eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-08-18

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: 916220b

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 916220b. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

Untracked files:
    Untracked:  docs_GV_2021_2R_ann_standard_ftref_CESM/
    Untracked:  docs_GV_2021_AIP_ann_standard_ftref_CESM/

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	b5955e0	Donghe-Zhu	2021-08-18	Build site.
html	cceae84	Donghe-Zhu	2021-08-18	Build site.
html	1cdb694	Donghe-Zhu	2021-08-18	Build site.
html	9b7a798	Donghe-Zhu	2021-08-06	Build site.
html	f6552d8	Donghe-Zhu	2021-08-06	update with commit
html	496fa02	Donghe-Zhu	2021-08-05	Build site.
html	19ecfe2	Donghe-Zhu	2021-08-05	Build site.
html	3253031	Donghe-Zhu	2021-08-05	Build site.
html	6c70952	Donghe-Zhu	2021-08-01	Build site.
html	2666bd7	Donghe-Zhu	2021-08-01	Build site.
html	e51cfa2	Donghe-Zhu	2021-08-01	Build site.
html	78cbc18	Donghe-Zhu	2021-08-01	Build site.
html	c55d4d7	Donghe-Zhu	2021-08-01	Build site.
html	26741db	Donghe-Zhu	2021-08-01	Build site.
html	ca539b5	Donghe-Zhu	2021-08-01	Build site.
html	1e98138	Donghe-Zhu	2021-08-01	Build site.
html	777b9e9	Donghe-Zhu	2021-08-01	Build site.
html	b110c47	Donghe-Zhu	2021-08-01	Build site.
html	3611a48	Donghe-Zhu	2021-08-01	Build site.
html	af832ef	Donghe-Zhu	2021-07-31	Build site.
html	016f9ed	Donghe-Zhu	2021-07-31	Build site.
html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
html	50f0a16	Donghe-Zhu	2021-07-31	Build site.
html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
html	3300527	Donghe-Zhu	2021-07-31	Build site.
html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
html	43bc7b4	Donghe-Zhu	2021-07-30	Build site.
html	f8c34a8	Donghe-Zhu	2021-07-30	Build site.
html	4f897c4	Donghe-Zhu	2021-07-30	Build site.
html	0f6e960	Donghe-Zhu	2021-07-30	Build site.
html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
html	f945f95	Donghe-Zhu	2021-07-30	Build site.
html	a3006cd	Donghe-Zhu	2021-07-30	Build site.
html	a55ffdc	Donghe-Zhu	2021-07-30	Build site.
html	d5e4458	Donghe-Zhu	2021-07-30	Build site.
html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
html	d50b039	Donghe-Zhu	2021-05-28	Build site.
html	441ebe5	Donghe-Zhu	2021-05-28	Build site.
html	6262ad3	Donghe-Zhu	2021-05-28	Build site.
html	a61aa77	Donghe-Zhu	2021-05-28	Build site.
html	b8dbce4	Donghe-Zhu	2021-05-28	Build site.
html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
html	af1eadd	Donghe-Zhu	2021-05-27	Build site.
html	9179bfe	Donghe-Zhu	2021-05-27	Build site.
html	28cbe5e	Donghe-Zhu	2021-05-27	Build site.
html	a618f02	Donghe-Zhu	2021-05-27	Build site.
html	4623e38	Donghe-Zhu	2021-05-27	Build site.
html	b81bb49	Donghe-Zhu	2021-05-27	Build site.
html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
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
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
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
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
b5955e0	Donghe-Zhu	2021-08-18
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
b5955e0	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9237733	0.8759967	0.9523258
aou + nitrate	Atlantic	(26,26.5]	0.9312558	0.9193466	0.9445919
aou + nitrate	Atlantic	(26.5,26.75]	0.9548631	0.9269365	0.9728110
aou + nitrate	Atlantic	(26.75,27]	0.9672000	0.9539479	0.9790242
aou + nitrate	Atlantic	(27,27.25]	0.9185555	0.9008050	0.9337666
aou + nitrate	Atlantic	(27.25,27.5]	0.8446051	0.8317573	0.8553646
aou + nitrate	Atlantic	(27.5,27.75]	0.7413162	0.6642024	0.8680648
aou + nitrate	Atlantic	(27.75,27.85]	0.7384400	0.6930197	0.7983036
aou + nitrate	Atlantic	(27.85,27.95]	0.8194730	0.7772070	0.8620283
aou + nitrate	Atlantic	(27.95,28.05]	0.8688068	0.8500360	0.8913429
aou + nitrate	Atlantic	(28.05,28.1]	0.9632520	0.9599117	0.9684829
aou + nitrate	Atlantic	(28.1,28.15]	0.9752581	0.9706484	0.9815046
aou + nitrate	Atlantic	(28.15,28.2]	0.9830238	0.9758359	0.9908258
aou + nitrate	Atlantic	(28.2, Inf]	0.8671233	0.8552229	0.8829589
aou + nitrate	Indian	(-Inf,26]	0.9843502	0.9825218	0.9856274
aou + nitrate	Indian	(26,26.5]	0.9715349	0.9679572	0.9754667
aou + nitrate	Indian	(26.5,26.75]	0.9553383	0.9457589	0.9663816
aou + nitrate	Indian	(26.75,27]	0.8998415	0.8835519	0.9305414
aou + nitrate	Indian	(27,27.25]	0.8017441	0.7599759	0.8792417
aou + nitrate	Indian	(27.25,27.5]	0.8985915	0.8967836	0.9015054
aou + nitrate	Indian	(27.5,27.75]	0.9544201	0.9504987	0.9616810
aou + nitrate	Indian	(27.75,27.85]	0.9767978	0.9613314	0.9868057
aou + nitrate	Indian	(27.85,27.95]	0.9588889	0.9373289	0.9747400
aou + nitrate	Indian	(27.95,28.05]	0.9571504	0.9449778	0.9643304
aou + nitrate	Indian	(28.05,28.1]	0.9882424	0.9836400	0.9917669
aou + nitrate	Indian	(28.1,28.2]	0.9736657	0.9610313	0.9855368
aou + nitrate	Indian	(28.2,28.3]	0.8789173	0.8296051	0.9140519
aou + nitrate	Indian	(28.3, Inf]	0.5798989	0.1187429	0.8306698
aou + nitrate	Pacific	(-Inf,26]	0.8784364	0.8456888	0.9334716
aou + nitrate	Pacific	(26,26.5]	0.7246637	0.6338248	0.8062379
aou + nitrate	Pacific	(26.5,26.75]	0.2696474	0.0358590	0.4809849
aou + nitrate	Pacific	(26.75,27]	0.0070989	-0.2264384	0.1680713
aou + nitrate	Pacific	(27,27.25]	-0.0403946	-0.2068226	0.1410357
aou + nitrate	Pacific	(27.25,27.5]	-0.3242435	-0.5441115	-0.1563819
aou + nitrate	Pacific	(27.5,27.75]	-0.4532737	-0.6028353	-0.3374364
aou + nitrate	Pacific	(27.75,27.85]	-0.4254917	-0.5197772	-0.3206516
aou + nitrate	Pacific	(27.85,27.95]	-0.2445169	-0.3490741	-0.1266829
aou + nitrate	Pacific	(27.95,28.05]	0.6405908	0.5952076	0.6996660
aou + nitrate	Pacific	(28.05,28.1]	0.9525666	0.9416930	0.9703989
aou + nitrate	Pacific	(28.1,28.2]	0.9750429	0.9728209	0.9763183
aou + nitrate	Pacific	(28.2,28.3]	0.7830957	0.7338997	0.8693250
aou + nitrate	Pacific	(28.3, Inf]	0.9388670	0.9313186	0.9532059
aou + phosphate	Atlantic	(-Inf,26]	0.8959715	0.8209194	0.9356394
aou + phosphate	Atlantic	(26,26.5]	0.9366440	0.9212274	0.9544462
aou + phosphate	Atlantic	(26.5,26.75]	0.9695529	0.9504658	0.9848279
aou + phosphate	Atlantic	(26.75,27]	0.9847990	0.9821437	0.9882566
aou + phosphate	Atlantic	(27,27.25]	0.9652179	0.9491046	0.9772500
aou + phosphate	Atlantic	(27.25,27.5]	0.9070662	0.8612429	0.9332375
aou + phosphate	Atlantic	(27.5,27.75]	0.9260239	0.8829818	0.9498871
aou + phosphate	Atlantic	(27.75,27.85]	0.9092450	0.8322324	0.9483591
aou + phosphate	Atlantic	(27.85,27.95]	0.9204024	0.8685973	0.9523310
aou + phosphate	Atlantic	(27.95,28.05]	0.8895666	0.8777142	0.9040079
aou + phosphate	Atlantic	(28.05,28.1]	0.9650778	0.9614333	0.9695128
aou + phosphate	Atlantic	(28.1,28.15]	0.9770576	0.9724647	0.9828382
aou + phosphate	Atlantic	(28.15,28.2]	0.9838127	0.9772091	0.9908596
