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

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: 2c713c2

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 2c713c2. 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
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
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
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 + phosphate	Atlantic	(-Inf,26]	0.9240355	0.8740938	0.9538900
aou + phosphate	Atlantic	(26,26.5]	0.9814411	0.9803310	0.9832575
aou + phosphate	Atlantic	(26.5,26.75]	0.9888710	0.9867407	0.9919106
aou + phosphate	Atlantic	(26.75,27]	0.9729987	0.9677101	0.9776147
aou + phosphate	Atlantic	(27,27.25]	0.8836203	0.8556549	0.9162860
aou + phosphate	Atlantic	(27.25,27.5]	0.6448386	0.5303899	0.7281618
aou + phosphate	Atlantic	(27.5,27.75]	0.7444916	0.7252568	0.7708989
aou + phosphate	Atlantic	(27.75,27.85]	0.8741781	0.8687259	0.8807426
aou + phosphate	Atlantic	(27.85,27.95]	0.8689576	0.8574478	0.8797590
aou + phosphate	Atlantic	(27.95,28.05]	0.8794113	0.8425266	0.9050749
aou + phosphate	Atlantic	(28.05,28.1]	0.8492557	0.7743842	0.9089123
aou + phosphate	Atlantic	(28.1,28.15]	0.8262915	0.7404512	0.8859592
aou + phosphate	Atlantic	(28.15,28.2]	0.7536379	0.6858471	0.8307875
aou + phosphate	Atlantic	(28.2, Inf]	0.9051122	0.8536768	0.9597330
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9744529	0.9665119	0.9822965
aou + phosphate	Indo-Pacific	(26,26.5]	0.9783724	0.9688446	0.9842586
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9825344	0.9775783	0.9856565
aou + phosphate	Indo-Pacific	(26.75,27]	0.9734136	0.9695175	0.9810104
aou + phosphate	Indo-Pacific	(27,27.25]	0.9715868	0.9599661	0.9821549
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9768584	0.9640881	0.9874233
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9899563	0.9841158	0.9937313
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9947153	0.9933785	0.9964143
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9909493	0.9880430	0.9963425
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9804691	0.9732191	0.9913295
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9664755	0.9591726	0.9810392
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9424990	0.9313335	0.9589690
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8972440	0.8924622	0.9030241
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.1753845	-0.9839436	0.9979693
aou + phosphate_star	Atlantic	(-Inf,26]	0.4775944	0.3483897	0.7143333
aou + phosphate_star	Atlantic	(26,26.5]	0.7000105	0.6654533	0.7251814
aou + phosphate_star	Atlantic	(26.5,26.75]	0.7345584	0.7044834	0.7773795
aou + phosphate_star	Atlantic	(26.75,27]	0.5833478	0.5049311	0.6299336
aou + phosphate_star	Atlantic	(27,27.25]	0.3092723	0.2165276	0.4861677
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0375665	-0.1484737	0.1484186
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3326778	0.2851616	0.3833155
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5107723	0.4399346	0.5733800
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3459699	0.2802332	0.3971592
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4628847	0.2921883	0.5631672
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6042342	0.4101796	0.7439923
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5592677	0.3228681	0.6951204
aou + phosphate_star	Atlantic	(28.15,28.2]	0.2008578	0.0492526	0.3888121
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7317375	0.5191716	0.8910109
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6975930	0.6542030	0.7215391
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6708312	0.5591744	0.7628791
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6444505	0.5114823	0.7687980
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.3489064	0.2282536	0.5231999
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.1942281	-0.1977824	-0.1906403
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5076305	-0.5896908	-0.4280676
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6662000	-0.7217679	-0.5773245
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1656758	-0.3486138	-0.0632121
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3843111	0.3111344	0.5118529
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3909951	0.2569057	0.5468992
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.2579192	0.1083217	0.4856574
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3474595	-0.4468502	-0.2311378
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8063864	-0.9001194	-0.6308282
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5077831	-0.9979942	0.4463396
oxygen + aou	Atlantic	(-Inf,26]	-0.8804647	-0.9041856	-0.8491761
oxygen + aou	Atlantic	(26,26.5]	-0.9667788	-0.9736960	-0.9628405
oxygen + aou	Atlantic	(26.5,26.75]	-0.9865740	-0.9884272	-0.9828795
oxygen + aou	Atlantic	(26.75,27]	-0.9865321	-0.9894631	-0.9841093
oxygen + aou	Atlantic	(27,27.25]	-0.9677879	-0.9737260	-0.9608873
oxygen + aou	Atlantic	(27.25,27.5]	-0.9198457	-0.9298013	-0.9088355
oxygen + aou	Atlantic	(27.5,27.75]	-0.8552679	-0.8811667	-0.8114293
oxygen + aou	Atlantic	(27.75,27.85]	-0.9236018	-0.9407881	-0.8967097
oxygen + aou	Atlantic	(27.85,27.95]	-0.9718521	-0.9761875	-0.9661644
oxygen + aou	Atlantic	(27.95,28.05]	-0.9677271	-0.9854484	-0.9370680
