eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-05-26

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: d725834

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 d725834. 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/

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.

---

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	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
html	e2704ca	Donghe-Zhu	2021-03-27	Build site.
html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
html	1914a11	Donghe-Zhu	2021-03-24	Build site.
html	8be810e	Donghe-Zhu	2021-03-23	Build site.
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
html	134ace1	Donghe-Zhu	2021-03-22	Build site.
html	f6d70a4	Donghe-Zhu	2021-03-22	Build site.
html	183443b	Donghe-Zhu	2021-03-21	Build site.
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
html	94ce5a8	Donghe-Zhu	2021-03-10	Build site.
html	db33928	Donghe-Zhu	2021-03-10	Build site.
html	3d1f470	Donghe-Zhu	2021-03-10	Build site.
html	9b7bc66	Donghe-Zhu	2021-03-10	Build site.
html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
html	9f58753	Donghe-Zhu	2021-03-10	Build site.
html	f2a7146	Donghe-Zhu	2021-03-10	Build site.
html	fd528ed	Donghe-Zhu	2021-03-10	Build site.
html	9d5a62c	Donghe-Zhu	2021-03-10	Build site.
html	5d1e70b	Donghe-Zhu	2021-03-10	Build site.
html	2093979	Donghe-Zhu	2021-03-10	Build site.
html	b865899	Donghe-Zhu	2021-03-10	Build site.
html	cc2a956	Donghe-Zhu	2021-03-10	Build site.
html	60689fb	Donghe-Zhu	2021-03-10	Build site.
html	9230b52	Donghe-Zhu	2021-03-10	Build site.
html	dba33c8	Donghe-Zhu	2021-03-09	Build site.
html	17f1c4a	Donghe-Zhu	2021-03-09	Build site.
html	c024d1a	Donghe-Zhu	2021-03-09	Build site.
html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
html	1691156	Donghe-Zhu	2021-03-08	Build site.
html	c0ceaf8	Donghe-Zhu	2021-03-08	Build site.
html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
html	1843412	Donghe-Zhu	2021-03-08	Build site.
html	65b0cef	Donghe-Zhu	2021-03-07	Build site.
html	4083a6c	Donghe-Zhu	2021-03-07	Build site.
html	3fbbfa4	Donghe-Zhu	2021-03-07	Build site.
html	627c8fb	Donghe-Zhu	2021-03-07	Build site.
html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
html	9ef3222	Donghe-Zhu	2021-03-05	Build site.
html	8c1e978	Donghe-Zhu	2021-03-05	Build site.
html	865f68c	Donghe-Zhu	2021-03-05	Build site.
html	ee69bc1	Donghe-Zhu	2021-03-05	Build site.
html	a79291f	Donghe-Zhu	2021-03-05	Build site.
html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
html	731abc8	Donghe-Zhu	2021-03-04	Build site.
html	e2a5a33	Donghe-Zhu	2021-03-04	Build site.
html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
html	cb63c16	Donghe-Zhu	2021-03-03	Build site.
html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
html	c5e45a2	Donghe-Zhu	2021-03-03	Build site.
html	89c3e58	Donghe-Zhu	2021-03-03	Build site.
html	c407a50	Donghe-Zhu	2021-03-03	Build site.
html	c911669	Donghe-Zhu	2021-03-03	Build site.
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
html	e9a7418	Donghe-Zhu	2021-02-28	Build site.
html	e152917	Donghe-Zhu	2021-02-28	Build site.
html	feb991c	Donghe-Zhu	2021-02-27	Build site.
html	287123c	Donghe-Zhu	2021-02-27	Build site.
html	54d5b5b	Donghe-Zhu	2021-02-27	Build site.
html	330f064	Donghe-Zhu	2021-02-27	Build site.
html	adbc9bc	Donghe-Zhu	2021-02-27	Build site.
html	5937141	Donghe-Zhu	2021-02-27	Build site.
html	4414bbf	Donghe-Zhu	2021-02-27	Build site.
html	a265efb	Donghe-Zhu	2021-02-27	Build site.
html	19edd1e	Donghe-Zhu	2021-02-27	Build site.
html	f20483f	Donghe-Zhu	2021-02-26	Build site.
html	6a2c7b3	Donghe-Zhu	2021-02-25	Build site.
html	02b976d	Donghe-Zhu	2021-02-24	Build site.
html	354c224	Donghe-Zhu	2021-02-24	Build site.
html	1a0a88a	Donghe-Zhu	2021-02-24	Build site.
html	57f701e	Donghe-Zhu	2021-02-24	Build site.
html	06f3149	Donghe-Zhu	2021-02-16	Build site.
html	401eab3	Donghe-Zhu	2021-02-15	Build site.
html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
html	5dce4b1	Donghe-Zhu	2021-02-15	Build site.
html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
html	5ae6a69	Donghe-Zhu	2021-02-10	Build site.
html	05385dc	Donghe-Zhu	2021-02-10	Build site.
html	f791ae4	Donghe-Zhu	2021-02-09	Build site.
html	f71ae34	Donghe-Zhu	2021-02-09	Build site.
html	c011832	Donghe-Zhu	2021-02-09	Build site.
html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
html	865b582	Donghe-Zhu	2021-01-31	Build site.
html	3e68089	Donghe-Zhu	2021-01-31	Build site.
html	ecf335c	Donghe-Zhu	2021-01-31	Build site.
html	a618965	Donghe-Zhu	2021-01-31	Build site.
html	59e006e	Donghe-Zhu	2021-01-31	Build site.
html	a1c8f87	Donghe-Zhu	2021-01-31	Build site.
html	ae5c18f	Donghe-Zhu	2021-01-31	Build site.
html	b50fe52	Donghe-Zhu	2021-01-31	Build site.
html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
html	b5bdcaf	Donghe-Zhu	2021-01-29	Build site.
html	442010d	Donghe-Zhu	2021-01-29	Build site.
html	372adf5	Donghe-Zhu	2021-01-29	Build site.
html	af8788e	Donghe-Zhu	2021-01-29	Build site.
html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
html	eded038	Donghe-Zhu	2021-01-29	Build site.
html	541d4dd	Donghe-Zhu	2021-01-29	Build site.
html	6a75576	Donghe-Zhu	2021-01-28	Build site.
html	16fba40	Donghe-Zhu	2021-01-28	Build site.
html	12bc567	Donghe-Zhu	2021-01-27	Build site.
html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
html	342402d	Donghe-Zhu	2021-01-27	Build site.
html	5bad5c2	Donghe-Zhu	2021-01-27	Build site.
html	61efb56	Donghe-Zhu	2021-01-25	Build site.
html	48f638e	Donghe-Zhu	2021-01-25	Build site.
html	c1cec47	Donghe-Zhu	2021-01-25	Build site.
html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
html	8b97165	Donghe-Zhu	2021-01-25	Build site.
html	c569946	Donghe-Zhu	2021-01-24	Build site.
html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
html	88eb28f	Donghe-Zhu	2021-01-21	Build site.
html	2679490	Donghe-Zhu	2021-01-21	Build site.
html	7891955	Donghe-Zhu	2021-01-21	Build site.
html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
html	b3564aa	jens-daniel-mueller	2021-01-14	Build site.
html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
html	17dee1d	jens-daniel-mueller	2021-01-13	Build site.
html	a076226	Donghe-Zhu	2021-01-11	Build site.
Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
html	7cdea0c	jens-daniel-mueller	2021-01-06	Build site.
html	fa85b93	jens-daniel-mueller	2021-01-06	Build site.
html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
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
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7880577	0.5633370	0.9037929
aou + nitrate	Atlantic	(26,26.5]	0.8755220	0.8609370	0.8869406
aou + nitrate	Atlantic	(26.5,26.75]	0.9623589	0.9560810	0.9693027
aou + nitrate	Atlantic	(26.75,27]	0.9831539	0.9783617	0.9874192
aou + nitrate	Atlantic	(27,27.25]	0.9651544	0.9569789	0.9734576
aou + nitrate	Atlantic	(27.25,27.5]	0.9245122	0.9123924	0.9313115
aou + nitrate	Atlantic	(27.5,27.75]	0.8025791	0.7486979	0.8393618
aou + nitrate	Atlantic	(27.75,27.85]	0.5949164	0.5190061	0.7217326
aou + nitrate	Atlantic	(27.85,27.95]	0.5933483	0.4650213	0.7563035
aou + nitrate	Atlantic	(27.95,28.05]	0.7292805	0.5892059	0.8857120
aou + nitrate	Atlantic	(28.05,28.1]	0.9254370	0.8901148	0.9640694
aou + nitrate	Atlantic	(28.1,28.15]	0.9554092	0.9272899	0.9781434
aou + nitrate	Atlantic	(28.15,28.2]	0.9738213	0.9669037	0.9774476
aou + nitrate	Atlantic	(28.2, Inf]	0.9131410	0.8811434	0.9583416
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9239976	0.9102931	0.9452271
aou + nitrate	Indo-Pacific	(26,26.5]	0.8463426	0.7593874	0.9074773
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8721891	0.8429543	0.8916440
aou + nitrate	Indo-Pacific	(26.75,27]	0.8767963	0.8333941	0.9071179
aou + nitrate	Indo-Pacific	(27,27.25]	0.9316298	0.9047379	0.9511609
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9466966	0.9297775	0.9629169
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9700114	0.9622756	0.9795881
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9889848	0.9807925	0.9937713
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9922705	0.9872058	0.9964201
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9924610	0.9859885	0.9966829
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9919287	0.9859409	0.9959018
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9887323	0.9820432	0.9948043
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9829306	0.9731779	0.9932807
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9105916	0.8545622	0.9511952
aou + phosphate	Atlantic	(-Inf,26]	0.9495791	0.8861831	0.9875564
aou + phosphate	Atlantic	(26,26.5]	0.8749882	0.8577237	0.8859326
aou + phosphate	Atlantic	(26.5,26.75]	0.9063873	0.8834447	0.9227459
aou + phosphate	Atlantic	(26.75,27]	0.9516511	0.9436606	0.9601405
aou + phosphate	Atlantic	(27,27.25]	0.9201092	0.8973651	0.9326578
aou + phosphate	Atlantic	(27.25,27.5]	0.8820509	0.8613211	0.8925663
aou + phosphate	Atlantic	(27.5,27.75]	0.7544073	0.6922405	0.7989517
aou + phosphate	Atlantic	(27.75,27.85]	0.5495650	0.4756187	0.6827852
aou + phosphate	Atlantic	(27.85,27.95]	0.5618859	0.4278281	0.7262612
aou + phosphate	Atlantic	(27.95,28.05]	0.7149266	0.5722697	0.8690044
aou + phosphate	Atlantic	(28.05,28.1]	0.9210962	0.8843742	0.9597844
aou + phosphate	Atlantic	(28.1,28.15]	0.9523097	0.9234881	0.9762541
aou + phosphate	Atlantic	(28.15,28.2]	0.9752468	0.9679597	0.9797034
aou + phosphate	Atlantic	(28.2, Inf]	0.8887458	0.8417917	0.9612080
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9511691	0.9437607	0.9579956
aou + phosphate	Indo-Pacific	(26,26.5]	0.9566467	0.9525984	0.9630790
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9689036	0.9559287	0.9759731
aou + phosphate	Indo-Pacific	(26.75,27]	0.9745530	0.9652241	0.9797284
aou + phosphate	Indo-Pacific	(27,27.25]	0.9859918	0.9795331	0.9904978
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9862298	0.9782214	0.9913654
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9902287	0.9843660	0.9938822
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9956381	0.9934289	0.9978482
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9954032	0.9938919	0.9968067
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9958533	0.9952957	0.9967134
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9950906	0.9937517	0.9962411
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9928070	0.9905688	0.9959496
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9906205	0.9875121	0.9948508
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.8970118	0.8382033	0.9328143
aou + phosphate_star	Atlantic	(-Inf,26]	0.2517654	0.0327941	0.3704484
aou + phosphate_star	Atlantic	(26,26.5]	0.3141704	0.2262802	0.3798595
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0921200	-0.0299607	0.1996451
aou + phosphate_star	Atlantic	(26.75,27]	-0.0257113	-0.1451818	0.0710071
aou + phosphate_star	Atlantic	(27,27.25]	0.0433948	0.0326956	0.0576105
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0371576	-0.0409261	0.1034694
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1237360	0.0772094	0.1716362
aou + phosphate_star	Atlantic	(27.75,27.85]	0.0464082	-0.0921104	0.2296127
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1699613	-0.0245338	0.3706445
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4619511	0.2639683	0.6650935
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8200582	0.7514030	0.8866030
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8785516	0.8221688	0.9265981
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9247694	0.9091298	0.9352791
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7899041	0.7202266	0.9014739
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5237252	0.4207238	0.6063223
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4297313	0.3171674	0.5158681
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3649345	0.1988595	0.5997845
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5540695	0.4624665	0.6807715
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7019502	0.6192988	0.7552984
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5098602	0.3805356	0.5839382
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0581715	-0.0517640	0.1156572
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2407452	-0.3194968	-0.1534372
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3538269	-0.5529959	-0.0854786
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4032460	-0.6359134	-0.0899341
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2799151	-0.4580418	-0.0546247
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1983010	-0.2894627	-0.0402358
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0677115	-0.2285106	0.2264571
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8335834	-0.8551811	-0.8088952
aou + silicate	Atlantic	(-Inf,26]	0.0533267	-0.0955795	0.1556412
aou + silicate	Atlantic	(26,26.5]	0.3127601	0.2009060	0.3870773
aou + silicate	Atlantic	(26.5,26.75]	0.5848268	0.5684551	0.6007097
aou + silicate	Atlantic	(26.75,27]	0.7727235	0.7607884	0.7965014
aou + silicate	Atlantic	(27,27.25]	0.6328140	0.6139374	0.6553562
aou + silicate	Atlantic	(27.25,27.5]	0.6069856	0.5758629	0.6400918
aou + silicate	Atlantic	(27.5,27.75]	0.4610150	0.4205902	0.4965749
aou + silicate	Atlantic	(27.75,27.85]	0.2731995	0.1842520	0.3699112
aou + silicate	Atlantic	(27.85,27.95]	0.3327506	0.1989409	0.4299247
aou + silicate	Atlantic	(27.95,28.05]	0.5699202	0.4385679	0.6547686
aou + silicate	Atlantic	(28.05,28.1]	0.8693814	0.8351263	0.8901805
aou + silicate	Atlantic	(28.1,28.15]	0.9288340	0.9061074	0.9438542
aou + silicate	Atlantic	(28.15,28.2]	0.9525765	0.9422450	0.9584904
aou + silicate	Atlantic	(28.2, Inf]	0.6181949	0.4868754	0.8606818
aou + silicate	Indo-Pacific	(-Inf,26]	0.7971118	0.7381372	0.8676618
aou + silicate	Indo-Pacific	(26,26.5]	0.7852114	0.7410702	0.8078422
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7675159	0.7275304	0.8208158
aou + silicate	Indo-Pacific	(26.75,27]	0.8466589	0.8158135	0.8943981
aou + silicate	Indo-Pacific	(27,27.25]	0.9194727	0.8977683	0.9440333
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9359234	0.9004853	0.9607556
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9534944	0.9289791	0.9690445
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9745205	0.9571369	0.9846739
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9783516	0.9659932	0.9869429