aou + phosphate	Atlantic	(28.2, Inf]	0.8703172	0.8621286	0.8818556
aou + phosphate	Indian	(-Inf,26]	0.9885222	0.9866692	0.9907744
aou + phosphate	Indian	(26,26.5]	0.9892015	0.9887929	0.9896470
aou + phosphate	Indian	(26.5,26.75]	0.9922148	0.9903260	0.9939918
aou + phosphate	Indian	(26.75,27]	0.9846563	0.9827398	0.9877004
aou + phosphate	Indian	(27,27.25]	0.9716097	0.9627811	0.9802978
aou + phosphate	Indian	(27.25,27.5]	0.9759353	0.9709924	0.9830250
aou + phosphate	Indian	(27.5,27.75]	0.9895464	0.9841771	0.9953027
aou + phosphate	Indian	(27.75,27.85]	0.9909293	0.9839235	0.9962512
aou + phosphate	Indian	(27.85,27.95]	0.9863003	0.9775972	0.9916919
aou + phosphate	Indian	(27.95,28.05]	0.9799769	0.9717641	0.9841095
aou + phosphate	Indian	(28.05,28.1]	0.9932906	0.9904278	0.9952363
aou + phosphate	Indian	(28.1,28.2]	0.9814797	0.9727109	0.9906487
aou + phosphate	Indian	(28.2,28.3]	0.8937562	0.8478510	0.9232870
aou + phosphate	Indian	(28.3, Inf]	0.5697065	0.0856827	0.8310180
aou + phosphate	Pacific	(-Inf,26]	0.9165948	0.8810937	0.9553246
aou + phosphate	Pacific	(26,26.5]	0.9431236	0.9199234	0.9589572
aou + phosphate	Pacific	(26.5,26.75]	0.9189152	0.9017887	0.9406152
aou + phosphate	Pacific	(26.75,27]	0.9377219	0.9277157	0.9520893
aou + phosphate	Pacific	(27,27.25]	0.9228985	0.9117924	0.9319659
aou + phosphate	Pacific	(27.25,27.5]	0.8876131	0.8627195	0.9001029
aou + phosphate	Pacific	(27.5,27.75]	0.9434346	0.9319188	0.9531862
aou + phosphate	Pacific	(27.75,27.85]	0.9824514	0.9782959	0.9868098
aou + phosphate	Pacific	(27.85,27.95]	0.9912378	0.9906842	0.9916665
aou + phosphate	Pacific	(27.95,28.05]	0.9959164	0.9957604	0.9961166
aou + phosphate	Pacific	(28.05,28.1]	0.9935391	0.9910769	0.9956312
aou + phosphate	Pacific	(28.1,28.2]	0.9860747	0.9824647	0.9886067
aou + phosphate	Pacific	(28.2,28.3]	0.7978274	0.7513900	0.8824746
aou + phosphate	Pacific	(28.3, Inf]	0.9366104	0.9260943	0.9540813
aou + phosphate_star	Atlantic	(-Inf,26]	0.5768324	0.4169543	0.6699048
aou + phosphate_star	Atlantic	(26,26.5]	0.4626639	0.4246348	0.5349722
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4703270	0.2877565	0.7107035
aou + phosphate_star	Atlantic	(26.75,27]	0.7525406	0.7019521	0.8023094
aou + phosphate_star	Atlantic	(27,27.25]	0.5541716	0.4332595	0.7178832
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1233994	-0.0590535	0.3690634
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3317599	0.2622387	0.4633056
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3355232	0.2952335	0.3843817
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3140079	0.2657367	0.3621601
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5696084	0.4595030	0.7623867
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8829991	0.8710918	0.9042755
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9112722	0.8970354	0.9243893
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9569033	0.9515275	0.9673533
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7817785	0.7342042	0.8418811
aou + phosphate_star	Indian	(-Inf,26]	0.8909766	0.8856431	0.8951597
aou + phosphate_star	Indian	(26,26.5]	0.8233204	0.8106036	0.8329045
aou + phosphate_star	Indian	(26.5,26.75]	0.7852721	0.7554331	0.8160889
aou + phosphate_star	Indian	(26.75,27]	0.5453923	0.5005444	0.5873316
aou + phosphate_star	Indian	(27,27.25]	0.1012536	0.0672275	0.1652170
aou + phosphate_star	Indian	(27.25,27.5]	-0.2045939	-0.2951013	-0.0807090
aou + phosphate_star	Indian	(27.5,27.75]	-0.4292149	-0.5616646	-0.3103136
aou + phosphate_star	Indian	(27.75,27.85]	-0.3915095	-0.5052098	-0.2941988
aou + phosphate_star	Indian	(27.85,27.95]	-0.3037805	-0.4429377	-0.1895211
aou + phosphate_star	Indian	(27.95,28.05]	0.1501629	0.0266508	0.2233235
aou + phosphate_star	Indian	(28.05,28.1]	0.3492452	0.2832051	0.4237360
aou + phosphate_star	Indian	(28.1,28.2]	0.4419364	0.3146005	0.5415020
aou + phosphate_star	Indian	(28.2,28.3]	0.3894737	0.2773072	0.4574479
aou + phosphate_star	Indian	(28.3, Inf]	0.4697331	-0.0979712	0.7656554
aou + phosphate_star	Pacific	(-Inf,26]	0.6584968	0.5868739	0.7770217
aou + phosphate_star	Pacific	(26,26.5]	0.6528009	0.4700956	0.7624406
aou + phosphate_star	Pacific	(26.5,26.75]	0.4917052	0.4317538	0.6112599
aou + phosphate_star	Pacific	(26.75,27]	0.6399549	0.5772313	0.7021214
aou + phosphate_star	Pacific	(27,27.25]	0.7444480	0.7158627	0.7820093
aou + phosphate_star	Pacific	(27.25,27.5]	0.7344559	0.6810329	0.7781574
aou + phosphate_star	Pacific	(27.5,27.75]	0.7966433	0.7343788	0.8342047
aou + phosphate_star	Pacific	(27.75,27.85]	0.8770556	0.8408202	0.9046031
aou + phosphate_star	Pacific	(27.85,27.95]	0.8931898	0.8819795	0.9112849
aou + phosphate_star	Pacific	(27.95,28.05]	0.8260888	0.8182422	0.8357381
aou + phosphate_star	Pacific	(28.05,28.1]	0.6656271	0.6351248	0.6865714
aou + phosphate_star	Pacific	(28.1,28.2]	0.5706941	0.4864864	0.6532760
aou + phosphate_star	Pacific	(28.2,28.3]	0.2545592	0.2200708	0.2761876
aou + phosphate_star	Pacific	(28.3, Inf]	0.6509888	0.5748752	0.7718562
aou + silicate	Atlantic	(-Inf,26]	0.8488904	0.8228417	0.8764091
aou + silicate	Atlantic	(26,26.5]	0.8330305	0.7863140	0.8663918
aou + silicate	Atlantic	(26.5,26.75]	0.8308585	0.7435754	0.9075209
aou + silicate	Atlantic	(26.75,27]	0.8916470	0.8686931	0.9159064
aou + silicate	Atlantic	(27,27.25]	0.8331150	0.7791499	0.8990278
aou + silicate	Atlantic	(27.25,27.5]	0.6142179	0.5261636	0.7231628
aou + silicate	Atlantic	(27.5,27.75]	0.7017704	0.6843319	0.7358265
aou + silicate	Atlantic	(27.75,27.85]	0.7295491	0.7064385	0.7454529
aou + silicate	Atlantic	(27.85,27.95]	0.7235147	0.6987877	0.7498062
aou + silicate	Atlantic	(27.95,28.05]	0.6989799	0.6414975	0.8070087
aou + silicate	Atlantic	(28.05,28.1]	0.6619443	0.6194620	0.7220751
aou + silicate	Atlantic	(28.1,28.15]	0.5382754	0.4951023	0.5636176
aou + silicate	Atlantic	(28.15,28.2]	0.5627729	0.4718911	0.6739394
aou + silicate	Atlantic	(28.2, Inf]	0.4557634	0.4102794	0.5015486
aou + silicate	Indian	(-Inf,26]	0.9430325	0.9371873	0.9473360
aou + silicate	Indian	(26,26.5]	0.9148201	0.8958801	0.9278085
aou + silicate	Indian	(26.5,26.75]	0.9272579	0.9176094	0.9366305
aou + silicate	Indian	(26.75,27]	0.9407544	0.9345546	0.9449935
aou + silicate	Indian	(27,27.25]	0.9458178	0.9456025	0.9461875
aou + silicate	Indian	(27.25,27.5]	0.9637580	0.9602289	0.9660566
aou + silicate	Indian	(27.5,27.75]	0.9574486	0.9503682	0.9647415
aou + silicate	Indian	(27.75,27.85]	0.9571214	0.9421425	0.9697875
aou + silicate	Indian	(27.85,27.95]	0.9495265	0.9400898	0.9620462
aou + silicate	Indian	(27.95,28.05]	0.9063951	0.8930998	0.9307866
aou + silicate	Indian	(28.05,28.1]	0.8950340	0.8897274	0.9006366
aou + silicate	Indian	(28.1,28.2]	0.8966497	0.8812305	0.9269578
aou + silicate	Indian	(28.2,28.3]	0.7910845	0.6986941	0.8467774