oxygen + aou	Atlantic	(28.05,28.1]	-0.9020357	-0.9400266	-0.8772447
oxygen + aou	Atlantic	(28.1,28.15]	-0.8355488	-0.8760535	-0.7630573
oxygen + aou	Atlantic	(28.15,28.2]	-0.9400096	-0.9676597	-0.9234438
oxygen + aou	Atlantic	(28.2, Inf]	-0.9668282	-0.9875984	-0.9510797
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9365894	-0.9660316	-0.9168948
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9768459	-0.9851906	-0.9711181
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9825180	-0.9864095	-0.9784770
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9821726	-0.9841890	-0.9800827
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9922071	-0.9945196	-0.9905364
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9946084	-0.9968217	-0.9923164
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9957662	-0.9975116	-0.9936410
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9966658	-0.9978483	-0.9945458
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9964650	-0.9979794	-0.9948079
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9953412	-0.9975605	-0.9937629
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9948033	-0.9970755	-0.9930539
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9939279	-0.9945491	-0.9932036
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9885077	-0.9923141	-0.9812293
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.8400764	-0.9999495	-0.6727884
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6698630	-0.7831832	-0.5225501
oxygen + phosphate	Atlantic	(26,26.5]	-0.9050902	-0.9227115	-0.8954542
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.9539959	-0.9635436	-0.9421137
oxygen + phosphate	Atlantic	(26.75,27]	-0.9245549	-0.9390255	-0.9098878
oxygen + phosphate	Atlantic	(27,27.25]	-0.7421899	-0.8042248	-0.6848624
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3058677	-0.4376529	-0.1676449
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.3137244	-0.3947692	-0.2241844
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6403457	-0.6884443	-0.5849126
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7423171	-0.7712359	-0.7085594
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7690525	-0.8346202	-0.7361426
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.5518382	-0.7242708	-0.4062938
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.4100580	-0.5591502	-0.3306116
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.5243764	-0.6795315	-0.3996947
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8448695	-0.9059301	-0.7393352
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.8623844	-0.9203583	-0.8168441
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.9188427	-0.9457982	-0.8905850
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.9341381	-0.9449836	-0.9167208
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.9217337	-0.9387714	-0.9123673
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9410876	-0.9619884	-0.9191831
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9550877	-0.9750078	-0.9314986
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9796487	-0.9887730	-0.9671349
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9893570	-0.9931714	-0.9845860
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9813859	-0.9931197	-0.9748043
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9595211	-0.9818698	-0.9465253
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9381224	-0.9668448	-0.9216780
oxygen + phosphate	Indo-Pacific	(28.1,28.2]	-0.9145165	-0.9426246	-0.8993322
oxygen + phosphate	Indo-Pacific	(28.2,28.3]	-0.8364924	-0.8513960	-0.8171794
oxygen + phosphate	Indo-Pacific	(28.3, Inf]	-0.3518320	-0.9978750	0.7391449
oxygen + phosphate_star	Atlantic	(-Inf,26]	-0.0416123	-0.3869798	0.1749663
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.5010135	-0.5203981	-0.4859364
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.6183512	-0.6763952	-0.5848422
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.4469111	-0.5144400	-0.3470421
oxygen + phosphate_star	Atlantic	(27,27.25]	-0.0676149	-0.2782208	0.0475820
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.3465353	0.2155780	0.5159956
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.1854991	0.1431508	0.2137344
oxygen + phosphate_star	Atlantic	(27.75,27.85]	-0.1623152	-0.2183475	-0.1017027
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.1322189	-0.2070733	-0.0681115
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.2728143	-0.4018289	-0.1177873
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.2199812	-0.4834239	0.0467940
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.0446744	-0.2636161	0.1612864
oxygen + phosphate_star	Atlantic	(28.15,28.2]	0.1044683	-0.1609723	0.3032455
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.6263504	-0.7946023	-0.3234868
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.4306373	-0.5336078	-0.3244324
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.5085618	-0.6043195	-0.3557870
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.4978675	-0.6413770	-0.3279921
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.1808181	-0.3755929	-0.0453523
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	0.3025350	0.2885522	0.3129337
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5837184	0.5250966	0.6450989