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9832476	0.9738221	0.9891648
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9905760	0.9858837	0.9943174
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9786201	0.9748735	0.9829293
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9009422	0.8987783	0.9047644
aou + silicate	Indo-Pacific	(28.3, Inf]	0.7949470	0.7086339	0.8461568
nitrate + phosphate	Atlantic	(-Inf,26]	0.6455141	0.1782070	0.8842251
nitrate + phosphate	Atlantic	(26,26.5]	0.7313942	0.7040927	0.7625830
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9287737	0.9076115	0.9413500
nitrate + phosphate	Atlantic	(26.75,27]	0.9709068	0.9650722	0.9759632
nitrate + phosphate	Atlantic	(27,27.25]	0.9831979	0.9784009	0.9863792
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9891421	0.9861821	0.9913884
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9950246	0.9943664	0.9961978
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9980313	0.9975794	0.9982954
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9985341	0.9982072	0.9987472
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9991871	0.9987831	0.9994586
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996590	0.9994601	0.9997971
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995448	0.9992831	0.9997129
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9972929	0.9959606	0.9983221
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9928224	0.9920609	0.9935918
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9690585	0.9542758	0.9860550
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8867156	0.7863041	0.9380115
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9076574	0.8933422	0.9261644
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9081365	0.8587339	0.9333893
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9451472	0.9070677	0.9788084
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9546400	0.9230824	0.9737356
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9765253	0.9588509	0.9870870
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9931086	0.9910322	0.9948248
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9976953	0.9958646	0.9988551
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9979979	0.9947535	0.9997621
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9980562	0.9951242	0.9997427
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973968	0.9940973	0.9994638
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9921915	0.9841416	0.9968356
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9825441	0.9719836	0.9915893
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.3586413	0.0796168	0.6578564
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2387087	0.1768063	0.2719276
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2156942	0.0958675	0.3299618
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0743183	-0.0312053	0.1681591
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2757326	0.2497367	0.3134836
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3585092	0.3013210	0.4084134
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6655657	0.6456706	0.6918162
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8234157	0.7825029	0.8515242
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8876150	0.8708790	0.9064972
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9380999	0.9331144	0.9477322
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9739021	0.9688269	0.9775024
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9784446	0.9743371	0.9818328
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9830147	0.9798862	0.9859139
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9652733	0.9571504	0.9790465
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7451474	0.6399507	0.8090159
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6375947	0.5021672	0.7563358
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5790079	0.4068225	0.7605154
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7179436	0.6662326	0.8002509
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7958917	0.7749662	0.8301643
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6167155	0.5892117	0.6504941
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1846433	0.1544228	0.2191497
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1474817	-0.2762808	0.0030740
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2529785	-0.4907387	0.0580676
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3039695	-0.5737353	0.0576411
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1693672	-0.3791929	0.0973474
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0646395	-0.1952341	0.1300424
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0831588	-0.1234123	0.3992716
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5531679	-0.6708612	-0.4026610
nitrate + silicate	Atlantic	(-Inf,26]	0.5926429	0.4992054	0.7588733
nitrate + silicate	Atlantic	(26,26.5]	0.6847110	0.6163665	0.7378542
nitrate + silicate	Atlantic	(26.5,26.75]	0.7140516	0.7044290	0.7264331
nitrate + silicate	Atlantic	(26.75,27]	0.8337273	0.8176263	0.8441408
nitrate + silicate	Atlantic	(27,27.25]	0.7932942	0.7825170	0.8037131
nitrate + silicate	Atlantic	(27.25,27.5]	0.8439508	0.8199522	0.8765246
nitrate + silicate	Atlantic	(27.5,27.75]	0.8702128	0.8608738	0.8857106
nitrate + silicate	Atlantic	(27.75,27.85]	0.8960057	0.8789892	0.9255924
nitrate + silicate	Atlantic	(27.85,27.95]	0.9184885	0.8855581	0.9461666
nitrate + silicate	Atlantic	(27.95,28.05]	0.9399001	0.8983331	0.9654478
nitrate + silicate	Atlantic	(28.05,28.1]	0.9694156	0.9463005	0.9824584
nitrate + silicate	Atlantic	(28.1,28.15]	0.9775670	0.9622198	0.9862791
nitrate + silicate	Atlantic	(28.15,28.2]	0.9516358	0.9390086	0.9676396
nitrate + silicate	Atlantic	(28.2, Inf]	0.7856284	0.7490752	0.8541288
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8613140	0.7682704	0.9362946
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8634622	0.7486076	0.9215841
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8822856	0.8441458	0.9104932
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9153434	0.9039604	0.9340480
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9493716	0.9333416	0.9604966
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9601146	0.9485652	0.9698270
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9742814	0.9689312	0.9817145
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9866149	0.9800300	0.9902795
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9888082	0.9832181	0.9920455
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9901526	0.9852762	0.9930809
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9942429	0.9929740	0.9956884
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9817209	0.9783968	0.9846024
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8952668	0.8847663	0.9074946
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8788406	0.8362316	0.9218652
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3863429	0.1663615	0.5666217
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7204406	0.6461427	0.7654826
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4965906	0.4358128	0.5785368
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2699469	0.1233900	0.3702524
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4227310	0.3850169	0.4846214
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4791824	0.4422743	0.5219697
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7297312	0.7137965	0.7578670
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8547881	0.8207450	0.8777780
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9064280	0.8918591	0.9210973
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9464819	0.9411623	0.9523274
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9772645	0.9722016	0.9801803
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9815196	0.9769142	0.9854387
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9851332	0.9837843	0.9864659
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9798515	0.9767663	0.9843930
