168247	-0.8503724
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9316636	-0.9561287	-0.9110288
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9567064	-0.9949084	-0.8812023
sal + temp	Atlantic	(-Inf,26]	0.9549446	0.9474952	0.9607282
sal + temp	Atlantic	(26,26.5]	0.9615296	0.9594970	0.9650695
sal + temp	Atlantic	(26.5,26.75]	0.9781407	0.9769382	0.9799309
sal + temp	Atlantic	(26.75,27]	0.9703156	0.9687438	0.9730646
sal + temp	Atlantic	(27,27.25]	0.9720924	0.9704677	0.9739394
sal + temp	Atlantic	(27.25,27.5]	0.9748885	0.9735456	0.9757076
sal + temp	Atlantic	(27.5,27.75]	0.9668721	0.9619193	0.9710817
sal + temp	Atlantic	(27.75,27.85]	0.9746993	0.9738867	0.9761594
sal + temp	Atlantic	(27.85,27.95]	0.9306229	0.9138407	0.9515806
sal + temp	Atlantic	(27.95,28.05]	0.9362819	0.9030775	0.9681374
sal + temp	Atlantic	(28.05,28.1]	0.9767761	0.9723044	0.9818575
sal + temp	Atlantic	(28.1,28.15]	0.9817534	0.9783375	0.9879834
sal + temp	Atlantic	(28.15,28.2]	0.9139470	0.8771462	0.9460764
sal + temp	Atlantic	(28.2, Inf]	0.4740920	0.2568765	0.6476118
sal + temp	Indo-Pacific	(-Inf,26]	0.7567726	0.7038845	0.8165806
sal + temp	Indo-Pacific	(26,26.5]	0.9466494	0.9377897	0.9519298
sal + temp	Indo-Pacific	(26.5,26.75]	0.9793146	0.9753662	0.9826504
sal + temp	Indo-Pacific	(26.75,27]	0.9699551	0.9613333	0.9782871
sal + temp	Indo-Pacific	(27,27.25]	0.9275572	0.9103762	0.9559258
sal + temp	Indo-Pacific	(27.25,27.5]	0.8281393	0.7678232	0.9104607
sal + temp	Indo-Pacific	(27.5,27.75]	0.6495391	0.5385247	0.7937447
sal + temp	Indo-Pacific	(27.75,27.85]	0.8513283	0.8014022	0.9203104
sal + temp	Indo-Pacific	(27.85,27.95]	0.7872123	0.7488013	0.8529637
sal + temp	Indo-Pacific	(27.95,28.05]	0.7811500	0.7016536	0.8251442
sal + temp	Indo-Pacific	(28.05,28.1]	0.8148953	0.7390252	0.8676939
sal + temp	Indo-Pacific	(28.1,28.2]	0.7716467	0.6826909	0.8339642
sal + temp	Indo-Pacific	(28.2,28.3]	0.9064604	0.8995486	0.9184695
sal + temp	Indo-Pacific	(28.3, Inf]	0.9499591	0.8639856	0.9949866
temp + aou	Atlantic	(-Inf,26]	-0.1990043	-0.3735133	-0.1113515
temp + aou	Atlantic	(26,26.5]	-0.2568721	-0.3921653	-0.1888831
temp + aou	Atlantic	(26.5,26.75]	-0.2525908	-0.3429859	-0.1340803
temp + aou	Atlantic	(26.75,27]	-0.3100360	-0.4286934	-0.1194789
temp + aou	Atlantic	(27,27.25]	-0.2265011	-0.4403127	-0.0626435
temp + aou	Atlantic	(27.25,27.5]	-0.0440935	-0.2194278	0.1249588
temp + aou	Atlantic	(27.5,27.75]	-0.2209842	-0.2974532	-0.1787120
temp + aou	Atlantic	(27.75,27.85]	-0.2665434	-0.4283906	-0.1759820
temp + aou	Atlantic	(27.85,27.95]	-0.1469875	-0.3614825	0.0570785
temp + aou	Atlantic	(27.95,28.05]	-0.3157974	-0.4329782	-0.2488856
temp + aou	Atlantic	(28.05,28.1]	-0.4185955	-0.5691187	-0.3199408
temp + aou	Atlantic	(28.1,28.15]	-0.3943833	-0.6008057	-0.2193494
temp + aou	Atlantic	(28.15,28.2]	0.4211475	0.3526474	0.5580807
temp + aou	Atlantic	(28.2, Inf]	0.0280310	-0.1298171	0.1705372
temp + aou	Indo-Pacific	(-Inf,26]	-0.3254294	-0.4029383	-0.2119581
temp + aou	Indo-Pacific	(26,26.5]	-0.1970052	-0.4214082	-0.0576208
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1670058	-0.4223276	-0.0132429
