eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

---

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: c00e32b

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 c00e32b. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Untracked files:
    Untracked:  docs_GV_2021_2R_ann_standard_ftref_CESM/
    Untracked:  docs_GV_2021_AIP_ann_standard_ftref_CESM/
    Untracked:  docs_GV_2021_AIP_ann_standard_ftref_NorESM/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds

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

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

File	Version	Author	Date	Message
html	d98dd99	Donghe-Zhu	2021-08-18	Build site.
html	b5955e0	Donghe-Zhu	2021-08-18	Build site.
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html	1cdb694	Donghe-Zhu	2021-08-18	Build site.
html	9b7a798	Donghe-Zhu	2021-08-06	Build site.
html	f6552d8	Donghe-Zhu	2021-08-06	update with commit
html	496fa02	Donghe-Zhu	2021-08-05	Build site.
html	19ecfe2	Donghe-Zhu	2021-08-05	Build site.
html	3253031	Donghe-Zhu	2021-08-05	Build site.
html	6c70952	Donghe-Zhu	2021-08-01	Build site.
html	2666bd7	Donghe-Zhu	2021-08-01	Build site.
html	e51cfa2	Donghe-Zhu	2021-08-01	Build site.
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html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
d98dd99	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
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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
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
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

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	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
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	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
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
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
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
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
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
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
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
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]	0.9871394	0.9841317	0.9909088
aou + nitrate	Atlantic	(26,26.5]	0.9898618	0.9894101	0.9902658
aou + nitrate	Atlantic	(26.5,26.75]	0.9917940	0.9902330	0.9945480
aou + nitrate	Atlantic	(26.75,27]	0.9765895	0.9715206	0.9792939
aou + nitrate	Atlantic	(27,27.25]	0.8830522	0.8556798	0.9125887
aou + nitrate	Atlantic	(27.25,27.5]	0.6556490	0.5369192	0.7591338
aou + nitrate	Atlantic	(27.5,27.75]	0.7564939	0.7455315	0.7776242
aou + nitrate	Atlantic	(27.75,27.85]	0.8899917	0.8728095	0.9062603
aou + nitrate	Atlantic	(27.85,27.95]	0.9312692	0.9201708	0.9432993
aou + nitrate	Atlantic	(27.95,28.05]	0.9491867	0.9353699	0.9598350
aou + nitrate	Atlantic	(28.05,28.1]	0.8688393	0.7883707	0.9357018
aou + nitrate	Atlantic	(28.1,28.15]	0.8602806	0.7699406	0.9440132
aou + nitrate	Atlantic	(28.15,28.2]	0.7799776	0.7299593	0.8425844
aou + nitrate	Atlantic	(28.2, Inf]	0.8959752	0.8255539	0.9637241
aou + nitrate	Indian	(-Inf,26]	0.9946897	0.9939668	0.9954840
aou + nitrate	Indian	(26,26.5]	0.9879950	0.9844838	0.9906084
aou + nitrate	Indian	(26.5,26.75]	0.9748947	0.9585773	0.9835688
aou + nitrate	Indian	(26.75,27]	0.9670146	0.9575032	0.9720215
aou + nitrate	Indian	(27,27.25]	0.9495368	0.9455870	0.9533589
aou + nitrate	Indian	(27.25,27.5]	0.9414235	0.9288940	0.9541632
aou + nitrate	Indian	(27.5,27.75]	0.9871580	0.9835944	0.9916299
aou + nitrate	Indian	(27.75,27.85]	0.9835034	0.9735961	0.9900495
aou + nitrate	Indian	(27.85,27.95]	0.9544686	0.9187984	0.9805593
aou + nitrate	Indian	(27.95,28.05]	0.9117046	0.8475244	0.9477266
aou + nitrate	Indian	(28.05,28.1]	0.9274967	0.8789166	0.9602763
aou + nitrate	Indian	(28.1,28.2]	0.9377982	0.9036681	0.9594914
aou + nitrate	Indian	(28.2,28.3]	0.8959534	0.8243189	0.9449720
aou + nitrate	Indian	(28.3, Inf]	0.2119553	-0.8825079	0.9890125
aou + nitrate	Pacific	(-Inf,26]	0.9635217	0.9594704	0.9705208
aou + nitrate	Pacific	(26,26.5]	0.9433828	0.9390478	0.9476922
aou + nitrate	Pacific	(26.5,26.75]	0.9024120	0.8834046	0.9174872
aou + nitrate	Pacific	(26.75,27]	0.8791144	0.8180953	0.9152750
aou + nitrate	Pacific	(27,27.25]	0.9363454	0.9076085	0.9617191
aou + nitrate	Pacific	(27.25,27.5]	0.9272497	0.8751026	0.9669454
aou + nitrate	Pacific	(27.5,27.75]	0.9820851	0.9697075	0.9899055
aou + nitrate	Pacific	(27.75,27.85]	0.9964120	0.9952996	0.9975316
aou + nitrate	Pacific	(27.85,27.95]	0.9930564	0.9909500	0.9953615
aou + nitrate	Pacific	(27.95,28.05]	0.9887126	0.9832487	0.9934009
aou + nitrate	Pacific	(28.05,28.1]	0.9785477	0.9663488	0.9864628
aou + nitrate	Pacific	(28.1,28.2]	0.9564899	0.9220039	0.9748746
aou + nitrate	Pacific	(28.2,28.3]	0.9895401	0.9858842	0.9952282
aou + nitrate	Pacific	(28.3, Inf]	0.9505720	0.9505720	0.9505720
aou + phosphate	Atlantic	(-Inf,26]	0.9240963	0.8740938	0.9540724
aou + phosphate	Atlantic	(26,26.5]	0.9817711	0.9803369	0.9842233
aou + phosphate	Atlantic	(26.5,26.75]	0.9891622	0.9867818	0.9926930
aou + phosphate	Atlantic	(26.75,27]	0.9739194	0.9672551	0.9780379
aou + phosphate	Atlantic	(27,27.25]	0.8827602	0.8536843	0.9162232
aou + phosphate	Atlantic	(27.25,27.5]	0.6575558	0.5282974	0.7687812
aou + phosphate	Atlantic	(27.5,27.75]	0.7506676	0.7242315	0.7901944
aou + phosphate	Atlantic	(27.75,27.85]	0.8715645	0.8606172	0.8812511
aou + phosphate	Atlantic	(27.85,27.95]	0.8645081	0.8547762	0.8813334
aou + phosphate	Atlantic	(27.95,28.05]	0.8760250	0.8492034	0.8916589
aou + phosphate	Atlantic	(28.05,28.1]	0.8419300	0.7468925	0.9154370
aou + phosphate	Atlantic	(28.1,28.15]	0.8373836	0.7293990	0.9325358
aou + phosphate	Atlantic	(28.15,28.2]	0.7584058	0.6957277	0.8347667
aou + phosphate	Atlantic	(28.2, Inf]	0.9049643	0.8531424	0.9597321
aou + phosphate	Indian	(-Inf,26]	0.9970618	0.9960401	0.9979087
aou + phosphate	Indian	(26,26.5]	0.9956776	0.9932387	0.9973749
aou + phosphate	Indian	(26.5,26.75]	0.9884315	0.9780131	0.9939131
aou + phosphate	Indian	(26.75,27]	0.9832733	0.9765441	0.9870913
aou + phosphate	Indian	(27,27.25]	0.9713015	0.9667821	0.9763049
aou + phosphate	Indian	(27.25,27.5]	0.9591727	0.9511931	0.9688077
aou + phosphate	Indian	(27.5,27.75]	0.9865287	0.9828740	0.9897394
aou + phosphate	Indian	(27.75,27.85]	0.9828021	0.9676459	0.9915898
aou + phosphate	Indian	(27.85,27.95]	0.9511038	0.9081947	0.9803794
aou + phosphate	Indian	(27.95,28.05]	0.8998074	0.8236735	0.9470630
aou + phosphate	Indian	(28.05,28.1]	0.9149931	0.8540653	0.9579355
aou + phosphate	Indian	(28.1,28.2]	0.9304423	0.8860672	0.9604023
aou + phosphate	Indian	(28.2,28.3]	0.8610618	0.7885151	0.9276359
aou + phosphate	Indian	(28.3, Inf]	0.1690854	-0.9839436	0.9790722
aou + phosphate	Pacific	(-Inf,26]	0.9670469	0.9608826	0.9713957
aou + phosphate	Pacific	(26,26.5]	0.9768914	0.9675374	0.9847614
aou + phosphate	Pacific	(26.5,26.75]	0.9841343	0.9817674	0.9881985
aou + phosphate	Pacific	(26.75,27]	0.9852532	0.9832031	0.9869552
aou + phosphate	Pacific	(27,27.25]	0.9889978	0.9861945	0.9908319
aou + phosphate	Pacific	(27.25,27.5]	0.9876310	0.9849762	0.9914427
aou + phosphate	Pacific	(27.5,27.75]	0.9920077	0.9881966	0.9943299
aou + phosphate	Pacific	(27.75,27.85]	0.9954108	0.9941658	0.9966613
aou + phosphate	Pacific	(27.85,27.95]	0.9954568	0.9926741	0.9972019
aou + phosphate	Pacific	(27.95,28.05]	0.9903446	0.9822173	0.9951877
aou + phosphate	Pacific	(28.05,28.1]	0.9780699	0.9601664	0.9881648
aou + phosphate	Pacific	(28.1,28.2]	0.9476738	0.8983311	0.9731320
aou + phosphate	Pacific	(28.2,28.3]	0.9861004	0.9818790	0.9905149
aou + phosphate	Pacific	(28.3, Inf]	0.9220238	0.9220238	0.9220238
