eMLR - assumption testing

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Last updated: 2021-07-27

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

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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

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Repository version: 257f937

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The results in this page were generated with repository version 257f937. 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:

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File	Version	Author	Date	Message
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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
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
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
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
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
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
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]	0.9877019	0.9842828	0.9917805
aou + nitrate	Atlantic	(26,26.5]	0.9903498	0.9883543	0.9920722
aou + nitrate	Atlantic	(26.5,26.75]	0.9905483	0.9883619	0.9935790
aou + nitrate	Atlantic	(26.75,27]	0.9752832	0.9660702	0.9826548
aou + nitrate	Atlantic	(27,27.25]	0.8739463	0.8418246	0.9178475
aou + nitrate	Atlantic	(27.25,27.5]	0.6427001	0.4963498	0.7412909
aou + nitrate	Atlantic	(27.5,27.75]	0.7521893	0.7352822	0.7674438
aou + nitrate	Atlantic	(27.75,27.85]	0.8873447	0.8742289	0.9112670
aou + nitrate	Atlantic	(27.85,27.95]	0.9228591	0.9039325	0.9479956
aou + nitrate	Atlantic	(27.95,28.05]	0.9284538	0.8958823	0.9486740
aou + nitrate	Atlantic	(28.05,28.1]	0.8793617	0.8188919	0.9270716
aou + nitrate	Atlantic	(28.1,28.15]	0.8660187	0.7931759	0.9322225
aou + nitrate	Atlantic	(28.15,28.2]	0.7856721	0.7549872	0.8404342
aou + nitrate	Atlantic	(28.2, Inf]	0.8848595	0.8213556	0.9396413
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9725328	0.9659773	0.9795131
aou + nitrate	Indo-Pacific	(26,26.5]	0.9552091	0.9495888	0.9615988
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9431831	0.9292328	0.9517660
aou + nitrate	Indo-Pacific	(26.75,27]	0.9261819	0.9098324	0.9423354
aou + nitrate	Indo-Pacific	(27,27.25]	0.9365069	0.9159659	0.9592378
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9379721	0.9031577	0.9683836
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9843209	0.9747854	0.9913778
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9937294	0.9910834	0.9958310
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9872825	0.9837680	0.9916709
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9778229	0.9724087	0.9870006
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9649183	0.9578414	0.9754976
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9458534	0.9410844	0.9530487
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9334630	0.9200661	0.9505529
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9989750	0.9975819	0.9998860
oxygen + aou	Atlantic	(-Inf,26]	-0.8780057	-0.9059900	-0.8553120
oxygen + aou	Atlantic	(26,26.5]	-0.9682071	-0.9746543	-0.9584043
oxygen + aou	Atlantic	(26.5,26.75]	-0.9860857	-0.9884838	-0.9815122
oxygen + aou	Atlantic	(26.75,27]	-0.9865085	-0.9904618	-0.9829328
oxygen + aou	Atlantic	(27,27.25]	-0.9669953	-0.9735404	-0.9602794
oxygen + aou	Atlantic	(27.25,27.5]	-0.9199680	-0.9318963	-0.9102108
oxygen + aou	Atlantic	(27.5,27.75]	-0.8464071	-0.8609429	-0.8230574
oxygen + aou	Atlantic	(27.75,27.85]	-0.9212663	-0.9394455	-0.9113843
oxygen + aou	Atlantic	(27.85,27.95]	-0.9574801	-0.9758262	-0.9311375
oxygen + aou	Atlantic	(27.95,28.05]	-0.9273447	-0.9826928	-0.8579681
oxygen + aou	Atlantic	(28.05,28.1]	-0.9054166	-0.9403858	-0.8877973