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7435598	0.6632634	0.7947645
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6660335	0.5802919	0.7467442
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5740785	0.4021057	0.7601751
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7215631	0.6745524	0.8108480
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8058704	0.7612061	0.8437511
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6401755	0.5615439	0.6809700
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1915214	0.1232419	0.2299396
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1532810	-0.2592458	-0.0409752
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2669192	-0.4861044	0.0072337
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3232979	-0.5727645	0.0039066
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1882451	-0.3812424	0.0526864
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0851116	-0.2044485	0.0925961
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0548984	-0.1405474	0.3560914
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5246857	-0.6249249	-0.3772294
sal + aou	Atlantic	(-Inf,26]	-0.3223243	-0.3994769	-0.2413586
sal + aou	Atlantic	(26,26.5]	-0.3513389	-0.4634347	-0.2192672
sal + aou	Atlantic	(26.5,26.75]	0.2040318	0.0941456	0.2727303
sal + aou	Atlantic	(26.75,27]	0.3761069	0.2751309	0.5672571
sal + aou	Atlantic	(27,27.25]	0.2925887	0.1973994	0.4112500
sal + aou	Atlantic	(27.25,27.5]	0.4994507	0.4286551	0.5990927
sal + aou	Atlantic	(27.5,27.75]	0.4919253	0.4755512	0.5099645
sal + aou	Atlantic	(27.75,27.85]	0.4447121	0.4269556	0.4753583
sal + aou	Atlantic	(27.85,27.95]	0.2524926	0.2021918	0.3416837
sal + aou	Atlantic	(27.95,28.05]	-0.1554558	-0.2115116	-0.0526797
sal + aou	Atlantic	(28.05,28.1]	-0.7229530	-0.7519903	-0.6652126
sal + aou	Atlantic	(28.1,28.15]	-0.8518465	-0.8913566	-0.8122104
sal + aou	Atlantic	(28.15,28.2]	-0.8676713	-0.8809960	-0.8511678
sal + aou	Atlantic	(28.2, Inf]	-0.8655333	-0.8718646	-0.8535812
sal + aou	Indo-Pacific	(-Inf,26]	-0.1494301	-0.2804254	0.0595223
sal + aou	Indo-Pacific	(26,26.5]	-0.2557240	-0.3965237	-0.0376123
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1706084	-0.4626286	0.0347743
sal + aou	Indo-Pacific	(26.75,27]	-0.4389803	-0.6167306	-0.3277483
sal + aou	Indo-Pacific	(27,27.25]	-0.6282730	-0.7128293	-0.5214196
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5325935	-0.6449381	-0.3107113
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0550949	-0.1820753	0.1626826
sal + aou	Indo-Pacific	(27.75,27.85]	0.4766128	0.3797422	0.5651843
sal + aou	Indo-Pacific	(27.85,27.95]	0.6697884	0.5047393	0.7965172
sal + aou	Indo-Pacific	(27.95,28.05]	0.7987948	0.6532498	0.9052805
sal + aou	Indo-Pacific	(28.05,28.1]	0.8490188	0.7295140	0.9340610
sal + aou	Indo-Pacific	(28.1,28.2]	0.8483077	0.7697575	0.9095812
sal + aou	Indo-Pacific	(28.2,28.3]	0.6426616	0.5711468	0.6832881
sal + aou	Indo-Pacific	(28.3, Inf]	0.9137416	0.9057837	0.9285894
sal + nitrate	Atlantic	(-Inf,26]	-0.7161382	-0.8205875	-0.6392016
sal + nitrate	Atlantic	(26,26.5]	-0.3837741	-0.4977369	-0.2605841
sal + nitrate	Atlantic	(26.5,26.75]	0.1181066	-0.0030275	0.1969058
sal + nitrate	Atlantic	(26.75,27]	0.3439431	0.2241113	0.5342472
sal + nitrate	Atlantic	(27,27.25]	0.1420091	0.0336151	0.2647998
sal + nitrate	Atlantic	(27.25,27.5]	0.3731470	0.3019089	0.4769793
sal + nitrate	Atlantic	(27.5,27.75]	0.2182460	0.1638556	0.2871116
sal + nitrate	Atlantic	(27.75,27.85]	-0.2767834	-0.3555826	-0.1319284
sal + nitrate	Atlantic	(27.85,27.95]	-0.5194966	-0.5968116	-0.3732631
sal + nitrate	Atlantic	(27.95,28.05]	-0.6950781	-0.7902674	-0.5323735
sal + nitrate	Atlantic	(28.05,28.1]	-0.9042940	-0.9298959	-0.8611741
sal + nitrate	Atlantic	(28.1,28.15]	-0.9502938	-0.9556364	-0.9416916
sal + nitrate	Atlantic	(28.15,28.2]	-0.9373741	-0.9527782	-0.9082763
sal + nitrate	Atlantic	(28.2, Inf]	-0.9360625	-0.9453665	-0.9235273
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3241917	-0.4980194	-0.0953855
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5496101	-0.6742472	-0.4135767
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4629800	-0.6867410	-0.2532476
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6742123	-0.7846640	-0.6158161
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7660492	-0.8214979	-0.7070904
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6608452	-0.7315078	-0.5291514
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1739579	-0.2540671	-0.0309683
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3877103	0.2235271	0.5249887
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5936902	0.3788639	0.7619217
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7373771	0.5381012	0.8821368
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7905023	0.6227233	0.9095291
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7878759	0.6616243	0.8856756
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5490508	0.4313172	0.6330774
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.8106181	0.7304695	0.9048545
sal + phosphate	Atlantic	(-Inf,26]	-0.1588850	-0.3269080	0.0983411
sal + phosphate	Atlantic	(26,26.5]	-0.6143572	-0.7372264	-0.4932178
sal + phosphate	Atlantic	(26.5,26.75]	-0.1559079	-0.2690503	-0.0757684
sal + phosphate	Atlantic	(26.75,27]	0.1744275	0.0352843	0.4236732
sal + phosphate	Atlantic	(27,27.25]	-0.0009122	-0.1400605	0.1500419
sal + phosphate	Atlantic	(27.25,27.5]	0.2458116	0.1745027	0.3363247
sal + phosphate	Atlantic	(27.5,27.75]	0.1328583	0.0718026	0.2139872
sal + phosphate	Atlantic	(27.75,27.85]	-0.3264065	-0.4107938	-0.1812709
sal + phosphate	Atlantic	(27.85,27.95]	-0.5536877	-0.6309306	-0.4139679
sal + phosphate	Atlantic	(27.95,28.05]	-0.7078197	-0.8007276	-0.5548257
sal + phosphate	Atlantic	(28.05,28.1]	-0.9110346	-0.9327225	-0.8732967
sal + phosphate	Atlantic	(28.1,28.15]	-0.9530963	-0.9587182	-0.9455749
sal + phosphate	Atlantic	(28.15,28.2]	-0.9177096	-0.9396563	-0.8793491
sal + phosphate	Atlantic	(28.2, Inf]	-0.8977448	-0.9144016	-0.8830851
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2970492	-0.4334169	-0.1461461
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4554752	-0.6126986	-0.2742935
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3709116	-0.6263983	-0.1416961
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5981204	-0.7400324	-0.5160077
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7164164	-0.7843261	-0.6585670
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6114933	-0.7052116	-0.4623535
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1356120	-0.2223158	0.0205099
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.4144272	0.2849501	0.5356866
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6135182	0.4364771	0.7614151
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7604194	0.6033657	0.8804224
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8155531	0.6859624	0.9113144
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8137781	0.7177341	0.8915949
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6184222	0.5362558	0.6835191
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8634282	0.8074664	0.9269870
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3616679	-0.5408450	-0.1467068
sal + phosphate_star	Atlantic	(26,26.5]	-0.8259792	-0.8512062	-0.7979500
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8612107	-0.8852469	-0.8380093
sal + phosphate_star	Atlantic	(26.75,27]	-0.7646875	-0.8068434	-0.6997765
sal + phosphate_star	Atlantic	(27,27.25]	-0.7791869	-0.8110900	-0.7323443
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6064968	-0.6138203	-0.5944448
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4421316	-0.4852383	-0.3732855
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6985328	-0.8067044	-0.5761014
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8107425	-0.8832965	-0.7152845
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8549344	-0.9319549	-0.7410165
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9622454	-0.9819170	-0.9305827
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9776808	-0.9874536	-0.9659516