aou + phosphate_star	Atlantic	(-Inf,26]	0.4775956	0.3483897	0.7143368
aou + phosphate_star	Atlantic	(26,26.5]	0.7065719	0.6853569	0.7243805
aou + phosphate_star	Atlantic	(26.5,26.75]	0.7397947	0.7062374	0.7907079
aou + phosphate_star	Atlantic	(26.75,27]	0.5944613	0.5012085	0.6465861
aou + phosphate_star	Atlantic	(27,27.25]	0.3041198	0.2119073	0.4859083
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0525920	-0.1513201	0.1967659
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3395832	0.2869102	0.3837236
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5051915	0.4016821	0.5723937
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3315876	0.2192809	0.4146033
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4557989	0.3048651	0.5696593
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5956161	0.3681856	0.7616657
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5928057	0.3063872	0.8166459
aou + phosphate_star	Atlantic	(28.15,28.2]	0.2185398	0.0807983	0.4096978
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7313381	0.5174944	0.8912367
aou + phosphate_star	Indian	(-Inf,26]	0.9521523	0.9237769	0.9691363
aou + phosphate_star	Indian	(26,26.5]	0.9145646	0.8655991	0.9452096
aou + phosphate_star	Indian	(26.5,26.75]	0.7285876	0.6161055	0.7911423
aou + phosphate_star	Indian	(26.75,27]	-0.2077277	-0.2975890	-0.1066839
aou + phosphate_star	Indian	(27,27.25]	-0.8097982	-0.8343806	-0.7939819
aou + phosphate_star	Indian	(27.25,27.5]	-0.8889353	-0.9214445	-0.8530225
aou + phosphate_star	Indian	(27.5,27.75]	-0.9285861	-0.9454407	-0.9088464
aou + phosphate_star	Indian	(27.75,27.85]	-0.7232691	-0.8035904	-0.6727427
aou + phosphate_star	Indian	(27.85,27.95]	-0.2434909	-0.4300556	-0.1484122
aou + phosphate_star	Indian	(27.95,28.05]	-0.2540304	-0.5085886	0.0905214
aou + phosphate_star	Indian	(28.05,28.1]	-0.2283526	-0.5324695	0.1515147
aou + phosphate_star	Indian	(28.1,28.2]	-0.4153158	-0.6079962	-0.1643149
aou + phosphate_star	Indian	(28.2,28.3]	-0.0912858	-0.8805460	0.5978750
aou + phosphate_star	Indian	(28.3, Inf]	-0.5041420	-0.9870706	0.4463396
aou + phosphate_star	Pacific	(-Inf,26]	0.6682889	0.6329536	0.7325318
aou + phosphate_star	Pacific	(26,26.5]	0.6201956	0.5787686	0.6993495
aou + phosphate_star	Pacific	(26.5,26.75]	0.4987702	0.4652627	0.5215771
aou + phosphate_star	Pacific	(26.75,27]	0.3891779	0.3620851	0.4210361
aou + phosphate_star	Pacific	(27,27.25]	-0.1042188	-0.2407598	0.0967160
aou + phosphate_star	Pacific	(27.25,27.5]	-0.6065345	-0.6688778	-0.5433469
aou + phosphate_star	Pacific	(27.5,27.75]	-0.7988207	-0.8092237	-0.7870406
aou + phosphate_star	Pacific	(27.75,27.85]	-0.5367470	-0.6239982	-0.4823030
aou + phosphate_star	Pacific	(27.85,27.95]	0.3519922	0.0629988	0.5414310
aou + phosphate_star	Pacific	(27.95,28.05]	0.4622506	0.0902565	0.6788212
aou + phosphate_star	Pacific	(28.05,28.1]	0.3942205	-0.0618477	0.6682954
aou + phosphate_star	Pacific	(28.1,28.2]	-0.2191841	-0.5952251	-0.0113905
aou + phosphate_star	Pacific	(28.2,28.3]	-0.9462604	-0.9931632	-0.8969560
aou + phosphate_star	Pacific	(28.3, Inf]	-0.9170172	-0.9170172	-0.9170172
nitrate + phosphate	Atlantic	(-Inf,26]	0.9132012	0.8589084	0.9469551
nitrate + phosphate	Atlantic	(26,26.5]	0.9928109	0.9907280	0.9944120
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9977023	0.9972710	0.9980524
nitrate + phosphate	Atlantic	(26.75,27]	0.9988292	0.9986472	0.9989847
nitrate + phosphate	Atlantic	(27,27.25]	0.9985197	0.9980978	0.9990014
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9973064	0.9966889	0.9980680
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9956327	0.9954405	0.9958824
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9902795	0.9890225	0.9911139
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9685730	0.9656099	0.9725826
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9657383	0.9597270	0.9691682
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9921310	0.9888696	0.9947148
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9920717	0.9874516	0.9960120
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9962305	0.9920872	0.9995161
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9964628	0.9927549	0.9984111
nitrate + phosphate	Indian	(-Inf,26]	0.9936787	0.9915669	0.9953536
nitrate + phosphate	Indian	(26,26.5]	0.9895683	0.9862784	0.9918531
nitrate + phosphate	Indian	(26.5,26.75]	0.9889640	0.9855975	0.9906539
nitrate + phosphate	Indian	(26.75,27]	0.9856462	0.9811730	0.9897088
nitrate + phosphate	Indian	(27,27.25]	0.9903006	0.9883131	0.9928825
nitrate + phosphate	Indian	(27.25,27.5]	0.9977693	0.9973618	0.9979855
nitrate + phosphate	Indian	(27.5,27.75]	0.9988014	0.9985776	0.9989174
nitrate + phosphate	Indian	(27.75,27.85]	0.9981585	0.9968279	0.9991744
nitrate + phosphate	Indian	(27.85,27.95]	0.9981325	0.9972062	0.9989683
nitrate + phosphate	Indian	(27.95,28.05]	0.9985287	0.9977710	0.9989960
nitrate + phosphate	Indian	(28.05,28.1]	0.9988710	0.9980993	0.9993853
nitrate + phosphate	Indian	(28.1,28.2]	0.9970239	0.9967415	0.9972495
nitrate + phosphate	Indian	(28.2,28.3]	0.9960461	0.9924057	0.9982501
nitrate + phosphate	Indian	(28.3, Inf]	0.9833733	0.9522766	0.9994987
nitrate + phosphate	Pacific	(-Inf,26]	0.9887760	0.9871561	0.9916044
nitrate + phosphate	Pacific	(26,26.5]	0.9585005	0.9498325	0.9647534
nitrate + phosphate	Pacific	(26.5,26.75]	0.9067438	0.8801804	0.9205816
nitrate + phosphate	Pacific	(26.75,27]	0.8790101	0.8060792	0.9228439
nitrate + phosphate	Pacific	(27,27.25]	0.9244373	0.8826773	0.9580732
nitrate + phosphate	Pacific	(27.25,27.5]	0.9010817	0.8178168	0.9614839
nitrate + phosphate	Pacific	(27.5,27.75]	0.9668068	0.9423897	0.9808290
nitrate + phosphate	Pacific	(27.75,27.85]	0.9990731	0.9985551	0.9994127
nitrate + phosphate	Pacific	(27.85,27.95]	0.9990066	0.9987622	0.9993521
nitrate + phosphate	Pacific	(27.95,28.05]	0.9988046	0.9982455	0.9994410
nitrate + phosphate	Pacific	(28.05,28.1]	0.9994991	0.9992314	0.9997070
nitrate + phosphate	Pacific	(28.1,28.2]	0.9991035	0.9977915	0.9998059
nitrate + phosphate	Pacific	(28.2,28.3]	0.9994919	0.9991589	0.9998528
nitrate + phosphate	Pacific	(28.3, Inf]	0.9962191	0.9962191	0.9962191
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.4681664	0.3316010	0.7176506
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7681973	0.7443627	0.7916499
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.8037405	0.7803152	0.8349492
nitrate + phosphate_star	Atlantic	(26.75,27]	0.7451632	0.6838144	0.7798566
nitrate + phosphate_star	Atlantic	(27,27.25]	0.7071229	0.6434880	0.7970345
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7793193	0.7471231	0.8092806
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8664100	0.8455286	0.8982405
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8317009	0.7867665	0.8722082
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6247773	0.5507714	0.6702132
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.6921300	0.5699288	0.8064939
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9009214	0.8464084	0.9303368
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.8985455	0.8174264	0.9427792
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.7618699	0.7138634	0.8320245
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9374762	0.8692726	0.9732471
nitrate + phosphate_star	Indian	(-Inf,26]	0.9637225	0.9411871	0.9755385
nitrate + phosphate_star	Indian	(26,26.5]	0.9410207	0.9188672	0.9546351
nitrate + phosphate_star	Indian	(26.5,26.75]	0.8284671	0.7947672	0.8507080
nitrate + phosphate_star	Indian	(26.75,27]	-0.0048311	-0.1407047	0.1569666
nitrate + phosphate_star	Indian	(27,27.25]	-0.5972650	-0.6430915	-0.5713071
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.6857846	-0.7653407	-0.6009156