oxygen + aou	Atlantic	(28.1,28.15]	-0.8327673	-0.8668281	-0.7711214
oxygen + aou	Atlantic	(28.15,28.2]	-0.9366511	-0.9665899	-0.9205653
oxygen + aou	Atlantic	(28.2, Inf]	-0.9577266	-0.9777061	-0.9354408
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9369438	-0.9664676	-0.9166246
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9774109	-0.9860394	-0.9720383
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9830842	-0.9874240	-0.9789411
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9822239	-0.9842271	-0.9802266
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9922043	-0.9945132	-0.9905962
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9947530	-0.9968219	-0.9928005
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9959258	-0.9975503	-0.9941201
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9967533	-0.9978903	-0.9948044
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9961168	-0.9972801	-0.9945485
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9951903	-0.9971293	-0.9935993
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9947308	-0.9966284	-0.9932315
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9939915	-0.9947025	-0.9933129
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9908329	-0.9917249	-0.9890655
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9999504	-0.9999982	-0.9999099
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8711711	-0.8897403	-0.8503718
oxygen + nitrate	Atlantic	(26,26.5]	-0.9406426	-0.9523294	-0.9258298
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9606935	-0.9707993	-0.9483438
oxygen + nitrate	Atlantic	(26.75,27]	-0.9303272	-0.9511296	-0.9066616
oxygen + nitrate	Atlantic	(27,27.25]	-0.7286029	-0.8078665	-0.6827719
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.3057658	-0.4607050	-0.1212493
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.3018988	-0.3488000	-0.2590819
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.6491637	-0.7268537	-0.6042218
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7833191	-0.8633713	-0.7007296
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7366841	-0.8763686	-0.5525352
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.6143259	-0.7629644	-0.4819136
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.4937923	-0.6654553	-0.3916156
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.5674416	-0.6930122	-0.4953897
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8158708	-0.8865567	-0.7042734
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.8540532	-0.9123381	-0.8088141
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.8907159	-0.9221828	-0.8696841
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.8894378	-0.9084538	-0.8636377
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.8639370	-0.8870194	-0.8393447
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.9009287	-0.9328864	-0.8760620
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9118714	-0.9506467	-0.8717857
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9698824	-0.9827205	-0.9542235
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9862634	-0.9908606	-0.9782921
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9743245	-0.9837561	-0.9652172
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9554075	-0.9744215	-0.9427642
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9363382	-0.9581286	-0.9210487
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9206706	-0.9367774	-0.9121011
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.8869107	-0.9100818	-0.8648711
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9989373	-0.9998612	-0.9975745
sal + aou	Atlantic	(-Inf,26]	-0.1663728	-0.3791240	-0.0511660