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7184197	0.6505514	0.7561403
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.2225114	0.1295437	0.3938627
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3225898	-0.4734748	-0.2443056
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3081974	-0.4937167	-0.1607496
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1666715	-0.4266182	-0.0060417
oxygen + phosphate_star	Indo-Pacific	(28.1,28.2]	0.4235040	0.2942399	0.5228221
oxygen + phosphate_star	Indo-Pacific	(28.2,28.3]	0.8769679	0.7527768	0.9439750
oxygen + phosphate_star	Indo-Pacific	(28.3, Inf]	0.4139772	-0.7051480	0.9981786
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7569098	0.6462792	0.8764222
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8201870	0.7852962	0.8441303
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8249393	0.8030593	0.8487983
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7533261	0.7048404	0.7779306
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7148264	0.6546076	0.7946116
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7830692	0.7579643	0.8075896
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8734038	0.8528062	0.9041108
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8597603	0.8238326	0.8973396
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.7609819	0.7139950	0.7864959
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8214113	0.7585804	0.8658796
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9314398	0.8937294	0.9537224
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9246582	0.8730620	0.9537711
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.7859707	0.7522800	0.8334646
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9422137	0.8762992	0.9769297
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8253271	0.8106663	0.8434589
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8042369	0.7419154	0.8680482
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7718877	0.6781038	0.8636022
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.5452919	0.4503292	0.6719109
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.0337206	-0.0161098	0.0864069
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3214791	-0.4592159	-0.1795643
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5667328	-0.6498654	-0.4360672
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0811269	-0.2839393	0.0311687
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4938952	0.4486531	0.5733628
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5590031	0.4705875	0.6496084
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4920263	0.3834914	0.6434336
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0263335	-0.0974469	0.0417175
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4862408	-0.6305948	-0.2357345
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.3040389	-0.9921265	0.9903145
sal + aou	Atlantic	(-Inf,26]	-0.1146857	-0.3388092	0.0797644
sal + aou	Atlantic	(26,26.5]	-0.1874562	-0.2426251	-0.0850557
sal + aou	Atlantic	(26.5,26.75]	-0.3017566	-0.3655998	-0.2389456
sal + aou	Atlantic	(26.75,27]	-0.3271796	-0.3952246	-0.2419026
sal + aou	Atlantic	(27,27.25]	-0.2872229	-0.4793135	-0.1630726
sal + aou	Atlantic	(27.25,27.5]	-0.0632382	-0.2108167	0.0743628
sal + aou	Atlantic	(27.5,27.75]	-0.2922859	-0.4030898	-0.2151478
sal + aou	Atlantic	(27.75,27.85]	-0.3005919	-0.3777338	-0.1629201
sal + aou	Atlantic	(27.85,27.95]	-0.3077715	-0.3685033	-0.2235761
sal + aou	Atlantic	(27.95,28.05]	-0.4010628	-0.5851586	-0.2443627
sal + aou	Atlantic	(28.05,28.1]	-0.5929074	-0.7288783	-0.4014277
sal + aou	Atlantic	(28.1,28.15]	-0.5219267	-0.6587691	-0.2636996
sal + aou	Atlantic	(28.15,28.2]	0.1348268	-0.0637464	0.2559925
sal + aou	Atlantic	(28.2, Inf]	-0.4337363	-0.7494491	0.0535129
sal + aou	Indo-Pacific	(-Inf,26]	-0.0621863	-0.1354002	0.0090236
sal + aou	Indo-Pacific	(26,26.5]	-0.1656220	-0.4219005	-0.0228353
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1918935	-0.4883868	-0.0153450
sal + aou	Indo-Pacific	(26.75,27]	-0.0199154	-0.2546277	0.1121037
sal + aou	Indo-Pacific	(27,27.25]	0.1352290	0.0304540	0.2874673
sal + aou	Indo-Pacific	(27.25,27.5]	0.2962878	0.1974701	0.3494366
sal + aou	Indo-Pacific	(27.5,27.75]	0.2813053	0.2359504	0.3067718
sal + aou	Indo-Pacific	(27.75,27.85]	0.0809455	0.0491635	0.1132521
sal + aou	Indo-Pacific	(27.85,27.95]	-0.1655078	-0.2466599	-0.0538156
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2783971	-0.4439375	-0.1791596
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0804854	-0.3315625	0.0560770
sal + aou	Indo-Pacific	(28.1,28.2]	0.4884691	0.3577822	0.5927696
sal + aou	Indo-Pacific	(28.2,28.3]	0.8962783	0.8751687	0.9338235
sal + aou	Indo-Pacific	(28.3, Inf]	0.5080743	-0.2550545	0.9234779
sal + oxygen	Atlantic	(-Inf,26]	-0.3406656	-0.5068734	-0.0790486
sal + oxygen	Atlantic	(26,26.5]	-0.0612054	-0.1372374	-0.0175701
sal + oxygen	Atlantic	(26.5,26.75]	0.1459641	0.0922879	0.2228642
sal + oxygen	Atlantic	(26.75,27]	0.1734784	0.0705415	0.2625870
sal + oxygen	Atlantic	(27,27.25]	0.0470157	-0.1098304	0.2733403
sal + oxygen	Atlantic	(27.25,27.5]	-0.3210261	-0.4467741	-0.2072777
sal + oxygen	Atlantic	(27.5,27.75]	-0.2256658	-0.2572177	-0.1919578
sal + oxygen	Atlantic	(27.75,27.85]	-0.0723733	-0.1943985	0.0382322