temp + aou	Indo-Pacific	(26.75,27]	-0.0871101	-0.2836313	0.0299754
temp + aou	Indo-Pacific	(27,27.25]	0.0447826	-0.0287008	0.1450620
temp + aou	Indo-Pacific	(27.25,27.5]	0.2402816	0.1567839	0.3180082
temp + aou	Indo-Pacific	(27.5,27.75]	0.3741172	0.3617234	0.3984708
temp + aou	Indo-Pacific	(27.75,27.85]	0.2232232	0.1954831	0.2768538
temp + aou	Indo-Pacific	(27.85,27.95]	0.1988589	0.1267337	0.2923346
temp + aou	Indo-Pacific	(27.95,28.05]	0.2953135	0.2220293	0.3533168
temp + aou	Indo-Pacific	(28.05,28.1]	0.5129286	0.4746666	0.5328811
temp + aou	Indo-Pacific	(28.1,28.2]	0.8192933	0.7760846	0.8413039
temp + aou	Indo-Pacific	(28.2,28.3]	0.7804916	0.7413330	0.8169125
temp + aou	Indo-Pacific	(28.3, Inf]	0.9963540	0.9913128	0.9999103
temp + nitrate	Atlantic	(-Inf,26]	-0.1849348	-0.3751117	-0.0863150
temp + nitrate	Atlantic	(26,26.5]	-0.3292091	-0.4648873	-0.2513717
temp + nitrate	Atlantic	(26.5,26.75]	-0.3432474	-0.4289543	-0.2493492
temp + nitrate	Atlantic	(26.75,27]	-0.4902056	-0.5709722	-0.3560554
temp + nitrate	Atlantic	(27,27.25]	-0.6336307	-0.7369041	-0.5452724
temp + nitrate	Atlantic	(27.25,27.5]	-0.7345218	-0.7817009	-0.6918354
temp + nitrate	Atlantic	(27.5,27.75]	-0.7521290	-0.7742836	-0.7373055
temp + nitrate	Atlantic	(27.75,27.85]	-0.6271032	-0.7164951	-0.5717307
temp + nitrate	Atlantic	(27.85,27.95]	-0.4767441	-0.5977216	-0.3481951
temp + nitrate	Atlantic	(27.95,28.05]	-0.6200182	-0.6638616	-0.5898913
temp + nitrate	Atlantic	(28.05,28.1]	-0.8193817	-0.8526564	-0.7859320
temp + nitrate	Atlantic	(28.1,28.15]	-0.7929496	-0.8728044	-0.6595331
temp + nitrate	Atlantic	(28.15,28.2]	-0.1792874	-0.2068995	-0.1619860
temp + nitrate	Atlantic	(28.2, Inf]	-0.1066576	-0.2809147	-0.0014102
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4668655	-0.5413926	-0.3395729
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3878015	-0.6016757	-0.2268799
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3668739	-0.5974330	-0.2411034
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3259948	-0.4810348	-0.2418237
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1859835	-0.2313587	-0.0991290
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0229921	-0.0796771	0.0894203
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2639550	0.2490340	0.2758501
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1770627	0.1310627	0.2417241
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0889442	0.0170252	0.1944730
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.1085601	0.0225177	0.2027475
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2993118	0.2394318	0.3590628
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6686501	0.6059016	0.7258395
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5260077	0.4535462	0.5766577
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9940474	0.9876199	0.9995832
temp + oxygen	Atlantic	(-Inf,26]	-0.2724733	-0.4204185	-0.0667252
temp + oxygen	Atlantic	(26,26.5]	0.0145536	-0.1018459	0.1823237
temp + oxygen	Atlantic	(26.5,26.75]	0.0939722	-0.0551001	0.2027027
temp + oxygen	Atlantic	(26.75,27]	0.1534360	-0.0661747	0.2996806
