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: ef2710f

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 ef2710f. 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/
    Untracked:  docs_GV_2021_AIP_mon_standard_ftref_ORCA/

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	2e8d815	Donghe-Zhu	2021-08-19	Build site.
html	d98dd99	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.
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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
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
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16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
2e8d815	Donghe-Zhu	2021-08-19
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
2e8d815	Donghe-Zhu	2021-08-19
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

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
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
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
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
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
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
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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
2e8d815	Donghe-Zhu	2021-08-19
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	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	N_Atlantic	(-Inf,26]	0.9916435	0.9894676	0.9933921
aou + nitrate	N_Atlantic	(26,26.5]	0.9920401	0.9913241	0.9927459
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9939901	0.9918574	0.9963233
aou + nitrate	N_Atlantic	(26.75,27]	0.9941131	0.9930784	0.9951070
aou + nitrate	N_Atlantic	(27,27.25]	0.9744098	0.9712495	0.9777298
aou + nitrate	N_Atlantic	(27.25,27.5]	0.8971771	0.8789210	0.9071079
aou + nitrate	N_Atlantic	(27.5,27.75]	0.8250554	0.8038201	0.8637592
aou + nitrate	N_Atlantic	(27.75,27.85]	0.8144997	0.7565503	0.8653177
aou + nitrate	N_Atlantic	(27.85,27.95]	0.8759688	0.8565137	0.8875094
aou + nitrate	N_Atlantic	(27.95,28.05]	0.8722988	0.7506384	0.9411406
aou + nitrate	N_Atlantic	(28.05,28.1]	0.9754337	0.9601633	0.9888987
aou + nitrate	N_Atlantic	(28.1,28.15]	0.9957104	0.9942948	0.9972952
aou + nitrate	N_Atlantic	(28.15,28.2]	0.8959013	0.6909107	0.9989456
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9781176	0.9664654	0.9974790
aou + nitrate	N_Pacific	(-Inf,26]	0.9704123	0.9674627	0.9747069
aou + nitrate	N_Pacific	(26,26.5]	0.9486597	0.9293889	0.9625437
aou + nitrate	N_Pacific	(26.5,26.75]	0.8815083	0.8578809	0.9087563
aou + nitrate	N_Pacific	(26.75,27]	0.6916678	0.6199028	0.7517828
aou + nitrate	N_Pacific	(27,27.25]	0.4772111	0.2672932	0.5837510
aou + nitrate	N_Pacific	(27.25,27.5]	0.6517619	0.4363574	0.7930821
aou + nitrate	N_Pacific	(27.5,27.75]	0.8096501	0.6652855	0.8831130
aou + nitrate	N_Pacific	(27.75,27.85]	0.9633468	0.9511999	0.9788607
aou + nitrate	N_Pacific	(27.85,27.95]	0.9417770	0.9287619	0.9512089
aou + nitrate	N_Pacific	(27.95,28.05]	0.9931567	0.9908063	0.9948065
aou + nitrate	N_Pacific	(28.05,28.1]	0.9992365	0.9990125	0.9994227
aou + nitrate	N_Pacific	(28.1,28.2]	0.9949634	0.9927606	0.9961340
aou + nitrate	S_Atlantic	(-Inf,26]	0.9804510	0.9717164	0.9910252
aou + nitrate	S_Atlantic	(26,26.5]	0.9868948	0.9811031	0.9913104
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9925489	0.9919585	0.9931943
aou + nitrate	S_Atlantic	(26.75,27]	0.9692109	0.9581302	0.9755955
aou + nitrate	S_Atlantic	(27,27.25]	0.9166315	0.8664400	0.9511212
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9009666	0.8754377	0.9282047
aou + nitrate	S_Atlantic	(27.5,27.75]	0.1625134	0.1393764	0.1942795
aou + nitrate	S_Atlantic	(27.75,27.85]	0.9543192	0.9186982	0.9747615
aou + nitrate	S_Atlantic	(27.85,27.95]	0.9804428	0.9726268	0.9914829
aou + nitrate	S_Atlantic	(27.95,28.05]	0.9255875	0.9121384	0.9416081
aou + nitrate	S_Atlantic	(28.05,28.1]	0.7420612	0.5469031	0.9223035
aou + nitrate	S_Atlantic	(28.1,28.15]	0.7092242	0.4705621	0.8996204
aou + nitrate	S_Atlantic	(28.15,28.2]	0.5727910	0.4413645	0.7003685
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8385828	0.6715142	0.9361181
aou + nitrate	S_Pacific	(-Inf,26]	0.9901966	0.9876980	0.9924501
aou + nitrate	S_Pacific	(26,26.5]	0.9657732	0.9456792	0.9781642
aou + nitrate	S_Pacific	(26.5,26.75]	0.9290578	0.9023896	0.9524653
aou + nitrate	S_Pacific	(26.75,27]	0.9125150	0.8692393	0.9474997
aou + nitrate	S_Pacific	(27,27.25]	0.9332639	0.8976189	0.9597646
aou + nitrate	S_Pacific	(27.25,27.5]	0.9209164	0.8604165	0.9526316
aou + nitrate	S_Pacific	(27.5,27.75]	0.9808281	0.9735801	0.9847836
aou + nitrate	S_Pacific	(27.75,27.85]	0.9955270	0.9944544	0.9967517
aou + nitrate	S_Pacific	(27.85,27.95]	0.9929077	0.9890592	0.9955597
aou + nitrate	S_Pacific	(27.95,28.05]	0.9850133	0.9755008	0.9901224
aou + nitrate	S_Pacific	(28.05,28.1]	0.9650458	0.9390751	0.9805097
aou + nitrate	S_Pacific	(28.1,28.2]	0.8279617	0.7464766	0.8725051
aou + nitrate	S_Pacific	(28.2,28.3]	0.9895401	0.9858842	0.9952282
aou + nitrate	S_Pacific	(28.3, Inf]	0.9505720	0.9505720	0.9505720
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	N_Atlantic	(-Inf,26]	0.9839762	0.9818514	0.9855648
aou + phosphate	N_Atlantic	(26,26.5]	0.9913179	0.9903778	0.9925280
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9939759	0.9910317	0.9964127
aou + phosphate	N_Atlantic	(26.75,27]	0.9932580	0.9914867	0.9951114
aou + phosphate	N_Atlantic	(27,27.25]	0.9781773	0.9763591	0.9801363
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9216200	0.9033462	0.9347151
aou + phosphate	N_Atlantic	(27.5,27.75]	0.8571601	0.8354548	0.8830063
aou + phosphate	N_Atlantic	(27.75,27.85]	0.8368045	0.7779887	0.8830956
aou + phosphate	N_Atlantic	(27.85,27.95]	0.6949333	0.6586012	0.7201147
aou + phosphate	N_Atlantic	(27.95,28.05]	0.5905642	0.5007464	0.6488042
aou + phosphate	N_Atlantic	(28.05,28.1]	0.9340251	0.9013651	0.9570044
aou + phosphate	N_Atlantic	(28.1,28.15]	0.9862627	0.9848420	0.9878791
aou + phosphate	N_Atlantic	(28.15,28.2]	0.3505660	-0.2383494	0.9983811
aou + phosphate	N_Atlantic	(28.2, Inf]	-0.9404463	-0.9611019	-0.9202158
aou + phosphate	N_Pacific	(-Inf,26]	0.9761250	0.9738723	0.9794946
aou + phosphate	N_Pacific	(26,26.5]	0.9866172	0.9828958	0.9897794
aou + phosphate	N_Pacific	(26.5,26.75]	0.9865230	0.9838414	0.9885211
aou + phosphate	N_Pacific	(26.75,27]	0.9742118	0.9739809	0.9744308
aou + phosphate	N_Pacific	(27,27.25]	0.9863588	0.9842326	0.9879283
aou + phosphate	N_Pacific	(27.25,27.5]	0.9708162	0.9606108	0.9761477
aou + phosphate	N_Pacific	(27.5,27.75]	0.9521215	0.9350380	0.9664168
aou + phosphate	N_Pacific	(27.75,27.85]	0.9404774	0.9246990	0.9563273
aou + phosphate	N_Pacific	(27.85,27.95]	0.9785722	0.9730727	0.9815099
aou + phosphate	N_Pacific	(27.95,28.05]	0.9979709	0.9972456	0.9993293
aou + phosphate	N_Pacific	(28.05,28.1]	0.9994899	0.9993520	0.9995774
aou + phosphate	N_Pacific	(28.1,28.2]	0.9954987	0.9935727	0.9965002
aou + phosphate	S_Atlantic	(-Inf,26]	0.9668102	0.9554680	0.9887896
aou + phosphate	S_Atlantic	(26,26.5]	0.9896253	0.9817959	0.9936603
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9945231	0.9940128	0.9954109
aou + phosphate	S_Atlantic	(26.75,27]	0.9723349	0.9607909	0.9791016
aou + phosphate	S_Atlantic	(27,27.25]	0.9223224	0.8732386	0.9549973
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9010850	0.8757220	0.9231027
aou + phosphate	S_Atlantic	(27.5,27.75]	0.0679023	0.0368459	0.0927682
aou + phosphate	S_Atlantic	(27.75,27.85]	0.9465837	0.9126386	0.9680283
aou + phosphate	S_Atlantic	(27.85,27.95]	0.9747463	0.9662049	0.9866762
aou + phosphate	S_Atlantic	(27.95,28.05]	0.9151453	0.9026628	0.9289933
aou + phosphate	S_Atlantic	(28.05,28.1]	0.7227509	0.5106035	0.9144892
aou + phosphate	S_Atlantic	(28.1,28.15]	0.6790497	0.4069675	0.8912241
aou + phosphate	S_Atlantic	(28.15,28.2]	0.4665437	0.3271617	0.5639949
aou + phosphate	S_Atlantic	(28.2, Inf]	0.7927333	0.6034561	0.9035070
aou + phosphate	S_Pacific	(-Inf,26]	0.9811543	0.9740101	0.9882708
aou + phosphate	S_Pacific	(26,26.5]	0.9940417	0.9918620	0.9962552
aou + phosphate	S_Pacific	(26.5,26.75]	0.9924944	0.9912503	0.9946606
aou + phosphate	S_Pacific	(26.75,27]	0.9833656	0.9794425	0.9901958
aou + phosphate	S_Pacific	(27,27.25]	0.9844652	0.9814243	0.9899308
aou + phosphate	S_Pacific	(27.25,27.5]	0.9840891	0.9816961	0.9863981
aou + phosphate	S_Pacific	(27.5,27.75]	0.9882855	0.9867479	0.9905497
aou + phosphate	S_Pacific	(27.75,27.85]	0.9945514	0.9932431	0.9958888
aou + phosphate	S_Pacific	(27.85,27.95]	0.9928814	0.9875691	0.9964995
aou + phosphate	S_Pacific	(27.95,28.05]	0.9838537	0.9708137	0.9907090
aou + phosphate	S_Pacific	(28.05,28.1]	0.9586728	0.9238155	0.9793675
aou + phosphate	S_Pacific	(28.1,28.2]	0.8009192	0.7257348	0.8514979
aou + phosphate	S_Pacific	(28.2,28.3]	0.9861004	0.9818790	0.9905149
aou + phosphate	S_Pacific	(28.3, Inf]	0.9220238	0.9220238	0.9220238
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	N_Atlantic	(-Inf,26]	0.7926634	0.7230448	0.8295048
aou + phosphate_star	N_Atlantic	(26,26.5]	0.8921200	0.8678695	0.9059145
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.8859711	0.8409597	0.9115299
aou + phosphate_star	N_Atlantic	(26.75,27]	0.8489886	0.8199324	0.8820305
aou + phosphate_star	N_Atlantic	(27,27.25]	0.7460360	0.6898937	0.7983596
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.4637641	0.3529750	0.5288566
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.2013152	0.0996806	0.3571146
aou + phosphate_star	N_Atlantic	(27.75,27.85]	-0.5193960	-0.5689824	-0.4317555
aou + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8457078	-0.8694574	-0.8220894
aou + phosphate_star	N_Atlantic	(27.95,28.05]	-0.4716176	-0.7274175	-0.3046462
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.7753654	0.6938484	0.8185961
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.9378117	0.9274215	0.9464984
aou + phosphate_star	N_Atlantic	(28.15,28.2]	-0.2170235	-0.9390225	0.9956607
aou + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9759381	-0.9853629	-0.9653877
aou + phosphate_star	N_Pacific	(-Inf,26]	0.7315880	0.7079006	0.7476844
aou + phosphate_star	N_Pacific	(26,26.5]	0.5381589	0.4798926	0.6322462
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.1290737	0.0040867	0.2110611