sal + oxygen	Atlantic	(27.85,27.95]	0.0911653	0.0079253	0.1761428
sal + oxygen	Atlantic	(27.95,28.05]	0.1963193	-0.0789356	0.4630920
sal + oxygen	Atlantic	(28.05,28.1]	0.2055933	-0.0554360	0.4612198
sal + oxygen	Atlantic	(28.1,28.15]	-0.0050837	-0.2289556	0.1872306
sal + oxygen	Atlantic	(28.15,28.2]	-0.4290581	-0.5789629	-0.1780236
sal + oxygen	Atlantic	(28.2, Inf]	0.3229418	-0.2481957	0.6305689
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.2197133	-0.2335382	-0.1936769
sal + oxygen	Indo-Pacific	(26,26.5]	-0.0317753	-0.1726226	0.2179304
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0156630	-0.1859492	0.3220177
sal + oxygen	Indo-Pacific	(26.75,27]	-0.1596197	-0.2922342	0.0847765
sal + oxygen	Indo-Pacific	(27,27.25]	-0.2477636	-0.4111038	-0.1260853
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.3761033	-0.4519583	-0.2783863
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.3381142	-0.3910340	-0.2875299
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.1504279	-0.2092019	-0.1025291
sal + oxygen	Indo-Pacific	(27.85,27.95]	0.0986351	-0.0356935	0.2008118
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.1988264	0.0802900	0.3952685
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.0122598	-0.1657080	0.2652439
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.5491491	-0.6598013	-0.4061001
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.9388029	-0.9612032	-0.9066625
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.4667497	-0.9862854	0.4424902
sal + phosphate	Atlantic	(-Inf,26]	-0.4016651	-0.5252171	-0.2047182
sal + phosphate	Atlantic	(26,26.5]	-0.3412582	-0.4065978	-0.2178647
sal + phosphate	Atlantic	(26.5,26.75]	-0.4178148	-0.4609336	-0.3571997
sal + phosphate	Atlantic	(26.75,27]	-0.5166283	-0.5630584	-0.4586044
sal + phosphate	Atlantic	(27,27.25]	-0.6819306	-0.7791062	-0.6270159
sal + phosphate	Atlantic	(27.25,27.5]	-0.7743105	-0.8530855	-0.6851292
sal + phosphate	Atlantic	(27.5,27.75]	-0.8053771	-0.8752081	-0.7450321
sal + phosphate	Atlantic	(27.75,27.85]	-0.6547182	-0.7290651	-0.5769116
sal + phosphate	Atlantic	(27.85,27.95]	-0.6735285	-0.7280150	-0.6166288
sal + phosphate	Atlantic	(27.95,28.05]	-0.6838337	-0.8564208	-0.3958180
sal + phosphate	Atlantic	(28.05,28.1]	-0.8995748	-0.9227640	-0.8608784
sal + phosphate	Atlantic	(28.1,28.15]	-0.8817210	-0.9391074	-0.8103893
sal + phosphate	Atlantic	(28.15,28.2]	-0.5008674	-0.5871022	-0.4374082
sal + phosphate	Atlantic	(28.2, Inf]	-0.7412997	-0.8931026	-0.4448997
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.1860813	-0.2864808	-0.1031417
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3173009	-0.5534068	-0.1504838
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3441516	-0.6087837	-0.2008310
sal + phosphate	Indo-Pacific	(26.75,27]	-0.1932581	-0.3868518	-0.0942025
sal + phosphate	Indo-Pacific	(27,27.25]	-0.0256007	-0.0842226	0.0676018
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.1784888	0.0924973	0.2716802
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2227123	0.1902263	0.2665377
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0542483	0.0223956	0.0789307
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.2243243	-0.2811209	-0.1228311
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.4180655	-0.5162298	-0.3381382
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.2987826	-0.4691782	-0.1984387
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2248587	0.1386856	0.3253427
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6685539	0.6085542	0.7298865
sal + phosphate	Indo-Pacific	(28.3, Inf]	-0.2985508	-0.8943118	0.8388353
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8532463	-0.8880282	-0.8316184
sal + phosphate_star	Atlantic	(26,26.5]	-0.7786868	-0.8145285	-0.7143584
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8229250	-0.8451480	-0.7951381
sal + phosphate_star	Atlantic	(26.75,27]	-0.9163314	-0.9243654	-0.9084951
sal + phosphate_star	Atlantic	(27,27.25]	-0.9732339	-0.9799265	-0.9678521
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9726735	-0.9830146	-0.9575619
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9518310	-0.9614796	-0.9452718
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8919394	-0.9194234	-0.8585072
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9098627	-0.9457841	-0.8665556
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8532114	-0.9759100	-0.6164354
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9686688	-0.9770503	-0.9606261
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9750367	-0.9861327	-0.9693111
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9067039	-0.9239013	-0.8830731
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9095248	-0.9632435	-0.8027939
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5848080	-0.6663404	-0.5248281
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7513934	-0.8497013	-0.6403775
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8226023	-0.8983213	-0.7525537
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8466617	-0.8583608	-0.8328417
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8063246	-0.8769249	-0.7569257
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7131935	-0.8215599	-0.6568449
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6142169	-0.7526326	-0.5406264