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.8623316	-0.8986609	-0.8325227
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.5950681	-0.7155773	-0.4953017
nitrate + phosphate_star	Indian	(27.85,27.95]	0.0353004	-0.0445196	0.1124239
nitrate + phosphate_star	Indian	(27.95,28.05]	0.1403259	-0.0041354	0.4011007
nitrate + phosphate_star	Indian	(28.05,28.1]	0.1280645	-0.0650500	0.4204067
nitrate + phosphate_star	Indian	(28.1,28.2]	-0.0968295	-0.2160304	0.1090847
nitrate + phosphate_star	Indian	(28.2,28.3]	0.2443489	-0.6289311	0.8073003
nitrate + phosphate_star	Indian	(28.3, Inf]	0.2590964	-0.9547356	0.9855994
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8137948	0.7908766	0.8491890
nitrate + phosphate_star	Pacific	(26,26.5]	0.7376030	0.6545306	0.8242484
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5887075	0.5230484	0.6448865
nitrate + phosphate_star	Pacific	(26.75,27]	0.5025330	0.4418180	0.5566767
nitrate + phosphate_star	Pacific	(27,27.25]	-0.0205930	-0.1293484	0.1045788
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.5502532	-0.5779008	-0.5014274
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.7748585	-0.7841893	-0.7647615
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.4795670	-0.5801995	-0.4160598
nitrate + phosphate_star	Pacific	(27.85,27.95]	0.4355221	0.1696396	0.6184910
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.5711576	0.2563102	0.7500327
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.5582843	0.1898496	0.7747006
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.0351948	-0.2482159	0.1995191
nitrate + phosphate_star	Pacific	(28.2,28.3]	-0.9135774	-0.9781510	-0.8508297
nitrate + phosphate_star	Pacific	(28.3, Inf]	-0.7524783	-0.7524783	-0.7524783
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7567911	0.6462792	0.8760663
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8244040	0.7982078	0.8434812
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8281326	0.8043300	0.8567183
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7595774	0.7031056	0.7943909
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7121926	0.6519034	0.7945276
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7803865	0.7577054	0.8076382
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8720356	0.8469667	0.9041367
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8588097	0.8085968	0.8970230
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.7561746	0.6895939	0.7921528
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8211574	0.7592726	0.8685486
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9320069	0.8922594	0.9569026
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9311937	0.8725310	0.9677643
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.7927662	0.7639772	0.8421273
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9421649	0.8758941	0.9771256
phosphate + phosphate_star	Indian	(-Inf,26]	0.9676710	0.9501470	0.9770060
phosphate + phosphate_star	Indian	(26,26.5]	0.9447960	0.9159937	0.9637156
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8200637	0.7654644	0.8520720
phosphate + phosphate_star	Indian	(26.75,27]	-0.0303856	-0.1431258	0.1090435
phosphate + phosphate_star	Indian	(27,27.25]	-0.6479316	-0.6960543	-0.6217541
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.7247170	-0.7973200	-0.6508720
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.8645052	-0.8959798	-0.8394525
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.5939398	-0.7253415	-0.4670609
phosphate + phosphate_star	Indian	(27.85,27.95]	0.0469637	-0.0143444	0.1138558
phosphate + phosphate_star	Indian	(27.95,28.05]	0.1665289	0.0272236	0.4038215
phosphate + phosphate_star	Indian	(28.05,28.1]	0.1572866	-0.0149245	0.4281265
phosphate + phosphate_star	Indian	(28.1,28.2]	-0.0737304	-0.1734230	0.1135402
phosphate + phosphate_star	Indian	(28.2,28.3]	0.3034163	-0.5333928	0.8385063
phosphate + phosphate_star	Indian	(28.3, Inf]	0.3227058	-0.9361259	0.9903145
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8174360	0.7853280	0.8577073
phosphate + phosphate_star	Pacific	(26,26.5]	0.7658778	0.7065732	0.8275483
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.6399775	0.5914545	0.6709413
phosphate + phosphate_star	Pacific	(26.75,27]	0.5241310	0.4887472	0.5533698
phosphate + phosphate_star	Pacific	(27,27.25]	0.0301486	-0.1179787	0.2232501
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.4833749	-0.5723322	-0.4007595
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.7291252	-0.7537365	-0.6958546
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.4648254	-0.5684307	-0.3962800
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.4276432	0.1747873	0.5997501
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.5719198	0.2729365	0.7449237
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.5634484	0.2169934	0.7715021
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.0613830	-0.1893222	0.2074155
phosphate + phosphate_star	Pacific	(28.2,28.3]	-0.9031272	-0.9688936	-0.8342466
phosphate + phosphate_star	Pacific	(28.3, Inf]	-0.6952027	-0.6952027	-0.6952027
sal + aou	Atlantic	(-Inf,26]	-0.1146724	-0.3387692	0.0797644
sal + aou	Atlantic	(26,26.5]	-0.1940093	-0.2416796	-0.1052835
sal + aou	Atlantic	(26.5,26.75]	-0.3105639	-0.3909855	-0.2417334
sal + aou	Atlantic	(26.75,27]	-0.3405970	-0.4011299	-0.2341238
sal + aou	Atlantic	(27,27.25]	-0.2914818	-0.4790464	-0.1823580
sal + aou	Atlantic	(27.25,27.5]	-0.0742397	-0.2102116	0.0764578
sal + aou	Atlantic	(27.5,27.75]	-0.3022395	-0.4031608	-0.2374408
sal + aou	Atlantic	(27.75,27.85]	-0.3047352	-0.3937051	-0.1440581
sal + aou	Atlantic	(27.85,27.95]	-0.2940437	-0.3829275	-0.1676697
sal + aou	Atlantic	(27.95,28.05]	-0.3921100	-0.5395104	-0.2474642
sal + aou	Atlantic	(28.05,28.1]	-0.5809667	-0.7474336	-0.3486911
sal + aou	Atlantic	(28.1,28.15]	-0.5534465	-0.7688440	-0.2369436
sal + aou	Atlantic	(28.15,28.2]	0.1135519	-0.0918738	0.2204442
sal + aou	Atlantic	(28.2, Inf]	-0.4337487	-0.7500910	0.0544181
sal + aou	Indian	(-Inf,26]	-0.3140770	-0.5986869	-0.0123524
sal + aou	Indian	(26,26.5]	-0.1527399	-0.3027148	-0.0234594
sal + aou	Indian	(26.5,26.75]	0.3858610	0.1229089	0.5722465
sal + aou	Indian	(26.75,27]	0.8419771	0.8074207	0.8845597
sal + aou	Indian	(27,27.25]	0.9455891	0.9336962	0.9518084
sal + aou	Indian	(27.25,27.5]	0.9557338	0.9412843	0.9663055
sal + aou	Indian	(27.5,27.75]	0.9012003	0.8657114	0.9261166
sal + aou	Indian	(27.75,27.85]	0.9182482	0.9070365	0.9321849
sal + aou	Indian	(27.85,27.95]	0.8677476	0.8320125	0.9021857
sal + aou	Indian	(27.95,28.05]	0.7067666	0.5955631	0.8044808
sal + aou	Indian	(28.05,28.1]	0.6428477	0.4730634	0.7293490
sal + aou	Indian	(28.1,28.2]	0.7482670	0.6487256	0.8086683
sal + aou	Indian	(28.2,28.3]	0.4127837	-0.0165315	0.9233157
sal + aou	Indian	(28.3, Inf]	0.5526650	-0.2550545	0.9895717
sal + aou	Pacific	(-Inf,26]	-0.1115678	-0.1844166	-0.0314517
sal + aou	Pacific	(26,26.5]	-0.0411447	-0.2905857	0.3212630
sal + aou	Pacific	(26.5,26.75]	0.1331391	-0.0139495	0.3791314
sal + aou	Pacific	(26.75,27]	0.0582078	-0.0885085	0.2534855
sal + aou	Pacific	(27,27.25]	-0.0297575	-0.1001919	0.0854410
sal + aou	Pacific	(27.25,27.5]	0.3899286	0.2886754	0.4746451
sal + aou	Pacific	(27.5,27.75]	0.4134078	0.3233063	0.5476579
sal + aou	Pacific	(27.75,27.85]	0.2849103	0.1022733	0.4329928
sal + aou	Pacific	(27.85,27.95]	-0.1297152	-0.3557504	0.1385673
sal + aou	Pacific	(27.95,28.05]	-0.4609441	-0.7649423	0.0000077
sal + aou	Pacific	(28.05,28.1]	-0.3915258	-0.7629087	0.1896500
sal + aou	Pacific	(28.1,28.2]	0.1177244	-0.1133315	0.5520523
sal + aou	Pacific	(28.2,28.3]	0.9641165	0.9538283	0.9801069
sal + aou	Pacific	(28.3, Inf]	-0.7602225	-0.7602225	-0.7602225