temp + oxygen	Atlantic	(27,27.25]	-0.0178388	-0.1869782	0.2338093
temp + oxygen	Atlantic	(27.25,27.5]	-0.3231694	-0.4927267	-0.1456872
temp + oxygen	Atlantic	(27.5,27.75]	-0.2751106	-0.3353182	-0.1760475
temp + oxygen	Atlantic	(27.75,27.85]	-0.0855931	-0.1971883	0.1152471
temp + oxygen	Atlantic	(27.85,27.95]	-0.1151549	-0.3053450	0.1567723
temp + oxygen	Atlantic	(27.95,28.05]	-0.0100965	-0.1952626	0.1255505
temp + oxygen	Atlantic	(28.05,28.1]	-0.0756792	-0.2210188	0.1328631
temp + oxygen	Atlantic	(28.1,28.15]	-0.2082646	-0.2963191	-0.0460407
temp + oxygen	Atlantic	(28.15,28.2]	-0.6863520	-0.7802446	-0.5808225
temp + oxygen	Atlantic	(28.2, Inf]	-0.3160220	-0.4733044	-0.2368025
temp + oxygen	Indo-Pacific	(-Inf,26]	-0.0183385	-0.0558387	0.0358025
temp + oxygen	Indo-Pacific	(26,26.5]	-0.0128064	-0.1228247	0.2046462
temp + oxygen	Indo-Pacific	(26.5,26.75]	-0.0213008	-0.1917248	0.2384694
temp + oxygen	Indo-Pacific	(26.75,27]	-0.1034742	-0.2261167	0.1035451
temp + oxygen	Indo-Pacific	(27,27.25]	-0.1678325	-0.2801842	-0.0764097
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.3351733	-0.4267506	-0.2566864
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.4533544	-0.4920415	-0.4262265
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.2970764	-0.3427274	-0.2575723
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.2853440	-0.3709909	-0.2095105
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.3879871	-0.4296753	-0.3263641
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.5959914	-0.6183514	-0.5687202
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8760922	-0.8942394	-0.8431102
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.8644044	-0.8829264	-0.8394942
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9975241	-0.9999426	-0.9940662
temp + phosphate	Atlantic	(-Inf,26]	-0.4403431	-0.5105060	-0.3363442
temp + phosphate	Atlantic	(26,26.5]	-0.4078675	-0.5199184	-0.3312582
temp + phosphate	Atlantic	(26.5,26.75]	-0.3819897	-0.4590149	-0.2966535
temp + phosphate	Atlantic	(26.75,27]	-0.5102018	-0.5837698	-0.3832083
temp + phosphate	Atlantic	(27,27.25]	-0.6409785	-0.7371809	-0.5564218
temp + phosphate	Atlantic	(27.25,27.5]	-0.7306741	-0.7758334	-0.6809024
temp + phosphate	Atlantic	(27.5,27.75]	-0.7467444	-0.7659968	-0.7272861
temp + phosphate	Atlantic	(27.75,27.85]	-0.6342168	-0.7287864	-0.5676552
temp + phosphate	Atlantic	(27.85,27.95]	-0.5283577	-0.6560020	-0.4580745
temp + phosphate	Atlantic	(27.95,28.05]	-0.5950886	-0.7188124	-0.4683177
temp + phosphate	Atlantic	(28.05,28.1]	-0.8529648	-0.8786456	-0.8307048
temp + phosphate	Atlantic	(28.1,28.15]	-0.8390401	-0.8985858	-0.7431025
temp + phosphate	Atlantic	(28.15,28.2]	-0.2399128	-0.2747537	-0.1893360
temp + phosphate	Atlantic	(28.2, Inf]	-0.1564683	-0.3599131	-0.0516476
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4423719	-0.5116093	-0.3161493
temp + phosphate	Indo-Pacific	(26,26.5]	-0.3618463	-0.5678030	-0.2031533
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3332913	-0.5624243	-0.2070161
temp + phosphate	Indo-Pacific	(26.75,27]	-0.2637702	-0.4231272	-0.1616675