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9387205	-0.9631385	-0.8926780
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8802952	-0.9228341	-0.8543235
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6388386	-0.7244787	-0.5784301
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8588378	-0.9244122	-0.7953908
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9211017	-0.9501922	-0.8795167
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9371493	-0.9573948	-0.9043288
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9307800	-0.9519936	-0.8969671
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8023708	-0.8904885	-0.6865191
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6523126	-0.8503772	-0.3958918
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8112287	-0.9016106	-0.7170560
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8200469	-0.8371210	-0.7998840
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7378530	-0.8040578	-0.6316201
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5984054	-0.6519510	-0.5195142
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4446021	-0.4674274	-0.4311867
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3836449	-0.4668939	-0.2775733
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7641270	-0.7946893	-0.7472695
sal + silicate	Atlantic	(-Inf,26]	-0.8768069	-0.9222475	-0.7900439
sal + silicate	Atlantic	(26,26.5]	0.0471951	-0.0481949	0.1765147
sal + silicate	Atlantic	(26.5,26.75]	0.2719904	0.1713094	0.3611395
sal + silicate	Atlantic	(26.75,27]	0.1738142	0.0106721	0.3496892
sal + silicate	Atlantic	(27,27.25]	-0.2460176	-0.2904867	-0.1717058
sal + silicate	Atlantic	(27.25,27.5]	0.0801371	-0.0084633	0.2163006
sal + silicate	Atlantic	(27.5,27.75]	-0.0935740	-0.1396547	-0.0107517
sal + silicate	Atlantic	(27.75,27.85]	-0.5678753	-0.6490394	-0.4862489
sal + silicate	Atlantic	(27.85,27.95]	-0.7527821	-0.7950195	-0.7029605
sal + silicate	Atlantic	(27.95,28.05]	-0.8354145	-0.8780898	-0.7848700
sal + silicate	Atlantic	(28.05,28.1]	-0.9509191	-0.9526872	-0.9489027
sal + silicate	Atlantic	(28.1,28.15]	-0.9532954	-0.9572243	-0.9503511
sal + silicate	Atlantic	(28.15,28.2]	-0.8186319	-0.8664610	-0.7623203
sal + silicate	Atlantic	(28.2, Inf]	-0.5751482	-0.7023908	-0.5097645
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5232505	-0.6387587	-0.4302120
sal + silicate	Indo-Pacific	(26,26.5]	-0.6241418	-0.7073312	-0.5260752
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6251578	-0.7772795	-0.4634664
sal + silicate	Indo-Pacific	(26.75,27]	-0.7366697	-0.8075833	-0.6797142
sal + silicate	Indo-Pacific	(27,27.25]	-0.7977998	-0.8245007	-0.7796216
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7259258	-0.7701587	-0.6409655
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2531953	-0.3078228	-0.1530171
sal + silicate	Indo-Pacific	(27.75,27.85]	0.3276921	0.1453432	0.4758768
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5592869	0.3201663	0.7467817
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7354807	0.5300472	0.8853160
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8027117	0.6477496	0.9154729
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8415619	0.7345851	0.9284814
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7741988	0.6476994	0.8794615
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8655310	0.8075917	0.9106781
sal + temp	Atlantic	(-Inf,26]	0.7993810	0.7461379	0.8704676
sal + temp	Atlantic	(26,26.5]	0.9363687	0.9183837	0.9499307
sal + temp	Atlantic	(26.5,26.75]	0.9744445	0.9722276	0.9770109
sal + temp	Atlantic	(26.75,27]	0.9778469	0.9708530	0.9823861
sal + temp	Atlantic	(27,27.25]	0.9656164	0.9596152	0.9714069
sal + temp	Atlantic	(27.25,27.5]	0.9850582	0.9829547	0.9888106
sal + temp	Atlantic	(27.5,27.75]	0.9662628	0.9622133	0.9692152
sal + temp	Atlantic	(27.75,27.85]	0.9758301	0.9706239	0.9807253
sal + temp	Atlantic	(27.85,27.95]	0.9728325	0.9656091	0.9782765
sal + temp	Atlantic	(27.95,28.05]	0.9636041	0.9426438	0.9770006
sal + temp	Atlantic	(28.05,28.1]	0.9757879	0.9672592	0.9801014
sal + temp	Atlantic	(28.1,28.15]	0.9647943	0.9475860	0.9747840
sal + temp	Atlantic	(28.15,28.2]	0.9522414	0.9144874	0.9733900
sal + temp	Atlantic	(28.2, Inf]	0.9370255	0.9193514	0.9480410
sal + temp	Indo-Pacific	(-Inf,26]	0.6822376	0.5361236	0.7782521
sal + temp	Indo-Pacific	(26,26.5]	0.9406909	0.8978851	0.9622304
sal + temp	Indo-Pacific	(26.5,26.75]	0.9792227	0.9653635	0.9869439
sal + temp	Indo-Pacific	(26.75,27]	0.9786717	0.9687499	0.9848129
sal + temp	Indo-Pacific	(27,27.25]	0.9773189	0.9658016	0.9851020
sal + temp	Indo-Pacific	(27.25,27.5]	0.9133902	0.8665131	0.9511511
sal + temp	Indo-Pacific	(27.5,27.75]	0.7568684	0.6051103	0.8983795
sal + temp	Indo-Pacific	(27.75,27.85]	0.9101624	0.8674792	0.9539238
sal + temp	Indo-Pacific	(27.85,27.95]	0.9295638	0.9238028	0.9345469
sal + temp	Indo-Pacific	(27.95,28.05]	0.9230398	0.9061118	0.9341416
sal + temp	Indo-Pacific	(28.05,28.1]	0.9470185	0.9440219	0.9512873
sal + temp	Indo-Pacific	(28.1,28.2]	0.8782027	0.8736963	0.8820400
sal + temp	Indo-Pacific	(28.2,28.3]	0.8840392	0.8755074	0.9005923
sal + temp	Indo-Pacific	(28.3, Inf]	0.8524297	0.7763275	0.9199947
silicate + phosphate	Atlantic	(-Inf,26]	-0.1156118	-0.4925249	0.0984044
silicate + phosphate	Atlantic	(26,26.5]	0.0344644	-0.1051566	0.1082682
silicate + phosphate	Atlantic	(26.5,26.75]	0.4853574	0.4152821	0.5227375
silicate + phosphate	Atlantic	(26.75,27]	0.8392591	0.8169296	0.8559389
silicate + phosphate	Atlantic	(27,27.25]	0.8569554	0.8382698	0.8719609
silicate + phosphate	Atlantic	(27.25,27.5]	0.8872455	0.8628239	0.9177407
silicate + phosphate	Atlantic	(27.5,27.75]	0.9059709	0.8966984	0.9215039
silicate + phosphate	Atlantic	(27.75,27.85]	0.9202841	0.9079049	0.9442667
silicate + phosphate	Atlantic	(27.85,27.95]	0.9359286	0.9077103	0.9585372
silicate + phosphate	Atlantic	(27.95,28.05]	0.9499545	0.9154096	0.9706151
silicate + phosphate	Atlantic	(28.05,28.1]	0.9749538	0.9558658	0.9854767
silicate + phosphate	Atlantic	(28.1,28.15]	0.9826761	0.9707562	0.9892957
silicate + phosphate	Atlantic	(28.15,28.2]	0.9697417	0.9634954	0.9792820
silicate + phosphate	Atlantic	(28.2, Inf]	0.8510579	0.8235978	0.9052449
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8718793	0.8163140	0.9291019
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8832707	0.8664526	0.8942243
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8605693	0.8292024	0.8907645
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9022542	0.8604272	0.9281618
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9452208	0.9289249	0.9589396
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9597362	0.9476180	0.9745628
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9723819	0.9623026	0.9819665
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9825934	0.9732784	0.9878960
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9860107	0.9776259	0.9905466
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9887129	0.9819778	0.9925169
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9944185	0.9914471	0.9967497
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9836788	0.9801485	0.9860584
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9181917	0.9136375	0.9228966
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9479685	0.9365000	0.9619605
silicate + phosphate_star	Atlantic	(-Inf,26]	0.2740219	-0.2851561	0.6306522
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3303018	-0.4124864	-0.2625578
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0563084	-0.2125112	0.0721662
silicate + phosphate_star	Atlantic	(26.75,27]	0.2887445	0.2411847	0.3717101
silicate + phosphate_star	Atlantic	(27,27.25]	0.7117738	0.6980472	0.7366075
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6976562	0.6115610	0.7531158
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8868849	0.8851444	0.8885792
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9379675	0.9182861	0.9626727
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9564890	0.9458779	0.9700222
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9624633	0.9584409	0.9693489