sal + nitrate	Atlantic	(-Inf,26]	-0.0901613	-0.3451681	0.1181631
sal + nitrate	Atlantic	(26,26.5]	-0.2491316	-0.3153758	-0.1368089
sal + nitrate	Atlantic	(26.5,26.75]	-0.3791106	-0.4370628	-0.3154800
sal + nitrate	Atlantic	(26.75,27]	-0.4991413	-0.5484215	-0.4220536
sal + nitrate	Atlantic	(27,27.25]	-0.6779612	-0.7799941	-0.6225458
sal + nitrate	Atlantic	(27.25,27.5]	-0.7726053	-0.8589832	-0.6797251
sal + nitrate	Atlantic	(27.5,27.75]	-0.8168143	-0.8869250	-0.7694981
sal + nitrate	Atlantic	(27.75,27.85]	-0.6609691	-0.7319490	-0.5705787
sal + nitrate	Atlantic	(27.85,27.95]	-0.5738008	-0.6208868	-0.4915388
sal + nitrate	Atlantic	(27.95,28.05]	-0.6083531	-0.7117952	-0.4823157
sal + nitrate	Atlantic	(28.05,28.1]	-0.8528394	-0.8908883	-0.7876606
sal + nitrate	Atlantic	(28.1,28.15]	-0.8354434	-0.9126621	-0.7193723
sal + nitrate	Atlantic	(28.15,28.2]	-0.4701374	-0.5902733	-0.3915339
sal + nitrate	Atlantic	(28.2, Inf]	-0.7436031	-0.8880271	-0.4616676
sal + nitrate	Indian	(-Inf,26]	-0.3861935	-0.6557048	-0.0950480
sal + nitrate	Indian	(26,26.5]	-0.2591358	-0.4358676	-0.1106726
sal + nitrate	Indian	(26.5,26.75]	0.2232322	-0.1381503	0.4574034
sal + nitrate	Indian	(26.75,27]	0.7027084	0.6150114	0.7817857
sal + nitrate	Indian	(27,27.25]	0.8090494	0.7945343	0.8263126
sal + nitrate	Indian	(27.25,27.5]	0.8437086	0.8234201	0.8731227
sal + nitrate	Indian	(27.5,27.75]	0.8544384	0.8113164	0.8807475
sal + nitrate	Indian	(27.75,27.85]	0.8606064	0.8320799	0.8921559
sal + nitrate	Indian	(27.85,27.95]	0.7131506	0.5785307	0.8257313
sal + nitrate	Indian	(27.95,28.05]	0.3819468	0.2512243	0.5689585
sal + nitrate	Indian	(28.05,28.1]	0.3348097	0.2196253	0.4650415
sal + nitrate	Indian	(28.1,28.2]	0.5184387	0.4520218	0.6141420
sal + nitrate	Indian	(28.2,28.3]	0.1085041	-0.2547485	0.7507920
sal + nitrate	Indian	(28.3, Inf]	-0.1847258	-0.8801146	0.9604833
sal + nitrate	Pacific	(-Inf,26]	-0.2592115	-0.2980204	-0.1945806
sal + nitrate	Pacific	(26,26.5]	-0.2260047	-0.4907577	0.1726019
sal + nitrate	Pacific	(26.5,26.75]	-0.0811017	-0.2342305	0.1428510
sal + nitrate	Pacific	(26.75,27]	-0.1453272	-0.2544715	-0.0429672
sal + nitrate	Pacific	(27,27.25]	-0.1915112	-0.2200564	-0.1384296
sal + nitrate	Pacific	(27.25,27.5]	0.2162320	0.1308766	0.3030686
sal + nitrate	Pacific	(27.5,27.75]	0.3774977	0.3052760	0.4850991
sal + nitrate	Pacific	(27.75,27.85]	0.3079257	0.1436890	0.4539342
sal + nitrate	Pacific	(27.85,27.95]	-0.1202608	-0.3094094	0.1137626
sal + nitrate	Pacific	(27.95,28.05]	-0.4944151	-0.7384830	-0.1106515
sal + nitrate	Pacific	(28.05,28.1]	-0.5039660	-0.8118434	-0.0342208
sal + nitrate	Pacific	(28.1,28.2]	-0.0745295	-0.2515292	0.2528908
sal + nitrate	Pacific	(28.2,28.3]	0.9527583	0.9263295	0.9748345
sal + nitrate	Pacific	(28.3, Inf]	-0.6704522	-0.6704522	-0.6704522
sal + phosphate	Atlantic	(-Inf,26]	-0.4015634	-0.5249121	-0.2047182
sal + phosphate	Atlantic	(26,26.5]	-0.3452336	-0.4056914	-0.2305864
sal + phosphate	Atlantic	(26.5,26.75]	-0.4243496	-0.4799540	-0.3594925
sal + phosphate	Atlantic	(26.75,27]	-0.5253665	-0.5668589	-0.4538862
sal + phosphate	Atlantic	(27,27.25]	-0.6869433	-0.7790189	-0.6357226
sal + phosphate	Atlantic	(27.25,27.5]	-0.7675656	-0.8530245	-0.6646709
sal + phosphate	Atlantic	(27.5,27.75]	-0.8056845	-0.8751164	-0.7403859
sal + phosphate	Atlantic	(27.75,27.85]	-0.6596318	-0.7284424	-0.5709281
sal + phosphate	Atlantic	(27.85,27.95]	-0.6663254	-0.7282136	-0.5871998
sal + phosphate	Atlantic	(27.95,28.05]	-0.6815358	-0.8455760	-0.3972570
sal + phosphate	Atlantic	(28.05,28.1]	-0.8980697	-0.9227452	-0.8538183
sal + phosphate	Atlantic	(28.1,28.15]	-0.8868583	-0.9385690	-0.8044637
sal + phosphate	Atlantic	(28.15,28.2]	-0.5129549	-0.6056423	-0.4369877
sal + phosphate	Atlantic	(28.2, Inf]	-0.7415515	-0.8936674	-0.4450127
sal + phosphate	Indian	(-Inf,26]	-0.3272441	-0.6375341	-0.0047082
sal + phosphate	Indian	(26,26.5]	-0.1858961	-0.3827569	-0.0242893
sal + phosphate	Indian	(26.5,26.75]	0.2902724	-0.0603199	0.5182891
sal + phosphate	Indian	(26.75,27]	0.7495520	0.6704560	0.8170521
sal + phosphate	Indian	(27,27.25]	0.8509929	0.8358793	0.8701355
sal + phosphate	Indian	(27.25,27.5]	0.8681681	0.8543542	0.8933359
sal + phosphate	Indian	(27.5,27.75]	0.8576351	0.8219595	0.8814505
sal + phosphate	Indian	(27.75,27.85]	0.8767994	0.8439951	0.9063264
sal + phosphate	Indian	(27.85,27.95]	0.7235336	0.5786503	0.8379901
sal + phosphate	Indian	(27.95,28.05]	0.3644033	0.2130066	0.5487264
sal + phosphate	Indian	(28.05,28.1]	0.3083159	0.2133085	0.4398246
sal + phosphate	Indian	(28.1,28.2]	0.4951254	0.4457395	0.5930994
sal + phosphate	Indian	(28.2,28.3]	0.0467438	-0.3042748	0.6685431
sal + phosphate	Indian	(28.3, Inf]	-0.2638445	-0.8943118	0.9429544
sal + phosphate	Pacific	(-Inf,26]	-0.2423783	-0.2870489	-0.1683125
sal + phosphate	Pacific	(26,26.5]	-0.1919056	-0.4360729	0.2010218
sal + phosphate	Pacific	(26.5,26.75]	-0.0104605	-0.1736211	0.2629474
sal + phosphate	Pacific	(26.75,27]	-0.0076306	-0.1632376	0.1920579
sal + phosphate	Pacific	(27,27.25]	-0.0148374	-0.1028194	0.1195898
sal + phosphate	Pacific	(27.25,27.5]	0.4099528	0.3040360	0.5138224
sal + phosphate	Pacific	(27.5,27.75]	0.4301488	0.3496519	0.5567729
sal + phosphate	Pacific	(27.75,27.85]	0.3063299	0.1435638	0.4504050
sal + phosphate	Pacific	(27.85,27.95]	-0.1451068	-0.3374928	0.0849332
sal + phosphate	Pacific	(27.95,28.05]	-0.5183887	-0.7619711	-0.1447050
sal + phosphate	Pacific	(28.05,28.1]	-0.5194945	-0.8186513	-0.0669985
sal + phosphate	Pacific	(28.1,28.2]	-0.1062195	-0.2707217	0.1924012
sal + phosphate	Pacific	(28.2,28.3]	0.9504298	0.9240942	0.9707287
sal + phosphate	Pacific	(28.3, Inf]	-0.6367536	-0.6367536	-0.6367536
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8534366	-0.8880282	-0.8316184
sal + phosphate_star	Atlantic	(26,26.5]	-0.7763975	-0.8140806	-0.7077708
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8238113	-0.8440206	-0.7952426
sal + phosphate_star	Atlantic	(26.75,27]	-0.9169910	-0.9245387	-0.9097960
sal + phosphate_star	Atlantic	(27,27.25]	-0.9743444	-0.9799282	-0.9712016
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9708180	-0.9830342	-0.9519989
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9517622	-0.9615079	-0.9461307
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8934731	-0.9193383	-0.8607565
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9070891	-0.9456997	-0.8665155
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8522798	-0.9742889	-0.6168026
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9684023	-0.9771436	-0.9589959
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9742891	-0.9860267	-0.9674584
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9078194	-0.9274024	-0.8828321
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9098057	-0.9632822	-0.8034142
sal + phosphate_star	Indian	(-Inf,26]	-0.4305580	-0.7286496	-0.1171402
sal + phosphate_star	Indian	(26,26.5]	-0.3986122	-0.6576047	-0.2139227
sal + phosphate_star	Indian	(26.5,26.75]	-0.1849268	-0.6392051	0.0979709
sal + phosphate_star	Indian	(26.75,27]	-0.6278704	-0.6448299	-0.6032908
sal + phosphate_star	Indian	(27,27.25]	-0.9377608	-0.9482590	-0.9297628
sal + phosphate_star	Indian	(27.25,27.5]	-0.9368304	-0.9502416	-0.9300881
sal + phosphate_star	Indian	(27.5,27.75]	-0.9165500	-0.9261680	-0.9041320
sal + phosphate_star	Indian	(27.75,27.85]	-0.7996124	-0.8697939	-0.7411263
sal + phosphate_star	Indian	(27.85,27.95]	-0.5228923	-0.7353677	-0.3766101
sal + phosphate_star	Indian	(27.95,28.05]	-0.7938675	-0.9396178	-0.6657166
sal + phosphate_star	Indian	(28.05,28.1]	-0.8569790	-0.9591580	-0.7606348
sal + phosphate_star	Indian	(28.1,28.2]	-0.8489667	-0.9207480	-0.7696054
sal + phosphate_star	Indian	(28.2,28.3]	-0.8580521	-0.9553028	-0.7518563