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1327387	-0.1683480	-0.0741116
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0901864	0.0086146	0.1324127
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3195928	0.3061093	0.3281626
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2006708	0.1686403	0.2642550
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.0978862	0.0167759	0.1993186
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.1071273	0.0306547	0.2012620
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.2916101	0.2378455	0.3523125
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6467148	0.5830446	0.7070962
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4110938	0.3461575	0.4752562
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.9927804	0.9841074	0.9994617
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8634692	-0.9181517	-0.8293250
temp + phosphate_star	Atlantic	(26,26.5]	-0.8394062	-0.8567223	-0.8080815
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8309864	-0.8473601	-0.8108671
temp + phosphate_star	Atlantic	(26.75,27]	-0.9314901	-0.9364074	-0.9264913
temp + phosphate_star	Atlantic	(27,27.25]	-0.9780323	-0.9807134	-0.9741211
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9762433	-0.9832442	-0.9633979
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9482391	-0.9523815	-0.9451930
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9105864	-0.9245369	-0.8930747
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8751013	-0.9139354	-0.8204018
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8239119	-0.9071410	-0.7774618
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9764989	-0.9787633	-0.9747929
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9701791	-0.9848345	-0.9495392
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8012762	-0.9149947	-0.6995719
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4195007	-0.6600920	-0.2084855
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8190111	-0.8626256	-0.7481373
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8204602	-0.8903558	-0.7319034
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8517205	-0.9054765	-0.8011056
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9016449	-0.9105312	-0.8963616
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.8961208	-0.9233942	-0.8798603
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8590165	-0.9013796	-0.8344714
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7876591	-0.8323343	-0.7328077
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7162051	-0.7565416	-0.6696099
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7725468	-0.7882501	-0.7475932
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7972372	-0.8517685	-0.7481866
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7155222	-0.7948486	-0.6233917
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7417445	-0.7917547	-0.6696477
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9713281	-0.9767666	-0.9662026
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9973643	-0.9999355	-0.9953931

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