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6634911	-0.7489594	-0.5784545
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6707711	-0.7185153	-0.6185133
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8352821	-0.8924597	-0.7829568
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8989760	-0.9383852	-0.8665837
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8620018	-0.9131707	-0.8183218
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9252111	-0.9496031	-0.9042839
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9350651	-0.9879724	-0.8695216
sal + temp	Atlantic	(-Inf,26]	0.9467849	0.9325958	0.9550257
sal + temp	Atlantic	(26,26.5]	0.9633971	0.9608756	0.9658576
sal + temp	Atlantic	(26.5,26.75]	0.9791285	0.9754408	0.9832023
sal + temp	Atlantic	(26.75,27]	0.9704409	0.9666337	0.9729318
sal + temp	Atlantic	(27,27.25]	0.9724049	0.9706620	0.9741032
sal + temp	Atlantic	(27.25,27.5]	0.9758308	0.9735431	0.9782657
sal + temp	Atlantic	(27.5,27.75]	0.9680327	0.9601613	0.9725238
sal + temp	Atlantic	(27.75,27.85]	0.9775383	0.9719121	0.9807333
sal + temp	Atlantic	(27.85,27.95]	0.9294705	0.9244493	0.9378178
sal + temp	Atlantic	(27.95,28.05]	0.9061995	0.8778102	0.9405249
sal + temp	Atlantic	(28.05,28.1]	0.9704712	0.9647409	0.9770687
sal + temp	Atlantic	(28.1,28.15]	0.9771348	0.9728183	0.9815436
sal + temp	Atlantic	(28.15,28.2]	0.8989035	0.8615438	0.9235143
sal + temp	Atlantic	(28.2, Inf]	0.2329753	0.0135785	0.6039231
sal + temp	Indo-Pacific	(-Inf,26]	0.7619844	0.6977620	0.8269418
sal + temp	Indo-Pacific	(26,26.5]	0.9480021	0.9393569	0.9526413
sal + temp	Indo-Pacific	(26.5,26.75]	0.9795058	0.9759177	0.9823308
sal + temp	Indo-Pacific	(26.75,27]	0.9702731	0.9623758	0.9785460
sal + temp	Indo-Pacific	(27,27.25]	0.9305664	0.9133744	0.9593533
sal + temp	Indo-Pacific	(27.25,27.5]	0.8327148	0.7687937	0.9172318
sal + temp	Indo-Pacific	(27.5,27.75]	0.6613542	0.5457448	0.8143703
sal + temp	Indo-Pacific	(27.75,27.85]	0.8573990	0.8053346	0.9281900
sal + temp	Indo-Pacific	(27.85,27.95]	0.7647965	0.6737193	0.8629094
sal + temp	Indo-Pacific	(27.95,28.05]	0.7251983	0.5588884	0.8217663
sal + temp	Indo-Pacific	(28.05,28.1]	0.7822507	0.6352086	0.8600822
sal + temp	Indo-Pacific	(28.1,28.2]	0.7213963	0.5563241	0.8355279
sal + temp	Indo-Pacific	(28.2,28.3]	0.8671771	0.7559366	0.9328118
sal + temp	Indo-Pacific	(28.3, Inf]	0.2545639	-0.2367702	0.8572663
temp + aou	Atlantic	(-Inf,26]	-0.2003025	-0.4250037	-0.0354239
temp + aou	Atlantic	(26,26.5]	-0.2719656	-0.3401450	-0.1571344
temp + aou	Atlantic	(26.5,26.75]	-0.2939618	-0.3313218	-0.2375404
temp + aou	Atlantic	(26.75,27]	-0.2951710	-0.3409657	-0.2218956
temp + aou	Atlantic	(27,27.25]	-0.2591114	-0.4473733	-0.1520687
temp + aou	Atlantic	(27.25,27.5]	-0.0125906	-0.1537045	0.1381834
temp + aou	Atlantic	(27.5,27.75]	-0.2215147	-0.3167863	-0.1483955
temp + aou	Atlantic	(27.75,27.85]	-0.3007105	-0.3621108	-0.1791317
temp + aou	Atlantic	(27.85,27.95]	-0.1900186	-0.2913868	-0.0997057
temp + aou	Atlantic	(27.95,28.05]	-0.4759642	-0.6243132	-0.3985536
temp + aou	Atlantic	(28.05,28.1]	-0.4683640	-0.6443454	-0.2162660
temp + aou	Atlantic	(28.1,28.15]	-0.4095932	-0.5788901	-0.0876630
temp + aou	Atlantic	(28.15,28.2]	0.3316743	0.2848797	0.3568494
temp + aou	Atlantic	(28.2, Inf]	0.0460268	-0.1963518	0.2976595
temp + aou	Indo-Pacific	(-Inf,26]	-0.3224929	-0.4067526	-0.2022301
temp + aou	Indo-Pacific	(26,26.5]	-0.2084996	-0.4383135	-0.0697449
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1891137	-0.4677890	-0.0271296
temp + aou	Indo-Pacific	(26.75,27]	-0.0651275	-0.2817739	0.0529322
temp + aou	Indo-Pacific	(27,27.25]	0.0767050	-0.0016859	0.2153302
temp + aou	Indo-Pacific	(27.25,27.5]	0.2379227	0.1537664	0.3279264
temp + aou	Indo-Pacific	(27.5,27.75]	0.3670896	0.3316724	0.4078749
temp + aou	Indo-Pacific	(27.75,27.85]	0.2129832	0.1689641	0.2723361
temp + aou	Indo-Pacific	(27.85,27.95]	0.0950510	0.0798868	0.1184937
temp + aou	Indo-Pacific	(27.95,28.05]	0.2034415	0.1824244	0.2232072
temp + aou	Indo-Pacific	(28.05,28.1]	0.4482843	0.4121697	0.4676945
temp + aou	Indo-Pacific	(28.1,28.2]	0.8008629	0.7687922	0.8236205
temp + aou	Indo-Pacific	(28.2,28.3]	0.6992227	0.3999676	0.8604515
temp + aou	Indo-Pacific	(28.3, Inf]	-0.1850183	-0.9621950	0.9985348
temp + oxygen	Atlantic	(-Inf,26]	-0.2774935	-0.4274886	-0.0018945
temp + oxygen	Atlantic	(26,26.5]	0.0188389	-0.0718152	0.0773037
temp + oxygen	Atlantic	(26.5,26.75]	0.1348773	0.0875074	0.1843712
temp + oxygen	Atlantic	(26.75,27]	0.1357593	0.0453229	0.2013676
temp + oxygen	Atlantic	(27,27.25]	0.0110315	-0.1273993	0.2320712
temp + oxygen	Atlantic	(27.25,27.5]	-0.3773224	-0.5129297	-0.2721720
temp + oxygen	Atlantic	(27.5,27.75]	-0.3117052	-0.3516203	-0.2869871
temp + oxygen	Atlantic	(27.75,27.85]	-0.0829622	-0.1856577	0.0255667
temp + oxygen	Atlantic	(27.85,27.95]	-0.0450002	-0.1316432	0.0773053
temp + oxygen	Atlantic	(27.95,28.05]	0.2523054	0.0627049	0.4826226
temp + oxygen	Atlantic	(28.05,28.1]	0.0549700	-0.2550911	0.3449492
temp + oxygen	Atlantic	(28.1,28.15]	-0.1374016	-0.4034870	0.0765193
temp + oxygen	Atlantic	(28.15,28.2]	-0.6286457	-0.6773350	-0.5777906
temp + oxygen	Atlantic	(28.2, Inf]	-0.2855694	-0.5475453	-0.1161366
temp + oxygen	Indo-Pacific	(-Inf,26]	-0.0205738	-0.0568898	0.0374742
temp + oxygen	Indo-Pacific	(26,26.5]	0.0001829	-0.1221579	0.2246590
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0081364	-0.1795108	0.2960847