aou + phosphate_star	N_Pacific	(26.75,27]	-0.0419499	-0.1799063	0.0986953
aou + phosphate_star	N_Pacific	(27,27.25]	0.7056796	0.6768479	0.7380434
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.5706139	0.5451264	0.6192701
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.0448198	-0.0515893	0.1119076
aou + phosphate_star	N_Pacific	(27.75,27.85]	-0.1280003	-0.2194454	-0.0075429
aou + phosphate_star	N_Pacific	(27.85,27.95]	-0.3218571	-0.3998957	-0.2538998
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.6650447	-0.7947096	-0.5927398
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.4986740	-0.6561051	-0.3397551
aou + phosphate_star	N_Pacific	(28.1,28.2]	0.2577172	0.0952742	0.3614669
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.6230148	0.2951396	0.8531821
aou + phosphate_star	S_Atlantic	(26,26.5]	0.8249547	0.7395048	0.8702767
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.7714367	0.7306262	0.8383189
aou + phosphate_star	S_Atlantic	(26.75,27]	0.1149961	-0.0828492	0.2657929
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.6059760	-0.6364130	-0.5796975
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.8855506	-0.8998854	-0.8576456
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6345413	-0.6993392	-0.5538140
aou + phosphate_star	S_Atlantic	(27.75,27.85]	0.8687720	0.7777231	0.9261579
aou + phosphate_star	S_Atlantic	(27.85,27.95]	0.9086626	0.8747672	0.9545563
aou + phosphate_star	S_Atlantic	(27.95,28.05]	0.7273497	0.6980179	0.7644517
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.4236348	0.0204092	0.7816155
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.3167643	-0.2713275	0.7514031
aou + phosphate_star	S_Atlantic	(28.15,28.2]	-0.5712880	-0.8428117	-0.2605790
aou + phosphate_star	S_Atlantic	(28.2, Inf]	-0.0092411	-0.1667563	0.1540030
aou + phosphate_star	S_Pacific	(-Inf,26]	0.8351312	0.7644790	0.8987694
aou + phosphate_star	S_Pacific	(26,26.5]	0.9128155	0.9048646	0.9227623
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.8215046	0.7986790	0.8503025
aou + phosphate_star	S_Pacific	(26.75,27]	0.4386627	0.3258686	0.5977943
aou + phosphate_star	S_Pacific	(27,27.25]	-0.0928953	-0.3320803	0.1393403
aou + phosphate_star	S_Pacific	(27.25,27.5]	-0.5216958	-0.5717787	-0.4335133
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.6912074	-0.7116762	-0.6552816
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.2349469	-0.3902114	-0.0696347
aou + phosphate_star	S_Pacific	(27.85,27.95]	0.3591568	0.0196142	0.6639412
aou + phosphate_star	S_Pacific	(27.95,28.05]	0.3914355	-0.0196624	0.6299897
aou + phosphate_star	S_Pacific	(28.05,28.1]	0.1851166	-0.3148774	0.4953584
aou + phosphate_star	S_Pacific	(28.1,28.2]	-0.5952915	-0.8259169	-0.4432648
aou + phosphate_star	S_Pacific	(28.2,28.3]	-0.9462604	-0.9931632	-0.8969560
aou + phosphate_star	S_Pacific	(28.3, Inf]	-0.9170172	-0.9170172	-0.9170172
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	N_Atlantic	(-Inf,26]	0.9956486	0.9914581	0.9982930
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9979856	0.9976147	0.9984937
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9984110	0.9981245	0.9986491
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9989935	0.9988646	0.9991380
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9984976	0.9979064	0.9990131
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9963522	0.9958616	0.9970995
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9945101	0.9928518	0.9961349
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9631978	0.9610822	0.9653794
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.7482333	0.7044906	0.7901691
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.8357966	0.8136502	0.8712122
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9821544	0.9787136	0.9839426
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9881673	0.9867529	0.9895303
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.5492662	-0.2074837	0.9997094
nitrate + phosphate	N_Atlantic	(28.2, Inf]	-0.9126282	-0.9555215	-0.8613575
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9923969	0.9912599	0.9933717
nitrate + phosphate	N_Pacific	(26,26.5]	0.9425019	0.9276414	0.9533018
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.8651655	0.8461619	0.8886008
nitrate + phosphate	N_Pacific	(26.75,27]	0.6836836	0.5949212	0.7521543
nitrate + phosphate	N_Pacific	(27,27.25]	0.4379230	0.1807086	0.5759641
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.5490949	0.2416101	0.7391817
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.6814753	0.4369553	0.8127659
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.9812290	0.9694189	0.9871570
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.9846348	0.9825294	0.9875291
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9942009	0.9922222	0.9974409
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9996389	0.9995494	0.9997299
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9999391	0.9999361	0.9999412
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9907109	0.9870903	0.9938929
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9983481	0.9962697	0.9997563
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9988426	0.9985096	0.9990587
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9994538	0.9990629	0.9997017
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9988847	0.9978645	0.9994822
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9969594	0.9963291	0.9972756
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9921764	0.9899024	0.9957181
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9988045	0.9984936	0.9991183
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9978322	0.9975515	0.9980167
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9971642	0.9962236	0.9976630
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9986833	0.9982583	0.9989654
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9985695	0.9969362	0.9994846
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9907914	0.9839595	0.9965353
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9955335	0.9940474	0.9963718
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9818738	0.9766478	0.9867059
nitrate + phosphate	S_Pacific	(26,26.5]	0.9713982	0.9456879	0.9847045
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9341793	0.8940318	0.9643694
nitrate + phosphate	S_Pacific	(26.75,27]	0.9237714	0.8631366	0.9657087
nitrate + phosphate	S_Pacific	(27,27.25]	0.9376692	0.8887539	0.9664628
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9107219	0.8214550	0.9566741
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9715437	0.9583963	0.9795322
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9989008	0.9986435	0.9991009
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9995038	0.9994146	0.9996474
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9995464	0.9993696	0.9997573
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9995060	0.9989153	0.9998162
nitrate + phosphate	S_Pacific	(28.1,28.2]	0.9972942	0.9948914	0.9985178
nitrate + phosphate	S_Pacific	(28.2,28.3]	0.9994919	0.9991589	0.9998528
nitrate + phosphate	S_Pacific	(28.3, Inf]	0.9962191	0.9962191	0.9962191
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	N_Atlantic	(-Inf,26]	0.8546032	0.7943081	0.8917800
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.9336080	0.9142302	0.9465436
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9193462	0.8902588	0.9361127
nitrate + phosphate_star	N_Atlantic	(26.75,27]	0.8914140	0.8719939	0.9126340
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.8650068	0.8258945	0.9075033
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7933252	0.7053314	0.8524320
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.7007827	0.6057334	0.8335118
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.0192305	-0.1342785	0.2235023
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	-0.5950736	-0.6438130	-0.5184345
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	-0.0378851	-0.4653939	0.3740531
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8730055	0.8481204	0.8981481
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9393390	0.9298587	0.9496750
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	-0.0164168	-0.9252947	0.9977875
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9521948	-0.9798149	-0.9322648
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.8529097	0.8345831	0.8679098
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.5989950	0.5257503	0.7008595
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.1879701	0.0722199	0.2671312
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.1613469	0.0317469	0.2574009
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.6010367	0.3990894	0.7152141
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.3785652	0.0800154	0.5424916
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.0301111	-0.1060064	0.1514704
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.0886797	0.0145156	0.2266893
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	-0.0458729	-0.1553031	0.0627282
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.6582401	-0.7711742	-0.5819995
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.4962882	-0.6497868	-0.3345592
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	0.3156372	0.1488592	0.4362863
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.7330478	0.4531273	0.9049422
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.8970570	0.8522181	0.9230249
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.8352749	0.8031802	0.8877185
nitrate + phosphate_star	S_Atlantic	(26.75,27]	0.3503418	0.2042824	0.4766079
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.2461800	-0.3701667	-0.0956649
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.5979697	-0.6722590	-0.5027021
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	0.6509512	0.6052154	0.7327443
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	0.9759892	0.9619088	0.9862182
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.9713180	0.9615610	0.9837687
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9311445	0.9287723	0.9347969
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9128753	0.8471452	0.9604721