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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]	-0.0097769	-0.0513906	0.0207083
aou	Atlantic	(26,26.5]	0.0320551	-0.1878066	0.1655727
aou	Atlantic	(26.5,26.75]	-0.0602365	-0.4008891	0.2550243
aou	Atlantic	(26.75,27]	-0.5365019	-0.6809104	-0.2608403
aou	Atlantic	(27,27.25]	-0.6688917	-0.7255681	-0.6171040
aou	Atlantic	(27.25,27.5]	-0.6088732	-0.7223305	-0.5072581
aou	Atlantic	(27.5,27.75]	-0.8347740	-0.8503370	-0.8165230
aou	Atlantic	(27.75,27.85]	-0.9379863	-0.9546956	-0.9232306
aou	Atlantic	(27.85,27.95]	-0.8571188	-0.8770712	-0.8324950
aou	Atlantic	(27.95,28.05]	-0.9159079	-0.9209229	-0.9070380
aou	Atlantic	(28.05,28.1]	-0.7270861	-0.8248713	-0.5991597
aou	Atlantic	(28.1,28.15]	-0.7357355	-0.8122032	-0.6346533
aou	Atlantic	(28.15,28.2]	-0.6156753	-0.7695000	-0.3235010
aou	Atlantic	(28.2, Inf]	-0.8263367	-0.8829864	-0.7401980
aou	Indo-Pacific	(-Inf,26]	0.3097130	0.2836535	0.3236914
aou	Indo-Pacific	(26,26.5]	-0.1619313	-0.3358019	-0.0088821
aou	Indo-Pacific	(26.5,26.75]	-0.5423891	-0.6875404	-0.4414816
aou	Indo-Pacific	(26.75,27]	-0.7281997	-0.8074114	-0.6639781
aou	Indo-Pacific	(27,27.25]	-0.7042594	-0.7635589	-0.5886959
aou	Indo-Pacific	(27.25,27.5]	-0.0858352	-0.1939986	0.0796122
aou	Indo-Pacific	(27.5,27.75]	0.5092306	0.4525289	0.5491874
aou	Indo-Pacific	(27.75,27.85]	0.6169705	0.5798076	0.6645858
aou	Indo-Pacific	(27.85,27.95]	0.5909554	0.5761909	0.6129809
aou	Indo-Pacific	(27.95,28.05]	0.6581326	0.5787274	0.7373953
aou	Indo-Pacific	(28.05,28.1]	0.4713871	0.4243377	0.5078655
aou	Indo-Pacific	(28.1,28.2]	0.3524213	0.2798844	0.4757860
aou	Indo-Pacific	(28.2,28.3]	-0.0671924	-0.3801906	0.5127110
aou	Indo-Pacific	(28.3, Inf]	-0.3522053	-0.9989451	0.9296082
nitrate	Atlantic	(-Inf,26]	-0.0920562	-0.1343351	-0.0445372
nitrate	Atlantic	(26,26.5]	0.0007073	-0.2070381	0.1369315
nitrate	Atlantic	(26.5,26.75]	-0.0745291	-0.3928810	0.2236308
nitrate	Atlantic	(26.75,27]	-0.5699802	-0.7042115	-0.3156744
nitrate	Atlantic	(27,27.25]	-0.8589588	-0.8989222	-0.8174569
nitrate	Atlantic	(27.25,27.5]	-0.9535073	-0.9689259	-0.9335493
nitrate	Atlantic	(27.5,27.75]	-0.9562501	-0.9615032	-0.9531191
nitrate	Atlantic	(27.75,27.85]	-0.9220487	-0.9422757	-0.9107056
nitrate	Atlantic	(27.85,27.95]	-0.8306920	-0.8401691	-0.8202805
nitrate	Atlantic	(27.95,28.05]	-0.8916605	-0.9171665	-0.8731922
nitrate	Atlantic	(28.05,28.1]	-0.9502168	-0.9587988	-0.9432593
nitrate	Atlantic	(28.1,28.15]	-0.9669302	-0.9778550	-0.9567031
nitrate	Atlantic	(28.15,28.2]	-0.9738188	-0.9952081	-0.9383474
nitrate	Atlantic	(28.2, Inf]	-0.9795174	-0.9923171	-0.9722155
nitrate	Indo-Pacific	(-Inf,26]	0.2010374	0.1825354	0.2143684
nitrate	Indo-Pacific	(26,26.5]	-0.3205498	-0.4864758	-0.1555073
nitrate	Indo-Pacific	(26.5,26.75]	-0.6685990	-0.7919359	-0.5828615
nitrate	Indo-Pacific	(26.75,27]	-0.8000520	-0.8570799	-0.7626748
nitrate	Indo-Pacific	(27,27.25]	-0.7627035	-0.8097711	-0.6779387
nitrate	Indo-Pacific	(27.25,27.5]	-0.0430314	-0.1734936	0.1245576
nitrate	Indo-Pacific	(27.5,27.75]	0.5773856	0.5264051	0.6065190