temp + oxygen	Indo-Pacific	(26.75,27]	-0.1207604	-0.2389639	0.1076434
temp + oxygen	Indo-Pacific	(27,27.25]	-0.1986103	-0.3472220	-0.1027839
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.3351817	-0.4421931	-0.2545906
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.4490962	-0.5079834	-0.3972933
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.2900528	-0.3382282	-0.2331625
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.1767610	-0.2188524	-0.1498550
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.2951630	-0.3221772	-0.2724615
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.5352733	-0.5658776	-0.4805612
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8617480	-0.8804966	-0.8379127
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.7952330	-0.9168716	-0.5692035
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.1599994	-0.9990277	0.4458624
temp + phosphate	Atlantic	(-Inf,26]	-0.4762835	-0.5688066	-0.3254811
temp + phosphate	Atlantic	(26,26.5]	-0.4310129	-0.5021885	-0.3065189
temp + phosphate	Atlantic	(26.5,26.75]	-0.4165364	-0.4519126	-0.3642930
temp + phosphate	Atlantic	(26.75,27]	-0.4915699	-0.5153703	-0.4464889
temp + phosphate	Atlantic	(27,27.25]	-0.6592109	-0.7546459	-0.6058575
temp + phosphate	Atlantic	(27.25,27.5]	-0.7392307	-0.8169763	-0.6606630
temp + phosphate	Atlantic	(27.5,27.75]	-0.7681202	-0.8333188	-0.7335717
temp + phosphate	Atlantic	(27.75,27.85]	-0.6731305	-0.7275148	-0.5982627
temp + phosphate	Atlantic	(27.85,27.95]	-0.5836304	-0.6329926	-0.5110273
temp + phosphate	Atlantic	(27.95,28.05]	-0.7224745	-0.8246473	-0.5875692
temp + phosphate	Atlantic	(28.05,28.1]	-0.8414428	-0.8785062	-0.7679024
temp + phosphate	Atlantic	(28.1,28.15]	-0.8135624	-0.8965774	-0.6990096
temp + phosphate	Atlantic	(28.15,28.2]	-0.2569942	-0.3812105	-0.1623341
temp + phosphate	Atlantic	(28.2, Inf]	-0.0381889	-0.3903036	0.2311976
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4422919	-0.5218462	-0.3025168
temp + phosphate	Indo-Pacific	(26,26.5]	-0.3675229	-0.5757257	-0.2047437
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3476942	-0.5948805	-0.2193169
temp + phosphate	Indo-Pacific	(26.75,27]	-0.2477970	-0.4248602	-0.1568387
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1085445	-0.1588902	-0.0213150
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0806342	0.0044276	0.1226025
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3057300	0.2970258	0.3158278
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.1892205	0.1415016	0.2602775
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.0284955	-0.0206038	0.0689749
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.0395566	-0.0016807	0.1060111
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.2346516	0.2146413	0.2707865
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6391900	0.5637408	0.7186620
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4049889	0.0640901	0.5933433
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4658350	-0.3246181	0.9963011
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8972500	-0.9310714	-0.8449819
temp + phosphate_star	Atlantic	(26,26.5]	-0.8558819	-0.8805612	-0.8102856
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8405084	-0.8683451	-0.8244105
temp + phosphate_star	Atlantic	(26.75,27]	-0.9221325	-0.9318664	-0.9172230
temp + phosphate_star	Atlantic	(27,27.25]	-0.9770118	-0.9825524	-0.9716295
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9755601	-0.9871385	-0.9571334
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9565381	-0.9653306	-0.9467674
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9223679	-0.9326884	-0.9151527
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9090790	-0.9242445	-0.8972347
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8606789	-0.9047095	-0.7821109
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9688652	-0.9777349	-0.9641504
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9577513	-0.9766645	-0.9429163
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.7519819	-0.8496895	-0.6535690
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.2032479	-0.6315834	0.0553402
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8194057	-0.8669400	-0.7370890
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8118880	-0.8865824	-0.7071394
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8428267	-0.9054197	-0.7742627
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8997106	-0.9114447	-0.8893811
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9005468	-0.9297601	-0.8856790
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8609179	-0.9090597	-0.8342211
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7920231	-0.8545542	-0.7199965
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7222280	-0.7688460	-0.6686633
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6661182	-0.7584897	-0.5296410
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7412867	-0.8372485	-0.6064377
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6738378	-0.7887971	-0.4815173
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6925401	-0.7749526	-0.5368567
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9471456	-0.9833342	-0.8865158
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2973566	-0.9977670	0.3841557