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.8717833	0.7208695	0.9628405
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.2821612	-0.2118947	0.6317899
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.4795455	0.1833585	0.7094511
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.8519697	0.7894999	0.8988850
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.9298334	0.9023096	0.9465216
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.8352581	0.7869634	0.8640276
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.5428189	0.4893072	0.5744942
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.0365483	-0.1852737	0.1793420
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	-0.4259806	-0.4511096	-0.4103524
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.6447621	-0.6821459	-0.6064311
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.1566976	-0.3033630	-0.0013465
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	0.4562678	0.1599714	0.7244457
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	0.5336246	0.1975480	0.7321443
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	0.4165607	0.0287872	0.6534909
nitrate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0936038	-0.4582947	0.2249063
nitrate + phosphate_star	S_Pacific	(28.2,28.3]	-0.9135774	-0.9781510	-0.8508297
nitrate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7524783	-0.7524783	-0.7524783
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	N_Atlantic	(-Inf,26]	0.8767762	0.8227645	0.9045704
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.9426205	0.9255572	0.9547987
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9296571	0.9039856	0.9435297
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.9026136	0.8858997	0.9221906
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.8653379	0.8269300	0.9049206
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7631951	0.6567481	0.8278839
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.6649159	0.5860041	0.8088440
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.0108443	-0.1399270	0.2210761
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	-0.2292013	-0.2471553	-0.2191847
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.3669626	0.0736460	0.5859557
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9461633	0.9347982	0.9594609
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9800177	0.9727205	0.9858580
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.6158554	0.3006645	0.9990904
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9903362	0.9811875	0.9959796
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.8545169	0.8281172	0.8699545
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.6613364	0.5938384	0.7424765
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.2827174	0.1491460	0.3588704
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1747441	0.0361411	0.3148067
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.7694618	0.7412861	0.8060721
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.7210319	0.6910816	0.7803644
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.2873250	0.1900751	0.3903298
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.1738638	0.0816952	0.3482238
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	-0.1682091	-0.2602900	-0.0654217
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.6291314	-0.7839234	-0.5454372
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.4890560	-0.6485703	-0.3255686
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	0.3077637	0.1412696	0.4277338
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.7462675	0.4943169	0.8904166
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.8929112	0.8485994	0.9165967
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.8319357	0.7991450	0.8854838
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.3395457	0.1963500	0.4641375
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.2605104	-0.3804488	-0.1101612
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6013478	-0.6653257	-0.5079993
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	0.7183705	0.6811598	0.7696285
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	0.9813774	0.9663660	0.9906892
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.9782716	0.9694256	0.9898651
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9414166	0.9376097	0.9477026
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9253672	0.8699111	0.9669094
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.8926727	0.7682896	0.9681551
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.3955242	-0.0373986	0.6904417
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.5493206	0.2647341	0.7724902
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.8735011	0.8465207	0.9169901
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.9445126	0.9417466	0.9480899
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.8829047	0.8681980	0.8980595
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.5916261	0.5042037	0.7023336
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.0773984	-0.1459238	0.2763503
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	-0.3657715	-0.4084846	-0.2824402
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.5812602	-0.5957646	-0.5552852
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.1386671	-0.2853610	0.0157003
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	0.4586807	0.1734471	0.7190794
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	0.5402781	0.2195958	0.7281660
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	0.4358199	0.0714739	0.6587118
phosphate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0436815	-0.3741897	0.2583001
phosphate + phosphate_star	S_Pacific	(28.2,28.3]	-0.9031272	-0.9688936	-0.8342466
phosphate + phosphate_star	S_Pacific	(28.3, Inf]	-0.6952027	-0.6952027	-0.6952027
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	N_Atlantic	(-Inf,26]	-0.2966635	-0.3629089	-0.1785275
sal + aou	N_Atlantic	(26,26.5]	-0.7865103	-0.8155031	-0.7545631
sal + aou	N_Atlantic	(26.5,26.75]	-0.7259144	-0.7631772	-0.6797845
sal + aou	N_Atlantic	(26.75,27]	-0.6156715	-0.6360045	-0.6012200
sal + aou	N_Atlantic	(27,27.25]	-0.6379284	-0.7323392	-0.5408855
sal + aou	N_Atlantic	(27.25,27.5]	-0.3473177	-0.5184696	-0.0681818
sal + aou	N_Atlantic	(27.5,27.75]	-0.1215346	-0.3079097	0.0217430
sal + aou	N_Atlantic	(27.75,27.85]	0.3985973	0.2756375	0.5226689
sal + aou	N_Atlantic	(27.85,27.95]	0.6299474	0.5158630	0.7084386
sal + aou	N_Atlantic	(27.95,28.05]	0.5347414	0.0746935	0.8271742
sal + aou	N_Atlantic	(28.05,28.1]	-0.3335916	-0.4481468	-0.1468914
sal + aou	N_Atlantic	(28.1,28.15]	-0.6626076	-0.7870142	-0.4699972
sal + aou	N_Atlantic	(28.15,28.2]	-0.2807275	-0.9727485	0.1036975
sal + aou	N_Atlantic	(28.2, Inf]	0.9306940	0.9220946	0.9452868
sal + aou	N_Pacific	(-Inf,26]	-0.2972309	-0.3644297	-0.1752051
sal + aou	N_Pacific	(26,26.5]	0.4200299	0.3060564	0.6275415
sal + aou	N_Pacific	(26.5,26.75]	0.7288143	0.6692559	0.8265912
sal + aou	N_Pacific	(26.75,27]	0.7031231	0.6297901	0.7910515
sal + aou	N_Pacific	(27,27.25]	0.0843398	-0.0416443	0.2328687
sal + aou	N_Pacific	(27.25,27.5]	-0.3812936	-0.4731693	-0.2479878
sal + aou	N_Pacific	(27.5,27.75]	-0.5270135	-0.5801140	-0.4682497
sal + aou	N_Pacific	(27.75,27.85]	-0.7063380	-0.7633227	-0.6211645
sal + aou	N_Pacific	(27.85,27.95]	-0.8811794	-0.9034334	-0.8506395
sal + aou	N_Pacific	(27.95,28.05]	-0.9612835	-0.9669249	-0.9513233
sal + aou	N_Pacific	(28.05,28.1]	-0.9922324	-0.9947613	-0.9906810
sal + aou	N_Pacific	(28.1,28.2]	-0.9923197	-0.9933019	-0.9915192
sal + aou	S_Atlantic	(-Inf,26]	-0.0910349	-0.2384148	0.1575857
sal + aou	S_Atlantic	(26,26.5]	0.1202304	-0.0867731	0.3332193
sal + aou	S_Atlantic	(26.5,26.75]	0.4450567	0.1620809	0.5917922
sal + aou	S_Atlantic	(26.75,27]	0.5663386	0.4748277	0.6494927
sal + aou	S_Atlantic	(27,27.25]	0.7765884	0.7725218	0.7828849
sal + aou	S_Atlantic	(27.25,27.5]	0.9564434	0.9514729	0.9622798
sal + aou	S_Atlantic	(27.5,27.75]	0.5559016	0.4838236	0.6337342
sal + aou	S_Atlantic	(27.75,27.85]	-0.8949216	-0.9477264	-0.7996898
sal + aou	S_Atlantic	(27.85,27.95]	-0.9321614	-0.9707533	-0.9074172
sal + aou	S_Atlantic	(27.95,28.05]	-0.7403394	-0.7652536	-0.7148844
sal + aou	S_Atlantic	(28.05,28.1]	-0.4118468	-0.7439678	-0.0367370
sal + aou	S_Atlantic	(28.1,28.15]	-0.3163163	-0.7215739	0.2518965
sal + aou	S_Atlantic	(28.15,28.2]	0.6460645	0.4255025	0.8399194
sal + aou	S_Atlantic	(28.2, Inf]	0.5686879	0.3397917	0.8115262
sal + aou	S_Pacific	(-Inf,26]	-0.2979155	-0.4094863	-0.1348732
sal + aou	S_Pacific	(26,26.5]	-0.5053550	-0.6402369	-0.3217526
sal + aou	S_Pacific	(26.5,26.75]	-0.3832847	-0.4756751	-0.2429397
sal + aou	S_Pacific	(26.75,27]	0.2422812	0.1284599	0.3956741
sal + aou	S_Pacific	(27,27.25]	0.8428493	0.7950215	0.8890000
sal + aou	S_Pacific	(27.25,27.5]	0.9527628	0.9486476	0.9568307
sal + aou	S_Pacific	(27.5,27.75]	0.8800448	0.8681514	0.8978883
sal + aou	S_Pacific	(27.75,27.85]	0.8232168	0.7944631	0.8449536
sal + aou	S_Pacific	(27.85,27.95]	0.4770693	0.4236872	0.5700049
sal + aou	S_Pacific	(27.95,28.05]	-0.0953615	-0.4148402	0.3191935
sal + aou	S_Pacific	(28.05,28.1]	-0.0230420	-0.4039723	0.4572761
sal + aou	S_Pacific	(28.1,28.2]	0.6494447	0.5523148	0.8146839
sal + aou	S_Pacific	(28.2,28.3]	0.9641165	0.9538283	0.9801069
sal + aou	S_Pacific	(28.3, Inf]	-0.7602225	-0.7602225	-0.7602225
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	N_Atlantic	(-Inf,26]	-0.3613437	-0.4379823	-0.2365989
sal + nitrate	N_Atlantic	(26,26.5]	-0.8349049	-0.8611251	-0.8017658
sal + nitrate	N_Atlantic	(26.5,26.75]	-0.7502899	-0.7892411	-0.7180171
sal + nitrate	N_Atlantic	(26.75,27]	-0.6553258	-0.6816366	-0.6299980
sal + nitrate	N_Atlantic	(27,27.25]	-0.7573992	-0.8422260	-0.6755047
sal + nitrate	N_Atlantic	(27.25,27.5]	-0.6771014	-0.8545730	-0.4246385
sal + nitrate	N_Atlantic	(27.5,27.75]	-0.6170366	-0.7944004	-0.5103194
sal + nitrate	N_Atlantic	(27.75,27.85]	-0.1166908	-0.2477164	0.0129953
sal + nitrate	N_Atlantic	(27.85,27.95]	0.3582022	0.2919383	0.4355486
sal + nitrate	N_Atlantic	(27.95,28.05]	0.1865654	-0.5333824	0.6349508
sal + nitrate	N_Atlantic	(28.05,28.1]	-0.4048767	-0.5198456	-0.2066509