nitrate	Indo-Pacific	(27.75,27.85]	0.6082613	0.5726128	0.6448825
nitrate	Indo-Pacific	(27.85,27.95]	0.5692477	0.5522865	0.5780451
nitrate	Indo-Pacific	(27.95,28.05]	0.6049771	0.5052382	0.7307623
nitrate	Indo-Pacific	(28.05,28.1]	0.3453798	0.2606393	0.4313377
nitrate	Indo-Pacific	(28.1,28.2]	0.1759170	0.1249114	0.2144962
nitrate	Indo-Pacific	(28.2,28.3]	-0.3573016	-0.6782364	0.1925709
nitrate	Indo-Pacific	(28.3, Inf]	-0.3490373	-0.9996302	0.9477782
oxygen	Atlantic	(-Inf,26]	0.2762353	0.2033557	0.3207595
oxygen	Atlantic	(26,26.5]	0.0964152	-0.0781502	0.3492405
oxygen	Atlantic	(26.5,26.75]	0.1396807	-0.1949608	0.4941237
oxygen	Atlantic	(26.75,27]	0.5422425	0.2658114	0.6908344
oxygen	Atlantic	(27,27.25]	0.5321028	0.4884427	0.5802928
oxygen	Atlantic	(27.25,27.5]	0.3098693	0.1714063	0.4539247
oxygen	Atlantic	(27.5,27.75]	0.5145377	0.4974820	0.5306210
oxygen	Atlantic	(27.75,27.85]	0.8246275	0.7755581	0.8857853
oxygen	Atlantic	(27.85,27.95]	0.8188698	0.7820062	0.8773385
oxygen	Atlantic	(27.95,28.05]	0.8276864	0.7877760	0.8585878
oxygen	Atlantic	(28.05,28.1]	0.3558529	0.1194777	0.5450466
oxygen	Atlantic	(28.1,28.15]	0.2831974	0.0610008	0.4296224
oxygen	Atlantic	(28.15,28.2]	0.3991868	0.0820991	0.6076738
oxygen	Atlantic	(28.2, Inf]	0.6974595	0.5848295	0.8289809
oxygen	Indo-Pacific	(-Inf,26]	-0.2697603	-0.3100441	-0.2147204
oxygen	Indo-Pacific	(26,26.5]	0.0633075	-0.0672747	0.2273130
oxygen	Indo-Pacific	(26.5,26.75]	0.4228797	0.3089091	0.5738501
oxygen	Indo-Pacific	(26.75,27]	0.6274600	0.5438180	0.7273295
oxygen	Indo-Pacific	(27,27.25]	0.6525905	0.5075163	0.7321185
oxygen	Indo-Pacific	(27.25,27.5]	0.0970249	-0.0801311	0.2097800
oxygen	Indo-Pacific	(27.5,27.75]	-0.4502871	-0.5010114	-0.3905320
oxygen	Indo-Pacific	(27.75,27.85]	-0.5672034	-0.6265873	-0.5326355
oxygen	Indo-Pacific	(27.85,27.95]	-0.5493971	-0.5792034	-0.5321356
oxygen	Indo-Pacific	(27.95,28.05]	-0.6512734	-0.7111384	-0.5829366
oxygen	Indo-Pacific	(28.05,28.1]	-0.4918724	-0.5021397	-0.4754596
oxygen	Indo-Pacific	(28.1,28.2]	-0.3767721	-0.5271671	-0.2920167
oxygen	Indo-Pacific	(28.2,28.3]	-0.0444254	-0.6263737	0.2513804
oxygen	Indo-Pacific	(28.3, Inf]	0.3512058	-0.9309292	0.9988589
phosphate	Atlantic	(-Inf,26]	0.1733003	0.1380765	0.2320334
phosphate	Atlantic	(26,26.5]	0.0779197	-0.1117034	0.1905805
phosphate	Atlantic	(26.5,26.75]	-0.0273570	-0.3371280	0.2610260
phosphate	Atlantic	(26.75,27]	-0.5415129	-0.6776826	-0.2875004
phosphate	Atlantic	(27,27.25]	-0.8419362	-0.8848583	-0.7994212
phosphate	Atlantic	(27.25,27.5]	-0.9542774	-0.9746093	-0.9335503
phosphate	Atlantic	(27.5,27.75]	-0.9534034	-0.9642232	-0.9393489
phosphate	Atlantic	(27.75,27.85]	-0.8852877	-0.9038107	-0.8675573
phosphate	Atlantic	(27.85,27.95]	-0.7212401	-0.7657630	-0.6911300
phosphate	Atlantic	(27.95,28.05]	-0.7830823	-0.8010925	-0.7661996
phosphate	Atlantic	(28.05,28.1]	-0.9462571	-0.9582692	-0.9386066
phosphate	Atlantic	(28.1,28.15]	-0.9573476	-0.9726176	-0.9481708
phosphate	Atlantic	(28.15,28.2]	-0.9742623	-0.9950834	-0.9504253
phosphate	Atlantic	(28.2, Inf]	-0.9909419	-0.9939583	-0.9850072
phosphate	Indo-Pacific	(-Inf,26]	0.2212536	0.2024911	0.2340426