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
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]	-0.0264843	-0.2054293	0.0778966
aou	Atlantic	(26,26.5]	0.0752252	-0.0963558	0.1719229
aou	Atlantic	(26.5,26.75]	-0.0269830	-0.3212166	0.1989073
aou	Atlantic	(26.75,27]	-0.5634420	-0.6729333	-0.3785107
aou	Atlantic	(27,27.25]	-0.6932900	-0.7314712	-0.6621089
aou	Atlantic	(27.25,27.5]	-0.5649212	-0.7414827	-0.4695328
aou	Atlantic	(27.5,27.75]	-0.8237713	-0.8664901	-0.7707098
aou	Atlantic	(27.75,27.85]	-0.9367114	-0.9485662	-0.9303834
aou	Atlantic	(27.85,27.95]	-0.8450761	-0.8672827	-0.8221709
aou	Atlantic	(27.95,28.05]	-0.9239635	-0.9384734	-0.9017407
aou	Atlantic	(28.05,28.1]	-0.7818387	-0.8339252	-0.7055618
aou	Atlantic	(28.1,28.15]	-0.7769122	-0.8203507	-0.7095513
aou	Atlantic	(28.15,28.2]	-0.7170220	-0.8061158	-0.5757044
aou	Atlantic	(28.2, Inf]	-0.9103268	-0.9455855	-0.8699755
aou	Indo-Pacific	(-Inf,26]	0.2856364	0.2730531	0.2989598
aou	Indo-Pacific	(26,26.5]	-0.2042533	-0.3525506	-0.1075080
aou	Indo-Pacific	(26.5,26.75]	-0.5789569	-0.7203970	-0.4520408
aou	Indo-Pacific	(26.75,27]	-0.7331301	-0.8122365	-0.6752060
aou	Indo-Pacific	(27,27.25]	-0.7097731	-0.7648883	-0.6020091
aou	Indo-Pacific	(27.25,27.5]	-0.1186297	-0.2218136	-0.0034511
aou	Indo-Pacific	(27.5,27.75]	0.4978017	0.4621916	0.5540916
aou	Indo-Pacific	(27.75,27.85]	0.6061675	0.5725517	0.6606294
aou	Indo-Pacific	(27.85,27.95]	0.5845360	0.5550543	0.5998803
aou	Indo-Pacific	(27.95,28.05]	0.6405544	0.5485229	0.7368659
aou	Indo-Pacific	(28.05,28.1]	0.4653631	0.4135466	0.5046000
aou	Indo-Pacific	(28.1,28.2]	0.4004328	0.3158356	0.5098091
aou	Indo-Pacific	(28.2,28.3]	-0.0153116	-0.3654174	0.6570216
aou	Indo-Pacific	(28.3, Inf]	0.4783228	-0.5045515	0.9995312
oxygen	Atlantic	(-Inf,26]	0.2527886	0.0607294	0.4544648
oxygen	Atlantic	(26,26.5]	0.0653792	-0.0391057	0.2296727
oxygen	Atlantic	(26.5,26.75]	0.1123796	-0.1325889	0.4148206
oxygen	Atlantic	(26.75,27]	0.5745790	0.3734207	0.6974191
oxygen	Atlantic	(27,27.25]	0.5594468	0.5192199	0.5879877
oxygen	Atlantic	(27.25,27.5]	0.2352946	0.0852402	0.4801979
oxygen	Atlantic	(27.5,27.75]	0.4593140	0.3074285	0.5647426
oxygen	Atlantic	(27.75,27.85]	0.8060498	0.7364439	0.8742281
oxygen	Atlantic	(27.85,27.95]	0.8201123	0.7828436	0.8667824
oxygen	Atlantic	(27.95,28.05]	0.8828730	0.8112756	0.9254009
oxygen	Atlantic	(28.05,28.1]	0.5053612	0.3782304	0.6389128
oxygen	Atlantic	(28.1,28.15]	0.4016974	0.3317071	0.4993221
oxygen	Atlantic	(28.15,28.2]	0.4963279	0.2888172	0.6530373
oxygen	Atlantic	(28.2, Inf]	0.8295711	0.7362774	0.8892328
oxygen	Indo-Pacific	(-Inf,26]	-0.2456733	-0.2801457	-0.1962837
oxygen	Indo-Pacific	(26,26.5]	0.1080171	0.0351073	0.2486166
oxygen	Indo-Pacific	(26.5,26.75]	0.4679242	0.3191057	0.6189285
oxygen	Indo-Pacific	(26.75,27]	0.6349994	0.5613582	0.7349356
oxygen	Indo-Pacific	(27,27.25]	0.6575320	0.5205401	0.7358451
oxygen	Indo-Pacific	(27.25,27.5]	0.1252001	-0.0078119	0.2357233
oxygen	Indo-Pacific	(27.5,27.75]	-0.4378914	-0.5064872	-0.4005123
oxygen	Indo-Pacific	(27.75,27.85]	-0.5532250	-0.6213529	-0.5002210
oxygen	Indo-Pacific	(27.85,27.95]	-0.5429374	-0.5654383	-0.5061771
oxygen	Indo-Pacific	(27.95,28.05]	-0.6354611	-0.7140374	-0.5537109
oxygen	Indo-Pacific	(28.05,28.1]	-0.4895357	-0.5000175	-0.4727687
oxygen	Indo-Pacific	(28.1,28.2]	-0.4289613	-0.5654240	-0.3278870
oxygen	Indo-Pacific	(28.2,28.3]	-0.0921449	-0.7338252	0.2754702
oxygen	Indo-Pacific	(28.3, Inf]	-0.3407265	-0.9410714	0.7822368
phosphate	Atlantic	(-Inf,26]	0.1469663	-0.0147928	0.2791050
phosphate	Atlantic	(26,26.5]	0.1313750	-0.0338348	0.2268101
phosphate	Atlantic	(26.5,26.75]	0.0078060	-0.2649847	0.2097954
phosphate	Atlantic	(26.75,27]	-0.5667388	-0.6402571	-0.4206656
phosphate	Atlantic	(27,27.25]	-0.8529631	-0.8891502	-0.8154761
phosphate	Atlantic	(27.25,27.5]	-0.9517046	-0.9752425	-0.9380783
phosphate	Atlantic	(27.5,27.75]	-0.9515328	-0.9686917	-0.9306400
phosphate	Atlantic	(27.75,27.85]	-0.8766492	-0.9026779	-0.8477967
phosphate	Atlantic	(27.85,27.95]	-0.7187731	-0.7609154	-0.6806346
phosphate	Atlantic	(27.95,28.05]	-0.7789310	-0.7958211	-0.7660747
phosphate	Atlantic	(28.05,28.1]	-0.9345378	-0.9531272	-0.9145690
phosphate	Atlantic	(28.1,28.15]	-0.9534937	-0.9680959	-0.9428621
phosphate	Atlantic	(28.15,28.2]	-0.9852009	-0.9960737	-0.9752089
phosphate	Atlantic	(28.2, Inf]	-0.9941629	-0.9946359	-0.9937903
phosphate	Indo-Pacific	(-Inf,26]	0.1914846	0.1805146	0.2026712
phosphate	Indo-Pacific	(26,26.5]	-0.3400847	-0.4652806	-0.2365339
phosphate	Indo-Pacific	(26.5,26.75]	-0.6670361	-0.7884232	-0.5546443
phosphate	Indo-Pacific	(26.75,27]	-0.7941180	-0.8540591	-0.7542481
phosphate	Indo-Pacific	(27,27.25]	-0.7901427	-0.8135382	-0.7453591
phosphate	Indo-Pacific	(27.25,27.5]	-0.1680116	-0.2452094	-0.1084653
phosphate	Indo-Pacific	(27.5,27.75]	0.4977075	0.4691473	0.5514968
phosphate	Indo-Pacific	(27.75,27.85]	0.5847587	0.5526114	0.6350786
phosphate	Indo-Pacific	(27.85,27.95]	0.5487662	0.5097901	0.5750026
phosphate	Indo-Pacific	(27.95,28.05]	0.5750152	0.4505203	0.7221286
phosphate	Indo-Pacific	(28.05,28.1]	0.3250946	0.2114040	0.4283737
phosphate	Indo-Pacific	(28.1,28.2]	0.2074266	0.1563545	0.2377077
phosphate	Indo-Pacific	(28.2,28.3]	-0.3707500	-0.7012395	0.2847966
phosphate	Indo-Pacific	(28.3, Inf]	-0.3427877	-0.9997052	0.9493603
phosphate_star	Atlantic	(-Inf,26]	0.4293210	0.3089018	0.5115886