sal + nitrate	N_Atlantic	(28.1,28.15]	-0.6530951	-0.7828395	-0.4634597
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.2264294	-0.9740596	0.2920738
sal + nitrate	N_Atlantic	(28.2, Inf]	0.9165827	0.8946085	0.9330477
sal + nitrate	N_Pacific	(-Inf,26]	-0.4025603	-0.4689076	-0.2704261
sal + nitrate	N_Pacific	(26,26.5]	0.2675653	0.1317124	0.5080951
sal + nitrate	N_Pacific	(26.5,26.75]	0.5189574	0.4007949	0.6163741
sal + nitrate	N_Pacific	(26.75,27]	0.3141566	0.2797633	0.3547052
sal + nitrate	N_Pacific	(27,27.25]	-0.4036961	-0.4674066	-0.3572993
sal + nitrate	N_Pacific	(27.25,27.5]	-0.6275305	-0.7219023	-0.5800093
sal + nitrate	N_Pacific	(27.5,27.75]	-0.5518875	-0.6342264	-0.4913449
sal + nitrate	N_Pacific	(27.75,27.85]	-0.5316322	-0.6398253	-0.4132691
sal + nitrate	N_Pacific	(27.85,27.95]	-0.6862906	-0.7279769	-0.6142691
sal + nitrate	N_Pacific	(27.95,28.05]	-0.9308087	-0.9426851	-0.9099702
sal + nitrate	N_Pacific	(28.05,28.1]	-0.9924447	-0.9945008	-0.9913158
sal + nitrate	N_Pacific	(28.1,28.2]	-0.9908209	-0.9931659	-0.9871376
sal + nitrate	S_Atlantic	(-Inf,26]	-0.1448514	-0.2856636	0.1144495
sal + nitrate	S_Atlantic	(26,26.5]	0.0343795	-0.1538398	0.2145653
sal + nitrate	S_Atlantic	(26.5,26.75]	0.3813851	0.0993320	0.5249956
sal + nitrate	S_Atlantic	(26.75,27]	0.3624320	0.2692110	0.4137788
sal + nitrate	S_Atlantic	(27,27.25]	0.4870927	0.3788064	0.5619851
sal + nitrate	S_Atlantic	(27.25,27.5]	0.7601878	0.7148246	0.7949612
sal + nitrate	S_Atlantic	(27.5,27.75]	-0.6993996	-0.7614034	-0.6472814
sal + nitrate	S_Atlantic	(27.75,27.85]	-0.9847197	-0.9925575	-0.9696130
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.9835840	-0.9922753	-0.9788037
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.9363991	-0.9392316	-0.9341916
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.8990111	-0.9325587	-0.8476698
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.8647492	-0.9388735	-0.7269443
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.1563803	-0.4441057	0.2489972
sal + nitrate	S_Atlantic	(28.2, Inf]	0.1136576	-0.4333165	0.5859107
sal + nitrate	S_Pacific	(-Inf,26]	-0.2768828	-0.3906988	-0.0969045
sal + nitrate	S_Pacific	(26,26.5]	-0.5280826	-0.6531680	-0.3551372
sal + nitrate	S_Pacific	(26.5,26.75]	-0.4876936	-0.5920569	-0.3666474
sal + nitrate	S_Pacific	(26.75,27]	0.0741485	-0.0655570	0.2106621
sal + nitrate	S_Pacific	(27,27.25]	0.7141988	0.6525534	0.7630248
sal + nitrate	S_Pacific	(27.25,27.5]	0.9092636	0.8933279	0.9265810
sal + nitrate	S_Pacific	(27.5,27.75]	0.8877447	0.8698113	0.9082106
sal + nitrate	S_Pacific	(27.75,27.85]	0.7787387	0.7381428	0.8022884
sal + nitrate	S_Pacific	(27.85,27.95]	0.3917608	0.3397959	0.4574451
sal + nitrate	S_Pacific	(27.95,28.05]	-0.2064226	-0.4600942	0.1326057
sal + nitrate	S_Pacific	(28.05,28.1]	-0.2433125	-0.5477798	0.1381860
sal + nitrate	S_Pacific	(28.1,28.2]	0.2837912	0.0941201	0.5280970
sal + nitrate	S_Pacific	(28.2,28.3]	0.9527583	0.9263295	0.9748345
sal + nitrate	S_Pacific	(28.3, Inf]	-0.6704522	-0.6704522	-0.6704522
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	N_Atlantic	(-Inf,26]	-0.3579113	-0.4316452	-0.2329884
sal + phosphate	N_Atlantic	(26,26.5]	-0.8484658	-0.8700687	-0.8210854
sal + phosphate	N_Atlantic	(26.5,26.75]	-0.7770932	-0.8113214	-0.7487855
sal + phosphate	N_Atlantic	(26.75,27]	-0.6824851	-0.7044762	-0.6591195
sal + phosphate	N_Atlantic	(27,27.25]	-0.7644796	-0.8420735	-0.6866777
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.6442505	-0.8299457	-0.3673416
sal + phosphate	N_Atlantic	(27.5,27.75]	-0.5772072	-0.7660463	-0.4700861
sal + phosphate	N_Atlantic	(27.75,27.85]	-0.0738792	-0.2227327	0.0613302
sal + phosphate	N_Atlantic	(27.85,27.95]	0.1579590	0.1324781	0.2022839
sal + phosphate	N_Atlantic	(27.95,28.05]	-0.0565712	-0.3551058	0.1604508
sal + phosphate	N_Atlantic	(28.05,28.1]	-0.5486790	-0.6642368	-0.3615353
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.7549327	-0.8670040	-0.5847871
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.5946723	-0.9790761	0.1648781
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.9921996	-0.9960743	-0.9898733
sal + phosphate	N_Pacific	(-Inf,26]	-0.4130332	-0.4873957	-0.2767115
sal + phosphate	N_Pacific	(26,26.5]	0.3188611	0.1806973	0.5502210
sal + phosphate	N_Pacific	(26.5,26.75]	0.6395446	0.5619220	0.7552655
sal + phosphate	N_Pacific	(26.75,27]	0.5649837	0.4794403	0.6684222
sal + phosphate	N_Pacific	(27,27.25]	0.1213842	-0.0031691	0.2800785
sal + phosphate	N_Pacific	(27.25,27.5]	-0.1740300	-0.2919699	0.0079716
sal + phosphate	N_Pacific	(27.5,27.75]	-0.2689703	-0.3367772	-0.1491510
sal + phosphate	N_Pacific	(27.75,27.85]	-0.4528426	-0.5706786	-0.3000456
sal + phosphate	N_Pacific	(27.85,27.95]	-0.7822418	-0.8204231	-0.7247916
sal + phosphate	N_Pacific	(27.95,28.05]	-0.9520194	-0.9605992	-0.9373960
sal + phosphate	N_Pacific	(28.05,28.1]	-0.9930711	-0.9951562	-0.9919164
sal + phosphate	N_Pacific	(28.1,28.2]	-0.9906804	-0.9927500	-0.9875341
sal + phosphate	S_Atlantic	(-Inf,26]	-0.0855521	-0.1986078	0.1122670
sal + phosphate	S_Atlantic	(26,26.5]	0.0420523	-0.1424783	0.2242840
sal + phosphate	S_Atlantic	(26.5,26.75]	0.3828744	0.1001909	0.5248630
sal + phosphate	S_Atlantic	(26.75,27]	0.3711842	0.2824343	0.4188049
sal + phosphate	S_Atlantic	(27,27.25]	0.5017863	0.3962251	0.5710666
sal + phosphate	S_Atlantic	(27.25,27.5]	0.7660537	0.7230790	0.7918169
sal + phosphate	S_Atlantic	(27.5,27.75]	-0.7632972	-0.8014882	-0.7203846
sal + phosphate	S_Atlantic	(27.75,27.85]	-0.9858300	-0.9932512	-0.9709896
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.9848568	-0.9932429	-0.9803014
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.9448251	-0.9467732	-0.9433571
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9152818	-0.9444799	-0.8724986
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.8877209	-0.9479152	-0.7751332
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.2714566	-0.5105402	0.0823977
sal + phosphate	S_Atlantic	(28.2, Inf]	0.0464979	-0.5011696	0.5231036
sal + phosphate	S_Pacific	(-Inf,26]	-0.2432464	-0.3875191	-0.0344069
sal + phosphate	S_Pacific	(26,26.5]	-0.5044456	-0.6417667	-0.3308235
sal + phosphate	S_Pacific	(26.5,26.75]	-0.4513301	-0.5462678	-0.2958308
sal + phosphate	S_Pacific	(26.75,27]	0.1175760	-0.0154344	0.3162885
sal + phosphate	S_Pacific	(27,27.25]	0.7599342	0.6939980	0.8363226
sal + phosphate	S_Pacific	(27.25,27.5]	0.9038534	0.8981915	0.9115008
sal + phosphate	S_Pacific	(27.5,27.75]	0.8170493	0.8025436	0.8310952
sal + phosphate	S_Pacific	(27.75,27.85]	0.7656655	0.7252974	0.7888061
sal + phosphate	S_Pacific	(27.85,27.95]	0.3832714	0.3347256	0.4433586
sal + phosphate	S_Pacific	(27.95,28.05]	-0.2230620	-0.4738243	0.1048170
sal + phosphate	S_Pacific	(28.05,28.1]	-0.2655597	-0.5587998	0.0949442
sal + phosphate	S_Pacific	(28.1,28.2]	0.2263021	0.0479950	0.4470097
sal + phosphate	S_Pacific	(28.2,28.3]	0.9504298	0.9240942	0.9707287
sal + phosphate	S_Pacific	(28.3, Inf]	-0.6367536	-0.6367536	-0.6367536
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	N_Atlantic	(-Inf,26]	-0.5909174	-0.6583102	-0.4907692
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.9506131	-0.9572009	-0.9470612
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9210247	-0.9362621	-0.9075720
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.8916412	-0.9137658	-0.8481880
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9541382	-0.9632618	-0.9401974
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9480434	-0.9904772	-0.8843423
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9639312	-0.9839579	-0.9515446
sal + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9230414	-0.9734787	-0.8402411
sal + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8204859	-0.8890821	-0.7220121
sal + phosphate_star	N_Atlantic	(27.95,28.05]	-0.8506145	-0.9325445	-0.7789811
sal + phosphate_star	N_Atlantic	(28.05,28.1]	-0.7344090	-0.8186880	-0.6194558
sal + phosphate_star	N_Atlantic	(28.1,28.15]	-0.8631243	-0.9351236	-0.7514935
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.5642513	-0.9860833	-0.3510971
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9813715	-0.9940105	-0.9706918
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7202302	-0.7712429	-0.6310624
sal + phosphate_star	N_Pacific	(26,26.5]	-0.3873774	-0.5227862	-0.2554789
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.4748792	-0.5056505	-0.4343720
sal + phosphate_star	N_Pacific	(26.75,27]	-0.6486028	-0.6752977	-0.6040627
sal + phosphate_star	N_Pacific	(27,27.25]	-0.3094114	-0.3810250	-0.2174494
sal + phosphate_star	N_Pacific	(27.25,27.5]	0.2705328	0.2175440	0.3623280
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.7554610	0.7392275	0.7828867
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.7548788	0.7287179	0.7800122
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.6487028	0.6432089	0.6522544
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.6444212	0.5742009	0.7817434
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.4618736	0.3262446	0.6002049
sal + phosphate_star	N_Pacific	(28.1,28.2]	-0.2893814	-0.3650489	-0.1392826
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.5583727	-0.6523831	-0.4369096
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.3275500	-0.4395523	-0.2403202
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.0986739	-0.2841780	0.0205367
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.7218634	-0.7950167	-0.6635777
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9360259	-0.9407026	-0.9291775
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9548935	-0.9582530	-0.9485170
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9539745	-0.9578779	-0.9508006
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9904821	-0.9918285	-0.9890516
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9909191	-0.9916617	-0.9902907
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9945676	-0.9951710	-0.9940043
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9922349	-0.9938061	-0.9895099
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9914176	-0.9934228	-0.9883179
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9561999	-0.9742104	-0.9451803
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.7482457	-0.9105043	-0.6460592