phosphate	Indo-Pacific	(26,26.5]	-0.3013971	-0.4550328	-0.1436405
phosphate	Indo-Pacific	(26.5,26.75]	-0.6389070	-0.7664072	-0.5461660
phosphate	Indo-Pacific	(26.75,27]	-0.7865482	-0.8475720	-0.7539394
phosphate	Indo-Pacific	(27,27.25]	-0.7828118	-0.8123814	-0.7266069
phosphate	Indo-Pacific	(27.25,27.5]	-0.1280303	-0.2143749	-0.0096781
phosphate	Indo-Pacific	(27.5,27.75]	0.5083689	0.4611779	0.5482037
phosphate	Indo-Pacific	(27.75,27.85]	0.5939715	0.5592373	0.6392009
phosphate	Indo-Pacific	(27.85,27.95]	0.5598797	0.5314056	0.5769269
phosphate	Indo-Pacific	(27.95,28.05]	0.5957464	0.4834253	0.7276710
phosphate	Indo-Pacific	(28.05,28.1]	0.3393249	0.2384259	0.4361085
phosphate	Indo-Pacific	(28.1,28.2]	0.1780386	0.1301769	0.2054767
phosphate	Indo-Pacific	(28.2,28.3]	-0.4719555	-0.7640918	0.0291194
phosphate	Indo-Pacific	(28.3, Inf]	-0.3523269	-0.9997312	0.9402012
phosphate_star	Atlantic	(-Inf,26]	0.4859382	0.3944519	0.5446906
phosphate_star	Atlantic	(26,26.5]	0.3057411	0.2389238	0.3793077
phosphate_star	Atlantic	(26.5,26.75]	0.2082599	0.0734900	0.3275191
phosphate_star	Atlantic	(26.75,27]	-0.3240975	-0.4776872	-0.2445558
phosphate_star	Atlantic	(27,27.25]	-0.6780143	-0.8072718	-0.5770506
phosphate_star	Atlantic	(27.25,27.5]	-0.7683800	-0.8416478	-0.7299299
phosphate_star	Atlantic	(27.5,27.75]	-0.7389861	-0.7842290	-0.7129938
phosphate_star	Atlantic	(27.75,27.85]	-0.5782271	-0.6077383	-0.5425514
phosphate_star	Atlantic	(27.85,27.95]	-0.2485529	-0.3389222	-0.1373659
phosphate_star	Atlantic	(27.95,28.05]	-0.3716572	-0.4779019	-0.2096779
phosphate_star	Atlantic	(28.05,28.1]	-0.9020961	-0.9532541	-0.8614478
phosphate_star	Atlantic	(28.1,28.15]	-0.8892189	-0.9482579	-0.8143251
phosphate_star	Atlantic	(28.15,28.2]	-0.7384106	-0.8269182	-0.6862032
phosphate_star	Atlantic	(28.2, Inf]	-0.9101236	-0.9471856	-0.8553396
phosphate_star	Indo-Pacific	(-Inf,26]	0.0895098	0.0429292	0.1280482
phosphate_star	Indo-Pacific	(26,26.5]	-0.5695274	-0.6326787	-0.4848285
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7936639	-0.8595093	-0.7222406
phosphate_star	Indo-Pacific	(26.75,27]	-0.6497438	-0.7197364	-0.5152172
phosphate_star	Indo-Pacific	(27,27.25]	-0.2804531	-0.5084136	-0.1655244
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0227179	-0.2537787	0.1057720
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0904184	-0.1612619	-0.0136776
phosphate_star	Indo-Pacific	(27.75,27.85]	0.0849019	0.0252858	0.1970521
phosphate_star	Indo-Pacific	(27.85,27.95]	0.1681994	0.1420151	0.2039839
phosphate_star	Indo-Pacific	(27.95,28.05]	0.0295642	-0.0992095	0.2764754
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3007345	-0.5023521	-0.0478255
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5213245	-0.8139048	-0.3420999
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3777283	-0.8852888	-0.0618058
phosphate_star	Indo-Pacific	(28.3, Inf]	0.3509898	-0.9174958	0.9980330
sal	Atlantic	(-Inf,26]	-0.5431772	-0.5854536	-0.4911635
sal	Atlantic	(26,26.5]	-0.5342829	-0.6429820	-0.3954934
sal	Atlantic	(26.5,26.75]	-0.5548292	-0.5976573	-0.5156503
sal	Atlantic	(26.75,27]	0.0103184	-0.1174691	0.1399977