sal + aou	Atlantic	(26,26.5]	-0.2146905	-0.3522994	-0.1348149
sal + aou	Atlantic	(26.5,26.75]	-0.2892656	-0.3398370	-0.1940691
sal + aou	Atlantic	(26.75,27]	-0.3566888	-0.4790166	-0.1951249
sal + aou	Atlantic	(27,27.25]	-0.2570132	-0.4867166	-0.0768840
sal + aou	Atlantic	(27.25,27.5]	-0.0829558	-0.2303939	0.1004253
sal + aou	Atlantic	(27.5,27.75]	-0.3307444	-0.3926085	-0.2895753
sal + aou	Atlantic	(27.75,27.85]	-0.2984958	-0.4251344	-0.2194788
sal + aou	Atlantic	(27.85,27.95]	-0.2301681	-0.4050665	-0.1144397
sal + aou	Atlantic	(27.95,28.05]	-0.2309434	-0.3121699	-0.1192609
sal + aou	Atlantic	(28.05,28.1]	-0.6093588	-0.7250065	-0.4305044
sal + aou	Atlantic	(28.1,28.15]	-0.5809912	-0.7506577	-0.3215763
sal + aou	Atlantic	(28.15,28.2]	0.1103963	-0.0570143	0.2171892
sal + aou	Atlantic	(28.2, Inf]	-0.3700343	-0.6564379	0.0726042
sal + aou	Indo-Pacific	(-Inf,26]	-0.0656405	-0.1353757	-0.0050147
sal + aou	Indo-Pacific	(26,26.5]	-0.1656645	-0.4287399	-0.0284457
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1921701	-0.4946420	0.0058707
sal + aou	Indo-Pacific	(26.75,27]	-0.0246514	-0.2604070	0.1011111
sal + aou	Indo-Pacific	(27,27.25]	0.1303903	0.0311491	0.2777951
sal + aou	Indo-Pacific	(27.25,27.5]	0.3090702	0.1885413	0.3843030
sal + aou	Indo-Pacific	(27.5,27.75]	0.2921271	0.2317950	0.3336699
sal + aou	Indo-Pacific	(27.75,27.85]	0.0922025	0.0551732	0.1394271
sal + aou	Indo-Pacific	(27.85,27.95]	-0.1168223	-0.1797661	-0.0094619
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2325229	-0.3420484	-0.1254678
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0278533	-0.1967822	0.0857433
sal + aou	Indo-Pacific	(28.1,28.2]	0.5078437	0.4243471	0.6060943
sal + aou	Indo-Pacific	(28.2,28.3]	0.9123663	0.8660414	0.9405310
sal + aou	Indo-Pacific	(28.3, Inf]	0.9507540	0.8599194	0.9989800
sal + nitrate	Atlantic	(-Inf,26]	-0.1449647	-0.3839532	-0.0132458
sal + nitrate	Atlantic	(26,26.5]	-0.2672016	-0.4187651	-0.1705988
sal + nitrate	Atlantic	(26.5,26.75]	-0.3681293	-0.4216968	-0.2924810
sal + nitrate	Atlantic	(26.75,27]	-0.5199003	-0.6071318	-0.4053239
sal + nitrate	Atlantic	(27,27.25]	-0.6656997	-0.7761721	-0.5768807
sal + nitrate	Atlantic	(27.25,27.5]	-0.7895810	-0.8540784	-0.7185536
sal + nitrate	Atlantic	(27.5,27.75]	-0.8336503	-0.8782672	-0.8051026
sal + nitrate	Atlantic	(27.75,27.85]	-0.6559086	-0.7050601	-0.5992535
sal + nitrate	Atlantic	(27.85,27.95]	-0.5163718	-0.6123305	-0.4271713
sal + nitrate	Atlantic	(27.95,28.05]	-0.5191267	-0.5726841	-0.4851378
sal + nitrate	Atlantic	(28.05,28.1]	-0.8568914	-0.8939324	-0.8072195
sal + nitrate	Atlantic	(28.1,28.15]	-0.8493512	-0.9154391	-0.7511052
sal + nitrate	Atlantic	(28.15,28.2]	-0.4638755	-0.5557392	-0.3926724
sal + nitrate	Atlantic	(28.2, Inf]	-0.7105642	-0.8516889	-0.4428060
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2049311	-0.2958939	-0.1316275
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3407083	-0.5987596	-0.1705696
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3679132	-0.6508329	-0.2075209
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2365873	-0.4420465	-0.1185821
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0528218	-0.1264643	0.0779592
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1653013	0.0359415	0.2417573
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2194656	0.1666922	0.2573640
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0394637	0.0157257	0.0618268
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2074768	-0.2728854	-0.1265891
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3852248	-0.4407690	-0.3139161
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2577296	-0.3681406	-0.1830214
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2569561	0.1866908	0.3618884