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.5690156	-0.6708631	-0.4269481
sal + phosphate_star	S_Pacific	(26,26.5]	-0.6449537	-0.7592971	-0.5026694
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.7250337	-0.8004919	-0.5784119
sal + phosphate_star	S_Pacific	(26.75,27]	-0.5377417	-0.6908989	-0.2702976
sal + phosphate_star	S_Pacific	(27,27.25]	-0.4680676	-0.6724359	-0.2003363
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.6512106	-0.6949929	-0.5834516
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.7699126	-0.8248597	-0.7219124
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.6247796	-0.7831005	-0.4513002
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.4596312	-0.7120840	-0.1405209
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.7295085	-0.8586938	-0.5860834
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.9325645	-0.9630325	-0.9166489
sal + phosphate_star	S_Pacific	(28.1,28.2]	-0.8675336	-0.9258280	-0.8313803
sal + phosphate_star	S_Pacific	(28.2,28.3]	-0.9427465	-0.9752994	-0.9118283
sal + phosphate_star	S_Pacific	(28.3, Inf]	0.7106011	0.7106011	0.7106011
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	N_Atlantic	(-Inf,26]	0.7047500	0.6157102	0.8027998
sal + temp	N_Atlantic	(26,26.5]	0.9419936	0.9244123	0.9525612
sal + temp	N_Atlantic	(26.5,26.75]	0.9711549	0.9653953	0.9764822
sal + temp	N_Atlantic	(26.75,27]	0.9569793	0.9467852	0.9660635
sal + temp	N_Atlantic	(27,27.25]	0.9542842	0.9447552	0.9610639
sal + temp	N_Atlantic	(27.25,27.5]	0.9527806	0.9455736	0.9648786
sal + temp	N_Atlantic	(27.5,27.75]	0.9526694	0.9373937	0.9666687
sal + temp	N_Atlantic	(27.75,27.85]	0.9680626	0.9609623	0.9718078
sal + temp	N_Atlantic	(27.85,27.95]	0.8959604	0.8751791	0.9169754
sal + temp	N_Atlantic	(27.95,28.05]	0.6735006	0.4134492	0.9790007
sal + temp	N_Atlantic	(28.05,28.1]	0.8970978	0.8744463	0.9166065
sal + temp	N_Atlantic	(28.1,28.15]	0.9120730	0.8508206	0.9511222
sal + temp	N_Atlantic	(28.15,28.2]	0.1295936	-0.1159123	0.5750430
sal + temp	N_Atlantic	(28.2, Inf]	-0.9663964	-0.9806377	-0.9403692
sal + temp	N_Pacific	(-Inf,26]	0.8534062	0.8154275	0.8752614
sal + temp	N_Pacific	(26,26.5]	0.8787136	0.8628742	0.9063426
sal + temp	N_Pacific	(26.5,26.75]	0.9451084	0.9242142	0.9646258
sal + temp	N_Pacific	(26.75,27]	0.9403699	0.9145355	0.9654906
sal + temp	N_Pacific	(27,27.25]	0.8084740	0.7634043	0.8499194
sal + temp	N_Pacific	(27.25,27.5]	0.4591561	0.3802575	0.6068191
sal + temp	N_Pacific	(27.5,27.75]	0.0045966	-0.1111606	0.2298904
sal + temp	N_Pacific	(27.75,27.85]	0.3126819	0.2189956	0.4466735
sal + temp	N_Pacific	(27.85,27.95]	-0.1846006	-0.2932362	-0.0403901
sal + temp	N_Pacific	(27.95,28.05]	-0.7204813	-0.7813105	-0.6395062
sal + temp	N_Pacific	(28.05,28.1]	-0.2395305	-0.3440723	-0.1037072
sal + temp	N_Pacific	(28.1,28.2]	-0.3222428	-0.5476754	-0.0881331
sal + temp	S_Atlantic	(-Inf,26]	0.9628593	0.9535212	0.9814251
sal + temp	S_Atlantic	(26,26.5]	0.8640245	0.8411331	0.8875355
sal + temp	S_Atlantic	(26.5,26.75]	0.9155325	0.9023779	0.9327856
sal + temp	S_Atlantic	(26.75,27]	0.9495190	0.9352349	0.9625173
sal + temp	S_Atlantic	(27,27.25]	0.9315120	0.9289075	0.9330212
sal + temp	S_Atlantic	(27.25,27.5]	0.8691372	0.8396173	0.8907080
sal + temp	S_Atlantic	(27.5,27.75]	0.7316422	0.6885845	0.7656707
sal + temp	S_Atlantic	(27.75,27.85]	0.9610382	0.9598634	0.9619096
sal + temp	S_Atlantic	(27.85,27.95]	0.9550421	0.9502010	0.9622287
sal + temp	S_Atlantic	(27.95,28.05]	0.9511954	0.9490616	0.9531642
sal + temp	S_Atlantic	(28.05,28.1]	0.9786245	0.9747623	0.9812166
sal + temp	S_Atlantic	(28.1,28.15]	0.9814360	0.9794852	0.9844482
sal + temp	S_Atlantic	(28.15,28.2]	0.9513942	0.9378632	0.9706407
sal + temp	S_Atlantic	(28.2, Inf]	0.7067612	0.5661376	0.8722035
sal + temp	S_Pacific	(-Inf,26]	0.9111659	0.8916091	0.9479561
sal + temp	S_Pacific	(26,26.5]	0.9131577	0.8777120	0.9347445
sal + temp	S_Pacific	(26.5,26.75]	0.9390004	0.9145023	0.9519384
sal + temp	S_Pacific	(26.75,27]	0.8749266	0.8542805	0.8969919
sal + temp	S_Pacific	(27,27.25]	0.7174890	0.6703947	0.7865820
sal + temp	S_Pacific	(27.25,27.5]	0.7005762	0.6483461	0.7570982
sal + temp	S_Pacific	(27.5,27.75]	0.5977543	0.4759980	0.7484665
sal + temp	S_Pacific	(27.75,27.85]	0.7393958	0.6252400	0.8019609
sal + temp	S_Pacific	(27.85,27.95]	0.4198192	0.0037799	0.7750948
sal + temp	S_Pacific	(27.95,28.05]	0.4413671	0.0536182	0.8398199
sal + temp	S_Pacific	(28.05,28.1]	0.6763281	0.4632508	0.9267163
sal + temp	S_Pacific	(28.1,28.2]	0.8395016	0.7872745	0.9140804
sal + temp	S_Pacific	(28.2,28.3]	0.7918430	0.6579937	0.9432573
sal + temp	S_Pacific	(28.3, Inf]	-0.6034178	-0.6034178	-0.6034178
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	N_Atlantic	(-Inf,26]	-0.4254622	-0.5393917	-0.2472091
temp + aou	N_Atlantic	(26,26.5]	-0.7070310	-0.7833164	-0.6358366
temp + aou	N_Atlantic	(26.5,26.75]	-0.6427697	-0.6907155	-0.6056647
temp + aou	N_Atlantic	(26.75,27]	-0.5365691	-0.5555364	-0.5250077
temp + aou	N_Atlantic	(27,27.25]	-0.6102992	-0.7254974	-0.5065174
temp + aou	N_Atlantic	(27.25,27.5]	-0.2944355	-0.4710630	-0.0175176
temp + aou	N_Atlantic	(27.5,27.75]	-0.0175930	-0.2032164	0.1009216
temp + aou	N_Atlantic	(27.75,27.85]	0.4818153	0.4055976	0.5539400
temp + aou	N_Atlantic	(27.85,27.95]	0.7259605	0.6598785	0.7909288
temp + aou	N_Atlantic	(27.95,28.05]	-0.0048874	-0.2049157	0.2490030
temp + aou	N_Atlantic	(28.05,28.1]	-0.4120599	-0.5425136	-0.2208272
temp + aou	N_Atlantic	(28.1,28.15]	-0.4229367	-0.6701662	-0.0291422
temp + aou	N_Atlantic	(28.15,28.2]	-0.4510913	-0.9953994	0.2075158
temp + aou	N_Atlantic	(28.2, Inf]	-0.9870919	-0.9987038	-0.9736335
temp + aou	N_Pacific	(-Inf,26]	-0.4575560	-0.5380329	-0.3369949
temp + aou	N_Pacific	(26,26.5]	0.1734092	0.0454058	0.4190075
temp + aou	N_Pacific	(26.5,26.75]	0.6176688	0.5590997	0.7235973
temp + aou	N_Pacific	(26.75,27]	0.5672314	0.4662254	0.6842924
temp + aou	N_Pacific	(27,27.25]	-0.1709300	-0.3100796	-0.0126795
temp + aou	N_Pacific	(27.25,27.5]	-0.4424371	-0.5418349	-0.3234082
temp + aou	N_Pacific	(27.5,27.75]	-0.2610733	-0.3223929	-0.2030911
temp + aou	N_Pacific	(27.75,27.85]	-0.1800438	-0.2056186	-0.1295728
temp + aou	N_Pacific	(27.85,27.95]	0.3591306	0.2722398	0.4099680
temp + aou	N_Pacific	(27.95,28.05]	0.8345932	0.7968212	0.8635436
temp + aou	N_Pacific	(28.05,28.1]	0.2373436	0.1039201	0.3463895
temp + aou	N_Pacific	(28.1,28.2]	0.3158547	0.0725806	0.5498847
temp + aou	S_Atlantic	(-Inf,26]	-0.1442803	-0.3528678	0.2214762
temp + aou	S_Atlantic	(26,26.5]	-0.2027270	-0.2699845	-0.1134129
temp + aou	S_Atlantic	(26.5,26.75]	0.2294647	-0.0190224	0.3545708
temp + aou	S_Atlantic	(26.75,27]	0.3515949	0.2317978	0.5004320
temp + aou	S_Atlantic	(27,27.25]	0.5616850	0.5335380	0.5796729
temp + aou	S_Atlantic	(27.25,27.5]	0.7532559	0.6878471	0.7974214
temp + aou	S_Atlantic	(27.5,27.75]	0.7238123	0.6696597	0.7601483
temp + aou	S_Atlantic	(27.75,27.85]	-0.8030557	-0.8840002	-0.6709480
temp + aou	S_Atlantic	(27.85,27.95]	-0.8375432	-0.9133349	-0.7833786
temp + aou	S_Atlantic	(27.95,28.05]	-0.5865592	-0.6419433	-0.5472710
temp + aou	S_Atlantic	(28.05,28.1]	-0.2859574	-0.6739413	0.1515527
temp + aou	S_Atlantic	(28.1,28.15]	-0.2473525	-0.6931828	0.3632325
temp + aou	S_Atlantic	(28.15,28.2]	0.5728562	0.3514264	0.7917189
temp + aou	S_Atlantic	(28.2, Inf]	-0.0355579	-0.1646339	0.0514932
temp + aou	S_Pacific	(-Inf,26]	-0.3532662	-0.4567582	-0.1999223
temp + aou	S_Pacific	(26,26.5]	-0.5409426	-0.6504453	-0.3824995
temp + aou	S_Pacific	(26.5,26.75]	-0.3405293	-0.4215972	-0.2031945
temp + aou	S_Pacific	(26.75,27]	0.2068896	0.1341581	0.2955331
temp + aou	S_Pacific	(27,27.25]	0.4438742	0.3369510	0.5379103
temp + aou	S_Pacific	(27.25,27.5]	0.6362169	0.5988371	0.7068201
temp + aou	S_Pacific	(27.5,27.75]	0.7539150	0.6911367	0.8347682
temp + aou	S_Pacific	(27.75,27.85]	0.8099887	0.7988919	0.8259816
temp + aou	S_Pacific	(27.85,27.95]	0.5940875	0.5134624	0.6671953
temp + aou	S_Pacific	(27.95,28.05]	0.4663148	0.3329568	0.5774471
temp + aou	S_Pacific	(28.05,28.1]	0.5959011	0.4863127	0.7125461
temp + aou	S_Pacific	(28.1,28.2]	0.7128518	0.5928743	0.8897650
temp + aou	S_Pacific	(28.2,28.3]	0.7507209	0.5662583	0.9880015
temp + aou	S_Pacific	(28.3, Inf]	0.9278733	0.9278733	0.9278733
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	N_Atlantic	(-Inf,26]	-0.4951831	-0.6180399	-0.3245821
temp + nitrate	N_Atlantic	(26,26.5]	-0.7677413	-0.8413683	-0.7025249
temp + nitrate	N_Atlantic	(26.5,26.75]	-0.6798680	-0.7282891	-0.6534456
temp + nitrate	N_Atlantic	(26.75,27]	-0.5855779	-0.5929458	-0.5775254
temp + nitrate	N_Atlantic	(27,27.25]	-0.7238713	-0.8280573	-0.6301938
temp + nitrate	N_Atlantic	(27.25,27.5]	-0.6171427	-0.8079993	-0.3598317
temp + nitrate	N_Atlantic	(27.5,27.75]	-0.5229221	-0.7145212	-0.3421915
temp + nitrate	N_Atlantic	(27.75,27.85]	-0.0287367	-0.1504436	0.0497346
temp + nitrate	N_Atlantic	(27.85,27.95]	0.4184032	0.3754582	0.4886138
temp + nitrate	N_Atlantic	(27.95,28.05]	-0.3687351	-0.6544469	-0.0383413
temp + nitrate	N_Atlantic	(28.05,28.1]	-0.4408272	-0.5527093	-0.2373857
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.3967161	-0.6412225	-0.0098025
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.3545452	-0.9911304	0.2372136
temp + nitrate	N_Atlantic	(28.2, Inf]	-0.9599575	-0.9967259	-0.9209422
temp + nitrate	N_Pacific	(-Inf,26]	-0.6166128	-0.6792093	-0.5085682
temp + nitrate	N_Pacific	(26,26.5]	-0.0123501	-0.1850618	0.2678667
temp + nitrate	N_Pacific	(26.5,26.75]	0.3775055	0.2627619	0.4839537
temp + nitrate	N_Pacific	(26.75,27]	0.1082922	0.0733579	0.1587414
temp + nitrate	N_Pacific	(27,27.25]	-0.7296836	-0.7497166	-0.7006596
temp + nitrate	N_Pacific	(27.25,27.5]	-0.8787300	-0.8986759	-0.8643631
temp + nitrate	N_Pacific	(27.5,27.75]	-0.6498715	-0.7248236	-0.5850179
temp + nitrate	N_Pacific	(27.75,27.85]	-0.0738009	-0.1409853	-0.0147990
temp + nitrate	N_Pacific	(27.85,27.95]	0.4777660	0.4363119	0.5193463
temp + nitrate	N_Pacific	(27.95,28.05]	0.8644339	0.8414110	0.8808493
temp + nitrate	N_Pacific	(28.05,28.1]	0.2584173	0.1344800	0.3666289
temp + nitrate	N_Pacific	(28.1,28.2]	0.3778981	0.1581825	0.5932837
temp + nitrate	S_Atlantic	(-Inf,26]	-0.2263964	-0.4282860	0.1190020
temp + nitrate	S_Atlantic	(26,26.5]	-0.3094476	-0.3609199	-0.2574941
temp + nitrate	S_Atlantic	(26.5,26.75]	0.1386162	-0.1055092	0.2625739