aou + silicate	Indian	(28.3, Inf]	0.0551953	-0.6009440	0.4815341
aou + silicate	Pacific	(-Inf,26]	0.7394937	0.6867377	0.8408564
aou + silicate	Pacific	(26,26.5]	0.7544869	0.6234461	0.8291935
aou + silicate	Pacific	(26.5,26.75]	0.6532781	0.5866599	0.7384809
aou + silicate	Pacific	(26.75,27]	0.7048549	0.6793465	0.7518096
aou + silicate	Pacific	(27,27.25]	0.7960093	0.7674705	0.8183525
aou + silicate	Pacific	(27.25,27.5]	0.8666769	0.8507852	0.8857504
aou + silicate	Pacific	(27.5,27.75]	0.9034688	0.8910012	0.9174766
aou + silicate	Pacific	(27.75,27.85]	0.9026965	0.8705463	0.9289270
aou + silicate	Pacific	(27.85,27.95]	0.9003877	0.8730423	0.9293281
aou + silicate	Pacific	(27.95,28.05]	0.9077637	0.8860787	0.9209243
aou + silicate	Pacific	(28.05,28.1]	0.9639331	0.9541876	0.9741401
aou + silicate	Pacific	(28.1,28.2]	0.8725028	0.8476546	0.8865105
aou + silicate	Pacific	(28.2,28.3]	0.7655147	0.7106982	0.8504056
aou + silicate	Pacific	(28.3, Inf]	0.7451810	0.6444653	0.8508264
nitrate + phosphate	Atlantic	(-Inf,26]	0.9931123	0.9896050	0.9978693
nitrate + phosphate	Atlantic	(26,26.5]	0.9884476	0.9788772	0.9976355
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9791321	0.9621463	0.9975436
nitrate + phosphate	Atlantic	(26.75,27]	0.9795548	0.9650331	0.9954907
nitrate + phosphate	Atlantic	(27,27.25]	0.9544668	0.9257675	0.9891405
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9420623	0.9142939	0.9938800
nitrate + phosphate	Atlantic	(27.5,27.75]	0.8285099	0.7394932	0.9887121
nitrate + phosphate	Atlantic	(27.75,27.85]	0.8935474	0.8277770	0.9896351
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9659033	0.9535792	0.9795055
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9962636	0.9961290	0.9964799
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9989994	0.9988242	0.9991064
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995541	0.9994667	0.9996338
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9998865	0.9998618	0.9999048
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9996662	0.9995164	0.9998277
nitrate + phosphate	Indian	(-Inf,26]	0.9904071	0.9890685	0.9917671
nitrate + phosphate	Indian	(26,26.5]	0.9705203	0.9587887	0.9798647
nitrate + phosphate	Indian	(26.5,26.75]	0.9479566	0.9267383	0.9711336
nitrate + phosphate	Indian	(26.75,27]	0.9117658	0.8875234	0.9578593
nitrate + phosphate	Indian	(27,27.25]	0.8290215	0.7692513	0.9391903
nitrate + phosphate	Indian	(27.25,27.5]	0.9058602	0.8863450	0.9310211
nitrate + phosphate	Indian	(27.5,27.75]	0.9657432	0.9544651	0.9785380
nitrate + phosphate	Indian	(27.75,27.85]	0.9933998	0.9923402	0.9947116
nitrate + phosphate	Indian	(27.85,27.95]	0.9903004	0.9880481	0.9925074
nitrate + phosphate	Indian	(27.95,28.05]	0.9947284	0.9944333	0.9950023
nitrate + phosphate	Indian	(28.05,28.1]	0.9990495	0.9989047	0.9992104
nitrate + phosphate	Indian	(28.1,28.2]	0.9989626	0.9985346	0.9991784
nitrate + phosphate	Indian	(28.2,28.3]	0.9971641	0.9962474	0.9979608
nitrate + phosphate	Indian	(28.3, Inf]	0.9984022	0.9979498	0.9986738
nitrate + phosphate	Pacific	(-Inf,26]	0.9797085	0.9709303	0.9844350
nitrate + phosphate	Pacific	(26,26.5]	0.8008622	0.7182626	0.8643705
nitrate + phosphate	Pacific	(26.5,26.75]	0.3244372	0.0507722	0.5085491
nitrate + phosphate	Pacific	(26.75,27]	-0.0459764	-0.3054919	0.0950984
nitrate + phosphate	Pacific	(27,27.25]	-0.2602369	-0.4382441	-0.0552455
nitrate + phosphate	Pacific	(27.25,27.5]	-0.6152169	-0.7772160	-0.4652051
nitrate + phosphate	Pacific	(27.5,27.75]	-0.6532371	-0.7522355	-0.5823555
nitrate + phosphate	Pacific	(27.75,27.85]	-0.5456855	-0.6157552	-0.4668844
nitrate + phosphate	Pacific	(27.85,27.95]	-0.3227922	-0.4281972	-0.2042004
nitrate + phosphate	Pacific	(27.95,28.05]	0.6598376	0.6136115	0.7105522
nitrate + phosphate	Pacific	(28.05,28.1]	0.9642635	0.9564644	0.9734563
nitrate + phosphate	Pacific	(28.1,28.2]	0.9945251	0.9938083	0.9957934
nitrate + phosphate	Pacific	(28.2,28.3]	0.9985682	0.9984452	0.9987511
nitrate + phosphate	Pacific	(28.3, Inf]	0.9988519	0.9983146	0.9991870
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8309146	0.7952416	0.8634252
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7249979	0.6997966	0.7511849
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6453500	0.5306293	0.8036993
nitrate + phosphate_star	Atlantic	(26.75,27]	0.8360394	0.7859373	0.8653201
nitrate + phosphate_star	Atlantic	(27,27.25]	0.7311337	0.6612938	0.8301659
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.5160704	0.3064428	0.6841042
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6168996	0.4813322	0.6903701
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7818100	0.7513529	0.7985628
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.7650306	0.6793031	0.8544657
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.8882460	0.8494467	0.9645879
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9642805	0.9549759	0.9756328
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9652204	0.9586513	0.9755527
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9851774	0.9829494	0.9881700
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9788718	0.9685582	0.9903018
nitrate + phosphate_star	Indian	(-Inf,26]	0.9319501	0.9301316	0.9347657
nitrate + phosphate_star	Indian	(26,26.5]	0.8412630	0.8171862	0.8794953
nitrate + phosphate_star	Indian	(26.5,26.75]	0.7634647	0.7262618	0.8014481
nitrate + phosphate_star	Indian	(26.75,27]	0.6369411	0.5636159	0.7462302
nitrate + phosphate_star	Indian	(27,27.25]	0.3252141	0.2561213	0.4178417
nitrate + phosphate_star	Indian	(27.25,27.5]	0.0057336	-0.1515679	0.2082633
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.2285755	-0.4061032	-0.0443440
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.2020205	-0.3697522	-0.0235350
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.0386365	-0.2009572	0.0668813
nitrate + phosphate_star	Indian	(27.95,28.05]	0.4066865	0.2656442	0.4964113
nitrate + phosphate_star	Indian	(28.05,28.1]	0.4420054	0.3432672	0.5153976
nitrate + phosphate_star	Indian	(28.1,28.2]	0.5415453	0.4592848	0.6026728
nitrate + phosphate_star	Indian	(28.2,28.3]	0.7226051	0.6951677	0.7544876
nitrate + phosphate_star	Indian	(28.3, Inf]	0.9815557	0.9655916	0.9906112
nitrate + phosphate_star	Pacific	(-Inf,26]	0.9193278	0.8950436	0.9349116
nitrate + phosphate_star	Pacific	(26,26.5]	0.7851871	0.6577228	0.8551241
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.4114153	0.1870275	0.5286473
nitrate + phosphate_star	Pacific	(26.75,27]	0.0607851	-0.1801119	0.2108676
nitrate + phosphate_star	Pacific	(27,27.25]	-0.2791543	-0.4673530	-0.0815394
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.6745178	-0.8111914	-0.5482180