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7616425	0.7292512	0.7834554
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.9434764	0.8385194	0.9995295
sal + oxygen	Atlantic	(-Inf,26]	-0.2994586	-0.4434533	-0.0305331
sal + oxygen	Atlantic	(26,26.5]	-0.0262034	-0.1232015	0.1276627
sal + oxygen	Atlantic	(26.5,26.75]	0.1305697	0.0060165	0.1967204
sal + oxygen	Atlantic	(26.75,27]	0.2053849	0.0163859	0.3576429
sal + oxygen	Atlantic	(27,27.25]	0.0140887	-0.1718554	0.2807287
sal + oxygen	Atlantic	(27.25,27.5]	-0.3003787	-0.4767100	-0.1843675
sal + oxygen	Atlantic	(27.5,27.75]	-0.2037877	-0.2301670	-0.1841051
sal + oxygen	Atlantic	(27.75,27.85]	-0.0799947	-0.1825429	0.1027662
sal + oxygen	Atlantic	(27.85,27.95]	-0.0313633	-0.2323694	0.2147716
sal + oxygen	Atlantic	(27.95,28.05]	-0.0979225	-0.3957695	0.1520531
sal + oxygen	Atlantic	(28.05,28.1]	0.2326668	-0.0250209	0.4581361
sal + oxygen	Atlantic	(28.1,28.15]	0.0626508	-0.1880584	0.3203221
sal + oxygen	Atlantic	(28.15,28.2]	-0.4165750	-0.5468630	-0.1877866
sal + oxygen	Atlantic	(28.2, Inf]	0.2240306	-0.3067013	0.5276372
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.2164502	-0.2359764	-0.1941556
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0286659	-0.1807896	0.2250008
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0195949	-0.2044441	0.3298911
sal + oxygen	Indo-Pacific	(26.75,27]	-0.1545342	-0.2814754	0.0909173
sal + oxygen	Indo-Pacific	(27,27.25]	-0.2430283	-0.4014357	-0.1268263
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.3871238	-0.4817222	-0.2695355
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.3471210	-0.4131000	-0.2831746
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.1605732	-0.2325839	-0.1079215
sal + oxygen	Indo-Pacific	(27.85,27.95]	0.0452835	-0.0820643	0.1132465
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.1494195	0.0238153	0.2837446
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.0670077	-0.1936831	0.1219630
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.5686222	-0.6715635	-0.4736707
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.9447251	-0.9730987	-0.9015986
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.9510690	-0.9989047	-0.8605787
sal + temp	Atlantic	(-Inf,26]	0.9536739	0.9479012	0.9635846
sal + temp	Atlantic	(26,26.5]	0.9627358	0.9597737	0.9649159
sal + temp	Atlantic	(26.5,26.75]	0.9787368	0.9769258	0.9814939
sal + temp	Atlantic	(26.75,27]	0.9711250	0.9684103	0.9735369
sal + temp	Atlantic	(27,27.25]	0.9724669	0.9714182	0.9733937
sal + temp	Atlantic	(27.25,27.5]	0.9758158	0.9744389	0.9775871
sal + temp	Atlantic	(27.5,27.75]	0.9680159	0.9625886	0.9724533
sal + temp	Atlantic	(27.75,27.85]	0.9766095	0.9744380	0.9783784
sal + temp	Atlantic	(27.85,27.95]	0.9393509	0.9279826	0.9610477
sal + temp	Atlantic	(27.95,28.05]	0.9347588	0.8822294	0.9814577
sal + temp	Atlantic	(28.05,28.1]	0.9698423	0.9663098	0.9741177
sal + temp	Atlantic	(28.1,28.15]	0.9777038	0.9736986	0.9798082
sal + temp	Atlantic	(28.15,28.2]	0.9006724	0.8647332	0.9236968
sal + temp	Atlantic	(28.2, Inf]	0.3282802	0.1463351	0.6502131
sal + temp	Indo-Pacific	(-Inf,26]	0.7656631	0.7053197	0.8304809
sal + temp	Indo-Pacific	(26,26.5]	0.9470925	0.9375039	0.9522528
sal + temp	Indo-Pacific	(26.5,26.75]	0.9787393	0.9753745	0.9824550
sal + temp	Indo-Pacific	(26.75,27]	0.9699947	0.9615680	0.9783486
sal + temp	Indo-Pacific	(27,27.25]	0.9296155	0.9134806	0.9586428
sal + temp	Indo-Pacific	(27.25,27.5]	0.8321387	0.7715842	0.9185933
sal + temp	Indo-Pacific	(27.5,27.75]	0.6593171	0.5489543	0.8120440
sal + temp	Indo-Pacific	(27.75,27.85]	0.8554174	0.8043203	0.9281273
sal + temp	Indo-Pacific	(27.85,27.95]	0.7768392	0.7072968	0.8620549
sal + temp	Indo-Pacific	(27.95,28.05]	0.7487249	0.6205283	0.8348042