temp + nitrate	S_Atlantic	(26.75,27]	0.1248699	0.0131999	0.2387991
temp + nitrate	S_Atlantic	(27,27.25]	0.2001676	0.0472183	0.3081955
temp + nitrate	S_Atlantic	(27.25,27.5]	0.4153788	0.2752636	0.5041106
temp + nitrate	S_Atlantic	(27.5,27.75]	-0.3924645	-0.4409686	-0.3607590
temp + nitrate	S_Atlantic	(27.75,27.85]	-0.9373400	-0.9593144	-0.9035290
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.9231753	-0.9542335	-0.9015423
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.8438491	-0.8556234	-0.8379587
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.8362078	-0.9013793	-0.7414007
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.8230952	-0.9242743	-0.6452798
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.2349875	-0.4816678	0.1583466
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.4656329	-0.6353275	-0.2520931
temp + nitrate	S_Pacific	(-Inf,26]	-0.3599708	-0.4624505	-0.1967554
temp + nitrate	S_Pacific	(26,26.5]	-0.6032089	-0.7045762	-0.4491642
temp + nitrate	S_Pacific	(26.5,26.75]	-0.4766060	-0.5767246	-0.3368100
temp + nitrate	S_Pacific	(26.75,27]	-0.0221399	-0.1313005	0.0734524
temp + nitrate	S_Pacific	(27,27.25]	0.2263156	0.0830853	0.3712376
temp + nitrate	S_Pacific	(27.25,27.5]	0.4291355	0.3842729	0.4997366
temp + nitrate	S_Pacific	(27.5,27.75]	0.6817571	0.6134378	0.7683897
temp + nitrate	S_Pacific	(27.75,27.85]	0.7823901	0.7704764	0.7954212
temp + nitrate	S_Pacific	(27.85,27.95]	0.5408005	0.4950864	0.6239707
temp + nitrate	S_Pacific	(27.95,28.05]	0.3334890	0.2214697	0.3956074
temp + nitrate	S_Pacific	(28.05,28.1]	0.3993169	0.3383378	0.4386136
temp + nitrate	S_Pacific	(28.1,28.2]	0.4439731	0.2493618	0.6608612
temp + nitrate	S_Pacific	(28.2,28.3]	0.7636600	0.6045371	0.9755110
temp + nitrate	S_Pacific	(28.3, Inf]	0.8062691	0.8062691	0.8062691
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	N_Atlantic	(-Inf,26]	-0.5009265	-0.6269326	-0.3522240
temp + phosphate	N_Atlantic	(26,26.5]	-0.7810356	-0.8483742	-0.7218089
temp + phosphate	N_Atlantic	(26.5,26.75]	-0.7033682	-0.7470661	-0.6779476
temp + phosphate	N_Atlantic	(26.75,27]	-0.6105345	-0.6201495	-0.5990190
temp + phosphate	N_Atlantic	(27,27.25]	-0.7344107	-0.8319579	-0.6470334
temp + phosphate	N_Atlantic	(27.25,27.5]	-0.5889330	-0.7856796	-0.3093254
temp + phosphate	N_Atlantic	(27.5,27.75]	-0.4797455	-0.6802682	-0.3187052
temp + phosphate	N_Atlantic	(27.75,27.85]	0.0195422	-0.1111898	0.1064427
temp + phosphate	N_Atlantic	(27.85,27.95]	0.2912837	0.2727384	0.3054521
temp + phosphate	N_Atlantic	(27.95,28.05]	-0.4434579	-0.5184195	-0.3294135
temp + phosphate	N_Atlantic	(28.05,28.1]	-0.5389233	-0.6414181	-0.3525305
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.5139552	-0.7379478	-0.1454652
temp + phosphate	N_Atlantic	(28.15,28.2]	0.1697859	-0.0367961	0.3222031
temp + phosphate	N_Atlantic	(28.2, Inf]	0.9783311	0.9731141	0.9829658
temp + phosphate	N_Pacific	(-Inf,26]	-0.6014851	-0.6783530	-0.4815553
temp + phosphate	N_Pacific	(26,26.5]	0.0455515	-0.0988474	0.3184314
temp + phosphate	N_Pacific	(26.5,26.75]	0.5076688	0.4290660	0.6339878
temp + phosphate	N_Pacific	(26.75,27]	0.4008904	0.2826467	0.5380533
temp + phosphate	N_Pacific	(27,27.25]	-0.1787082	-0.3390133	0.0110667
temp + phosphate	N_Pacific	(27.25,27.5]	-0.4000794	-0.5410245	-0.1927644
temp + phosphate	N_Pacific	(27.5,27.75]	-0.1980939	-0.3157577	-0.0381886
temp + phosphate	N_Pacific	(27.75,27.85]	0.0376745	-0.0355138	0.0849180
temp + phosphate	N_Pacific	(27.85,27.95]	0.4754451	0.4142409	0.5088706
temp + phosphate	N_Pacific	(27.95,28.05]	0.8432769	0.8106789	0.8698366
temp + phosphate	N_Pacific	(28.05,28.1]	0.2538487	0.1262380	0.3655004
temp + phosphate	N_Pacific	(28.1,28.2]	0.3789452	0.1577360	0.5955441
temp + phosphate	S_Atlantic	(-Inf,26]	-0.1769022	-0.3335141	0.1051410
temp + phosphate	S_Atlantic	(26,26.5]	-0.2951196	-0.3413555	-0.2464885
temp + phosphate	S_Atlantic	(26.5,26.75]	0.1459382	-0.0985754	0.2711172
temp + phosphate	S_Atlantic	(26.75,27]	0.1372711	0.0283696	0.2469188
temp + phosphate	S_Atlantic	(27,27.25]	0.2201608	0.0650315	0.3274431
temp + phosphate	S_Atlantic	(27.25,27.5]	0.4353006	0.3016252	0.5129306
temp + phosphate	S_Atlantic	(27.5,27.75]	-0.4492471	-0.4642488	-0.4236027
temp + phosphate	S_Atlantic	(27.75,27.85]	-0.9416325	-0.9619789	-0.9074948
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.9234121	-0.9548817	-0.9015837
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.8444905	-0.8541482	-0.8395325
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8517980	-0.9095042	-0.7697463
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.8459204	-0.9307484	-0.6964828
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.3434853	-0.5379263	-0.0114817
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.5284462	-0.6974325	-0.3222759
temp + phosphate	S_Pacific	(-Inf,26]	-0.3078793	-0.4094531	-0.1132186
temp + phosphate	S_Pacific	(26,26.5]	-0.5680678	-0.6786738	-0.4146127
temp + phosphate	S_Pacific	(26.5,26.75]	-0.4289544	-0.5147054	-0.2756493
temp + phosphate	S_Pacific	(26.75,27]	0.0485295	-0.0471153	0.1832809
temp + phosphate	S_Pacific	(27,27.25]	0.3028955	0.1774689	0.3782584
temp + phosphate	S_Pacific	(27.25,27.5]	0.5194306	0.4704770	0.6141796
temp + phosphate	S_Pacific	(27.5,27.75]	0.7039495	0.6563590	0.7748429
temp + phosphate	S_Pacific	(27.75,27.85]	0.7777464	0.7642962	0.7866273
temp + phosphate	S_Pacific	(27.85,27.95]	0.5408549	0.4928009	0.6252517
temp + phosphate	S_Pacific	(27.95,28.05]	0.3286892	0.2286399	0.3819115
temp + phosphate	S_Pacific	(28.05,28.1]	0.3818180	0.3330338	0.4121198
temp + phosphate	S_Pacific	(28.1,28.2]	0.4018359	0.2205156	0.5925378
temp + phosphate	S_Pacific	(28.2,28.3]	0.7541349	0.5908651	0.9666662
temp + phosphate	S_Pacific	(28.3, Inf]	0.7568903	0.7568903	0.7568903
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	N_Atlantic	(-Inf,26]	-0.8011997	-0.8664430	-0.7600316
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.9316004	-0.9537480	-0.9165544
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8911574	-0.9078931	-0.8644674
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.8643895	-0.8948185	-0.8409584
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9428140	-0.9610855	-0.9211207
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9297051	-0.9799431	-0.8616395
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9465370	-0.9654798	-0.9182931
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9421149	-0.9658325	-0.9019732
temp + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8766959	-0.9085525	-0.8338246
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.6730296	-0.7883890	-0.5307384
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.6709955	-0.7414038	-0.5508626
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.6543133	-0.8271546	-0.3567749
temp + phosphate_star	N_Atlantic	(28.15,28.2]	0.4193386	0.0910703	0.9606265
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.9930774	0.9912969	0.9960246
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9077091	-0.9320067	-0.8686149
temp + phosphate_star	N_Pacific	(26,26.5]	-0.6716167	-0.7890243	-0.5272513
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.6391374	-0.6656177	-0.6180339
temp + phosphate_star	N_Pacific	(26.75,27]	-0.7998699	-0.8137841	-0.7909160
temp + phosphate_star	N_Pacific	(27,27.25]	-0.6835541	-0.7657523	-0.5426259
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.5428992	-0.6884309	-0.2667828
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.4363616	-0.5786039	-0.1900582
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.1934287	0.0522677	0.3635462
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.1278421	-0.2496516	0.0424690
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.7298900	-0.8857455	-0.6318771
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.6191150	-0.6975393	-0.5696109
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.0689578	-0.1375024	0.0239189
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.6838908	-0.7636212	-0.6247237
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.6521061	-0.6759133	-0.6227411
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.3897650	-0.5228649	-0.3024071
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.8649799	-0.8908542	-0.8492856
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9835012	-0.9891720	-0.9781216
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9551053	-0.9696113	-0.9425023
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8916675	-0.9089683	-0.8669886
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9833459	-0.9850025	-0.9807187
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9725444	-0.9790436	-0.9691658
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9630638	-0.9669021	-0.9572296
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9840487	-0.9866195	-0.9822865
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9895250	-0.9922430	-0.9849515
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9654281	-0.9848802	-0.9455985
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9465428	-0.9562963	-0.9343080
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.6633076	-0.7452609	-0.5518076
temp + phosphate_star	S_Pacific	(26,26.5]	-0.7628191	-0.8476340	-0.6447017
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.7674122	-0.8423288	-0.6291568
temp + phosphate_star	S_Pacific	(26.75,27]	-0.7168216	-0.8287114	-0.5154062
temp + phosphate_star	S_Pacific	(27,27.25]	-0.8485097	-0.9416647	-0.7072209
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9052530	-0.9506617	-0.8409579
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.8614307	-0.8870297	-0.8157821
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.5829766	-0.7079569	-0.3899658
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.3039110	-0.7128288	0.0306973
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.5402717	-0.8047545	-0.3790390
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.5931677	-0.8758563	-0.4342349
temp + phosphate_star	S_Pacific	(28.1,28.2]	-0.8195769	-0.9267670	-0.7468464
temp + phosphate_star	S_Pacific	(28.2,28.3]	-0.8622567	-0.9962809	-0.7584147
temp + phosphate_star	S_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
2e8d815	Donghe-Zhu	2021-08-19