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.7309195	-0.7980823	-0.6952582
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.6474766	-0.7137616	-0.6114275
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.4110376	-0.5492375	-0.3020613
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.7279237	0.7214301	0.7388369
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.7565013	0.7244366	0.8105994
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.7201309	0.6477267	0.8003493
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.7145791	0.6463050	0.7489019
nitrate + phosphate_star	Pacific	(28.3, Inf]	0.8574544	0.8177653	0.9134661
nitrate + silicate	Atlantic	(-Inf,26]	0.9379105	0.9163871	0.9490823
nitrate + silicate	Atlantic	(26,26.5]	0.9280893	0.9260134	0.9294130
nitrate + silicate	Atlantic	(26.5,26.75]	0.9009955	0.8465032	0.9326305
nitrate + silicate	Atlantic	(26.75,27]	0.9319718	0.9050225	0.9459101
nitrate + silicate	Atlantic	(27,27.25]	0.9072352	0.8692011	0.9359036
nitrate + silicate	Atlantic	(27.25,27.5]	0.8460179	0.7950643	0.8929753
nitrate + silicate	Atlantic	(27.5,27.75]	0.8268070	0.7552099	0.8951739
nitrate + silicate	Atlantic	(27.75,27.85]	0.9397676	0.9297060	0.9485873
nitrate + silicate	Atlantic	(27.85,27.95]	0.9555368	0.9373796	0.9721227
nitrate + silicate	Atlantic	(27.95,28.05]	0.8375709	0.8168041	0.8638176
nitrate + silicate	Atlantic	(28.05,28.1]	0.6305015	0.5706345	0.6659504
nitrate + silicate	Atlantic	(28.1,28.15]	0.5146928	0.4491143	0.5835381
nitrate + silicate	Atlantic	(28.15,28.2]	0.5913458	0.5382773	0.6724633
nitrate + silicate	Atlantic	(28.2, Inf]	0.6950460	0.6770492	0.7124732
nitrate + silicate	Indian	(-Inf,26]	0.9199279	0.9136982	0.9292686
nitrate + silicate	Indian	(26,26.5]	0.8508930	0.8128841	0.8708793
nitrate + silicate	Indian	(26.5,26.75]	0.8283165	0.7855820	0.8693143
nitrate + silicate	Indian	(26.75,27]	0.8164173	0.7817682	0.8718611
nitrate + silicate	Indian	(27,27.25]	0.7533925	0.6844634	0.8730964
nitrate + silicate	Indian	(27.25,27.5]	0.8822389	0.8709320	0.8995481
nitrate + silicate	Indian	(27.5,27.75]	0.9154186	0.9052091	0.9256519
nitrate + silicate	Indian	(27.75,27.85]	0.9134306	0.9006217	0.9290272
nitrate + silicate	Indian	(27.85,27.95]	0.9085425	0.8893250	0.9229302
nitrate + silicate	Indian	(27.95,28.05]	0.8722625	0.8535235	0.8838749
nitrate + silicate	Indian	(28.05,28.1]	0.8888337	0.8623210	0.9045669
nitrate + silicate	Indian	(28.1,28.2]	0.9328524	0.9263954	0.9391793
nitrate + silicate	Indian	(28.2,28.3]	0.9668667	0.9570625	0.9782700
nitrate + silicate	Indian	(28.3, Inf]	0.4779442	0.2028934	0.6275075
nitrate + silicate	Pacific	(-Inf,26]	0.9383457	0.9208199	0.9491871
nitrate + silicate	Pacific	(26,26.5]	0.7683790	0.6475716	0.8449966
nitrate + silicate	Pacific	(26.5,26.75]	0.4293516	0.1564045	0.5830076
nitrate + silicate	Pacific	(26.75,27]	0.2173710	-0.0259749	0.3451777
nitrate + silicate	Pacific	(27,27.25]	0.1938406	-0.0309051	0.3820638
nitrate + silicate	Pacific	(27.25,27.5]	-0.1174562	-0.4290621	0.1013352
nitrate + silicate	Pacific	(27.5,27.75]	-0.2123477	-0.4125832	-0.0786699
nitrate + silicate	Pacific	(27.75,27.85]	-0.1172856	-0.2685032	-0.0087704
nitrate + silicate	Pacific	(27.85,27.95]	0.0608882	-0.1146424	0.1972862
nitrate + silicate	Pacific	(27.95,28.05]	0.8217161	0.8047191	0.8462794
nitrate + silicate	Pacific	(28.05,28.1]	0.9702507	0.9656494	0.9793189
nitrate + silicate	Pacific	(28.1,28.2]	0.9151888	0.8972983	0.9291656
nitrate + silicate	Pacific	(28.2,28.3]	0.9338545	0.9263155	0.9388060
nitrate + silicate	Pacific	(28.3, Inf]	0.8545404	0.7681833	0.9348690
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8600607	0.8464633	0.8794795
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7371058	0.7130869	0.7569004
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.6656961	0.5680320	0.8208116
phosphate + phosphate_star	Atlantic	(26.75,27]	0.8548146	0.8227157	0.8836629
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7499484	0.6946722	0.8487415
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5183460	0.3193899	0.6776705
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6531072	0.5546986	0.7255337
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6769797	0.6061938	0.7664294
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6403810	0.5409652	0.7680368
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8610045	0.8162228	0.9476776
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9611820	0.9519212	0.9722262
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9627152	0.9568500	0.9735263
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9843545	0.9825551	0.9871558
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9751774	0.9624353	0.9889930
phosphate + phosphate_star	Indian	(-Inf,26]	0.9474102	0.9461642	0.9489855
phosphate + phosphate_star	Indian	(26,26.5]	0.8964247	0.8870534	0.9025059
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8548419	0.8383769	0.8730622
phosphate + phosphate_star	Indian	(26.75,27]	0.6810146	0.6283560	0.7262573
phosphate + phosphate_star	Indian	(27,27.25]	0.3288628	0.2634900	0.3902196
phosphate + phosphate_star	Indian	(27.25,27.5]	0.0060221	-0.1218049	0.1559574
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3066168	-0.4879070	-0.1452615
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.2749830	-0.4341118	-0.1259507
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.1518574	-0.3142972	-0.0686478
phosphate + phosphate_star	Indian	(27.95,28.05]	0.3306797	0.1912424	0.4193439
phosphate + phosphate_star	Indian	(28.05,28.1]	0.4184509	0.3256020	0.4892148
phosphate + phosphate_star	Indian	(28.1,28.2]	0.5184675	0.4263315	0.5874018
phosphate + phosphate_star	Indian	(28.2,28.3]	0.7161770	0.6883995	0.7440820
phosphate + phosphate_star	Indian	(28.3, Inf]	0.9877430	0.9774157	0.9942690
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8940141	0.8581237	0.9193274
phosphate + phosphate_star	Pacific	(26,26.5]	0.8637249	0.7761929	0.9130299
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.7906376	0.7555654	0.8400347
phosphate + phosphate_star	Pacific	(26.75,27]	0.8590274	0.8332912	0.8779283
phosphate + phosphate_star	Pacific	(27,27.25]	0.9350729	0.9213366	0.9546873
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.9611595	0.9539552	0.9725133
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.9488139	0.9269046	0.9599313
phosphate + phosphate_star	Pacific	(27.75,27.85]	0.9473406	0.9312013	0.9655390
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.9402854	0.9313306	0.9557350
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.8690108	0.8601017	0.8770150
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.7400209	0.7136815	0.7726674
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.6894012	0.6082495	0.7761219