sal + temp	Indo-Pacific	(28.05,28.1]	0.8032298	0.6962799	0.8586140
sal + temp	Indo-Pacific	(28.1,28.2]	0.7385744	0.6169717	0.8397686
sal + temp	Indo-Pacific	(28.2,28.3]	0.9117228	0.8883298	0.9326499
sal + temp	Indo-Pacific	(28.3, Inf]	0.9509140	0.8613067	0.9985666
temp + aou	Atlantic	(-Inf,26]	-0.2415648	-0.4640079	-0.1060926
temp + aou	Atlantic	(26,26.5]	-0.2917929	-0.4284533	-0.2009897
temp + aou	Atlantic	(26.5,26.75]	-0.2825937	-0.3252200	-0.2115362
temp + aou	Atlantic	(26.75,27]	-0.3260649	-0.4310636	-0.1758829
temp + aou	Atlantic	(27,27.25]	-0.2263241	-0.4650451	-0.0353121
temp + aou	Atlantic	(27.25,27.5]	-0.0308656	-0.1708136	0.1599002
temp + aou	Atlantic	(27.5,27.75]	-0.2579590	-0.3042802	-0.1877614
temp + aou	Atlantic	(27.75,27.85]	-0.2907165	-0.4269808	-0.2215623
temp + aou	Atlantic	(27.85,27.95]	-0.1544903	-0.3493291	-0.0243006
temp + aou	Atlantic	(27.95,28.05]	-0.3461472	-0.4208288	-0.2278574
temp + aou	Atlantic	(28.05,28.1]	-0.4917168	-0.6540918	-0.2566380
temp + aou	Atlantic	(28.1,28.15]	-0.4770232	-0.6935841	-0.1517265
temp + aou	Atlantic	(28.15,28.2]	0.3173765	0.2514511	0.3551954
temp + aou	Atlantic	(28.2, Inf]	0.1073073	-0.1324126	0.2922738
temp + aou	Indo-Pacific	(-Inf,26]	-0.3258739	-0.4033551	-0.2167154
temp + aou	Indo-Pacific	(26,26.5]	-0.2091851	-0.4429600	-0.0774537
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1856245	-0.4734940	-0.0054476
temp + aou	Indo-Pacific	(26.75,27]	-0.0676427	-0.2870962	0.0477227
temp + aou	Indo-Pacific	(27,27.25]	0.0717585	0.0004846	0.2037878
temp + aou	Indo-Pacific	(27.25,27.5]	0.2507460	0.1431956	0.3628799
temp + aou	Indo-Pacific	(27.5,27.75]	0.3790123	0.3434741	0.4374037
temp + aou	Indo-Pacific	(27.75,27.85]	0.2259754	0.1764156	0.2759209
temp + aou	Indo-Pacific	(27.85,27.95]	0.1525501	0.0962832	0.1852724
temp + aou	Indo-Pacific	(27.95,28.05]	0.2333781	0.2072948	0.2687597
temp + aou	Indo-Pacific	(28.05,28.1]	0.4755600	0.4635975	0.4879148
temp + aou	Indo-Pacific	(28.1,28.2]	0.8063717	0.7776382	0.8242214
temp + aou	Indo-Pacific	(28.2,28.3]	0.8052484	0.7326398	0.8511352
temp + aou	Indo-Pacific	(28.3, Inf]	0.9984692	0.9971102	0.9999533
temp + nitrate	Atlantic	(-Inf,26]	-0.2328310	-0.4788338	-0.0889125
temp + nitrate	Atlantic	(26,26.5]	-0.3594592	-0.5024523	-0.2587890
temp + nitrate	Atlantic	(26.5,26.75]	-0.3722168	-0.4183404	-0.3203956
temp + nitrate	Atlantic	(26.75,27]	-0.4984460	-0.5669366	-0.3977606
temp + nitrate	Atlantic	(27,27.25]	-0.6399962	-0.7574962	-0.5439755
temp + nitrate	Atlantic	(27.25,27.5]	-0.7514077	-0.8137957	-0.6883749
temp + nitrate	Atlantic	(27.5,27.75]	-0.7973319	-0.8317131	-0.7626257
temp + nitrate	Atlantic	(27.75,27.85]	-0.6666601	-0.7251735	-0.6263676
temp + nitrate	Atlantic	(27.85,27.95]	-0.4817922	-0.5912730	-0.4010705
temp + nitrate	Atlantic	(27.95,28.05]	-0.6385732	-0.6631526	-0.6067426
temp + nitrate	Atlantic	(28.05,28.1]	-0.8084426	-0.8513626	-0.7249071
temp + nitrate	Atlantic	(28.1,28.15]	-0.7815713	-0.8683757	-0.6382771
temp + nitrate	Atlantic	(28.15,28.2]	-0.2066964	-0.2969139	-0.1407507
temp + nitrate	Atlantic	(28.2, Inf]	0.0091013	-0.2807597	0.2282638
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4677894	-0.5425951	-0.3408571
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3929431	-0.6200495	-0.2282724
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3746538	-0.6411348	-0.2329260
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3079521	-0.4941784	-0.1935928
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1590525	-0.2394050	-0.0358412
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0325235	-0.0959360	0.1346802
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2672650	0.2419489	0.3029741
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1765082	0.1380316	0.2401735