sal	Atlantic	(27,27.25]	0.5794221	0.4840458	0.7234557
sal	Atlantic	(27.25,27.5]	0.7287695	0.6302324	0.8248430
sal	Atlantic	(27.5,27.75]	0.6441093	0.5806306	0.7029733
sal	Atlantic	(27.75,27.85]	0.3890707	0.2798887	0.4608468
sal	Atlantic	(27.85,27.95]	0.1526882	0.0875023	0.2397278
sal	Atlantic	(27.95,28.05]	0.2583077	0.1826590	0.2984057
sal	Atlantic	(28.05,28.1]	0.8673108	0.8096162	0.9339170
sal	Atlantic	(28.1,28.15]	0.8229373	0.6888489	0.9177114
sal	Atlantic	(28.15,28.2]	0.4559152	0.3373191	0.5569500
sal	Atlantic	(28.2, Inf]	0.6267643	0.4145020	0.7893521
sal	Indo-Pacific	(-Inf,26]	0.2096613	0.1535993	0.2517973
sal	Indo-Pacific	(26,26.5]	0.5476439	0.4541368	0.6276450
sal	Indo-Pacific	(26.5,26.75]	0.6822209	0.6182444	0.7999681
sal	Indo-Pacific	(26.75,27]	0.5020752	0.4038155	0.5750288
sal	Indo-Pacific	(27,27.25]	0.2236715	0.1388268	0.3481822
sal	Indo-Pacific	(27.25,27.5]	-0.3316554	-0.5149582	-0.0982563
sal	Indo-Pacific	(27.5,27.75]	-0.2904101	-0.3534451	-0.2561574
sal	Indo-Pacific	(27.75,27.85]	-0.4556652	-0.5037926	-0.3902701
sal	Indo-Pacific	(27.85,27.95]	-0.4134988	-0.4526329	-0.3726934
sal	Indo-Pacific	(27.95,28.05]	-0.1744502	-0.4178053	-0.0286904
sal	Indo-Pacific	(28.05,28.1]	0.1234388	-0.2021216	0.3625781
sal	Indo-Pacific	(28.1,28.2]	0.2447783	0.0198429	0.5910439
sal	Indo-Pacific	(28.2,28.3]	0.1975206	-0.0762328	0.7178215
sal	Indo-Pacific	(28.3, Inf]	-0.4253270	-0.9971205	0.6909187
temp	Atlantic	(-Inf,26]	-0.5541279	-0.6130565	-0.4744932
temp	Atlantic	(26,26.5]	-0.5153215	-0.5936580	-0.4155468
temp	Atlantic	(26.5,26.75]	-0.4884703	-0.5401418	-0.4555052
temp	Atlantic	(26.75,27]	0.0673544	-0.0394967	0.1871331
temp	Atlantic	(27,27.25]	0.5929520	0.5004492	0.7373133
temp	Atlantic	(27.25,27.5]	0.7081835	0.6092612	0.8074509
temp	Atlantic	(27.5,27.75]	0.6122823	0.5772188	0.6644296
temp	Atlantic	(27.75,27.85]	0.3929853	0.3130974	0.4612212
temp	Atlantic	(27.85,27.95]	0.1471546	0.0425717	0.2365933
temp	Atlantic	(27.95,28.05]	0.3897733	0.3135571	0.4610414
temp	Atlantic	(28.05,28.1]	0.8243952	0.7582877	0.9037215
temp	Atlantic	(28.1,28.15]	0.7791023	0.6101984	0.9028992
temp	Atlantic	(28.15,28.2]	0.2720140	0.1561925	0.4425646
temp	Atlantic	(28.2, Inf]	0.2644498	0.1369208	0.4321230
temp	Indo-Pacific	(-Inf,26]	-0.1640412	-0.2373064	-0.0838165
temp	Indo-Pacific	(26,26.5]	0.4797847	0.4173081	0.5384414
temp	Indo-Pacific	(26.5,26.75]	0.6644862	0.6089006	0.7642299
temp	Indo-Pacific	(26.75,27]	0.5268823	0.4323083	0.5872345
temp	Indo-Pacific	(27,27.25]	0.3457995	0.2673007	0.4685076
temp	Indo-Pacific	(27.25,27.5]	-0.1180167	-0.2285795	0.0561324
temp	Indo-Pacific	(27.5,27.75]	-0.4103022	-0.4683082	-0.3453462
temp	Indo-Pacific	(27.75,27.85]	-0.4751346	-0.5076413	-0.4405395
temp	Indo-Pacific	(27.85,27.95]	-0.3301417	-0.3609636	-0.3113372
temp	Indo-Pacific	(27.95,28.05]	0.1397065	-0.0133824	0.2464562
temp	Indo-Pacific	(28.05,28.1]	0.4201704	0.1885822	0.6277576
temp	Indo-Pacific	(28.1,28.2]	0.4325232	0.3102427	0.6674122
temp	Indo-Pacific	(28.2,28.3]	0.4183513	0.1424201	0.8773679
temp	Indo-Pacific	(28.3, Inf]	-0.3447346	-0.9984425	0.9353681

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