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.7088194	0.6397461	0.7468104
phosphate + phosphate_star	Pacific	(28.3, Inf]	0.8636014	0.8261889	0.9180090
sal + aou	Atlantic	(-Inf,26]	-0.1268595	-0.3027986	-0.0225956
sal + aou	Atlantic	(26,26.5]	0.0087613	-0.0743064	0.0569265
sal + aou	Atlantic	(26.5,26.75]	-0.1521447	-0.4274764	0.0457569
sal + aou	Atlantic	(26.75,27]	-0.6450805	-0.7109808	-0.5753314
sal + aou	Atlantic	(27,27.25]	-0.4608017	-0.6334514	-0.3373952
sal + aou	Atlantic	(27.25,27.5]	-0.0860372	-0.3127088	0.0938574
sal + aou	Atlantic	(27.5,27.75]	-0.2950476	-0.4167173	-0.2182965
sal + aou	Atlantic	(27.75,27.85]	-0.2704890	-0.2882011	-0.2370825
sal + aou	Atlantic	(27.85,27.95]	-0.2351450	-0.3143138	-0.1708202
sal + aou	Atlantic	(27.95,28.05]	-0.5391428	-0.7385723	-0.4250958
sal + aou	Atlantic	(28.05,28.1]	-0.8344791	-0.8739358	-0.8028310
sal + aou	Atlantic	(28.1,28.15]	-0.8353941	-0.8761626	-0.8119202
sal + aou	Atlantic	(28.15,28.2]	-0.9110208	-0.9334723	-0.8926861
sal + aou	Atlantic	(28.2, Inf]	-0.7367536	-0.8878986	-0.5746261
sal + aou	Indian	(-Inf,26]	-0.5989002	-0.7263046	-0.4832238
sal + aou	Indian	(26,26.5]	-0.5108861	-0.7231978	-0.3334951
sal + aou	Indian	(26.5,26.75]	-0.3242213	-0.5092937	-0.1984827
sal + aou	Indian	(26.75,27]	0.0138463	-0.2170892	0.1886844
sal + aou	Indian	(27,27.25]	0.4600989	0.4026874	0.5518133
sal + aou	Indian	(27.25,27.5]	0.6379323	0.5549869	0.7275226
sal + aou	Indian	(27.5,27.75]	0.6488053	0.5260672	0.7417506
sal + aou	Indian	(27.75,27.85]	0.5855633	0.4580694	0.6791003
sal + aou	Indian	(27.85,27.95]	0.4475840	0.3825727	0.5748810
sal + aou	Indian	(27.95,28.05]	0.0708535	-0.0329820	0.2395798
sal + aou	Indian	(28.05,28.1]	0.1295742	-0.0008819	0.2923803
sal + aou	Indian	(28.1,28.2]	0.3146705	0.1882067	0.3842984
sal + aou	Indian	(28.2,28.3]	0.6611848	0.5242166	0.8115184
sal + aou	Indian	(28.3, Inf]	-0.1957254	-0.6126440	0.0916963
sal + aou	Pacific	(-Inf,26]	-0.2941834	-0.4109800	-0.1431156
sal + aou	Pacific	(26,26.5]	-0.2574154	-0.4519315	0.0713140
sal + aou	Pacific	(26.5,26.75]	0.0077569	-0.1821401	0.2362541
sal + aou	Pacific	(26.75,27]	-0.0543366	-0.1924175	0.1112087
sal + aou	Pacific	(27,27.25]	-0.1110066	-0.2029893	-0.0089870
sal + aou	Pacific	(27.25,27.5]	0.0992346	-0.0857811	0.3219808
sal + aou	Pacific	(27.5,27.75]	0.3512454	0.1805473	0.4802558
sal + aou	Pacific	(27.75,27.85]	0.3738611	0.1710207	0.5128109
sal + aou	Pacific	(27.85,27.95]	0.1505861	-0.0078029	0.3056310
sal + aou	Pacific	(27.95,28.05]	-0.1244208	-0.1911778	-0.0888194
sal + aou	Pacific	(28.05,28.1]	0.0849320	0.0015352	0.1342358
sal + aou	Pacific	(28.1,28.2]	0.4139701	0.3907643	0.4515212
sal + aou	Pacific	(28.2,28.3]	0.5260122	0.3657746	0.6176741
sal + aou	Pacific	(28.3, Inf]	0.7414719	0.7157709	0.7812505
sal + nitrate	Atlantic	(-Inf,26]	-0.3942853	-0.5157328	-0.2612555
sal + nitrate	Atlantic	(26,26.5]	-0.2609194	-0.2987119	-0.2186995
sal + nitrate	Atlantic	(26.5,26.75]	-0.3623168	-0.5705906	-0.2404286
sal + nitrate	Atlantic	(26.75,27]	-0.7641108	-0.8111549	-0.7078514
sal + nitrate	Atlantic	(27,27.25]	-0.6795244	-0.7920709	-0.6219406
sal + nitrate	Atlantic	(27.25,27.5]	-0.5035662	-0.6682003	-0.3097588
sal + nitrate	Atlantic	(27.5,27.75]	-0.6407504	-0.7442193	-0.5461541
sal + nitrate	Atlantic	(27.75,27.85]	-0.7509030	-0.7681603	-0.7348952
sal + nitrate	Atlantic	(27.85,27.95]	-0.6870936	-0.8063032	-0.5799410
sal + nitrate	Atlantic	(27.95,28.05]	-0.8386963	-0.9230003	-0.7908365
sal + nitrate	Atlantic	(28.05,28.1]	-0.9096841	-0.9270864	-0.8905542
sal + nitrate	Atlantic	(28.1,28.15]	-0.8880433	-0.9165924	-0.8735816
sal + nitrate	Atlantic	(28.15,28.2]	-0.9283343	-0.9519175	-0.9045506
sal + nitrate	Atlantic	(28.2, Inf]	-0.8463361	-0.9325663	-0.7917646
sal + nitrate	Indian	(-Inf,26]	-0.6326222	-0.7414347	-0.5292507
sal + nitrate	Indian	(26,26.5]	-0.5582271	-0.7914247	-0.3726743
sal + nitrate	Indian	(26.5,26.75]	-0.3990587	-0.5970708	-0.2724634
sal + nitrate	Indian	(26.75,27]	-0.2115408	-0.4471548	-0.0546148
sal + nitrate	Indian	(27,27.25]	0.0970805	0.0534109	0.1665880
sal + nitrate	Indian	(27.25,27.5]	0.3620033	0.2277258	0.4770448
sal + nitrate	Indian	(27.5,27.75]	0.4524859	0.2744676	0.5870420
sal + nitrate	Indian	(27.75,27.85]	0.4126678	0.2021072	0.5606545
sal + nitrate	Indian	(27.85,27.95]	0.2038932	0.0535617	0.3622566
sal + nitrate	Indian	(27.95,28.05]	-0.1682430	-0.3247622	0.0327229
sal + nitrate	Indian	(28.05,28.1]	0.0564560	-0.1147263	0.2612861
sal + nitrate	Indian	(28.1,28.2]	0.3230661	0.1646850	0.4255974
sal + nitrate	Indian	(28.2,28.3]	0.7811395	0.6787294	0.8698421
sal + nitrate	Indian	(28.3, Inf]	0.1744144	0.0122958	0.3156696
sal + nitrate	Pacific	(-Inf,26]	-0.5882310	-0.6493877	-0.5207683
sal + nitrate	Pacific	(26,26.5]	-0.7081952	-0.8013165	-0.5390834
sal + nitrate	Pacific	(26.5,26.75]	-0.6611409	-0.7112797	-0.6070922
sal + nitrate	Pacific	(26.75,27]	-0.6871486	-0.7010501	-0.6655534
sal + nitrate	Pacific	(27,27.25]	-0.7406487	-0.7522534	-0.7245429
sal + nitrate	Pacific	(27.25,27.5]	-0.7130716	-0.7494803	-0.6732497
sal + nitrate	Pacific	(27.5,27.75]	-0.6658130	-0.7085822	-0.6042919
sal + nitrate	Pacific	(27.75,27.85]	-0.6185383	-0.7354555	-0.5541024
sal + nitrate	Pacific	(27.85,27.95]	-0.5599845	-0.7187447	-0.4147162
sal + nitrate	Pacific	(27.95,28.05]	-0.5609664	-0.7120834	-0.4502283
sal + nitrate	Pacific	(28.05,28.1]	-0.0719319	-0.1944781	0.0391404
sal + nitrate	Pacific	(28.1,28.2]	0.3060340	0.2966624	0.3144488
sal + nitrate	Pacific	(28.2,28.3]	0.4958809	0.3580146	0.6627470
sal + nitrate	Pacific	(28.3, Inf]	0.7413302	0.6997561	0.8034440
sal + phosphate	Atlantic	(-Inf,26]	-0.4212124	-0.5293307	-0.2685116
sal + phosphate	Atlantic	(26,26.5]	-0.2640914	-0.2957925	-0.2136682
sal + phosphate	Atlantic	(26.5,26.75]	-0.3557984	-0.5620473	-0.2292517
sal + phosphate	Atlantic	(26.75,27]	-0.7588184	-0.8025378	-0.7072102
sal + phosphate	Atlantic	(27,27.25]	-0.6699442	-0.7789339	-0.6141140
sal + phosphate	Atlantic	(27.25,27.5]	-0.4793364	-0.6258393	-0.2807934
sal + phosphate	Atlantic	(27.5,27.75]	-0.6049191	-0.6802671	-0.4981530
sal + phosphate	Atlantic	(27.75,27.85]	-0.6071821	-0.7244316	-0.5229159
sal + phosphate	Atlantic	(27.85,27.95]	-0.5585222	-0.7187920	-0.4395564
sal + phosphate	Atlantic	(27.95,28.05]	-0.8098374	-0.9033203	-0.7593421
sal + phosphate	Atlantic	(28.05,28.1]	-0.9077482	-0.9242591	-0.8886236
sal + phosphate	Atlantic	(28.1,28.15]	-0.8855843	-0.9148350	-0.8690781
sal + phosphate	Atlantic	(28.15,28.2]	-0.9272792	-0.9510328	-0.9019950
sal + phosphate	Atlantic	(28.2, Inf]	-0.8410299	-0.9334771	-0.7810595
sal + phosphate	Indian	(-Inf,26]	-0.6728040	-0.7831704	-0.5706649
sal + phosphate	Indian	(26,26.5]	-0.5956874	-0.8088705	-0.4150977
sal + phosphate	Indian	(26.5,26.75]	-0.4012961	-0.6116604	-0.2702088