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0523393	-0.0103516	0.1164623
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0561376	0.0094582	0.1425066
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2604684	0.2281845	0.3135690
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6621807	0.6005097	0.7289726
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5879146	0.4685859	0.6760339
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9975315	0.9962377	0.9997254
temp + oxygen	Atlantic	(-Inf,26]	-0.2416939	-0.4240205	0.0459180
temp + oxygen	Atlantic	(26,26.5]	0.0462551	-0.0407238	0.2025436
temp + oxygen	Atlantic	(26.5,26.75]	0.1204519	0.0206305	0.1784631
temp + oxygen	Atlantic	(26.75,27]	0.1689085	-0.0081258	0.3027264
temp + oxygen	Atlantic	(27,27.25]	-0.0239675	-0.2196635	0.2505703
temp + oxygen	Atlantic	(27.25,27.5]	-0.3584882	-0.5383447	-0.2522200
temp + oxygen	Atlantic	(27.5,27.75]	-0.2939435	-0.3476188	-0.2443721
temp + oxygen	Atlantic	(27.75,27.85]	-0.0997323	-0.1990539	0.0920295
temp + oxygen	Atlantic	(27.85,27.95]	-0.1260170	-0.2779272	0.1366248
temp + oxygen	Atlantic	(27.95,28.05]	0.0004719	-0.3036059	0.2126254
temp + oxygen	Atlantic	(28.05,28.1]	0.0876110	-0.2163350	0.3579358
temp + oxygen	Atlantic	(28.1,28.15]	-0.0652975	-0.3612433	0.2296273
temp + oxygen	Atlantic	(28.15,28.2]	-0.6239093	-0.6878943	-0.5744160
temp + oxygen	Atlantic	(28.2, Inf]	-0.3800595	-0.5481858	-0.2264646
temp + oxygen	Indo-Pacific	(-Inf,26]	-0.0161192	-0.0439896	0.0360478
temp + oxygen	Indo-Pacific	(26,26.5]	0.0038375	-0.1286037	0.2293868
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0081533	-0.1985829	0.3033895
temp + oxygen	Indo-Pacific	(26.75,27]	-0.1179215	-0.2339812	0.1133752
temp + oxygen	Indo-Pacific	(27,27.25]	-0.1938648	-0.3357086	-0.1050023
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.3463402	-0.4717847	-0.2447119
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.4591447	-0.5321115	-0.4082636
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.3018944	-0.3422432	-0.2398881
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.2378761	-0.2776967	-0.1788191
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.3262997	-0.3408525	-0.3053865
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.5622698	-0.5859521	-0.5457281
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8661447	-0.8780030	-0.8449427
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.8775927	-0.9114668	-0.8249668
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9989701	-0.9999698	-0.9980399

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
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
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]	-0.9793672	-0.9865852	-0.9743124
aou	Atlantic	(26,26.5]	-0.9895348	-0.9916345	-0.9874273
aou	Atlantic	(26.5,26.75]	-0.9903314	-0.9933333	-0.9884412
aou	Atlantic	(26.75,27]	-0.9752485	-0.9822933	-0.9664757
aou	Atlantic	(27,27.25]	-0.8727530	-0.9162492	-0.8404798
aou	Atlantic	(27.25,27.5]	-0.6416786	-0.7413127	-0.4958569
aou	Atlantic	(27.5,27.75]	-0.7549553	-0.7698959	-0.7396551
aou	Atlantic	(27.75,27.85]	-0.8915215	-0.9161219	-0.8775238
aou	Atlantic	(27.85,27.95]	-0.9276945	-0.9531951	-0.9078114
aou	Atlantic	(27.95,28.05]	-0.9322985	-0.9551831	-0.8979821
aou	Atlantic	(28.05,28.1]	-0.8795055	-0.9269183	-0.8191579
aou	Atlantic	(28.1,28.15]	-0.8657946	-0.9313417	-0.7933446
aou	Atlantic	(28.15,28.2]	-0.7854957	-0.8398145	-0.7532354
aou	Atlantic	(28.2, Inf]	-0.8849183	-0.9393693	-0.8215903
aou	Indo-Pacific	(-Inf,26]	-0.9666119	-0.9744853	-0.9589122
aou	Indo-Pacific	(26,26.5]	-0.9466493	-0.9541642	-0.9393966
aou	Indo-Pacific	(26.5,26.75]	-0.9337857	-0.9449183	-0.9165252
aou	Indo-Pacific	(26.75,27]	-0.9166195	-0.9356839	-0.8981594