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	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	N_Atlantic	(-Inf,26]	0.1012882	0.0166564	0.1605749
aou	N_Atlantic	(26,26.5]	0.3701894	0.0076542	0.6428218
aou	N_Atlantic	(26.5,26.75]	0.1976235	-0.1635063	0.4210875
aou	N_Atlantic	(26.75,27]	-0.5578391	-0.6860530	-0.3598023
aou	N_Atlantic	(27,27.25]	-0.8305374	-0.8528853	-0.8176825
aou	N_Atlantic	(27.25,27.5]	-0.9183529	-0.9557927	-0.8849566
aou	N_Atlantic	(27.5,27.75]	-0.9125704	-0.9246647	-0.9001945
aou	N_Atlantic	(27.75,27.85]	-0.8669943	-0.8923936	-0.8404833
aou	N_Atlantic	(27.85,27.95]	-0.6177655	-0.7300267	-0.5468026
aou	N_Atlantic	(27.95,28.05]	-0.9221812	-0.9506536	-0.8939311
aou	N_Atlantic	(28.05,28.1]	-0.8190887	-0.8864046	-0.7732992
aou	N_Atlantic	(28.1,28.15]	-0.9725780	-0.9871986	-0.9540853
aou	N_Atlantic	(28.15,28.2]	-0.9672921	-0.9994342	-0.9199789
aou	N_Atlantic	(28.2, Inf]	-0.8746463	-0.9994429	-0.6530981
aou	N_Pacific	(-Inf,26]	0.4973604	0.4386556	0.5451973
aou	N_Pacific	(26,26.5]	0.4634718	0.2751000	0.7517870
aou	N_Pacific	(26.5,26.75]	0.2648458	0.0098892	0.5977104
aou	N_Pacific	(26.75,27]	-0.1313080	-0.2487304	0.0862246
aou	N_Pacific	(27,27.25]	-0.0323785	-0.0933536	0.0381784
aou	N_Pacific	(27.25,27.5]	0.5927135	0.4753956	0.6869154
aou	N_Pacific	(27.5,27.75]	0.6353838	0.5353793	0.7175309
aou	N_Pacific	(27.75,27.85]	0.4150253	0.3846664	0.4607826
aou	N_Pacific	(27.85,27.95]	0.1749588	0.1365759	0.2444001
aou	N_Pacific	(27.95,28.05]	0.8116231	0.7763995	0.8405985
aou	N_Pacific	(28.05,28.1]	0.9936164	0.9924171	0.9949482
aou	N_Pacific	(28.1,28.2]	0.9773811	0.9682257	0.9825090
aou	S_Atlantic	(-Inf,26]	-0.3218565	-0.4791321	-0.0704702
aou	S_Atlantic	(26,26.5]	-0.4517781	-0.5385094	-0.3026974
aou	S_Atlantic	(26.5,26.75]	-0.6989236	-0.8699608	-0.3667980
aou	S_Atlantic	(26.75,27]	-0.5239234	-0.7546980	-0.3291058
aou	S_Atlantic	(27,27.25]	-0.1451020	-0.4194566	0.1857281
aou	S_Atlantic	(27.25,27.5]	-0.0665700	-0.4231531	0.4475655
aou	S_Atlantic	(27.5,27.75]	-0.0872565	-0.3737612	0.2654449
aou	S_Atlantic	(27.75,27.85]	-0.9478319	-0.9698187	-0.9044462
aou	S_Atlantic	(27.85,27.95]	-0.9731431	-0.9916086	-0.9550446
aou	S_Atlantic	(27.95,28.05]	-0.8799136	-0.8860377	-0.8705132
aou	S_Atlantic	(28.05,28.1]	-0.6345478	-0.8452414	-0.3473323
aou	S_Atlantic	(28.1,28.15]	-0.6079094	-0.8370449	-0.2578934
aou	S_Atlantic	(28.15,28.2]	-0.3188639	-0.4489872	-0.2435176
aou	S_Atlantic	(28.2, Inf]	-0.6900373	-0.8529939	-0.3823735
aou	S_Pacific	(-Inf,26]	0.1456369	0.0074629	0.2210882
aou	S_Pacific	(26,26.5]	-0.2576901	-0.3894897	-0.0897830
aou	S_Pacific	(26.5,26.75]	-0.7479187	-0.7747821	-0.7342792
aou	S_Pacific	(26.75,27]	-0.8046376	-0.8340054	-0.7717474
aou	S_Pacific	(27,27.25]	-0.7484569	-0.7906567	-0.7264927
aou	S_Pacific	(27.25,27.5]	-0.6513491	-0.7261588	-0.5918723
aou	S_Pacific	(27.5,27.75]	-0.4036716	-0.5802020	-0.2180220
aou	S_Pacific	(27.75,27.85]	-0.0760499	-0.4357277	0.2106097
aou	S_Pacific	(27.85,27.95]	0.2528258	-0.1432905	0.6047876
aou	S_Pacific	(27.95,28.05]	0.7041925	0.5905287	0.7941370
aou	S_Pacific	(28.05,28.1]	0.4850605	0.2113099	0.7399712
aou	S_Pacific	(28.1,28.2]	0.3265017	0.0648979	0.8048225
aou	S_Pacific	(28.2,28.3]	-0.2943189	-0.9328566	0.9703739
aou	S_Pacific	(28.3, Inf]	0.9562125	0.9562125	0.9562125
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	N_Atlantic	(-Inf,26]	0.0454738	-0.0492884	0.0993045
nitrate	N_Atlantic	(26,26.5]	0.3017326	-0.0739592	0.5899716
nitrate	N_Atlantic	(26.5,26.75]	0.1321209	-0.2388786	0.3500056
nitrate	N_Atlantic	(26.75,27]	-0.5986238	-0.7139100	-0.4081634
nitrate	N_Atlantic	(27,27.25]	-0.8737878	-0.8814091	-0.8613416
nitrate	N_Atlantic	(27.25,27.5]	-0.9509382	-0.9588813	-0.9391688
nitrate	N_Atlantic	(27.5,27.75]	-0.9204569	-0.9357287	-0.9068883
nitrate	N_Atlantic	(27.75,27.85]	-0.8242739	-0.8646149	-0.7882881
nitrate	N_Atlantic	(27.85,27.95]	-0.5860521	-0.7426727	-0.4896664
nitrate	N_Atlantic	(27.95,28.05]	-0.8276557	-0.8697577	-0.7459234
nitrate	N_Atlantic	(28.05,28.1]	-0.8620002	-0.8891872	-0.8227231
nitrate	N_Atlantic	(28.1,28.15]	-0.9821948	-0.9891939	-0.9687726
nitrate	N_Atlantic	(28.15,28.2]	-0.8526763	-0.9998632	-0.5706973
nitrate	N_Atlantic	(28.2, Inf]	-0.8362689	-0.9955689	-0.5915668
nitrate	N_Pacific	(-Inf,26]	0.4592240	0.4244753	0.4828069
nitrate	N_Pacific	(26,26.5]	0.4271660	0.2316038	0.7220357
nitrate	N_Pacific	(26.5,26.75]	0.1378287	-0.1293258	0.4633316
nitrate	N_Pacific	(26.75,27]	-0.1357929	-0.2757126	0.0316109
nitrate	N_Pacific	(27,27.25]	0.2849125	0.1092621	0.4401055
nitrate	N_Pacific	(27.25,27.5]	0.8016423	0.7443407	0.8612035
nitrate	N_Pacific	(27.5,27.75]	0.8843390	0.8634419	0.9065765
nitrate	N_Pacific	(27.75,27.85]	0.2792168	0.2292395	0.3708140
nitrate	N_Pacific	(27.85,27.95]	0.0333424	-0.0047910	0.0684667
nitrate	N_Pacific	(27.95,28.05]	0.7967756	0.7628819	0.8179949
nitrate	N_Pacific	(28.05,28.1]	0.9942917	0.9936002	0.9954974
nitrate	N_Pacific	(28.1,28.2]	0.9637327	0.9465258	0.9738258
nitrate	S_Atlantic	(-Inf,26]	-0.4262783	-0.5828825	-0.2341694
nitrate	S_Atlantic	(26,26.5]	-0.4874518	-0.5968592	-0.3305711
nitrate	S_Atlantic	(26.5,26.75]	-0.7441440	-0.9045440	-0.4389775
nitrate	S_Atlantic	(26.75,27]	-0.6878310	-0.8678381	-0.5017046
nitrate	S_Atlantic	(27,27.25]	-0.4545238	-0.6604495	-0.0676671
nitrate	S_Atlantic	(27.25,27.5]	-0.3540222	-0.6397025	0.1729731
nitrate	S_Atlantic	(27.5,27.75]	-0.8066486	-0.9047828	-0.6870928
nitrate	S_Atlantic	(27.75,27.85]	-0.9826709	-0.9930879	-0.9728161
nitrate	S_Atlantic	(27.85,27.95]	-0.9940628	-0.9943625	-0.9938845
nitrate	S_Atlantic	(27.95,28.05]	-0.9847838	-0.9895909	-0.9757483
nitrate	S_Atlantic	(28.05,28.1]	-0.9651852	-0.9753915	-0.9542690
nitrate	S_Atlantic	(28.1,28.15]	-0.9694385	-0.9824304	-0.9476176
nitrate	S_Atlantic	(28.15,28.2]	-0.8556293	-0.9264002	-0.7594790
nitrate	S_Atlantic	(28.2, Inf]	-0.9645369	-0.9916844	-0.9307004
nitrate	S_Pacific	(-Inf,26]	0.1107807	-0.0486191	0.1909048
nitrate	S_Pacific	(26,26.5]	-0.2605622	-0.3895830	-0.0982383
nitrate	S_Pacific	(26.5,26.75]	-0.7320990	-0.7637436	-0.7160826
nitrate	S_Pacific	(26.75,27]	-0.8324019	-0.8454489	-0.8151785
nitrate	S_Pacific	(27,27.25]	-0.8450179	-0.8555718	-0.8343031
nitrate	S_Pacific	(27.25,27.5]	-0.7942178	-0.8511455	-0.7512804
nitrate	S_Pacific	(27.5,27.75]	-0.3879149	-0.5521219	-0.2333407
nitrate	S_Pacific	(27.75,27.85]	-0.0926848	-0.4509974	0.1911524
nitrate	S_Pacific	(27.85,27.95]	0.2134756	-0.1717273	0.5342746
nitrate	S_Pacific	(27.95,28.05]	0.6456890	0.5580012	0.7142906
nitrate	S_Pacific	(28.05,28.1]	0.3411354	0.1303237	0.4744517
nitrate	S_Pacific	(28.1,28.2]	-0.0832101	-0.5085727	0.4419205
nitrate	S_Pacific	(28.2,28.3]	-0.3116757	-0.9468097	0.9448102
nitrate	S_Pacific	(28.3, Inf]	0.8487266	0.8487266	0.8487266
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	N_Atlantic	(-Inf,26]	0.0665674	-0.0310851	0.1243473
phosphate	N_Atlantic	(26,26.5]	0.3392899	-0.0228486	0.6160564
phosphate	N_Atlantic	(26.5,26.75]	0.1760951	-0.1917167	0.3927565
phosphate	N_Atlantic	(26.75,27]	-0.5701896	-0.6852656	-0.3792287
phosphate	N_Atlantic	(27,27.25]	-0.8557487	-0.8686456	-0.8403380
phosphate	N_Atlantic	(27.25,27.5]	-0.9513770	-0.9650446	-0.9342042
phosphate	N_Atlantic	(27.5,27.75]	-0.9229748	-0.9383908	-0.9083077
phosphate	N_Atlantic	(27.75,27.85]	-0.7402904	-0.7837612	-0.7154737
phosphate	N_Atlantic	(27.85,27.95]	-0.2632998	-0.3802451	-0.0540196
phosphate	N_Atlantic	(27.95,28.05]	-0.4923318	-0.5813055	-0.3975223
phosphate	N_Atlantic	(28.05,28.1]	-0.7962506	-0.8210783	-0.7503193
phosphate	N_Atlantic	(28.1,28.15]	-0.9521622	-0.9641226	-0.9311851
phosphate	N_Atlantic	(28.15,28.2]	-0.3471236	-0.9992743	0.0741786
phosphate	N_Atlantic	(28.2, Inf]	0.7186883	0.3681883	0.9686923
phosphate	N_Pacific	(-Inf,26]	0.5104190	0.4761485	0.5328234
phosphate	N_Pacific	(26,26.5]	0.5024630	0.3452319	0.7526638
phosphate	N_Pacific	(26.5,26.75]	0.3172030	0.0849307	0.6123086
phosphate	N_Pacific	(26.75,27]	-0.0344796	-0.1766142	0.1810008
phosphate	N_Pacific	(27,27.25]	-0.0459331	-0.1034935	0.0380810
phosphate	N_Pacific	(27.25,27.5]	0.4339318	0.2541305	0.5657573
phosphate	N_Pacific	(27.5,27.75]	0.4951207	0.3044165	0.6330379
phosphate	N_Pacific	(27.75,27.85]	0.1588647	0.0883439	0.2573377
phosphate	N_Pacific	(27.85,27.95]	0.0427028	0.0135934	0.0954270
phosphate	N_Pacific	(27.95,28.05]	0.7921340	0.7693827	0.8167273
phosphate	N_Pacific	(28.05,28.1]	0.9926968	0.9917227	0.9943550
phosphate	N_Pacific	(28.1,28.2]	0.9659104	0.9495048	0.9756101
phosphate	S_Atlantic	(-Inf,26]	-0.5031455	-0.6409708	-0.3442870
phosphate	S_Atlantic	(26,26.5]	-0.4952494	-0.6065497	-0.3368231
phosphate	S_Atlantic	(26.5,26.75]	-0.7335731	-0.8914926	-0.4311959
phosphate	S_Atlantic	(26.75,27]	-0.6734508	-0.8584505	-0.4829519
phosphate	S_Atlantic	(27,27.25]	-0.4347912	-0.6421062	-0.0369245
phosphate	S_Atlantic	(27.25,27.5]	-0.3501880	-0.6238719	0.1697203
phosphate	S_Atlantic	(27.5,27.75]	-0.8310310	-0.9151667	-0.6909226
phosphate	S_Atlantic	(27.75,27.85]	-0.9797515	-0.9912929	-0.9701476
phosphate	S_Atlantic	(27.85,27.95]	-0.9887745	-0.9905488	-0.9878018
phosphate	S_Atlantic	(27.95,28.05]	-0.9900111	-0.9930975	-0.9848863
phosphate	S_Atlantic	(28.05,28.1]	-0.9763974	-0.9833014	-0.9693651
phosphate	S_Atlantic	(28.1,28.15]	-0.9778201	-0.9850821	-0.9650359
phosphate	S_Atlantic	(28.15,28.2]	-0.8770574	-0.9493952	-0.8219353
phosphate	S_Atlantic	(28.2, Inf]	-0.9814422	-0.9972215	-0.9608377
phosphate	S_Pacific	(-Inf,26]	0.0932197	-0.1055820	0.2009527
phosphate	S_Pacific	(26,26.5]	-0.2828262	-0.4073159	-0.1118426
phosphate	S_Pacific	(26.5,26.75]	-0.7457033	-0.7806690	-0.7259510
phosphate	S_Pacific	(26.75,27]	-0.8303017	-0.8549970	-0.8074901
phosphate	S_Pacific	(27,27.25]	-0.7970456	-0.8328298	-0.7783549
phosphate	S_Pacific	(27.25,27.5]	-0.6606845	-0.7374878	-0.5983965
phosphate	S_Pacific	(27.5,27.75]	-0.3584673	-0.5223992	-0.1913602
phosphate	S_Pacific	(27.75,27.85]	-0.0930463	-0.4424542	0.1827663
phosphate	S_Pacific	(27.85,27.95]	0.2029870	-0.1751501	0.5180165
phosphate	S_Pacific	(27.95,28.05]	0.6373698	0.5565509	0.7103720
phosphate	S_Pacific	(28.05,28.1]	0.3333124	0.1327540	0.4398599
phosphate	S_Pacific	(28.1,28.2]	-0.1008551	-0.5101481	0.3724368
phosphate	S_Pacific	(28.2,28.3]	-0.3196042	-0.9530750	0.9307613
phosphate	S_Pacific	(28.3, Inf]	0.8002776	0.8002776	0.8002776