sal + phosphate	Indian	(26.75,27]	-0.1302115	-0.3860085	0.0632224
sal + phosphate	Indian	(27,27.25]	0.2693553	0.1768545	0.4097548
sal + phosphate	Indian	(27.25,27.5]	0.4933581	0.3663522	0.6331413
sal + phosphate	Indian	(27.5,27.75]	0.5534215	0.3810437	0.6919082
sal + phosphate	Indian	(27.75,27.85]	0.4828567	0.2993633	0.6191666
sal + phosphate	Indian	(27.85,27.95]	0.3061740	0.1863430	0.4609008
sal + phosphate	Indian	(27.95,28.05]	-0.0995022	-0.2507258	0.0954002
sal + phosphate	Indian	(28.05,28.1]	0.0764413	-0.0905063	0.2733871
sal + phosphate	Indian	(28.1,28.2]	0.3341546	0.1843676	0.4322665
sal + phosphate	Indian	(28.2,28.3]	0.7674781	0.6589717	0.8628546
sal + phosphate	Indian	(28.3, Inf]	0.2104568	0.0600345	0.3442404
sal + phosphate	Pacific	(-Inf,26]	-0.5240792	-0.5967421	-0.4107711
sal + phosphate	Pacific	(26,26.5]	-0.5045435	-0.6385263	-0.2648768
sal + phosphate	Pacific	(26.5,26.75]	-0.2896561	-0.4115840	-0.0738993
sal + phosphate	Pacific	(26.75,27]	-0.2371757	-0.3240326	-0.0673176
sal + phosphate	Pacific	(27,27.25]	-0.0909975	-0.2172530	0.0342837
sal + phosphate	Pacific	(27.25,27.5]	0.2070845	0.0597228	0.3717512
sal + phosphate	Pacific	(27.5,27.75]	0.3764307	0.2529203	0.4844675
sal + phosphate	Pacific	(27.75,27.85]	0.3853650	0.2179695	0.5045945
sal + phosphate	Pacific	(27.85,27.95]	0.1439391	0.0012700	0.2891307
sal + phosphate	Pacific	(27.95,28.05]	-0.1827247	-0.2553734	-0.1412874
sal + phosphate	Pacific	(28.05,28.1]	0.0189587	-0.0806579	0.0958434
sal + phosphate	Pacific	(28.1,28.2]	0.3489790	0.3366312	0.3553492
sal + phosphate	Pacific	(28.2,28.3]	0.4939177	0.3445100	0.6618990
sal + phosphate	Pacific	(28.3, Inf]	0.7489940	0.6966579	0.8093113
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7591952	-0.8106475	-0.6572586
sal + phosphate_star	Atlantic	(26,26.5]	-0.7703153	-0.7918454	-0.7477990
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8883522	-0.9032704	-0.8791808
sal + phosphate_star	Atlantic	(26.75,27]	-0.9650937	-0.9702200	-0.9561343
sal + phosphate_star	Atlantic	(27,27.25]	-0.9827087	-0.9872018	-0.9771639
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9838171	-0.9848566	-0.9830256
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9687220	-0.9794774	-0.9568915
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9770085	-0.9850594	-0.9636809
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9720644	-0.9804269	-0.9637306
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9761774	-0.9791673	-0.9703575
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9807245	-0.9831281	-0.9791454
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9731970	-0.9775299	-0.9706278
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9737321	-0.9825048	-0.9618968
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8852629	-0.9327478	-0.8507946
sal + phosphate_star	Indian	(-Inf,26]	-0.7526423	-0.8196128	-0.6887180
sal + phosphate_star	Indian	(26,26.5]	-0.8033578	-0.9506862	-0.6749845
sal + phosphate_star	Indian	(26.5,26.75]	-0.7103133	-0.9097825	-0.6077193
sal + phosphate_star	Indian	(26.75,27]	-0.7340938	-0.8942327	-0.6444055
sal + phosphate_star	Indian	(27,27.25]	-0.7448664	-0.8433033	-0.6842303
sal + phosphate_star	Indian	(27.25,27.5]	-0.7769700	-0.8024439	-0.7362290
sal + phosphate_star	Indian	(27.5,27.75]	-0.8974922	-0.9162504	-0.8733942
sal + phosphate_star	Indian	(27.75,27.85]	-0.9504586	-0.9720017	-0.9268476
sal + phosphate_star	Indian	(27.85,27.95]	-0.9669914	-0.9832360	-0.9497442
sal + phosphate_star	Indian	(27.95,28.05]	-0.9480323	-0.9697694	-0.9297578
sal + phosphate_star	Indian	(28.05,28.1]	-0.8432730	-0.9177988	-0.7922462
sal + phosphate_star	Indian	(28.1,28.2]	-0.5098713	-0.7147947	-0.3776143
sal + phosphate_star	Indian	(28.2,28.3]	0.3629409	0.2106450	0.4430809
sal + phosphate_star	Indian	(28.3, Inf]	0.3152681	0.2532077	0.4005799
sal + phosphate_star	Pacific	(-Inf,26]	-0.7258026	-0.7560238	-0.7056653
sal + phosphate_star	Pacific	(26,26.5]	-0.8146053	-0.8455303	-0.7534851
sal + phosphate_star	Pacific	(26.5,26.75]	-0.7276109	-0.8104291	-0.6244058
sal + phosphate_star	Pacific	(26.75,27]	-0.5829231	-0.6966580	-0.4372408
sal + phosphate_star	Pacific	(27,27.25]	-0.2268650	-0.3799185	-0.0693761
sal + phosphate_star	Pacific	(27.25,27.5]	0.1671360	0.0473106	0.3096326
sal + phosphate_star	Pacific	(27.5,27.75]	0.2809450	0.2080932	0.3875281
sal + phosphate_star	Pacific	(27.75,27.85]	0.2568496	0.1616804	0.3375360
sal + phosphate_star	Pacific	(27.85,27.95]	-0.0302348	-0.1046255	0.0697736
sal + phosphate_star	Pacific	(27.95,28.05]	-0.5935576	-0.6450716	-0.5619935
sal + phosphate_star	Pacific	(28.05,28.1]	-0.5460916	-0.6792694	-0.4685077
sal + phosphate_star	Pacific	(28.1,28.2]	-0.2603270	-0.4240247	-0.1233738
sal + phosphate_star	Pacific	(28.2,28.3]	0.1017220	-0.1396728	0.2767563
sal + phosphate_star	Pacific	(28.3, Inf]	0.6268954	0.4661029	0.7990540
sal + silicate	Atlantic	(-Inf,26]	-0.3723428	-0.5247360	-0.2277960
sal + silicate	Atlantic	(26,26.5]	-0.3379848	-0.3899876	-0.3046696
sal + silicate	Atlantic	(26.5,26.75]	-0.5400985	-0.6625136	-0.4434306
sal + silicate	Atlantic	(26.75,27]	-0.8754764	-0.8926462	-0.8487910
sal + silicate	Atlantic	(27,27.25]	-0.8309081	-0.8795788	-0.7997268
sal + silicate	Atlantic	(27.25,27.5]	-0.7644168	-0.8254045	-0.6560815
sal + silicate	Atlantic	(27.5,27.75]	-0.8080238	-0.8596265	-0.7676072
sal + silicate	Atlantic	(27.75,27.85]	-0.7614230	-0.7744562	-0.7533315
sal + silicate	Atlantic	(27.85,27.95]	-0.7084407	-0.7657540	-0.6287904
sal + silicate	Atlantic	(27.95,28.05]	-0.6169541	-0.6772916	-0.5625135
sal + silicate	Atlantic	(28.05,28.1]	-0.2848959	-0.3701283	-0.2124323
sal + silicate	Atlantic	(28.1,28.15]	-0.1150705	-0.2470562	-0.0071457
sal + silicate	Atlantic	(28.15,28.2]	-0.3145873	-0.3746833	-0.2633937
sal + silicate	Atlantic	(28.2, Inf]	-0.3547325	-0.4775250	-0.2652739
sal + silicate	Indian	(-Inf,26]	-0.6745579	-0.8171084	-0.5450951
sal + silicate	Indian	(26,26.5]	-0.5770007	-0.8113524	-0.3389890
sal + silicate	Indian	(26.5,26.75]	-0.4130606	-0.6428076	-0.2187723
sal + silicate	Indian	(26.75,27]	-0.1139394	-0.3914665	0.0274236
sal + silicate	Indian	(27,27.25]	0.3457789	0.2076755	0.4534947
sal + silicate	Indian	(27.25,27.5]	0.5901962	0.4467591	0.6914072
sal + silicate	Indian	(27.5,27.75]	0.6943764	0.5672153	0.7824154
sal + silicate	Indian	(27.75,27.85]	0.6643700	0.5344830	0.7497724
sal + silicate	Indian	(27.85,27.95]	0.5211023	0.4549500	0.6422461
sal + silicate	Indian	(27.95,28.05]	0.2406368	0.1401289	0.3986712
sal + silicate	Indian	(28.05,28.1]	0.3986157	0.2907994	0.5334435
sal + silicate	Indian	(28.1,28.2]	0.5256484	0.4712515	0.5902476
sal + silicate	Indian	(28.2,28.3]	0.8033808	0.7092752	0.8736290
sal + silicate	Indian	(28.3, Inf]	0.8740485	0.8067477	0.9782474