aou	Indo-Pacific	(27,27.25]	-0.9278472	-0.9542496	-0.9033008
aou	Indo-Pacific	(27.25,27.5]	-0.9280431	-0.9642290	-0.8855536
aou	Indo-Pacific	(27.5,27.75]	-0.9823820	-0.9905721	-0.9710686
aou	Indo-Pacific	(27.75,27.85]	-0.9934460	-0.9956225	-0.9907648
aou	Indo-Pacific	(27.85,27.95]	-0.9867542	-0.9913019	-0.9831330
aou	Indo-Pacific	(27.95,28.05]	-0.9771424	-0.9867123	-0.9713972
aou	Indo-Pacific	(28.05,28.1]	-0.9637596	-0.9748108	-0.9560647
aou	Indo-Pacific	(28.1,28.2]	-0.9435631	-0.9515997	-0.9394661
aou	Indo-Pacific	(28.2,28.3]	-0.9282607	-0.9429029	-0.9162397
aou	Indo-Pacific	(28.3, Inf]	-0.9990182	-0.9998808	-0.9977282
nitrate	Atlantic	(-Inf,26]	-0.9975502	-0.9984625	-0.9969098
nitrate	Atlantic	(26,26.5]	-0.9997122	-0.9998066	-0.9996226
nitrate	Atlantic	(26.5,26.75]	-0.9998823	-0.9999137	-0.9998475
nitrate	Atlantic	(26.75,27]	-0.9999403	-0.9999600	-0.9999201
nitrate	Atlantic	(27,27.25]	-0.9999539	-0.9999673	-0.9999363
nitrate	Atlantic	(27.25,27.5]	-0.9999760	-0.9999861	-0.9999641
nitrate	Atlantic	(27.5,27.75]	-0.9999604	-0.9999782	-0.9999356
nitrate	Atlantic	(27.75,27.85]	-0.9998354	-0.9998726	-0.9997979
nitrate	Atlantic	(27.85,27.95]	-0.9994931	-0.9995761	-0.9994235
nitrate	Atlantic	(27.95,28.05]	-0.9996467	-0.9996825	-0.9995939
nitrate	Atlantic	(28.05,28.1]	-0.9999252	-0.9999514	-0.9998858
nitrate	Atlantic	(28.1,28.15]	-0.9999194	-0.9999451	-0.9998785
nitrate	Atlantic	(28.15,28.2]	-0.9999719	-0.9999917	-0.9999614
nitrate	Atlantic	(28.2, Inf]	-0.9999932	-0.9999973	-0.9999888
nitrate	Indo-Pacific	(-Inf,26]	-0.9992383	-0.9994756	-0.9990390
nitrate	Indo-Pacific	(26,26.5]	-0.9994559	-0.9995899	-0.9992619
nitrate	Indo-Pacific	(26.5,26.75]	-0.9995038	-0.9996878	-0.9992329
nitrate	Indo-Pacific	(26.75,27]	-0.9995236	-0.9997095	-0.9993416
nitrate	Indo-Pacific	(27,27.25]	-0.9995798	-0.9997721	-0.9993744
nitrate	Indo-Pacific	(27.25,27.5]	-0.9994488	-0.9997811	-0.9989888
nitrate	Indo-Pacific	(27.5,27.75]	-0.9998454	-0.9999222	-0.9997316
nitrate	Indo-Pacific	(27.75,27.85]	-0.9999745	-0.9999763	-0.9999734
nitrate	Indo-Pacific	(27.85,27.95]	-0.9999729	-0.9999742	-0.9999705
nitrate	Indo-Pacific	(27.95,28.05]	-0.9999811	-0.9999866	-0.9999780
nitrate	Indo-Pacific	(28.05,28.1]	-0.9999744	-0.9999778	-0.9999712
nitrate	Indo-Pacific	(28.1,28.2]	-0.9999185	-0.9999304	-0.9998988
nitrate	Indo-Pacific	(28.2,28.3]	-0.9998032	-0.9998701	-0.9996843
nitrate	Indo-Pacific	(28.3, Inf]	-0.9999981	-0.9999999	-0.9999945
oxygen	Atlantic	(-Inf,26]	0.8867187	0.8729509	0.8959373
oxygen	Atlantic	(26,26.5]	0.9438226	0.9305341	0.9550891
oxygen	Atlantic	(26.5,26.75]	0.9620276	0.9506486	0.9720826
oxygen	Atlantic	(26.75,27]	0.9310026	0.9081775	0.9510643
oxygen	Atlantic	(27,27.25]	0.7274003	0.6814391	0.8058667
oxygen	Atlantic	(27.25,27.5]	0.3047112	0.1209214	0.4610510
oxygen	Atlantic	(27.5,27.75]	0.3058650	0.2613235	0.3523812
oxygen	Atlantic	(27.75,27.85]	0.6562460	0.6098876	0.7352075
oxygen	Atlantic	(27.85,27.95]	0.7919347	0.7075700	0.8725199
oxygen	Atlantic	(27.95,28.05]	0.7419777	0.5546411	0.8862690
oxygen	Atlantic	(28.05,28.1]	0.6157568	0.4840701	0.7633825
oxygen	Atlantic	(28.1,28.15]	0.4960952	0.3939051	0.6663120
oxygen	Atlantic	(28.15,28.2]	0.5681381	0.4944468	0.6924989
oxygen	Atlantic	(28.2, Inf]	0.8153675	0.7041592	0.8855460
oxygen	Indo-Pacific	(-Inf,26]	0.8483683	0.8019495	0.9067227
oxygen	Indo-Pacific	(26,26.5]	0.8798518	0.8565018	0.9134091
oxygen	Indo-Pacific	(26.5,26.75]	0.8778181	0.8478262	0.8984159
oxygen	Indo-Pacific	(26.75,27]	0.8526405	0.8253885	0.8787480
oxygen	Indo-Pacific	(27,27.25]	0.8916922	0.8631141	0.9273335
oxygen	Indo-Pacific	(27.25,27.5]	0.9018331	0.8544818	0.9462491
oxygen	Indo-Pacific	(27.5,27.75]	0.9681202	0.9507178	0.9820378
oxygen	Indo-Pacific	(27.75,27.85]	0.9862670	0.9782613	0.9909480