sal + phosphate_star	Indian	(28.3, Inf]	-0.9781952	-0.9989120	-0.9477012
sal + phosphate_star	Pacific	(-Inf,26]	-0.6314410	-0.6596279	-0.5877126
sal + phosphate_star	Pacific	(26,26.5]	-0.6824559	-0.8033878	-0.4602266
sal + phosphate_star	Pacific	(26.5,26.75]	-0.7068769	-0.7939141	-0.5588801
sal + phosphate_star	Pacific	(26.75,27]	-0.6537255	-0.7390413	-0.5951616
sal + phosphate_star	Pacific	(27,27.25]	-0.2366616	-0.3420726	-0.1336145
sal + phosphate_star	Pacific	(27.25,27.5]	-0.2980765	-0.3948759	-0.2461943
sal + phosphate_star	Pacific	(27.5,27.75]	-0.3334028	-0.5027738	-0.1974028
sal + phosphate_star	Pacific	(27.75,27.85]	-0.1841527	-0.3838910	0.1384695
sal + phosphate_star	Pacific	(27.85,27.95]	-0.3226812	-0.5899027	-0.0606048
sal + phosphate_star	Pacific	(27.95,28.05]	-0.6798969	-0.8146361	-0.5208963
sal + phosphate_star	Pacific	(28.05,28.1]	-0.8703325	-0.9385737	-0.8171504
sal + phosphate_star	Pacific	(28.1,28.2]	-0.8506201	-0.9207965	-0.8092316
sal + phosphate_star	Pacific	(28.2,28.3]	-0.9427465	-0.9752994	-0.9118283
sal + phosphate_star	Pacific	(28.3, Inf]	0.7106011	0.7106011	0.7106011
sal + temp	Atlantic	(-Inf,26]	0.9469547	0.9325958	0.9550257
sal + temp	Atlantic	(26,26.5]	0.9629926	0.9596076	0.9660706
sal + temp	Atlantic	(26.5,26.75]	0.9789065	0.9753753	0.9830604
sal + temp	Atlantic	(26.75,27]	0.9704121	0.9665126	0.9727401
sal + temp	Atlantic	(27,27.25]	0.9718650	0.9704624	0.9726829
sal + temp	Atlantic	(27.25,27.5]	0.9753303	0.9734444	0.9782923
sal + temp	Atlantic	(27.5,27.75]	0.9671364	0.9601563	0.9725270
sal + temp	Atlantic	(27.75,27.85]	0.9768560	0.9722071	0.9799693
sal + temp	Atlantic	(27.85,27.95]	0.9282554	0.9208221	0.9377936
sal + temp	Atlantic	(27.95,28.05]	0.9038874	0.8763276	0.9414401
sal + temp	Atlantic	(28.05,28.1]	0.9719504	0.9691409	0.9771857
sal + temp	Atlantic	(28.1,28.15]	0.9775585	0.9750654	0.9815011
sal + temp	Atlantic	(28.15,28.2]	0.8975207	0.8575009	0.9234827
sal + temp	Atlantic	(28.2, Inf]	0.2306622	0.0145434	0.6050786
sal + temp	Indian	(-Inf,26]	0.5642686	0.5092362	0.6128068
sal + temp	Indian	(26,26.5]	0.8609854	0.8241691	0.9090803
sal + temp	Indian	(26.5,26.75]	0.9372907	0.9245205	0.9485086
sal + temp	Indian	(26.75,27]	0.9438012	0.9309006	0.9533661
sal + temp	Indian	(27,27.25]	0.9589534	0.9555843	0.9643435
sal + temp	Indian	(27.25,27.5]	0.9363523	0.9089973	0.9535666
sal + temp	Indian	(27.5,27.75]	0.8581163	0.7995273	0.8971317
sal + temp	Indian	(27.75,27.85]	0.9370514	0.9067279	0.9545222
sal + temp	Indian	(27.85,27.95]	0.8939182	0.8876141	0.8978333
sal + temp	Indian	(27.95,28.05]	0.9247625	0.8855932	0.9587795
sal + temp	Indian	(28.05,28.1]	0.9693717	0.9515878	0.9838431
sal + temp	Indian	(28.1,28.2]	0.9485531	0.9360126	0.9564203
sal + temp	Indian	(28.2,28.3]	0.8212569	0.6600875	0.9515465
sal + temp	Indian	(28.3, Inf]	0.2975898	-0.2367702	0.9863437
sal + temp	Pacific	(-Inf,26]	0.7864305	0.7182079	0.8606577
sal + temp	Pacific	(26,26.5]	0.9287905	0.9163045	0.9446703
sal + temp	Pacific	(26.5,26.75]	0.9658491	0.9623529	0.9700996
sal + temp	Pacific	(26.75,27]	0.9453554	0.9231205	0.9609833
sal + temp	Pacific	(27,27.25]	0.7929249	0.7501374	0.8159886
sal + temp	Pacific	(27.25,27.5]	0.5963872	0.4992069	0.7058719
sal + temp	Pacific	(27.5,27.75]	0.3977302	0.2416725	0.6306021
sal + temp	Pacific	(27.75,27.85]	0.6090158	0.4790120	0.7265335
sal + temp	Pacific	(27.85,27.95]	0.2991802	0.0801379	0.6570700
sal + temp	Pacific	(27.95,28.05]	0.3274230	0.0702871	0.7330560
sal + temp	Pacific	(28.05,28.1]	0.5585300	0.3831741	0.8767834
sal + temp	Pacific	(28.1,28.2]	0.5093380	0.3311420	0.8197511
sal + temp	Pacific	(28.2,28.3]	0.7918430	0.6579937	0.9432573
sal + temp	Pacific	(28.3, Inf]	-0.6034178	-0.6034178	-0.6034178
temp + aou	Atlantic	(-Inf,26]	-0.1997157	-0.4232435	-0.0354239
temp + aou	Atlantic	(26,26.5]	-0.2806337	-0.3385192	-0.1843939
temp + aou	Atlantic	(26.5,26.75]	-0.3023236	-0.3542560	-0.2405585
temp + aou	Atlantic	(26.75,27]	-0.3078800	-0.3613552	-0.2156611
temp + aou	Atlantic	(27,27.25]	-0.2600325	-0.4472369	-0.1620185
temp + aou	Atlantic	(27.25,27.5]	-0.0230457	-0.1532699	0.1406599
temp + aou	Atlantic	(27.5,27.75]	-0.2312169	-0.3169710	-0.1563731
temp + aou	Atlantic	(27.75,27.85]	-0.3010673	-0.3969290	-0.1465673
temp + aou	Atlantic	(27.85,27.95]	-0.1756658	-0.3063643	-0.0410795
temp + aou	Atlantic	(27.95,28.05]	-0.4776382	-0.6008444	-0.4059996
temp + aou	Atlantic	(28.05,28.1]	-0.4626310	-0.6685904	-0.1769317
temp + aou	Atlantic	(28.1,28.15]	-0.4484200	-0.7015032	-0.0693900
temp + aou	Atlantic	(28.15,28.2]	0.3192943	0.2665356	0.3579926
temp + aou	Atlantic	(28.2, Inf]	0.0498346	-0.1918128	0.3053719
temp + aou	Indian	(-Inf,26]	-0.4052221	-0.4681718	-0.2887921
temp + aou	Indian	(26,26.5]	-0.1102031	-0.1636395	-0.0830827
temp + aou	Indian	(26.5,26.75]	0.2852750	0.0298711	0.4335066
temp + aou	Indian	(26.75,27]	0.6694328	0.5650745	0.7390487
temp + aou	Indian	(27,27.25]	0.8384612	0.8236708	0.8559483
temp + aou	Indian	(27.25,27.5]	0.8618775	0.8181540	0.8969218
temp + aou	Indian	(27.5,27.75]	0.8726930	0.8438072	0.8965780
temp + aou	Indian	(27.75,27.85]	0.9321986	0.9161187	0.9491297
temp + aou	Indian	(27.85,27.95]	0.8502103	0.8209966	0.8881739
temp + aou	Indian	(27.95,28.05]	0.7123387	0.5982075	0.7887644
temp + aou	Indian	(28.05,28.1]	0.7018762	0.5708276	0.7706325
temp + aou	Indian	(28.1,28.2]	0.8220862	0.7595239	0.8756942
temp + aou	Indian	(28.2,28.3]	-0.0030259	-0.7242240	0.8408529
temp + aou	Indian	(28.3, Inf]	-0.1930320	-0.9621950	0.9744937
temp + aou	Pacific	(-Inf,26]	-0.3700073	-0.4764192	-0.2567335
temp + aou	Pacific	(26,26.5]	-0.1310930	-0.3538464	0.1853140
temp + aou	Pacific	(26.5,26.75]	0.1167341	-0.0186855	0.3443587
temp + aou	Pacific	(26.75,27]	0.0340114	-0.0927468	0.2204591
temp + aou	Pacific	(27,27.25]	-0.1001854	-0.1584097	-0.0358622
temp + aou	Pacific	(27.25,27.5]	0.2374187	0.1426826	0.3574192
temp + aou	Pacific	(27.5,27.75]	0.4408696	0.2931750	0.5905187
temp + aou	Pacific	(27.75,27.85]	0.4131139	0.2075331	0.5160422
temp + aou	Pacific	(27.85,27.95]	0.2208419	-0.0222162	0.3628947
temp + aou	Pacific	(27.95,28.05]	0.2567718	0.0533229	0.4501456
temp + aou	Pacific	(28.05,28.1]	0.3596381	0.1417629	0.5834123
temp + aou	Pacific	(28.1,28.2]	0.7870787	0.7319931	0.8488905
temp + aou	Pacific	(28.2,28.3]	0.7507209	0.5662583	0.9880015
temp + aou	Pacific	(28.3, Inf]	0.9278733	0.9278733	0.9278733
temp + nitrate	Atlantic	(-Inf,26]	-0.1892792	-0.4399987	-0.0113181
temp + nitrate	Atlantic	(26,26.5]	-0.3524987	-0.4243843	-0.2416170
temp + nitrate	Atlantic	(26.5,26.75]	-0.3816672	-0.4108656	-0.3275381
temp + nitrate	Atlantic	(26.75,27]	-0.4756310	-0.5104267	-0.4140248
temp + nitrate	Atlantic	(27,27.25]	-0.6514984	-0.7547885	-0.5894362
temp + nitrate	Atlantic	(27.25,27.5]	-0.7336988	-0.8212708	-0.6485718
temp + nitrate	Atlantic	(27.5,27.75]	-0.7762851	-0.8432043	-0.7297734
temp + nitrate	Atlantic	(27.75,27.85]	-0.6711654	-0.7268079	-0.5802360
temp + nitrate	Atlantic	(27.85,27.95]	-0.4906783	-0.5684989	-0.3945701
temp + nitrate	Atlantic	(27.95,28.05]	-0.7004481	-0.7730111	-0.6614773
temp + nitrate	Atlantic	(28.05,28.1]	-0.8012303	-0.8500438	-0.7046332
temp + nitrate	Atlantic	(28.1,28.15]	-0.7651276	-0.8671288	-0.6037192
temp + nitrate	Atlantic	(28.15,28.2]	-0.2113676	-0.3089505	-0.1553194
temp + nitrate	Atlantic	(28.2, Inf]	-0.0053650	-0.3132639	0.2612354
temp + nitrate	Indian	(-Inf,26]	-0.4534722	-0.5168460	-0.3414587
temp + nitrate	Indian	(26,26.5]	-0.2123738	-0.2893822	-0.1718417
temp + nitrate	Indian	(26.5,26.75]	0.1195639	-0.2148825	0.3092129
temp + nitrate	Indian	(26.75,27]	0.4857453	0.3199633	0.5946460
temp + nitrate	Indian	(27,27.25]	0.6325224	0.6142178	0.6664196
temp + nitrate	Indian	(27.25,27.5]	0.6529527	0.5524577	0.7343921