sal + silicate	Pacific	(-Inf,26]	-0.7194862	-0.7642243	-0.6878686
sal + silicate	Pacific	(26,26.5]	-0.7230229	-0.7888263	-0.6164945
sal + silicate	Pacific	(26.5,26.75]	-0.6379884	-0.7116837	-0.4954326
sal + silicate	Pacific	(26.75,27]	-0.6292670	-0.6943070	-0.5017334
sal + silicate	Pacific	(27,27.25]	-0.5805952	-0.6744356	-0.4422009
sal + silicate	Pacific	(27.25,27.5]	-0.2658791	-0.4688212	0.0008833
sal + silicate	Pacific	(27.5,27.75]	0.0737506	-0.1278622	0.2126809
sal + silicate	Pacific	(27.75,27.85]	0.0845248	-0.2311988	0.2990344
sal + silicate	Pacific	(27.85,27.95]	-0.0962656	-0.3752403	0.1556648
sal + silicate	Pacific	(27.95,28.05]	-0.3063949	-0.4626483	-0.2280405
sal + silicate	Pacific	(28.05,28.1]	0.0601459	-0.0685834	0.1373830
sal + silicate	Pacific	(28.1,28.2]	0.2623909	0.2321521	0.2892376
sal + silicate	Pacific	(28.2,28.3]	0.4935174	0.3706821	0.6368395
sal + silicate	Pacific	(28.3, Inf]	0.7894167	0.7190582	0.8538211
sal + temp	Atlantic	(-Inf,26]	0.8704177	0.8441361	0.8858128
sal + temp	Atlantic	(26,26.5]	0.9494330	0.9417602	0.9617415
sal + temp	Atlantic	(26.5,26.75]	0.9758373	0.9727305	0.9793364
sal + temp	Atlantic	(26.75,27]	0.9781013	0.9752303	0.9821729
sal + temp	Atlantic	(27,27.25]	0.9809775	0.9777989	0.9835759
sal + temp	Atlantic	(27.25,27.5]	0.9777038	0.9717720	0.9819688
sal + temp	Atlantic	(27.5,27.75]	0.9648705	0.9577596	0.9699826
sal + temp	Atlantic	(27.75,27.85]	0.9789942	0.9767149	0.9832643
sal + temp	Atlantic	(27.85,27.95]	0.9721191	0.9678095	0.9745074
sal + temp	Atlantic	(27.95,28.05]	0.9793067	0.9770626	0.9817939
sal + temp	Atlantic	(28.05,28.1]	0.9842839	0.9809607	0.9865277
sal + temp	Atlantic	(28.1,28.15]	0.9850470	0.9826178	0.9864586
sal + temp	Atlantic	(28.15,28.2]	0.9885765	0.9865203	0.9903723
sal + temp	Atlantic	(28.2, Inf]	0.7393764	0.6562209	0.9044326
sal + temp	Indian	(-Inf,26]	0.4812092	0.4535625	0.5185321
sal + temp	Indian	(26,26.5]	0.8656003	0.8419883	0.9022631
sal + temp	Indian	(26.5,26.75]	0.9449025	0.9372200	0.9553510
sal + temp	Indian	(26.75,27]	0.9567341	0.9500981	0.9634442
sal + temp	Indian	(27,27.25]	0.9442918	0.9381106	0.9499978
sal + temp	Indian	(27.25,27.5]	0.9374034	0.9280561	0.9487675
sal + temp	Indian	(27.5,27.75]	0.9084645	0.8909159	0.9224215
sal + temp	Indian	(27.75,27.85]	0.9645220	0.9604138	0.9715207
sal + temp	Indian	(27.85,27.95]	0.9756345	0.9596208	0.9858427
sal + temp	Indian	(27.95,28.05]	0.9840702	0.9803966	0.9862632
sal + temp	Indian	(28.05,28.1]	0.9934522	0.9893931	0.9956038
sal + temp	Indian	(28.1,28.2]	0.9931719	0.9924038	0.9944029
sal + temp	Indian	(28.2,28.3]	0.9373066	0.9109945	0.9524831
sal + temp	Indian	(28.3, Inf]	-0.5974587	-0.8444753	-0.4325504
sal + temp	Pacific	(-Inf,26]	0.7240107	0.6227980	0.8241950
sal + temp	Pacific	(26,26.5]	0.9618653	0.9558267	0.9658191
sal + temp	Pacific	(26.5,26.75]	0.9819718	0.9779254	0.9854164
sal + temp	Pacific	(26.75,27]	0.9826000	0.9797117	0.9850098
sal + temp	Pacific	(27,27.25]	0.9738333	0.9676544	0.9778740
sal + temp	Pacific	(27.25,27.5]	0.9275174	0.9137770	0.9367208
sal + temp	Pacific	(27.5,27.75]	0.8497245	0.8451084	0.8588821
sal + temp	Pacific	(27.75,27.85]	0.9219455	0.9132538	0.9377258
sal + temp	Pacific	(27.85,27.95]	0.8830040	0.8546856	0.8991389
sal + temp	Pacific	(27.95,28.05]	0.8927956	0.8713735	0.9093290
sal + temp	Pacific	(28.05,28.1]	0.9310087	0.9037471	0.9466502
sal + temp	Pacific	(28.1,28.2]	0.9174687	0.9080898	0.9343856
sal + temp	Pacific	(28.2,28.3]	0.4501569	0.1410562	0.6066504
sal + temp	Pacific	(28.3, Inf]	0.4486121	0.2446700	0.7021294
silicate + phosphate	Atlantic	(-Inf,26]	0.9220042	0.8788828	0.9489565
silicate + phosphate	Atlantic	(26,26.5]	0.9480172	0.9372279	0.9576954
silicate + phosphate	Atlantic	(26.5,26.75]	0.9272712	0.8962885	0.9576461
silicate + phosphate	Atlantic	(26.75,27]	0.9508353	0.9383654	0.9620078
silicate + phosphate	Atlantic	(27,27.25]	0.9374692	0.9215176	0.9650982
silicate + phosphate	Atlantic	(27.25,27.5]	0.8622172	0.8202214	0.9035834
silicate + phosphate	Atlantic	(27.5,27.75]	0.8786707	0.8457524	0.9033488
silicate + phosphate	Atlantic	(27.75,27.85]	0.8904221	0.8656505	0.9278395
silicate + phosphate	Atlantic	(27.85,27.95]	0.8984313	0.8680832	0.9478955
silicate + phosphate	Atlantic	(27.95,28.05]	0.8233214	0.7975320	0.8567603
silicate + phosphate	Atlantic	(28.05,28.1]	0.6235387	0.5618098	0.6621290
silicate + phosphate	Atlantic	(28.1,28.15]	0.5117555	0.4430307	0.5811930
silicate + phosphate	Atlantic	(28.15,28.2]	0.5882217	0.5357770	0.6716129
silicate + phosphate	Atlantic	(28.2, Inf]	0.6927932	0.6770002	0.7066668
silicate + phosphate	Indian	(-Inf,26]	0.9618063	0.9585792	0.9643340
silicate + phosphate	Indian	(26,26.5]	0.9437483	0.9350876	0.9484212
silicate + phosphate	Indian	(26.5,26.75]	0.9520132	0.9479206	0.9584138
silicate + phosphate	Indian	(26.75,27]	0.9592712	0.9496179	0.9651868
silicate + phosphate	Indian	(27,27.25]	0.9501545	0.9371782	0.9652231
silicate + phosphate	Indian	(27.25,27.5]	0.9622820	0.9487603	0.9713175
silicate + phosphate	Indian	(27.5,27.75]	0.9432672	0.9348682	0.9497077
silicate + phosphate	Indian	(27.75,27.85]	0.9360146	0.9257863	0.9492617
silicate + phosphate	Indian	(27.85,27.95]	0.9298530	0.9251031	0.9335921
silicate + phosphate	Indian	(27.95,28.05]	0.8841411	0.8791038	0.8895450
silicate + phosphate	Indian	(28.05,28.1]	0.8906788	0.8711729	0.9045544
silicate + phosphate	Indian	(28.1,28.2]	0.9326990	0.9278742	0.9410683
silicate + phosphate	Indian	(28.2,28.3]	0.9653891	0.9544219	0.9760556
silicate + phosphate	Indian	(28.3, Inf]	0.5029704	0.2476375	0.6439557
silicate + phosphate	Pacific	(-Inf,26]	0.9244801	0.8982619	0.9477971
silicate + phosphate	Pacific	(26,26.5]	0.9160776	0.8691662	0.9395662
silicate + phosphate	Pacific	(26.5,26.75]	0.8729026	0.8453663	0.8925594
silicate + phosphate	Pacific	(26.75,27]	0.8574800	0.8514298	0.8613862
silicate + phosphate	Pacific	(27,27.25]	0.8190121	0.7802739	0.8503250
silicate + phosphate	Pacific	(27.25,27.5]	0.7929703	0.7522805	0.8501489
silicate + phosphate	Pacific	(27.5,27.75]	0.8282731	0.8122380	0.8597674
silicate + phosphate	Pacific	(27.75,27.85]	0.8604306	0.8269577	0.8964656
silicate + phosphate	Pacific	(27.85,27.95]	0.8848803	0.8571868	0.9167871
silicate + phosphate	Pacific	(27.95,28.05]	0.9223812	0.9027964	0.9329629
silicate + phosphate	Pacific	(28.05,28.1]	0.9662683	0.9580967	0.9756219
silicate + phosphate	Pacific	(28.1,28.2]	0.8892081	0.8665189	0.9025370
silicate + phosphate	Pacific	(28.2,28.3]	0.9386375	0.9342920	0.9429395
silicate + phosphate	Pacific	(28.3, Inf]	0.8456565	0.7454285	0.9318754
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7723066	0.7157353	0.8549117
silicate + phosphate_star	Atlantic	(26,26.5]	0.7933853	0.7759558	0.8059278
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.8192218	0.7624558	0.8958604