oxygen	Indo-Pacific	(27.85,27.95]	0.9740143	0.9647439	0.9836577
oxygen	Indo-Pacific	(27.95,28.05]	0.9546626	0.9415148	0.9742119
oxygen	Indo-Pacific	(28.05,28.1]	0.9349840	0.9187520	0.9574864
oxygen	Indo-Pacific	(28.1,28.2]	0.9182156	0.9077317	0.9353429
oxygen	Indo-Pacific	(28.2,28.3]	0.8799354	0.8596268	0.8997962
oxygen	Indo-Pacific	(28.3, Inf]	0.9989760	0.9977096	0.9998555
sal	Atlantic	(-Inf,26]	0.0983505	-0.0393387	0.3558949
sal	Atlantic	(26,26.5]	0.2510692	0.1522524	0.4086548
sal	Atlantic	(26.5,26.75]	0.3582402	0.2799747	0.4151508
sal	Atlantic	(26.75,27]	0.5150177	0.3981519	0.6045438
sal	Atlantic	(27,27.25]	0.6650925	0.5760351	0.7768095
sal	Atlantic	(27.25,27.5]	0.7895445	0.7176563	0.8553330
sal	Atlantic	(27.5,27.75]	0.8315919	0.8033075	0.8770662
sal	Atlantic	(27.75,27.85]	0.6501182	0.5933639	0.6986114
sal	Atlantic	(27.85,27.95]	0.5027304	0.4214879	0.5971004
sal	Atlantic	(27.95,28.05]	0.5126984	0.4854699	0.5515051
sal	Atlantic	(28.05,28.1]	0.8539012	0.8024962	0.8913391
sal	Atlantic	(28.1,28.15]	0.8450373	0.7438339	0.9125884
sal	Atlantic	(28.15,28.2]	0.4619378	0.3876673	0.5555855
sal	Atlantic	(28.2, Inf]	0.7108002	0.4429955	0.8524407
sal	Indo-Pacific	(-Inf,26]	0.2147303	0.1398941	0.3081356
sal	Indo-Pacific	(26,26.5]	0.3525934	0.1790734	0.6088498
sal	Indo-Pacific	(26.5,26.75]	0.3789443	0.2244960	0.6589368
sal	Indo-Pacific	(26.75,27]	0.2456911	0.1258609	0.4492338
sal	Indo-Pacific	(27,27.25]	0.0570168	-0.0743195	0.1301518
sal	Indo-Pacific	(27.25,27.5]	-0.1643665	-0.2414199	-0.0350191
sal	Indo-Pacific	(27.5,27.75]	-0.2220499	-0.2598218	-0.1695123
sal	Indo-Pacific	(27.75,27.85]	-0.0420332	-0.0638332	-0.0185063
sal	Indo-Pacific	(27.85,27.95]	0.2058490	0.1257279	0.2711628
sal	Indo-Pacific	(27.95,28.05]	0.3851911	0.3155204	0.4392847
sal	Indo-Pacific	(28.05,28.1]	0.2593037	0.1875403	0.3675080
sal	Indo-Pacific	(28.1,28.2]	-0.2553325	-0.3557964	-0.1872266
sal	Indo-Pacific	(28.2,28.3]	-0.7520319	-0.7760331	-0.7159789
sal	Indo-Pacific	(28.3, Inf]	-0.9438435	-0.9995394	-0.8396226
temp	Atlantic	(-Inf,26]	0.1863008	0.0283205	0.4543100
temp	Atlantic	(26,26.5]	0.3443192	0.2420952	0.4927867
temp	Atlantic	(26.5,26.75]	0.3633727	0.3091289	0.4126438
temp	Atlantic	(26.75,27]	0.4943512	0.3917853	0.5647773
temp	Atlantic	(27,27.25]	0.6398674	0.5440059	0.7584557
temp	Atlantic	(27.25,27.5]	0.7515337	0.6874602	0.8153036
temp	Atlantic	(27.5,27.75]	0.7951273	0.7591774	0.8304988
temp	Atlantic	(27.75,27.85]	0.6602907	0.6200563	0.7177245
temp	Atlantic	(27.85,27.95]	0.4686766	0.3836888	0.5765110
temp	Atlantic	(27.95,28.05]	0.6337349	0.6076345	0.6627534
temp	Atlantic	(28.05,28.1]	0.8058025	0.7208105	0.8489388
temp	Atlantic	(28.1,28.15]	0.7772251	0.6309907	0.8655390
temp	Atlantic	(28.15,28.2]	0.2044797	0.1405916	0.2955858
temp	Atlantic	(28.2, Inf]	-0.0069671	-0.2256305	0.2817442
temp	Indo-Pacific	(-Inf,26]	0.4662371	0.3423420	0.5389722
temp	Indo-Pacific	(26,26.5]	0.4025611	0.2361238	0.6275957
temp	Indo-Pacific	(26.5,26.75]	0.3856819	0.2496046	0.6489719
temp	Indo-Pacific	(26.75,27]	0.3176728	0.2018504	0.5018159
temp	Indo-Pacific	(27,27.25]	0.1651973	0.0411188	0.2468302
temp	Indo-Pacific	(27.25,27.5]	-0.0275938	-0.1295940	0.1013129
temp	Indo-Pacific	(27.5,27.75]	-0.2680182	-0.3027063	-0.2432978
temp	Indo-Pacific	(27.75,27.85]	-0.1801107	-0.2441793	-0.1421619
temp	Indo-Pacific	(27.85,27.95]	-0.0548982	-0.1200467	0.0077182
temp	Indo-Pacific	(27.95,28.05]	-0.0554740	-0.1433926	-0.0089061
temp	Indo-Pacific	(28.05,28.1]	-0.2583779	-0.3136760	-0.2266893
temp	Indo-Pacific	(28.1,28.2]	-0.6593213	-0.7277469	-0.5943141
temp	Indo-Pacific	(28.2,28.3]	-0.5758215	-0.6585179	-0.4588991
temp	Indo-Pacific	(28.3, Inf]	-0.9975492	-0.9997175	-0.9963210

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