phosphate_star	Atlantic	(26,26.5]	0.3589477	0.2209317	0.4649979
phosphate_star	Atlantic	(26.5,26.75]	0.2312980	0.0617894	0.3249002
phosphate_star	Atlantic	(26.75,27]	-0.3388237	-0.3970537	-0.2527058
phosphate_star	Atlantic	(27,27.25]	-0.6855925	-0.8502185	-0.5676956
phosphate_star	Atlantic	(27.25,27.5]	-0.7797656	-0.8865382	-0.7253854
phosphate_star	Atlantic	(27.5,27.75]	-0.7459600	-0.8362281	-0.6936435
phosphate_star	Atlantic	(27.75,27.85]	-0.5886521	-0.6965817	-0.5217950
phosphate_star	Atlantic	(27.85,27.95]	-0.2688591	-0.3202651	-0.1981471
phosphate_star	Atlantic	(27.95,28.05]	-0.3834952	-0.4805192	-0.2591079
phosphate_star	Atlantic	(28.05,28.1]	-0.8762860	-0.9314377	-0.8141140
phosphate_star	Atlantic	(28.1,28.15]	-0.8762587	-0.9331718	-0.7956398
phosphate_star	Atlantic	(28.15,28.2]	-0.7899479	-0.8481376	-0.7155044
phosphate_star	Atlantic	(28.2, Inf]	-0.9418558	-0.9895757	-0.8709490
phosphate_star	Indo-Pacific	(-Inf,26]	0.0590206	-0.0177221	0.1269501
phosphate_star	Indo-Pacific	(26,26.5]	-0.5875227	-0.6314844	-0.5361978
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7997432	-0.8633267	-0.7244284
phosphate_star	Indo-Pacific	(26.75,27]	-0.6457515	-0.7175121	-0.5129377
phosphate_star	Indo-Pacific	(27,27.25]	-0.2693175	-0.4807404	-0.1581310
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0383377	-0.2749001	0.0991787
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0713533	-0.1609526	-0.0150657
phosphate_star	Indo-Pacific	(27.75,27.85]	0.1232973	0.0414368	0.2679444
phosphate_star	Indo-Pacific	(27.85,27.95]	0.2682791	0.1806734	0.4265827
phosphate_star	Indo-Pacific	(27.95,28.05]	0.1028120	-0.0839195	0.4490423
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2828027	-0.5450966	0.0308693
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5917838	-0.8365140	-0.4414783
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4831716	-0.9066191	-0.0487527
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9672033	-0.9933068	-0.9298312
sal	Atlantic	(-Inf,26]	-0.4452748	-0.5309823	-0.2987788
sal	Atlantic	(26,26.5]	-0.5654291	-0.7433514	-0.4532497
sal	Atlantic	(26.5,26.75]	-0.5574001	-0.6739863	-0.4740826
sal	Atlantic	(26.75,27]	0.0028688	-0.1155545	0.1033925
sal	Atlantic	(27,27.25]	0.5797352	0.4670180	0.7761688
sal	Atlantic	(27.25,27.5]	0.7362279	0.5930373	0.8872217
sal	Atlantic	(27.5,27.75]	0.6684989	0.5826958	0.7869092
sal	Atlantic	(27.75,27.85]	0.4162336	0.3093749	0.5493716
sal	Atlantic	(27.85,27.95]	0.2018223	0.1721767	0.2522377
sal	Atlantic	(27.95,28.05]	0.3491263	0.2873326	0.4253792
sal	Atlantic	(28.05,28.1]	0.8291596	0.7484345	0.8970364
sal	Atlantic	(28.1,28.15]	0.7924125	0.6692898	0.8558920
sal	Atlantic	(28.15,28.2]	0.4944682	0.3449171	0.5987663
sal	Atlantic	(28.2, Inf]	0.7373013	0.4277923	0.9190961
sal	Indo-Pacific	(-Inf,26]	0.2039701	0.1334224	0.2446682
sal	Indo-Pacific	(26,26.5]	0.5301010	0.4212540	0.6155473
sal	Indo-Pacific	(26.5,26.75]	0.6664389	0.5799108	0.8003045
sal	Indo-Pacific	(26.75,27]	0.4793278	0.4028637	0.5703513
sal	Indo-Pacific	(27,27.25]	0.2032143	0.1255853	0.2949539
sal	Indo-Pacific	(27.25,27.5]	-0.3048996	-0.4992793	-0.0544029
sal	Indo-Pacific	(27.5,27.75]	-0.2936158	-0.3478237	-0.2626673
sal	Indo-Pacific	(27.75,27.85]	-0.4714162	-0.5308567	-0.4081337
sal	Indo-Pacific	(27.85,27.95]	-0.4822130	-0.5557039	-0.4119295
sal	Indo-Pacific	(27.95,28.05]	-0.2641866	-0.5953892	-0.0929724
sal	Indo-Pacific	(28.05,28.1]	0.0869051	-0.3184068	0.4006730
sal	Indo-Pacific	(28.1,28.2]	0.2966122	0.1008101	0.6398601
sal	Indo-Pacific	(28.2,28.3]	0.2534701	-0.1178885	0.7708635
sal	Indo-Pacific	(28.3, Inf]	0.8468800	0.7012943	0.9347905
temp	Atlantic	(-Inf,26]	-0.4709334	-0.5758679	-0.3018350
temp	Atlantic	(26,26.5]	-0.5370658	-0.6681337	-0.4431133
temp	Atlantic	(26.5,26.75]	-0.4888729	-0.6070689	-0.4037755
temp	Atlantic	(26.75,27]	0.0492885	-0.0468430	0.1242456
temp	Atlantic	(27,27.25]	0.5971369	0.4895499	0.7882048
temp	Atlantic	(27.25,27.5]	0.7176491	0.5742311	0.8746264
temp	Atlantic	(27.5,27.75]	0.6328784	0.5715193	0.7493152
temp	Atlantic	(27.75,27.85]	0.4233126	0.3338126	0.5413743
temp	Atlantic	(27.85,27.95]	0.1671222	0.1403993	0.1900262
temp	Atlantic	(27.95,28.05]	0.4671378	0.4030168	0.5445798
temp	Atlantic	(28.05,28.1]	0.7805220	0.6788374	0.8612589
temp	Atlantic	(28.1,28.15]	0.7325381	0.5679272	0.8168707
temp	Atlantic	(28.15,28.2]	0.2516128	0.1422951	0.4330666
temp	Atlantic	(28.2, Inf]	0.1234490	-0.1255870	0.4536988
temp	Indo-Pacific	(-Inf,26]	-0.1576327	-0.2534290	-0.0559572
temp	Indo-Pacific	(26,26.5]	0.4710656	0.4036173	0.5303699
temp	Indo-Pacific	(26.5,26.75]	0.6525896	0.5818227	0.7650935
temp	Indo-Pacific	(26.75,27]	0.5107222	0.4319653	0.5881260
temp	Indo-Pacific	(27,27.25]	0.3278905	0.2542436	0.4217946
temp	Indo-Pacific	(27.25,27.5]	-0.0893113	-0.2097116	0.1073548
temp	Indo-Pacific	(27.5,27.75]	-0.4097986	-0.4592878	-0.3459512
temp	Indo-Pacific	(27.75,27.85]	-0.4949645	-0.5410816	-0.4639205
temp	Indo-Pacific	(27.85,27.95]	-0.4487567	-0.5857092	-0.3601596
temp	Indo-Pacific	(27.95,28.05]	0.0684145	-0.1496462	0.1916830
temp	Indo-Pacific	(28.05,28.1]	0.4032877	0.1212912	0.6567120
temp	Indo-Pacific	(28.1,28.2]	0.4910193	0.3376001	0.7146811
temp	Indo-Pacific	(28.2,28.3]	0.5144873	0.0696757	0.9016300
temp	Indo-Pacific	(28.3, Inf]	0.2330845	-0.5664301	0.9449350

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