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9743744	0.9711901	0.9761340
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9726882	0.9674730	0.9784949
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9453258	0.9381561	0.9509205
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8708740	0.8592738	0.8887869
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7554382	0.6221441	0.8322307
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7621619	0.7516045	0.7798074
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7370261	0.6005867	0.8387970
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7805622	0.7207118	0.8213131
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8358081	0.8154484	0.8465605
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6996574	0.6753779	0.7187347
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2802129	0.2491467	0.2997086
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0904558	-0.2245469	0.0728772
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2157386	-0.4638883	0.1107103
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2926306	-0.5602045	0.0674047
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1898491	-0.3920928	0.0637014
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0904300	-0.2053320	0.0783635
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0403888	-0.1697474	0.3441202
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4060183	-0.4850813	-0.2540726
temp + aou	Atlantic	(-Inf,26]	-0.5647106	-0.6951794	-0.3763824
temp + aou	Atlantic	(26,26.5]	-0.4423588	-0.5426553	-0.3176631
temp + aou	Atlantic	(26.5,26.75]	0.1092500	0.0019573	0.1758920
temp + aou	Atlantic	(26.75,27]	0.3089601	0.1860539	0.4993581
temp + aou	Atlantic	(27,27.25]	0.2668221	0.2079256	0.3576346
temp + aou	Atlantic	(27.25,27.5]	0.5125213	0.4448043	0.6067064
temp + aou	Atlantic	(27.5,27.75]	0.5001402	0.4687026	0.5229337
temp + aou	Atlantic	(27.75,27.85]	0.4477739	0.4161007	0.4875237
temp + aou	Atlantic	(27.85,27.95]	0.2825147	0.2311091	0.3771324
temp + aou	Atlantic	(27.95,28.05]	-0.0594572	-0.1247198	0.0359070
temp + aou	Atlantic	(28.05,28.1]	-0.6175660	-0.6591411	-0.5529184
temp + aou	Atlantic	(28.1,28.15]	-0.7490779	-0.7754779	-0.7151034
temp + aou	Atlantic	(28.15,28.2]	-0.8265755	-0.8389981	-0.8098379
temp + aou	Atlantic	(28.2, Inf]	-0.8062140	-0.8549910	-0.7533885
temp + aou	Indo-Pacific	(-Inf,26]	-0.4070084	-0.5385221	-0.2322697
temp + aou	Indo-Pacific	(26,26.5]	-0.2755145	-0.3984764	-0.0601817
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1635011	-0.4533542	0.0347440
temp + aou	Indo-Pacific	(26.75,27]	-0.4030997	-0.5680568	-0.3039277
temp + aou	Indo-Pacific	(27,27.25]	-0.6045469	-0.6848555	-0.5112627
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4999099	-0.5983817	-0.3105334
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0207966	-0.1037193	0.1446624
temp + aou	Indo-Pacific	(27.75,27.85]	0.4607507	0.3986373	0.5188902
temp + aou	Indo-Pacific	(27.85,27.95]	0.6285716	0.4690487	0.7503857
temp + aou	Indo-Pacific	(27.95,28.05]	0.7592638	0.6152393	0.8754488
temp + aou	Indo-Pacific	(28.05,28.1]	0.7933368	0.6712322	0.8893087
temp + aou	Indo-Pacific	(28.1,28.2]	0.8163192	0.7183954	0.8901034
temp + aou	Indo-Pacific	(28.2,28.3]	0.7584145	0.6778674	0.8083181
temp + aou	Indo-Pacific	(28.3, Inf]	0.7185121	0.6450421	0.8019751
temp + nitrate	Atlantic	(-Inf,26]	-0.8760515	-0.8896045	-0.8506118
temp + nitrate	Atlantic	(26,26.5]	-0.4330733	-0.5132645	-0.3611420
temp + nitrate	Atlantic	(26.5,26.75]	0.0136724	-0.1054644	0.0925295
temp + nitrate	Atlantic	(26.75,27]	0.2673227	0.1235142	0.4588876
temp + nitrate	Atlantic	(27,27.25]	0.1096179	0.0424376	0.2016019
temp + nitrate	Atlantic	(27.25,27.5]	0.3970038	0.3273864	0.4961434
temp + nitrate	Atlantic	(27.5,27.75]	0.2234931	0.1553158	0.3012616
temp + nitrate	Atlantic	(27.75,27.85]	-0.3139414	-0.3877385	-0.1859324
temp + nitrate	Atlantic	(27.85,27.95]	-0.5200858	-0.5913733	-0.3835186
temp + nitrate	Atlantic	(27.95,28.05]	-0.6569562	-0.7548080	-0.4788545
temp + nitrate	Atlantic	(28.05,28.1]	-0.8437590	-0.8817643	-0.7876456
temp + nitrate	Atlantic	(28.1,28.15]	-0.8847569	-0.9004562	-0.8579287
temp + nitrate	Atlantic	(28.15,28.2]	-0.9080893	-0.9286373	-0.8734618
temp + nitrate	Atlantic	(28.2, Inf]	-0.9170894	-0.9511429	-0.8744206
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6205362	-0.7271851	-0.4593938
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5671759	-0.6787280	-0.4218473
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4558144	-0.6789285	-0.2452647
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6491925	-0.7500261	-0.5956729
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7556039	-0.8080485	-0.7031678
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6593698	-0.7154733	-0.5506773
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1851681	-0.2438996	-0.0741154
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3632923	0.2425326	0.4635931
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5436373	0.3399780	0.7019769
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6886218	0.4948019	0.8413752
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7254273	0.5543900	0.8566052
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7400644	0.5934195	0.8518439
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6615402	0.5218244	0.7613112
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.6689279	0.6318784	0.7196843
temp + phosphate	Atlantic	(-Inf,26]	-0.4492159	-0.6742742	-0.0776522
temp + phosphate	Atlantic	(26,26.5]	-0.6792340	-0.7922810	-0.5453829
temp + phosphate	Atlantic	(26.5,26.75]	-0.2373220	-0.3378679	-0.1625603
temp + phosphate	Atlantic	(26.75,27]	0.1106888	-0.0493354	0.3562171
temp + phosphate	Atlantic	(27,27.25]	-0.0153475	-0.1132570	0.1041149
temp + phosphate	Atlantic	(27.25,27.5]	0.2766983	0.2076719	0.3614198
temp + phosphate	Atlantic	(27.5,27.75]	0.1427783	0.0682098	0.2331044
temp + phosphate	Atlantic	(27.75,27.85]	-0.3642475	-0.4326105	-0.2367796
temp + phosphate	Atlantic	(27.85,27.95]	-0.5552328	-0.6200873	-0.4255911
temp + phosphate	Atlantic	(27.95,28.05]	-0.6736324	-0.7678999	-0.5076425
temp + phosphate	Atlantic	(28.05,28.1]	-0.8530536	-0.8859671	-0.8042671
temp + phosphate	Atlantic	(28.1,28.15]	-0.8925183	-0.9047266	-0.8703468
temp + phosphate	Atlantic	(28.15,28.2]	-0.9039440	-0.9225956	-0.8745919
temp + phosphate	Atlantic	(28.2, Inf]	-0.9032420	-0.9325456	-0.8604654
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5657298	-0.6737273	-0.4166668
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4929300	-0.6269308	-0.3042581
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3698910	-0.6214031	-0.1530278
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5764028	-0.7050015	-0.5023978
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7050168	-0.7672287	-0.6551933
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6097356	-0.6896774	-0.4813715
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1390223	-0.2096007	-0.0194297
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3905600	0.3007293	0.4771373
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5626819	0.3937543	0.7030426
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7100235	0.5515135	0.8424063
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7484555	0.6105665	0.8590957
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7656085	0.6466592	0.8589612
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7215539	0.6196338	0.7999884
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.7258108	0.7103421	0.7481110
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6034743	-0.8362888	-0.3915735
temp + phosphate_star	Atlantic	(26,26.5]	-0.8367201	-0.8608090	-0.8164621
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8696762	-0.8801063	-0.8556913
temp + phosphate_star	Atlantic	(26.75,27]	-0.7774957	-0.8248825	-0.7166361
temp + phosphate_star	Atlantic	(27,27.25]	-0.7702973	-0.7886900	-0.7376378
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5753281	-0.5810555	-0.5690793
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4414359	-0.4865271	-0.3634810
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.7446137	-0.8285601	-0.6378458