temp + nitrate	Indian	(27.5,27.75]	0.8215085	0.7764771	0.8552558
temp + nitrate	Indian	(27.75,27.85]	0.8821164	0.8488935	0.9211133
temp + nitrate	Indian	(27.85,27.95]	0.6873502	0.5496260	0.8126946
temp + nitrate	Indian	(27.95,28.05]	0.3908441	0.2947443	0.5473505
temp + nitrate	Indian	(28.05,28.1]	0.4043214	0.3246398	0.5198522
temp + nitrate	Indian	(28.1,28.2]	0.6105955	0.5449945	0.7066484
temp + nitrate	Indian	(28.2,28.3]	-0.2520298	-0.8022920	0.6047903
temp + nitrate	Indian	(28.3, Inf]	0.5050163	-0.3389245	0.9528231
temp + nitrate	Pacific	(-Inf,26]	-0.5293585	-0.6052855	-0.4311855
temp + nitrate	Pacific	(26,26.5]	-0.3346541	-0.5703024	0.0137425
temp + nitrate	Pacific	(26.5,26.75]	-0.1179936	-0.2647668	0.0963298
temp + nitrate	Pacific	(26.75,27]	-0.2201647	-0.3089539	-0.1072579
temp + nitrate	Pacific	(27,27.25]	-0.3230397	-0.3869422	-0.2810574
temp + nitrate	Pacific	(27.25,27.5]	-0.0261884	-0.1291999	0.0323716
temp + nitrate	Pacific	(27.5,27.75]	0.3289505	0.1971707	0.4571027
temp + nitrate	Pacific	(27.75,27.85]	0.4327037	0.2431357	0.5304764
temp + nitrate	Pacific	(27.85,27.95]	0.2260795	0.0208879	0.3293535
temp + nitrate	Pacific	(27.95,28.05]	0.1769885	0.0033881	0.3204166
temp + nitrate	Pacific	(28.05,28.1]	0.2390601	0.0503506	0.3877558
temp + nitrate	Pacific	(28.1,28.2]	0.6881772	0.6562299	0.7325627
temp + nitrate	Pacific	(28.2,28.3]	0.7636600	0.6045371	0.9755110
temp + nitrate	Pacific	(28.3, Inf]	0.8062691	0.8062691	0.8062691
temp + phosphate	Atlantic	(-Inf,26]	-0.4755915	-0.5667307	-0.3254811
temp + phosphate	Atlantic	(26,26.5]	-0.4371885	-0.5006336	-0.3264571
temp + phosphate	Atlantic	(26.5,26.75]	-0.4226439	-0.4509869	-0.3668130
temp + phosphate	Atlantic	(26.75,27]	-0.4994236	-0.5367325	-0.4426989
temp + phosphate	Atlantic	(27,27.25]	-0.6611306	-0.7546572	-0.6011752
temp + phosphate	Atlantic	(27.25,27.5]	-0.7316627	-0.8170190	-0.6377756
temp + phosphate	Atlantic	(27.5,27.75]	-0.7680212	-0.8332605	-0.7307164
temp + phosphate	Atlantic	(27.75,27.85]	-0.6750363	-0.7269352	-0.5812111
temp + phosphate	Atlantic	(27.85,27.95]	-0.5756280	-0.6424463	-0.4770683
temp + phosphate	Atlantic	(27.95,28.05]	-0.7239867	-0.8199583	-0.5874995
temp + phosphate	Atlantic	(28.05,28.1]	-0.8437050	-0.8838155	-0.7689950
temp + phosphate	Atlantic	(28.1,28.15]	-0.8223709	-0.8959251	-0.6972520
temp + phosphate	Atlantic	(28.15,28.2]	-0.2637263	-0.3874585	-0.1778089
temp + phosphate	Atlantic	(28.2, Inf]	-0.0347843	-0.3873119	0.2392207
temp + phosphate	Indian	(-Inf,26]	-0.4126657	-0.4916631	-0.2800087
temp + phosphate	Indian	(26,26.5]	-0.1504877	-0.2457503	-0.0966909
temp + phosphate	Indian	(26.5,26.75]	0.1810133	-0.1490745	0.3651328
temp + phosphate	Indian	(26.75,27]	0.5441216	0.3849229	0.6439780
temp + phosphate	Indian	(27,27.25]	0.6930836	0.6719810	0.7325619
temp + phosphate	Indian	(27.25,27.5]	0.6922961	0.6042323	0.7670897
temp + phosphate	Indian	(27.5,27.75]	0.8337021	0.7918057	0.8615713
temp + phosphate	Indian	(27.75,27.85]	0.8872853	0.8391195	0.9303855
temp + phosphate	Indian	(27.85,27.95]	0.6834364	0.5296171	0.8154483
temp + phosphate	Indian	(27.95,28.05]	0.3720479	0.2554271	0.5261881
temp + phosphate	Indian	(28.05,28.1]	0.3811049	0.3217716	0.4974236
temp + phosphate	Indian	(28.1,28.2]	0.5970940	0.5118350	0.6970323
temp + phosphate	Indian	(28.2,28.3]	-0.3033458	-0.8203782	0.5103783
temp + phosphate	Indian	(28.3, Inf]	0.4459730	-0.3246181	0.9367151
temp + phosphate	Pacific	(-Inf,26]	-0.5013323	-0.5894458	-0.3862621
temp + phosphate	Pacific	(26,26.5]	-0.2931814	-0.5083379	0.0521240
temp + phosphate	Pacific	(26.5,26.75]	-0.0376487	-0.1897046	0.2180220
temp + phosphate	Pacific	(26.75,27]	-0.0603689	-0.1938069	0.1358186
temp + phosphate	Pacific	(27,27.25]	-0.1454408	-0.2186845	-0.0530443
temp + phosphate	Pacific	(27.25,27.5]	0.1829109	0.0695934	0.3331449
temp + phosphate	Pacific	(27.5,27.75]	0.4330240	0.2945033	0.5856574
temp + phosphate	Pacific	(27.75,27.85]	0.4390334	0.2556724	0.5330735
temp + phosphate	Pacific	(27.85,27.95]	0.2155831	0.0109353	0.3265047
temp + phosphate	Pacific	(27.95,28.05]	0.1685491	0.0006932	0.2984904
temp + phosphate	Pacific	(28.05,28.1]	0.2275334	0.0498947	0.3586711
temp + phosphate	Pacific	(28.1,28.2]	0.6679361	0.6115153	0.7261058
temp + phosphate	Pacific	(28.2,28.3]	0.7541349	0.5908651	0.9666662
temp + phosphate	Pacific	(28.3, Inf]	0.7568903	0.7568903	0.7568903
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8969966	-0.9310714	-0.8442216
temp + phosphate_star	Atlantic	(26,26.5]	-0.8554921	-0.8802432	-0.8097408
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8412045	-0.8676080	-0.8246619
temp + phosphate_star	Atlantic	(26.75,27]	-0.9218096	-0.9316589	-0.9167740
temp + phosphate_star	Atlantic	(27,27.25]	-0.9774634	-0.9825696	-0.9730418
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9732904	-0.9871470	-0.9501756
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9564584	-0.9653380	-0.9481511
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9228362	-0.9326009	-0.9177908
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9069320	-0.9242735	-0.8980729
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8560154	-0.8988859	-0.7823814
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9691207	-0.9777138	-0.9636651
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9568555	-0.9766084	-0.9426525
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.7503819	-0.8456721	-0.6537481
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.1997959	-0.6302186	0.0647018
temp + phosphate_star	Indian	(-Inf,26]	-0.5823940	-0.6994936	-0.4432865
temp + phosphate_star	Indian	(26,26.5]	-0.4071141	-0.5744965	-0.3225697
temp + phosphate_star	Indian	(26.5,26.75]	-0.3195107	-0.7017108	-0.1035159
temp + phosphate_star	Indian	(26.75,27]	-0.8015875	-0.8529943	-0.7622773
temp + phosphate_star	Indian	(27,27.25]	-0.9879237	-0.9925000	-0.9840227
temp + phosphate_star	Indian	(27.25,27.5]	-0.9928306	-0.9957175	-0.9897182
temp + phosphate_star	Indian	(27.5,27.75]	-0.9522589	-0.9662752	-0.9312985
temp + phosphate_star	Indian	(27.75,27.85]	-0.8425089	-0.8758965	-0.8117595
temp + phosphate_star	Indian	(27.85,27.95]	-0.6318164	-0.8373990	-0.4821299
temp + phosphate_star	Indian	(27.95,28.05]	-0.8166787	-0.9390961	-0.6966423
temp + phosphate_star	Indian	(28.05,28.1]	-0.8259084	-0.9459332	-0.7034097
temp + phosphate_star	Indian	(28.1,28.2]	-0.8012938	-0.9132814	-0.6982516
temp + phosphate_star	Indian	(28.2,28.3]	-0.9267915	-0.9769034	-0.8786862
temp + phosphate_star	Indian	(28.3, Inf]	-0.2937541	-0.9869595	0.3841557
temp + phosphate_star	Pacific	(-Inf,26]	-0.8582160	-0.8804054	-0.8171231
temp + phosphate_star	Pacific	(26,26.5]	-0.7912104	-0.8796464	-0.6199729
temp + phosphate_star	Pacific	(26.5,26.75]	-0.7609427	-0.8368480	-0.6298598
temp + phosphate_star	Pacific	(26.75,27]	-0.7806245	-0.8431321	-0.7090374
temp + phosphate_star	Pacific	(27,27.25]	-0.6303933	-0.7061999	-0.5316747
temp + phosphate_star	Pacific	(27.25,27.5]	-0.6437875	-0.7055571	-0.5708035
temp + phosphate_star	Pacific	(27.5,27.75]	-0.6570090	-0.7165490	-0.5489931
temp + phosphate_star	Pacific	(27.75,27.85]	-0.3639285	-0.5639269	-0.0756257
temp + phosphate_star	Pacific	(27.85,27.95]	-0.3357816	-0.6714287	-0.1259788
temp + phosphate_star	Pacific	(27.95,28.05]	-0.5704425	-0.7877658	-0.3921868
temp + phosphate_star	Pacific	(28.05,28.1]	-0.5148665	-0.7992429	-0.2547795
temp + phosphate_star	Pacific	(28.1,28.2]	-0.5540450	-0.8422394	-0.3690913
temp + phosphate_star	Pacific	(28.2,28.3]	-0.8622567	-0.9962809	-0.7584147
temp + phosphate_star	Pacific	(28.3, Inf]	-0.9745494	-0.9745494	-0.9745494

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
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