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	N_Atlantic	(-Inf,26]	-0.1628833	-0.2228351	-0.1133113
phosphate_star	N_Atlantic	(26,26.5]	0.2467570	-0.0759619	0.4959299
phosphate_star	N_Atlantic	(26.5,26.75]	0.1586348	-0.2011374	0.3564055
phosphate_star	N_Atlantic	(26.75,27]	-0.4716925	-0.5721979	-0.3172693
phosphate_star	N_Atlantic	(27,27.25]	-0.7184749	-0.8259487	-0.6298087
phosphate_star	N_Atlantic	(27.25,27.5]	-0.6453848	-0.7567632	-0.5028831
phosphate_star	N_Atlantic	(27.5,27.75]	-0.4474304	-0.6357969	-0.3423775
phosphate_star	N_Atlantic	(27.75,27.85]	0.4016476	0.2313624	0.4974555
phosphate_star	N_Atlantic	(27.85,27.95]	0.6425860	0.5226367	0.7170128
phosphate_star	N_Atlantic	(27.95,28.05]	0.4808733	0.2515596	0.7828889
phosphate_star	N_Atlantic	(28.05,28.1]	-0.6529740	-0.6973795	-0.6301162
phosphate_star	N_Atlantic	(28.1,28.15]	-0.8871053	-0.9101639	-0.8751319
phosphate_star	N_Atlantic	(28.15,28.2]	0.2114961	-0.9967545	0.8732736
phosphate_star	N_Atlantic	(28.2, Inf]	0.7795556	0.4401712	0.9900883
phosphate_star	N_Pacific	(-Inf,26]	0.4937760	0.4694113	0.5257196
phosphate_star	N_Pacific	(26,26.5]	0.4624511	0.4103195	0.4961420
phosphate_star	N_Pacific	(26.5,26.75]	0.2765365	0.0807527	0.3886948
phosphate_star	N_Pacific	(26.75,27]	0.3458105	0.1892691	0.4875572
phosphate_star	N_Pacific	(27,27.25]	0.2383262	0.1112865	0.3915954
phosphate_star	N_Pacific	(27.25,27.5]	0.0745177	-0.0487683	0.1773001
phosphate_star	N_Pacific	(27.5,27.75]	0.1219829	-0.0273656	0.2257350
phosphate_star	N_Pacific	(27.75,27.85]	-0.3896330	-0.5135087	-0.2752416
phosphate_star	N_Pacific	(27.85,27.95]	-0.0772113	-0.1733457	0.0555117
phosphate_star	N_Pacific	(27.95,28.05]	-0.5201903	-0.6012524	-0.4199238
phosphate_star	N_Pacific	(28.05,28.1]	-0.5522454	-0.6861219	-0.4076794
phosphate_star	N_Pacific	(28.1,28.2]	0.0620801	-0.0875043	0.1462097
phosphate_star	S_Atlantic	(-Inf,26]	-0.4039455	-0.5504613	-0.2241338
phosphate_star	S_Atlantic	(26,26.5]	-0.4347622	-0.5492786	-0.2910313
phosphate_star	S_Atlantic	(26.5,26.75]	-0.7423434	-0.8202987	-0.6383764
phosphate_star	S_Atlantic	(26.75,27]	-0.7638879	-0.8335894	-0.7087562
phosphate_star	S_Atlantic	(27,27.25]	-0.5533881	-0.6883270	-0.3383532
phosphate_star	S_Atlantic	(27.25,27.5]	-0.2695034	-0.6885892	0.1132665
phosphate_star	S_Atlantic	(27.5,27.75]	-0.5599601	-0.8415568	-0.1958151
phosphate_star	S_Atlantic	(27.75,27.85]	-0.9478953	-0.9660658	-0.9361748
phosphate_star	S_Atlantic	(27.85,27.95]	-0.9620105	-0.9658664	-0.9545395
phosphate_star	S_Atlantic	(27.95,28.05]	-0.9530715	-0.9698657	-0.9383918
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9455436	-0.9746310	-0.9282689
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9135258	-0.9760900	-0.8370063
phosphate_star	S_Atlantic	(28.15,28.2]	-0.4627598	-0.8414725	-0.2367476
phosphate_star	S_Atlantic	(28.2, Inf]	-0.6512611	-0.9148819	-0.3965779
phosphate_star	S_Pacific	(-Inf,26]	0.4265343	0.2717052	0.5166841
phosphate_star	S_Pacific	(26,26.5]	-0.1343806	-0.2895871	0.0446848
phosphate_star	S_Pacific	(26.5,26.75]	-0.5676977	-0.6499353	-0.5180273
phosphate_star	S_Pacific	(26.75,27]	-0.5309644	-0.6501699	-0.4710877
phosphate_star	S_Pacific	(27,27.25]	-0.3138783	-0.5028953	-0.1166388
phosphate_star	S_Pacific	(27.25,27.5]	0.1946595	0.1028563	0.2593262
phosphate_star	S_Pacific	(27.5,27.75]	0.5982990	0.3628796	0.7397561
phosphate_star	S_Pacific	(27.75,27.85]	0.0512989	-0.1768408	0.2366921
phosphate_star	S_Pacific	(27.85,27.95]	-0.1286628	-0.4202525	0.1803911
phosphate_star	S_Pacific	(27.95,28.05]	0.0485740	-0.5314878	0.4536241
phosphate_star	S_Pacific	(28.05,28.1]	-0.3260665	-0.8306400	0.0134142
phosphate_star	S_Pacific	(28.1,28.2]	-0.6993066	-0.9478279	-0.4059402
phosphate_star	S_Pacific	(28.2,28.3]	0.1799492	-0.9903751	0.8268000
phosphate_star	S_Pacific	(28.3, Inf]	-0.9698025	-0.9698025	-0.9698025
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	N_Atlantic	(-Inf,26]	0.8462922	0.7934117	0.8769304
sal	N_Atlantic	(26,26.5]	-0.1401819	-0.4429862	0.1762269
sal	N_Atlantic	(26.5,26.75]	-0.3660378	-0.6008245	-0.0263173
sal	N_Atlantic	(26.75,27]	0.0972658	0.0026546	0.1774741
sal	N_Atlantic	(27,27.25]	0.5277441	0.3916375	0.6809167
sal	N_Atlantic	(27.25,27.5]	0.5041943	0.1771683	0.7443828
sal	N_Atlantic	(27.5,27.75]	0.3601460	0.2101665	0.5785281
sal	N_Atlantic	(27.75,27.85]	-0.2562002	-0.3965693	-0.1586044
sal	N_Atlantic	(27.85,27.95]	-0.6072068	-0.6956250	-0.5091990
sal	N_Atlantic	(27.95,28.05]	-0.5422847	-0.9106222	0.0829422
sal	N_Atlantic	(28.05,28.1]	0.0694385	-0.1313550	0.2625472
sal	N_Atlantic	(28.1,28.15]	0.5651727	0.3589436	0.6691818
sal	N_Atlantic	(28.15,28.2]	0.2834094	-0.2569142	0.9717711
sal	N_Atlantic	(28.2, Inf]	-0.7153759	-0.9312594	-0.3970489
sal	N_Pacific	(-Inf,26]	-0.5378103	-0.6160345	-0.4698945
sal	N_Pacific	(26,26.5]	-0.0422277	-0.2977607	0.4433577
sal	N_Pacific	(26.5,26.75]	0.1105656	-0.1907123	0.5389001
sal	N_Pacific	(26.75,27]	-0.2705801	-0.4596265	-0.0948046
sal	N_Pacific	(27,27.25]	-0.6705067	-0.7756313	-0.6097706
sal	N_Pacific	(27.25,27.5]	-0.8343942	-0.8479703	-0.8163933
sal	N_Pacific	(27.5,27.75]	-0.4465771	-0.5543223	-0.3905058
sal	N_Pacific	(27.75,27.85]	-0.5544482	-0.6419779	-0.5048247
sal	N_Pacific	(27.85,27.95]	-0.2649546	-0.3622121	-0.1985786
sal	N_Pacific	(27.95,28.05]	-0.8012218	-0.8342904	-0.7670452
sal	N_Pacific	(28.05,28.1]	-0.9848608	-0.9872597	-0.9827395
sal	N_Pacific	(28.1,28.2]	-0.9688053	-0.9707838	-0.9654282
sal	S_Atlantic	(-Inf,26]	-0.3355664	-0.5421916	-0.2254504
sal	S_Atlantic	(26,26.5]	-0.2735078	-0.3118594	-0.2463863
sal	S_Atlantic	(26.5,26.75]	-0.2184032	-0.5058354	0.0149777
sal	S_Atlantic	(26.75,27]	0.2320784	0.1138293	0.3850558
sal	S_Atlantic	(27,27.25]	0.2966915	0.0554296	0.4787199
sal	S_Atlantic	(27.25,27.5]	0.0211536	-0.3479509	0.4777950
sal	S_Atlantic	(27.5,27.75]	0.6277766	0.2592848	0.9025080
sal	S_Atlantic	(27.75,27.85]	0.9698667	0.9598277	0.9862339
sal	S_Atlantic	(27.85,27.95]	0.9821223	0.9769984	0.9861338
sal	S_Atlantic	(27.95,28.05]	0.9616771	0.9485372	0.9735433
sal	S_Atlantic	(28.05,28.1]	0.9508691	0.9371530	0.9781758
sal	S_Atlantic	(28.1,28.15]	0.9110082	0.8375121	0.9693040
sal	S_Atlantic	(28.15,28.2]	0.2948142	0.0973240	0.6794844
sal	S_Atlantic	(28.2, Inf]	0.0724047	-0.4140123	0.7056424
sal	S_Pacific	(-Inf,26]	-0.8873498	-0.9201012	-0.8677419
sal	S_Pacific	(26,26.5]	-0.5718682	-0.6062237	-0.5326815
sal	S_Pacific	(26.5,26.75]	-0.0298374	-0.0957472	0.0153093
sal	S_Pacific	(26.75,27]	-0.2661123	-0.4045372	-0.1794090
sal	S_Pacific	(27,27.25]	-0.5694232	-0.6138487	-0.5228193
sal	S_Pacific	(27.25,27.5]	-0.7216373	-0.7652758	-0.6625507
sal	S_Pacific	(27.5,27.75]	-0.3666963	-0.5496243	-0.1724752
sal	S_Pacific	(27.75,27.85]	0.0907630	-0.2810396	0.3830862
sal	S_Pacific	(27.85,27.95]	0.6351534	0.3533068	0.8513471
sal	S_Pacific	(27.95,28.05]	0.2066649	-0.1371824	0.7567500
sal	S_Pacific	(28.05,28.1]	0.2123678	-0.2241460	0.8548626
sal	S_Pacific	(28.1,28.2]	0.3115851	-0.1272577	0.7955781
sal	S_Pacific	(28.2,28.3]	-0.3107966	-0.9161467	0.8956925
sal	S_Pacific	(28.3, Inf]	-0.7301529	-0.7301529	-0.7301529
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	N_Atlantic	(-Inf,26]	0.4139480	0.3551985	0.5087635
temp	N_Atlantic	(26,26.5]	-0.1792457	-0.3621810	0.0511355
temp	N_Atlantic	(26.5,26.75]	-0.2917504	-0.5124481	0.0309104
temp	N_Atlantic	(26.75,27]	0.1025427	-0.0315100	0.1811329
temp	N_Atlantic	(27,27.25]	0.5263906	0.3749795	0.6971860
temp	N_Atlantic	(27.25,27.5]	0.4578591	0.1195276	0.7060354
temp	N_Atlantic	(27.5,27.75]	0.2744071	0.1463321	0.4935583
temp	N_Atlantic	(27.75,27.85]	-0.3257613	-0.4114976	-0.2397662
temp	N_Atlantic	(27.85,27.95]	-0.5375228	-0.6184423	-0.4962101
temp	N_Atlantic	(27.95,28.05]	-0.0609851	-0.3695379	0.1705925
temp	N_Atlantic	(28.05,28.1]	0.1253424	-0.0866572	0.2819517
temp	N_Atlantic	(28.1,28.15]	0.3138619	-0.0898536	0.5349985
temp	N_Atlantic	(28.15,28.2]	0.4099913	-0.2352032	0.9608738
temp	N_Atlantic	(28.2, Inf]	0.8166099	0.5461521	0.9992931
temp	N_Pacific	(-Inf,26]	-0.4218752	-0.5049644	-0.3685525
temp	N_Pacific	(26,26.5]	-0.1044879	-0.3047665	0.2915658
temp	N_Pacific	(26.5,26.75]	0.0821296	-0.1661694	0.4638834
temp	N_Pacific	(26.75,27]	-0.2447009	-0.4260151	-0.1165226
temp	N_Pacific	(27,27.25]	-0.4957338	-0.6092437	-0.3546834
temp	N_Pacific	(27.25,27.5]	-0.6540734	-0.7534699	-0.5656684
temp	N_Pacific	(27.5,27.75]	-0.8528693	-0.8882707	-0.8300386
temp	N_Pacific	(27.75,27.85]	-0.9205868	-0.9310368	-0.9146449
temp	N_Pacific	(27.85,27.95]	-0.8029506	-0.8114477	-0.7905855
temp	N_Pacific	(27.95,28.05]	0.4586339	0.4207642	0.5002133
temp	N_Pacific	(28.05,28.1]	0.2820801	0.1632205	0.3729702
temp	N_Pacific	(28.1,28.2]	0.3808886	0.1295577	0.6107890
temp	S_Atlantic	(-Inf,26]	-0.2255132	-0.4055298	-0.0637820
temp	S_Atlantic	(26,26.5]	-0.1521716	-0.2066649	-0.0583694
temp	S_Atlantic	(26.5,26.75]	0.0265212	-0.2110446	0.1921869
temp	S_Atlantic	(26.75,27]	0.4540217	0.3647900	0.6152667
temp	S_Atlantic	(27,27.25]	0.5926568	0.3913428	0.7267013
temp	S_Atlantic	(27.25,27.5]	0.4046889	0.0656485	0.7486213
temp	S_Atlantic	(27.5,27.75]	0.2688166	-0.0701266	0.5836861
temp	S_Atlantic	(27.75,27.85]	0.8943278	0.8695789	0.9222643
temp	S_Atlantic	(27.85,27.95]	0.9162869	0.9001647	0.9349542
temp	S_Atlantic	(27.95,28.05]	0.8605832	0.8395159	0.8829789
temp	S_Atlantic	(28.05,28.1]	0.8892495	0.8562175	0.9362196
temp	S_Atlantic	(28.1,28.15]	0.8780657	0.7815530	0.9540678
temp	S_Atlantic	(28.15,28.2]	0.4188703	0.2712141	0.7124783
temp	S_Atlantic	(28.2, Inf]	0.6399905	0.4531561	0.8587668
temp	S_Pacific	(-Inf,26]	-0.8308368	-0.8461103	-0.8152410
temp	S_Pacific	(26,26.5]	-0.4473335	-0.5224477	-0.3816486
temp	S_Pacific	(26.5,26.75]	0.0242614	-0.0440688	0.0829302
temp	S_Pacific	(26.75,27]	-0.0341995	-0.1304908	0.0147449
temp	S_Pacific	(27,27.25]	0.0839281	-0.0152701	0.2159840
temp	S_Pacific	(27.25,27.5]	-0.1764885	-0.2231739	-0.1487040
temp	S_Pacific	(27.5,27.75]	-0.6772037	-0.7846695	-0.4899507
temp	S_Pacific	(27.75,27.85]	-0.3292364	-0.5961225	0.0394236
temp	S_Pacific	(27.85,27.95]	-0.1352154	-0.4822835	0.5291463
temp	S_Pacific	(27.95,28.05]	0.3809996	0.0598453	0.8412962
temp	S_Pacific	(28.05,28.1]	0.4840155	0.1938519	0.9427140
temp	S_Pacific	(28.1,28.2]	0.4482184	0.1205186	0.8526703
temp	S_Pacific	(28.2,28.3]	-0.0015976	-0.5496446	0.9857279
temp	S_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