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8281725	-0.8895874	-0.7411652
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8553345	-0.9291899	-0.7384190
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9358843	-0.9573465	-0.8950397
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9518414	-0.9628136	-0.9300692
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9496268	-0.9654002	-0.9220102
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9214906	-0.9442967	-0.8814954
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8854075	-0.9117385	-0.8593740
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9238819	-0.9598119	-0.8931050
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9418388	-0.9605880	-0.9252492
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9616651	-0.9699139	-0.9533377
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9605540	-0.9686208	-0.9490219
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9401793	-0.9617530	-0.9103619
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9396436	-0.9668561	-0.9048849
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9111634	-0.9363440	-0.8873003
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9092873	-0.9329264	-0.8807690
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8479873	-0.8883648	-0.7794890
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7157906	-0.7425163	-0.6733082
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6193299	-0.6261407	-0.6157980
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4680385	-0.5248168	-0.3875036
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6222449	-0.7309777	-0.4841333
temp + silicate	Atlantic	(-Inf,26]	-0.6814780	-0.7364055	-0.6333048
temp + silicate	Atlantic	(26,26.5]	0.0720792	0.0096300	0.1202416
temp + silicate	Atlantic	(26.5,26.75]	0.1832129	0.0591011	0.2932805
temp + silicate	Atlantic	(26.75,27]	0.0891847	-0.0962865	0.2720436
temp + silicate	Atlantic	(27,27.25]	-0.2720555	-0.3160984	-0.2258982
temp + silicate	Atlantic	(27.25,27.5]	0.1186914	0.0314805	0.2469288
temp + silicate	Atlantic	(27.5,27.75]	-0.0807973	-0.1276564	0.0122923
temp + silicate	Atlantic	(27.75,27.85]	-0.5956415	-0.6498982	-0.5354334
temp + silicate	Atlantic	(27.85,27.95]	-0.7471573	-0.7776619	-0.7088159
temp + silicate	Atlantic	(27.95,28.05]	-0.8138479	-0.8531687	-0.7639842
temp + silicate	Atlantic	(28.05,28.1]	-0.9086398	-0.9129234	-0.9039677
temp + silicate	Atlantic	(28.1,28.15]	-0.9142009	-0.9177196	-0.9115173
temp + silicate	Atlantic	(28.15,28.2]	-0.8423488	-0.8644233	-0.8312814
temp + silicate	Atlantic	(28.2, Inf]	-0.6913675	-0.7901577	-0.6281687
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6316939	-0.7692489	-0.3776199
temp + silicate	Indo-Pacific	(26,26.5]	-0.6452542	-0.7090431	-0.5472068
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6156143	-0.7716442	-0.4478019
temp + silicate	Indo-Pacific	(26.75,27]	-0.7084411	-0.7723375	-0.6455968
temp + silicate	Indo-Pacific	(27,27.25]	-0.7916735	-0.8141280	-0.7702601
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7348673	-0.7797554	-0.6616442
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2785022	-0.3352589	-0.1915779
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2909965	0.1513011	0.3974124
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4916372	0.2613893	0.6652850
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6638533	0.4612245	0.8204620
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7340717	0.5753786	0.8591691
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7415072	0.6166039	0.8395452
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7500592	0.6070071	0.8727954
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7079658	0.6894993	0.7249550

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
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.3812178	0.2922460	0.5463812
aou	Atlantic	(26,26.5]	0.2811944	0.2146543	0.3758998
aou	Atlantic	(26.5,26.75]	-0.0054278	-0.2178091	0.1772475
aou	Atlantic	(26.75,27]	-0.1878792	-0.2858506	-0.1314925
aou	Atlantic	(27,27.25]	-0.3411082	-0.4414606	-0.2367748
aou	Atlantic	(27.25,27.5]	-0.6257476	-0.6994172	-0.5247707
aou	Atlantic	(27.5,27.75]	-0.5336403	-0.5738649	-0.5022785
aou	Atlantic	(27.75,27.85]	-0.3709181	-0.4772365	-0.3020372
aou	Atlantic	(27.85,27.95]	-0.4821425	-0.6034007	-0.3665885
aou	Atlantic	(27.95,28.05]	-0.6771591	-0.7824526	-0.5729187
aou	Atlantic	(28.05,28.1]	-0.9241363	-0.9470336	-0.9056747
aou	Atlantic	(28.1,28.15]	-0.9507518	-0.9652410	-0.9248047
aou	Atlantic	(28.15,28.2]	-0.9617431	-0.9747374	-0.9514302
aou	Atlantic	(28.2, Inf]	-0.8052117	-0.9223423	-0.7390095
aou	Indo-Pacific	(-Inf,26]	0.2340779	0.0958045	0.4535865
aou	Indo-Pacific	(26,26.5]	-0.3957278	-0.4892930	-0.3352360
aou	Indo-Pacific	(26.5,26.75]	-0.6563595	-0.6980051	-0.6130289
aou	Indo-Pacific	(26.75,27]	-0.8380956	-0.8680985	-0.8057119
aou	Indo-Pacific	(27,27.25]	-0.7245178	-0.7527622	-0.6973668
aou	Indo-Pacific	(27.25,27.5]	-0.5072940	-0.5987664	-0.4134199
aou	Indo-Pacific	(27.5,27.75]	0.0037457	-0.2722997	0.3383733
aou	Indo-Pacific	(27.75,27.85]	0.4296938	0.1475464	0.7234545
aou	Indo-Pacific	(27.85,27.95]	0.4176616	0.1121496	0.7123531
aou	Indo-Pacific	(27.95,28.05]	0.3224016	0.0116332	0.5487768
aou	Indo-Pacific	(28.05,28.1]	0.4103656	0.2545099	0.4993741
aou	Indo-Pacific	(28.1,28.2]	0.4297464	0.3408760	0.5196038
aou	Indo-Pacific	(28.2,28.3]	0.5255181	0.3101982	0.6461964
aou	Indo-Pacific	(28.3, Inf]	0.2954333	0.0650730	0.5777565
nitrate	Atlantic	(-Inf,26]	0.0925067	-0.0589009	0.3578356
nitrate	Atlantic	(26,26.5]	-0.0199902	-0.0896196	0.0870193
nitrate	Atlantic	(26.5,26.75]	-0.1878191	-0.4059501	0.0269081
nitrate	Atlantic	(26.75,27]	-0.3030055	-0.3906934	-0.2481604
nitrate	Atlantic	(27,27.25]	-0.5305954	-0.6004048	-0.4455471
nitrate	Atlantic	(27.25,27.5]	-0.8354602	-0.8919958	-0.7671822
nitrate	Atlantic	(27.5,27.75]	-0.8977956	-0.9068540	-0.8812482
nitrate	Atlantic	(27.75,27.85]	-0.9472424	-0.9567705	-0.9416414
nitrate	Atlantic	(27.85,27.95]	-0.9750198	-0.9792377	-0.9697552
nitrate	Atlantic	(27.95,28.05]	-0.9369807	-0.9417589	-0.9345414
nitrate	Atlantic	(28.05,28.1]	-0.9927118	-0.9947486	-0.9914717
nitrate	Atlantic	(28.1,28.15]	-0.9926551	-0.9939399	-0.9919989
nitrate	Atlantic	(28.15,28.2]	-0.9924176	-0.9934700	-0.9905750
nitrate	Atlantic	(28.2, Inf]	-0.9650907	-0.9898392	-0.9499168
nitrate	Indo-Pacific	(-Inf,26]	0.2260098	0.1194779	0.4387419
nitrate	Indo-Pacific	(26,26.5]	-0.4801304	-0.5857290	-0.3963798
nitrate	Indo-Pacific	(26.5,26.75]	-0.6950568	-0.7416963	-0.6685782
nitrate	Indo-Pacific	(26.75,27]	-0.7400539	-0.8048504	-0.6654546
nitrate	Indo-Pacific	(27,27.25]	-0.6396135	-0.6664682	-0.5990329
nitrate	Indo-Pacific	(27.25,27.5]	-0.4808966	-0.4964075	-0.4511401
nitrate	Indo-Pacific	(27.5,27.75]	-0.0027639	-0.2240264	0.2712140
nitrate	Indo-Pacific	(27.75,27.85]	0.4578286	0.1759129	0.7427714
nitrate	Indo-Pacific	(27.85,27.95]	0.4621551	0.1521827	0.7499706
nitrate	Indo-Pacific	(27.95,28.05]	0.3753457	0.0564303	0.6117645
nitrate	Indo-Pacific	(28.05,28.1]	0.4670842	0.2951800	0.5610746
nitrate	Indo-Pacific	(28.1,28.2]	0.4945807	0.4330030	0.5780697
nitrate	Indo-Pacific	(28.2,28.3]	0.6008447	0.4341538	0.6863689
nitrate	Indo-Pacific	(28.3, Inf]	0.0833411	-0.0243757	0.1743919
phosphate	Atlantic	(-Inf,26]	0.4106404	0.3659630	0.4888643
phosphate	Atlantic	(26,26.5]	0.2421514	0.1921252	0.3203675
phosphate	Atlantic	(26.5,26.75]	-0.1581169	-0.3765194	-0.0104230
phosphate	Atlantic	(26.75,27]	-0.3008964	-0.4040847	-0.2102777
phosphate	Atlantic	(27,27.25]	-0.5820652	-0.6547998	-0.5101967
phosphate	Atlantic	(27.25,27.5]	-0.8271434	-0.8686074	-0.7740643
phosphate	Atlantic	(27.5,27.75]	-0.9046480	-0.9098876	-0.8966162
phosphate	Atlantic	(27.75,27.85]	-0.9592324	-0.9639677	-0.9567145
phosphate	Atlantic	(27.85,27.95]	-0.9795913	-0.9812141	-0.9771038
phosphate	Atlantic	(27.95,28.05]	-0.9429711	-0.9463987	-0.9397339
phosphate	Atlantic	(28.05,28.1]	-0.9921084	-0.9938737	-0.9912169
phosphate	Atlantic	(28.1,28.15]	-0.9920550	-0.9930058	-0.9912536
phosphate	Atlantic	(28.15,28.2]	-0.9915078	-0.9936388	-0.9878714
phosphate	Atlantic	(28.2, Inf]	-0.9794161	-0.9847616	-0.9756458