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]	-0.0208736	-0.1945897	0.0838889
aou	Atlantic	(26,26.5]	0.0958877	-0.0965185	0.1986450
aou	Atlantic	(26.5,26.75]	0.0111755	-0.3251988	0.2193287
aou	Atlantic	(26.75,27]	-0.5458670	-0.6872106	-0.3542998
aou	Atlantic	(27,27.25]	-0.6804563	-0.6997019	-0.6536195
aou	Atlantic	(27.25,27.5]	-0.5717125	-0.7732898	-0.4594219
aou	Atlantic	(27.5,27.75]	-0.8249964	-0.8737562	-0.7679849
aou	Atlantic	(27.75,27.85]	-0.9345675	-0.9471133	-0.9259317
aou	Atlantic	(27.85,27.95]	-0.8335631	-0.8642146	-0.8147483
aou	Atlantic	(27.95,28.05]	-0.9238831	-0.9468469	-0.9010692
aou	Atlantic	(28.05,28.1]	-0.7728291	-0.8428222	-0.6691766
aou	Atlantic	(28.1,28.15]	-0.7916839	-0.8816741	-0.6944267
aou	Atlantic	(28.15,28.2]	-0.7178725	-0.8036276	-0.5805323
aou	Atlantic	(28.2, Inf]	-0.9091992	-0.9450979	-0.8694246
aou	Indian	(-Inf,26]	-0.0737301	-0.3578772	0.2307380
aou	Indian	(26,26.5]	-0.6563471	-0.8059084	-0.5625586
aou	Indian	(26.5,26.75]	-0.7943633	-0.8974917	-0.6640798
aou	Indian	(26.75,27]	-0.7324783	-0.8230811	-0.6724169
aou	Indian	(27,27.25]	-0.2271471	-0.4677818	0.0452296
aou	Indian	(27.25,27.5]	-0.3301517	-0.5336101	0.0351463
aou	Indian	(27.5,27.75]	-0.6939092	-0.8630761	-0.4417202
aou	Indian	(27.75,27.85]	-0.8640575	-0.9348084	-0.8240601
aou	Indian	(27.85,27.95]	-0.7722406	-0.9382896	-0.6145635
aou	Indian	(27.95,28.05]	-0.4815534	-0.7094817	-0.1018405
aou	Indian	(28.05,28.1]	-0.2583502	-0.4995353	0.1457132
aou	Indian	(28.1,28.2]	0.1621335	0.0412814	0.2714977
aou	Indian	(28.2,28.3]	-0.6345921	-0.9153974	-0.3870551
aou	Indian	(28.3, Inf]	-0.0602405	-0.6781604	0.9995312
aou	Pacific	(-Inf,26]	0.3643140	0.2872875	0.4383494
aou	Pacific	(26,26.5]	0.0468493	-0.1181429	0.3469070
aou	Pacific	(26.5,26.75]	-0.2512601	-0.3505500	-0.0537152
aou	Pacific	(26.75,27]	-0.7177751	-0.7647320	-0.6246743
aou	Pacific	(27,27.25]	-0.8088459	-0.8244127	-0.7929865
aou	Pacific	(27.25,27.5]	-0.0036902	-0.0637851	0.0802272
aou	Pacific	(27.5,27.75]	0.5956774	0.5486758	0.6841002
aou	Pacific	(27.75,27.85]	0.7075246	0.6476316	0.7619794
aou	Pacific	(27.85,27.95]	0.7290645	0.6597783	0.7844627
aou	Pacific	(27.95,28.05]	0.8614565	0.8505122	0.8705748
aou	Pacific	(28.05,28.1]	0.7543063	0.6458180	0.8114821
aou	Pacific	(28.1,28.2]	0.6932449	0.5742741	0.8140739
aou	Pacific	(28.2,28.3]	-0.2943189	-0.9328566	0.9703739
aou	Pacific	(28.3, Inf]	0.9562125	0.9562125	0.9562125
nitrate	Atlantic	(-Inf,26]	-0.1133221	-0.2917908	0.0114891
nitrate	Atlantic	(26,26.5]	0.0675966	-0.1244130	0.1686405
nitrate	Atlantic	(26.5,26.75]	-0.0056795	-0.3273405	0.1842559
nitrate	Atlantic	(26.75,27]	-0.5795950	-0.6864285	-0.4231635
nitrate	Atlantic	(27,27.25]	-0.8608977	-0.8802337	-0.8404967
nitrate	Atlantic	(27.25,27.5]	-0.9509818	-0.9686044	-0.9352387
nitrate	Atlantic	(27.5,27.75]	-0.9549931	-0.9664918	-0.9463575
nitrate	Atlantic	(27.75,27.85]	-0.9127446	-0.9425736	-0.8948699
nitrate	Atlantic	(27.85,27.95]	-0.8101737	-0.8186102	-0.8040959
nitrate	Atlantic	(27.95,28.05]	-0.8935440	-0.9070148	-0.8732781
nitrate	Atlantic	(28.05,28.1]	-0.9457576	-0.9514388	-0.9391748
nitrate	Atlantic	(28.1,28.15]	-0.9688351	-0.9759712	-0.9565950
nitrate	Atlantic	(28.15,28.2]	-0.9872670	-0.9958314	-0.9755522
nitrate	Atlantic	(28.2, Inf]	-0.9875461	-0.9953247	-0.9769308
nitrate	Indian	(-Inf,26]	-0.0844928	-0.3556352	0.2233131
nitrate	Indian	(26,26.5]	-0.6723254	-0.8003747	-0.6000307
nitrate	Indian	(26.5,26.75]	-0.8425009	-0.9026324	-0.7767689
nitrate	Indian	(26.75,27]	-0.8249734	-0.8752198	-0.7837991
nitrate	Indian	(27,27.25]	-0.4913740	-0.6907885	-0.2445825
nitrate	Indian	(27.25,27.5]	-0.5498925	-0.7113420	-0.2367692
nitrate	Indian	(27.5,27.75]	-0.6691871	-0.8494993	-0.4048740
nitrate	Indian	(27.75,27.85]	-0.8715345	-0.9165420	-0.8385379
nitrate	Indian	(27.85,27.95]	-0.8914971	-0.9596156	-0.8306076
nitrate	Indian	(27.95,28.05]	-0.7596717	-0.8759811	-0.5699394
nitrate	Indian	(28.05,28.1]	-0.5562303	-0.7212067	-0.3019660
nitrate	Indian	(28.1,28.2]	-0.1061866	-0.1819380	0.0210638
nitrate	Indian	(28.2,28.3]	-0.8788117	-0.9932878	-0.7016234
nitrate	Indian	(28.3, Inf]	-0.8810730	-0.9981753	-0.7773476
nitrate	Pacific	(-Inf,26]	0.2340625	0.1816274	0.2813136
nitrate	Pacific	(26,26.5]	-0.1015061	-0.2931660	0.2347927
nitrate	Pacific	(26.5,26.75]	-0.3805754	-0.4775718	-0.1892532
nitrate	Pacific	(26.75,27]	-0.7456607	-0.7816925	-0.6752036
nitrate	Pacific	(27,27.25]	-0.7980508	-0.8181504	-0.7844919
nitrate	Pacific	(27.25,27.5]	0.0816825	-0.0310541	0.2152452
nitrate	Pacific	(27.5,27.75]	0.6639769	0.6191394	0.7340168
nitrate	Pacific	(27.75,27.85]	0.6709863	0.6195947	0.7241974
nitrate	Pacific	(27.85,27.95]	0.6804294	0.6218373	0.7275805
nitrate	Pacific	(27.95,28.05]	0.8129973	0.7875563	0.8289064
nitrate	Pacific	(28.05,28.1]	0.6334194	0.5459595	0.7100696
nitrate	Pacific	(28.1,28.2]	0.5358943	0.4270545	0.6203490
nitrate	Pacific	(28.2,28.3]	-0.3116757	-0.9468097	0.9448102
nitrate	Pacific	(28.3, Inf]	0.8487266	0.8487266	0.8487266
phosphate	Atlantic	(-Inf,26]	0.1525957	-0.0030659	0.2791050
phosphate	Atlantic	(26,26.5]	0.1501944	-0.0349464	0.2452500
phosphate	Atlantic	(26.5,26.75]	0.0461381	-0.2695683	0.2299474
phosphate	Atlantic	(26.75,27]	-0.5495789	-0.6542347	-0.3964491
phosphate	Atlantic	(27,27.25]	-0.8435189	-0.8631708	-0.8181450
phosphate	Atlantic	(27.25,27.5]	-0.9506348	-0.9743642	-0.9353218
phosphate	Atlantic	(27.5,27.75]	-0.9517944	-0.9688328	-0.9303504
phosphate	Atlantic	(27.75,27.85]	-0.8716629	-0.9052544	-0.8439282
phosphate	Atlantic	(27.85,27.95]	-0.7122458	-0.7378752	-0.6796632
phosphate	Atlantic	(27.95,28.05]	-0.7762772	-0.7828048	-0.7687409
phosphate	Atlantic	(28.05,28.1]	-0.9343587	-0.9535190	-0.9131298
phosphate	Atlantic	(28.1,28.15]	-0.9551379	-0.9699778	-0.9459752
phosphate	Atlantic	(28.15,28.2]	-0.9850185	-0.9959648	-0.9747187
phosphate	Atlantic	(28.2, Inf]	-0.9944022	-0.9946909	-0.9938798
phosphate	Indian	(-Inf,26]	-0.1119138	-0.3934065	0.1989497
phosphate	Indian	(26,26.5]	-0.6938720	-0.8346958	-0.6006803
phosphate	Indian	(26.5,26.75]	-0.8483713	-0.9268601	-0.7616556
phosphate	Indian	(26.75,27]	-0.8243977	-0.8916754	-0.7871956
phosphate	Indian	(27,27.25]	-0.4135465	-0.6098289	-0.1639007
phosphate	Indian	(27.25,27.5]	-0.5148358	-0.6757060	-0.1959365
phosphate	Indian	(27.5,27.75]	-0.6672990	-0.8440870	-0.4073977
phosphate	Indian	(27.75,27.85]	-0.8754398	-0.9192401	-0.8427697
phosphate	Indian	(27.85,27.95]	-0.8977471	-0.9627108	-0.8451553
phosphate	Indian	(27.95,28.05]	-0.7757316	-0.8899498	-0.6030965
phosphate	Indian	(28.05,28.1]	-0.5762292	-0.7370362	-0.3428578
phosphate	Indian	(28.1,28.2]	-0.1005115	-0.1668786	0.0300974
phosphate	Indian	(28.2,28.3]	-0.9126101	-0.9971847	-0.7798883
phosphate	Indian	(28.3, Inf]	-0.9298930	-0.9995272	-0.8121337
phosphate	Pacific	(-Inf,26]	0.2652422	0.2044192	0.3130080
phosphate	Pacific	(26,26.5]	-0.0812316	-0.2739546	0.2418812
phosphate	Pacific	(26.5,26.75]	-0.3244764	-0.4245061	-0.1272708
phosphate	Pacific	(26.75,27]	-0.7021787	-0.7571404	-0.6141177
phosphate	Pacific	(27,27.25]	-0.8195180	-0.8324176	-0.8050167
phosphate	Pacific	(27.25,27.5]	-0.0395121	-0.0865332	0.0117700
phosphate	Pacific	(27.5,27.75]	0.5685396	0.5038787	0.6619205
phosphate	Pacific	(27.75,27.85]	0.6631983	0.6146826	0.7159691
phosphate	Pacific	(27.85,27.95]	0.6892265	0.6287288	0.7353618
phosphate	Pacific	(27.95,28.05]	0.8170176	0.7812876	0.8388869
phosphate	Pacific	(28.05,28.1]	0.6392127	0.5606417	0.7263100
phosphate	Pacific	(28.1,28.2]	0.5290300	0.4331697	0.6303589
phosphate	Pacific	(28.2,28.3]	-0.3196042	-0.9530750	0.9307613
phosphate	Pacific	(28.3, Inf]	0.8002776	0.8002776	0.8002776
phosphate_star	Atlantic	(-Inf,26]	0.4326058	0.3113992	0.5115886
phosphate_star	Atlantic	(26,26.5]	0.3692731	0.2174812	0.4887920
phosphate_star	Atlantic	(26.5,26.75]	0.2634638	0.0554721	0.4133673
phosphate_star	Atlantic	(26.75,27]	-0.3315773	-0.3794241	-0.2645271
phosphate_star	Atlantic	(27,27.25]	-0.6818934	-0.8518490	-0.5678871
phosphate_star	Atlantic	(27.25,27.5]	-0.7792819	-0.8904648	-0.7221414
phosphate_star	Atlantic	(27.5,27.75]	-0.7464788	-0.8378488	-0.6956265
phosphate_star	Atlantic	(27.75,27.85]	-0.5810930	-0.6996005	-0.5071520
phosphate_star	Atlantic	(27.85,27.95]	-0.2664772	-0.3287305	-0.2131270
phosphate_star	Atlantic	(27.95,28.05]	-0.3779020	-0.4904063	-0.2489901
phosphate_star	Atlantic	(28.05,28.1]	-0.8781793	-0.9332429	-0.8181192
phosphate_star	Atlantic	(28.1,28.15]	-0.8825452	-0.9449727	-0.8035948
phosphate_star	Atlantic	(28.15,28.2]	-0.7998417	-0.8632971	-0.7157552
phosphate_star	Atlantic	(28.2, Inf]	-0.9424872	-0.9899094	-0.8705378
phosphate_star	Indian	(-Inf,26]	-0.0886360	-0.3424586	0.2259326
phosphate_star	Indian	(26,26.5]	-0.7132525	-0.8676079	-0.6046491
phosphate_star	Indian	(26.5,26.75]	-0.8311659	-0.8888181	-0.7940125
phosphate_star	Indian	(26.75,27]	-0.3946751	-0.5666512	-0.2296938
phosphate_star	Indian	(27,27.25]	-0.3046759	-0.5823772	-0.0210085
phosphate_star	Indian	(27.25,27.5]	-0.0324930	-0.4026132	0.2371266
phosphate_star	Indian	(27.5,27.75]	0.7167106	0.5258365	0.8419749
phosphate_star	Indian	(27.75,27.85]	0.5927734	0.3823623	0.8245967
phosphate_star	Indian	(27.85,27.95]	-0.2663762	-0.4179928	-0.0353926
phosphate_star	Indian	(27.95,28.05]	-0.6120498	-0.7688269	-0.3292685
phosphate_star	Indian	(28.05,28.1]	-0.7758185	-0.9140238	-0.5672589
phosphate_star	Indian	(28.1,28.2]	-0.6785915	-0.8419790	-0.5565497
phosphate_star	Indian	(28.2,28.3]	-0.5798069	-0.8610381	-0.0827875
phosphate_star	Indian	(28.3, Inf]	-0.4724439	-0.9939860	0.5551262
phosphate_star	Pacific	(-Inf,26]	0.1274072	0.0780277	0.1537205
phosphate_star	Pacific	(26,26.5]	-0.3791135	-0.5130155	-0.1919218
phosphate_star	Pacific	(26.5,26.75]	-0.5636967	-0.5991712	-0.5013459
phosphate_star	Pacific	(26.75,27]	-0.4163959	-0.4600762	-0.3692296
phosphate_star	Pacific	(27,27.25]	-0.0372636	-0.3027101	0.0955592
phosphate_star	Pacific	(27.25,27.5]	-0.0281304	-0.2021613	0.0658889
phosphate_star	Pacific	(27.5,27.75]	-0.3402907	-0.4238524	-0.2239856
phosphate_star	Pacific	(27.75,27.85]	-0.4961919	-0.5431459	-0.4149847
phosphate_star	Pacific	(27.85,27.95]	0.1298443	-0.1415818	0.2847615
phosphate_star	Pacific	(27.95,28.05]	0.2550411	-0.2831680	0.5429312
phosphate_star	Pacific	(28.05,28.1]	-0.0789893	-0.5579072	0.1852407
phosphate_star	Pacific	(28.1,28.2]	-0.5020262	-0.8520831	-0.1505029
phosphate_star	Pacific	(28.2,28.3]	0.1799492	-0.9903751	0.8268000
phosphate_star	Pacific	(28.3, Inf]	-0.9698025	-0.9698025	-0.9698025
sal	Atlantic	(-Inf,26]	-0.4468914	-0.5332424	-0.3013683
sal	Atlantic	(26,26.5]	-0.5694998	-0.7549041	-0.4497036
sal	Atlantic	(26.5,26.75]	-0.5741515	-0.7245862	-0.4691368
sal	Atlantic	(26.75,27]	-0.0018916	-0.1035942	0.0917161
sal	Atlantic	(27,27.25]	0.5822029	0.4672056	0.7770924
sal	Atlantic	(27.25,27.5]	0.7303615	0.5721212	0.8897759
sal	Atlantic	(27.5,27.75]	0.6697378	0.5797717	0.7868550
sal	Atlantic	(27.75,27.85]	0.4168724	0.2849369	0.5504228
sal	Atlantic	(27.85,27.95]	0.1952290	0.1327554	0.2593328
sal	Atlantic	(27.95,28.05]	0.3394663	0.2934828	0.3977374
sal	Atlantic	(28.05,28.1]	0.8291223	0.7468809	0.8987521
sal	Atlantic	(28.1,28.15]	0.7975098	0.6744101	0.8674953
sal	Atlantic	(28.15,28.2]	0.5116733	0.3448211	0.6282373
sal	Atlantic	(28.2, Inf]	0.7389526	0.4279830	0.9201988
sal	Indian	(-Inf,26]	0.1503728	-0.0187444	0.2470611
sal	Indian	(26,26.5]	0.1315605	-0.2007246	0.3972957
sal	Indian	(26.5,26.75]	-0.1564321	-0.3943311	0.3067261
sal	Indian	(26.75,27]	-0.3844193	-0.5501790	-0.1850356
sal	Indian	(27,27.25]	0.0494309	-0.2118061	0.3409618
sal	Indian	(27.25,27.5]	-0.1271677	-0.3420959	0.2542535
sal	Indian	(27.5,27.75]	-0.5777603	-0.7614621	-0.3349331
sal	Indian	(27.75,27.85]	-0.7729040	-0.8836057	-0.6750516
sal	Indian	(27.85,27.95]	-0.4810365	-0.7911454	-0.2039162
sal	Indian	(27.95,28.05]	0.1655076	-0.2434814	0.5463674
sal	Indian	(28.05,28.1]	0.4414828	0.0911708	0.7048763
sal	Indian	(28.1,28.2]	0.3842642	0.1996452	0.5675578
sal	Indian	(28.2,28.3]	0.2522796	-0.0670374	0.4663631
sal	Indian	(28.3, Inf]	0.4229992	-0.5728930	0.9347905
sal	Pacific	(-Inf,26]	0.0898984	0.0546021	0.1276463
sal	Pacific	(26,26.5]	0.4357415	0.3926445	0.4808027
sal	Pacific	(26.5,26.75]	0.5614818	0.5483028	0.5875702
sal	Pacific	(26.75,27]	0.2885046	0.2440055	0.3410078
sal	Pacific	(27,27.25]	-0.1260651	-0.1686879	-0.0878946
sal	Pacific	(27.25,27.5]	-0.7229920	-0.7637803	-0.6694080
sal	Pacific	(27.5,27.75]	-0.1627091	-0.2112975	-0.1255783
sal	Pacific	(27.75,27.85]	-0.1226784	-0.2258430	-0.0061668
sal	Pacific	(27.85,27.95]	-0.1490931	-0.3511861	0.1259733
sal	Pacific	(27.95,28.05]	-0.3334960	-0.7140294	0.3136626
sal	Pacific	(28.05,28.1]	-0.1775733	-0.6468405	0.5599828
sal	Pacific	(28.1,28.2]	0.1067329	-0.3602174	0.6813269
sal	Pacific	(28.2,28.3]	-0.3107966	-0.9161467	0.8956925
sal	Pacific	(28.3, Inf]	-0.7301529	-0.7301529	-0.7301529
temp	Atlantic	(-Inf,26]	-0.4714155	-0.5786732	-0.3004758
temp	Atlantic	(26,26.5]	-0.5403715	-0.6764613	-0.4393634
temp	Atlantic	(26.5,26.75]	-0.5048776	-0.6552820	-0.3983811
temp	Atlantic	(26.75,27]	0.0452606	-0.0365625	0.1134475
temp	Atlantic	(27,27.25]	0.5971124	0.4890758	0.7898898
temp	Atlantic	(27.25,27.5]	0.7108913	0.5504382	0.8775758
temp	Atlantic	(27.5,27.75]	0.6337077	0.5725949	0.7494697
temp	Atlantic	(27.75,27.85]	0.4215139	0.3001413	0.5426301
temp	Atlantic	(27.85,27.95]	0.1640372	0.1112585	0.1969712
temp	Atlantic	(27.95,28.05]	0.4636597	0.3975610	0.5357365
temp	Atlantic	(28.05,28.1]	0.7843936	0.6872765	0.8649720
temp	Atlantic	(28.1,28.15]	0.7407672	0.5780155	0.8290561
temp	Atlantic	(28.15,28.2]	0.2645815	0.1408716	0.4443013
temp	Atlantic	(28.2, Inf]	0.1190699	-0.1343000	0.4506861
temp	Indian	(-Inf,26]	-0.4547369	-0.5673696	-0.3529396
temp	Indian	(26,26.5]	-0.0123278	-0.1687105	0.1004035
temp	Indian	(26.5,26.75]	-0.1012471	-0.3078742	0.2564210
temp	Indian	(26.75,27]	-0.1283436	-0.3194724	0.1339417
temp	Indian	(27,27.25]	0.2895680	0.0200554	0.5688165
temp	Indian	(27.25,27.5]	0.0907873	-0.1703624	0.4475862
temp	Indian	(27.5,27.75]	-0.7013644	-0.7939144	-0.5397510
temp	Indian	(27.75,27.85]	-0.8502264	-0.9470339	-0.7503981
temp	Indian	(27.85,27.95]	-0.4879871	-0.8296617	-0.1726932
temp	Indian	(27.95,28.05]	0.1276282	-0.2414569	0.5154690
temp	Indian	(28.05,28.1]	0.4174328	0.0868493	0.7074704
temp	Indian	(28.1,28.2]	0.4508975	0.2667908	0.6264224
temp	Indian	(28.2,28.3]	0.5730732	0.1004681	0.8481649
temp	Indian	(28.3, Inf]	-0.2750961	-0.5780415	0.3191834
temp	Pacific	(-Inf,26]	-0.2069292	-0.2859768	-0.1155984
temp	Pacific	(26,26.5]	0.3670556	0.3332511	0.3978974
temp	Pacific	(26.5,26.75]	0.5297367	0.5120200	0.5505044
temp	Pacific	(26.75,27]	0.2951297	0.2466440	0.3395009
temp	Pacific	(27,27.25]	0.1217877	0.0835635	0.1585123
temp	Pacific	(27.25,27.5]	-0.3396908	-0.3398802	-0.3394073
temp	Pacific	(27.5,27.75]	-0.3392681	-0.3894136	-0.2404526
temp	Pacific	(27.75,27.85]	-0.2252469	-0.4089552	-0.0674924
temp	Pacific	(27.85,27.95]	-0.2890389	-0.6108656	0.1040531
temp	Pacific	(27.95,28.05]	0.1403751	-0.2245628	0.6214947
temp	Pacific	(28.05,28.1]	0.3623959	0.1242867	0.8075478
temp	Pacific	(28.1,28.2]	0.6119999	0.4461611	0.8479578
temp	Pacific	(28.2,28.3]	-0.0015976	-0.5496446	0.9857279
temp	Pacific	(28.3, Inf]	0.9776080	0.9776080	0.9776080

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_1.33      
 [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_1.1.3      tibble_3.1.3     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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.9.1      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_1.0.1