phosphate	Indo-Pacific	(-Inf,26]	0.1880289	0.0258512	0.4440280
phosphate	Indo-Pacific	(26,26.5]	-0.5175017	-0.5706834	-0.4436971
phosphate	Indo-Pacific	(26.5,26.75]	-0.7464115	-0.7720192	-0.7100714
phosphate	Indo-Pacific	(26.75,27]	-0.8356105	-0.8717415	-0.8054476
phosphate	Indo-Pacific	(27,27.25]	-0.7280025	-0.7381662	-0.7078835
phosphate	Indo-Pacific	(27.25,27.5]	-0.5616131	-0.6276456	-0.4984008
phosphate	Indo-Pacific	(27.5,27.75]	-0.0291859	-0.2881823	0.2758631
phosphate	Indo-Pacific	(27.75,27.85]	0.4544965	0.1700700	0.7402675
phosphate	Indo-Pacific	(27.85,27.95]	0.4601476	0.1548865	0.7375044
phosphate	Indo-Pacific	(27.95,28.05]	0.3638685	0.0587920	0.5795907
phosphate	Indo-Pacific	(28.05,28.1]	0.4442389	0.2942437	0.5334542
phosphate	Indo-Pacific	(28.1,28.2]	0.4599360	0.3576623	0.5569035
phosphate	Indo-Pacific	(28.2,28.3]	0.5407104	0.3064129	0.6593635
phosphate	Indo-Pacific	(28.3, Inf]	-0.0069603	-0.1213023	0.0909175
phosphate_star	Atlantic	(-Inf,26]	-0.0015825	-0.2338548	0.4384713
phosphate_star	Atlantic	(26,26.5]	0.1179384	0.0951672	0.1443353
phosphate_star	Atlantic	(26.5,26.75]	-0.2823500	-0.4065179	-0.1312568
phosphate_star	Atlantic	(26.75,27]	-0.2042068	-0.3389880	-0.0314047
phosphate_star	Atlantic	(27,27.25]	-0.6062579	-0.7081191	-0.5104819
phosphate_star	Atlantic	(27.25,27.5]	-0.4341172	-0.5207317	-0.3084607
phosphate_star	Atlantic	(27.5,27.75]	-0.7479080	-0.7974285	-0.7229339
phosphate_star	Atlantic	(27.75,27.85]	-0.9050067	-0.9367627	-0.8812477
phosphate_star	Atlantic	(27.85,27.95]	-0.9165642	-0.9424507	-0.8926458
phosphate_star	Atlantic	(27.95,28.05]	-0.8801825	-0.8985987	-0.8676655
phosphate_star	Atlantic	(28.05,28.1]	-0.9612620	-0.9746948	-0.9467453
phosphate_star	Atlantic	(28.1,28.15]	-0.9664857	-0.9795374	-0.9597767
phosphate_star	Atlantic	(28.15,28.2]	-0.9782093	-0.9817322	-0.9759815
phosphate_star	Atlantic	(28.2, Inf]	-0.9810351	-0.9840582	-0.9758878
phosphate_star	Indo-Pacific	(-Inf,26]	0.2255868	0.0717840	0.4506960
phosphate_star	Indo-Pacific	(26,26.5]	-0.5028742	-0.6281878	-0.4337613
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5766748	-0.6966378	-0.3557065
phosphate_star	Indo-Pacific	(26.75,27]	-0.4672375	-0.6191689	-0.3052183
phosphate_star	Indo-Pacific	(27,27.25]	-0.4484220	-0.5368851	-0.3863946
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4617401	-0.4939651	-0.4187978
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1416945	-0.2682750	-0.0581771
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3187903	0.1489597	0.4438070
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3987406	0.3227224	0.4826514
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4282376	0.3417052	0.5207536
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3772377	0.3049503	0.4260826
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3278521	0.2850617	0.3864712
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2243493	0.1766680	0.2675052
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5795133	-0.8895355	-0.3344488
sal	Atlantic	(-Inf,26]	0.4951490	-0.0222728	0.7945412
sal	Atlantic	(26,26.5]	-0.0772399	-0.0945489	-0.0438283
sal	Atlantic	(26.5,26.75]	-0.0101211	-0.1835065	0.1214715
sal	Atlantic	(26.75,27]	-0.3425403	-0.4961148	-0.1463284
sal	Atlantic	(27,27.25]	0.0200061	-0.0584995	0.0922769
sal	Atlantic	(27.25,27.5]	-0.4370808	-0.5717406	-0.3476095
sal	Atlantic	(27.5,27.75]	-0.2510357	-0.2602592	-0.2429887
sal	Atlantic	(27.75,27.85]	0.3527574	0.2602069	0.4530889
sal	Atlantic	(27.85,27.95]	0.5379585	0.4513722	0.6023084
sal	Atlantic	(27.95,28.05]	0.5606473	0.4205845	0.6636218
sal	Atlantic	(28.05,28.1]	0.8748265	0.8395730	0.8962682
sal	Atlantic	(28.1,28.15]	0.9235912	0.9186895	0.9274211
sal	Atlantic	(28.15,28.2]	0.9147979	0.8820999	0.9323979
sal	Atlantic	(28.2, Inf]	0.8434896	0.7963700	0.9202461
sal	Indo-Pacific	(-Inf,26]	0.0482688	-0.2512529	0.3959701
sal	Indo-Pacific	(26,26.5]	0.3161926	0.2627738	0.3694642
sal	Indo-Pacific	(26.5,26.75]	0.3954730	0.1451298	0.5719621
sal	Indo-Pacific	(26.75,27]	0.3119710	0.1203063	0.5158158
sal	Indo-Pacific	(27,27.25]	0.2394687	0.1534943	0.3526459
sal	Indo-Pacific	(27.25,27.5]	0.1124157	0.0191013	0.1767190
sal	Indo-Pacific	(27.5,27.75]	-0.3239668	-0.5667062	-0.0421204
sal	Indo-Pacific	(27.75,27.85]	-0.3303882	-0.5826322	-0.0556855
sal	Indo-Pacific	(27.85,27.95]	-0.2183688	-0.4117913	-0.0365297
sal	Indo-Pacific	(27.95,28.05]	-0.1521514	-0.3138483	-0.0509275
sal	Indo-Pacific	(28.05,28.1]	0.0048082	-0.1223429	0.1474019
sal	Indo-Pacific	(28.1,28.2]	0.1301217	-0.1030828	0.2468188
sal	Indo-Pacific	(28.2,28.3]	0.1005576	-0.1629848	0.2388499
sal	Indo-Pacific	(28.3, Inf]	0.1625048	-0.0979685	0.4485878
silicate	Atlantic	(-Inf,26]	-0.5757727	-0.8476696	-0.0650397
silicate	Atlantic	(26,26.5]	-0.4172493	-0.4730080	-0.3703406
silicate	Atlantic	(26.5,26.75]	-0.4230260	-0.5448958	-0.2478454
silicate	Atlantic	(26.75,27]	-0.5635297	-0.6232093	-0.5057387
silicate	Atlantic	(27,27.25]	-0.8162823	-0.8437716	-0.7915692
silicate	Atlantic	(27.25,27.5]	-0.8942292	-0.9009165	-0.8905088
silicate	Atlantic	(27.5,27.75]	-0.9044923	-0.9295287	-0.8870936
silicate	Atlantic	(27.75,27.85]	-0.9386203	-0.9437379	-0.9349895
silicate	Atlantic	(27.85,27.95]	-0.9311545	-0.9356883	-0.9241806
silicate	Atlantic	(27.95,28.05]	-0.8719809	-0.8903257	-0.8457239
silicate	Atlantic	(28.05,28.1]	-0.9535733	-0.9659542	-0.9307518
silicate	Atlantic	(28.1,28.15]	-0.9631897	-0.9738152	-0.9448611
silicate	Atlantic	(28.15,28.2]	-0.9513191	-0.9689286	-0.9314690
silicate	Atlantic	(28.2, Inf]	-0.8785625	-0.9014978	-0.8515038
silicate	Indo-Pacific	(-Inf,26]	0.0895971	-0.2468181	0.4058540
silicate	Indo-Pacific	(26,26.5]	-0.6231727	-0.6428982	-0.6050626
silicate	Indo-Pacific	(26.5,26.75]	-0.7746066	-0.7783759	-0.7684239
silicate	Indo-Pacific	(26.75,27]	-0.7202825	-0.7700570	-0.6772006
silicate	Indo-Pacific	(27,27.25]	-0.5845754	-0.6178161	-0.5576836
silicate	Indo-Pacific	(27.25,27.5]	-0.4119684	-0.4577449	-0.3424134
silicate	Indo-Pacific	(27.5,27.75]	0.0655170	-0.1661799	0.3548968
silicate	Indo-Pacific	(27.75,27.85]	0.5119004	0.2389077	0.7981779
silicate	Indo-Pacific	(27.85,27.95]	0.5059448	0.1930046	0.8009768
silicate	Indo-Pacific	(27.95,28.05]	0.4032154	0.0801451	0.6520810
silicate	Indo-Pacific	(28.05,28.1]	0.4789890	0.3079148	0.5689260
silicate	Indo-Pacific	(28.1,28.2]	0.5099402	0.4389066	0.5979549
silicate	Indo-Pacific	(28.2,28.3]	0.5684728	0.4342498	0.6844083
silicate	Indo-Pacific	(28.3, Inf]	-0.1911855	-0.3192514	-0.0856982
temp	Atlantic	(-Inf,26]	0.0003316	-0.4679999	0.3284169
temp	Atlantic	(26,26.5]	-0.2577750	-0.3077638	-0.2065562
temp	Atlantic	(26.5,26.75]	-0.0226638	-0.1770559	0.1115027
temp	Atlantic	(26.75,27]	-0.3262789	-0.4860402	-0.0949230
temp	Atlantic	(27,27.25]	0.0316396	-0.0753464	0.1018935
temp	Atlantic	(27.25,27.5]	-0.4688068	-0.5954910	-0.3905709
temp	Atlantic	(27.5,27.75]	-0.2488701	-0.2660066	-0.2335127
temp	Atlantic	(27.75,27.85]	0.4081155	0.3322133	0.4783726
temp	Atlantic	(27.85,27.95]	0.5534007	0.4800520	0.5999871
temp	Atlantic	(27.95,28.05]	0.5509681	0.4112964	0.6443007
temp	Atlantic	(28.05,28.1]	0.8131786	0.7772166	0.8438744
temp	Atlantic	(28.1,28.15]	0.8537979	0.8421765	0.8651537
temp	Atlantic	(28.15,28.2]	0.8849558	0.8559630	0.9052343
temp	Atlantic	(28.2, Inf]	0.8630159	0.7898632	0.9081239
temp	Indo-Pacific	(-Inf,26]	-0.5073250	-0.6181476	-0.4516717
temp	Indo-Pacific	(26,26.5]	0.2442459	0.1763500	0.3073963
temp	Indo-Pacific	(26.5,26.75]	0.3528532	0.0912817	0.5334668
temp	Indo-Pacific	(26.75,27]	0.2670160	0.0815598	0.4588093
temp	Indo-Pacific	(27,27.25]	0.2304637	0.1461297	0.3378743
temp	Indo-Pacific	(27.25,27.5]	0.2432401	0.1674350	0.3022259
temp	Indo-Pacific	(27.5,27.75]	-0.0097965	-0.1684209	0.1740188
temp	Indo-Pacific	(27.75,27.85]	-0.2915353	-0.5117392	-0.0366227
temp	Indo-Pacific	(27.85,27.95]	-0.2504489	-0.4274895	-0.0834200
temp	Indo-Pacific	(27.95,28.05]	-0.2127959	-0.3675186	-0.1315086
temp	Indo-Pacific	(28.05,28.1]	-0.0865277	-0.1816643	0.0269002
temp	Indo-Pacific	(28.1,28.2]	-0.0092190	-0.1946891	0.0923525
temp	Indo-Pacific	(28.2,28.3]	0.1150314	-0.1760497	0.2814267
temp	Indo-Pacific	(28.3, Inf]	0.2151365	-0.0365144	0.4860579

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1