silicate + phosphate_star	Atlantic	(26.75,27]	0.9447877	0.9308643	0.9542761
silicate + phosphate_star	Atlantic	(27,27.25]	0.8837142	0.8568282	0.9280338
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7960744	0.6858012	0.8637374
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8319653	0.8016096	0.8780292
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.8014711	0.7787857	0.8172102
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7938471	0.7393436	0.8278519
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.7275323	0.6893700	0.7768250
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.4391375	0.3619317	0.5246800
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.3104758	0.2130738	0.4263769
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.4858653	0.4386766	0.5654139
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6940845	0.6620790	0.7281856
silicate + phosphate_star	Indian	(-Inf,26]	0.9183822	0.9154020	0.9219988
silicate + phosphate_star	Indian	(26,26.5]	0.8887309	0.8687331	0.9178986
silicate + phosphate_star	Indian	(26.5,26.75]	0.8763888	0.8511362	0.9249847
silicate + phosphate_star	Indian	(26.75,27]	0.6637524	0.6358491	0.7127187
silicate + phosphate_star	Indian	(27,27.25]	0.2293383	0.1856069	0.2739525
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0957406	-0.1903773	0.0757876
silicate + phosphate_star	Indian	(27.5,27.75]	-0.4276709	-0.5613331	-0.2986102
silicate + phosphate_star	Indian	(27.75,27.85]	-0.4589174	-0.5614917	-0.3666692
silicate + phosphate_star	Indian	(27.85,27.95]	-0.3485814	-0.4796377	-0.2197945
silicate + phosphate_star	Indian	(27.95,28.05]	0.0295597	-0.0804128	0.1464580
silicate + phosphate_star	Indian	(28.05,28.1]	0.1001954	0.0013878	0.2594290
silicate + phosphate_star	Indian	(28.1,28.2]	0.3535397	0.1970765	0.4532936
silicate + phosphate_star	Indian	(28.2,28.3]	0.7570224	0.7385593	0.7804848
silicate + phosphate_star	Indian	(28.3, Inf]	0.5740733	0.4323575	0.6469098
silicate + phosphate_star	Pacific	(-Inf,26]	0.9623275	0.9582374	0.9649974
silicate + phosphate_star	Pacific	(26,26.5]	0.9611767	0.9565865	0.9643470
silicate + phosphate_star	Pacific	(26.5,26.75]	0.9378966	0.9307357	0.9486333
silicate + phosphate_star	Pacific	(26.75,27]	0.9339950	0.9260855	0.9447597
silicate + phosphate_star	Pacific	(27,27.25]	0.8216021	0.7843634	0.8523469
silicate + phosphate_star	Pacific	(27.25,27.5]	0.7089631	0.6502251	0.7875107
silicate + phosphate_star	Pacific	(27.5,27.75]	0.7067325	0.6419547	0.7625686
silicate + phosphate_star	Pacific	(27.75,27.85]	0.7548536	0.7107628	0.7871236
silicate + phosphate_star	Pacific	(27.85,27.95]	0.8078835	0.7875781	0.8233581
silicate + phosphate_star	Pacific	(27.95,28.05]	0.8725611	0.8565031	0.8931587
silicate + phosphate_star	Pacific	(28.05,28.1]	0.6895662	0.6755067	0.7053199
silicate + phosphate_star	Pacific	(28.1,28.2]	0.6673764	0.6148305	0.7257031
silicate + phosphate_star	Pacific	(28.2,28.3]	0.6688900	0.6065250	0.7161661
silicate + phosphate_star	Pacific	(28.3, Inf]	0.7908475	0.7543789	0.8100761
temp + aou	Atlantic	(-Inf,26]	-0.3351128	-0.3915839	-0.2725824
temp + aou	Atlantic	(26,26.5]	-0.1160546	-0.1767465	-0.0792214
temp + aou	Atlantic	(26.5,26.75]	-0.1773385	-0.4432433	0.0032391
temp + aou	Atlantic	(26.75,27]	-0.6209276	-0.6806724	-0.5553239
temp + aou	Atlantic	(27,27.25]	-0.4185240	-0.5899289	-0.3083772
temp + aou	Atlantic	(27.25,27.5]	-0.0190996	-0.2511800	0.1837797
temp + aou	Atlantic	(27.5,27.75]	-0.1977410	-0.3420242	-0.0982090
temp + aou	Atlantic	(27.75,27.85]	-0.2054793	-0.2401041	-0.1454583
temp + aou	Atlantic	(27.85,27.95]	-0.1288588	-0.2044770	-0.0644204
temp + aou	Atlantic	(27.95,28.05]	-0.4801737	-0.6852926	-0.3597869
temp + aou	Atlantic	(28.05,28.1]	-0.7606739	-0.8165811	-0.7123485
temp + aou	Atlantic	(28.1,28.15]	-0.7494833	-0.8076324	-0.7199341
temp + aou	Atlantic	(28.15,28.2]	-0.8548767	-0.8932671	-0.8208247
temp + aou	Atlantic	(28.2, Inf]	-0.5160165	-0.6718868	-0.2629434
temp + aou	Indian	(-Inf,26]	-0.6652378	-0.6837372	-0.6444867
temp + aou	Indian	(26,26.5]	-0.4157314	-0.5526511	-0.2669133
temp + aou	Indian	(26.5,26.75]	-0.3079386	-0.4218481	-0.2114916
temp + aou	Indian	(26.75,27]	-0.0245275	-0.2391704	0.1691166
temp + aou	Indian	(27,27.25]	0.4109477	0.3504315	0.4943498
temp + aou	Indian	(27.25,27.5]	0.5990891	0.5014112	0.6733616
temp + aou	Indian	(27.5,27.75]	0.6290307	0.5064292	0.7153161
temp + aou	Indian	(27.75,27.85]	0.5407401	0.4190090	0.6199512
temp + aou	Indian	(27.85,27.95]	0.4628784	0.4059071	0.5713489
temp + aou	Indian	(27.95,28.05]	0.1652648	0.0501387	0.3198909
temp + aou	Indian	(28.05,28.1]	0.2044012	0.0643649	0.3516237
temp + aou	Indian	(28.1,28.2]	0.3354643	0.2205152	0.4175728
temp + aou	Indian	(28.2,28.3]	0.6064511	0.4583340	0.7436215
temp + aou	Indian	(28.3, Inf]	0.0452835	-0.0535714	0.1520482
temp + aou	Pacific	(-Inf,26]	-0.4759436	-0.5887755	-0.3454377
temp + aou	Pacific	(26,26.5]	-0.2564189	-0.4443229	0.0630866
temp + aou	Pacific	(26.5,26.75]	0.0447808	-0.1485148	0.2534482
temp + aou	Pacific	(26.75,27]	-0.0314172	-0.1822319	0.1431746
temp + aou	Pacific	(27,27.25]	-0.1220010	-0.2024857	-0.0320829
temp + aou	Pacific	(27.25,27.5]	0.1246801	-0.0800711	0.3162307
temp + aou	Pacific	(27.5,27.75]	0.3944050	0.1907027	0.5062287
temp + aou	Pacific	(27.75,27.85]	0.4488083	0.2303362	0.5632758
temp + aou	Pacific	(27.85,27.95]	0.2708072	0.0692591	0.4068146
temp + aou	Pacific	(27.95,28.05]	0.0281984	-0.1194741	0.1409283
temp + aou	Pacific	(28.05,28.1]	0.2489899	0.1268593	0.3443397
temp + aou	Pacific	(28.1,28.2]	0.4699039	0.4123341	0.5028310
temp + aou	Pacific	(28.2,28.3]	0.2971341	0.1284017	0.4259803
temp + aou	Pacific	(28.3, Inf]	0.6079099	0.5048077	0.7693323
temp + nitrate	Atlantic	(-Inf,26]	-0.5792823	-0.6310277	-0.5355836
temp + nitrate	Atlantic	(26,26.5]	-0.3974179	-0.4112374	-0.3905027
temp + nitrate	Atlantic	(26.5,26.75]	-0.3874469	-0.5873445	-0.2847441
temp + nitrate	Atlantic	(26.75,27]	-0.7412111	-0.7829943	-0.6875864
temp + nitrate	Atlantic	(27,27.25]	-0.6491369	-0.7626323	-0.5783787
temp + nitrate	Atlantic	(27.25,27.5]	-0.4433926	-0.6217198	-0.2160882
temp + nitrate	Atlantic	(27.5,27.75]	-0.5564363	-0.6859574	-0.4344628
temp + nitrate	Atlantic	(27.75,27.85]	-0.6985061	-0.7205877	-0.6573817
temp + nitrate	Atlantic	(27.85,27.95]	-0.6056134	-0.7371165	-0.4896104
temp + nitrate	Atlantic	(27.95,28.05]	-0.7904240	-0.8791250	-0.7405824
temp + nitrate	Atlantic	(28.05,28.1]	-0.8495066	-0.8771096	-0.8162255
temp + nitrate	Atlantic	(28.1,28.15]	-0.8105942	-0.8509249	-0.7855527
temp + nitrate	Atlantic	(28.15,28.2]	-0.8695148	-0.9064214	-0.8312113
temp + nitrate	Atlantic	(28.2, Inf]	-0.5519734	-0.7415635	-0.3454018
temp + nitrate	Indian	(-Inf,26]	-0.7287346	-0.7494265	-0.7004972
temp + nitrate	Indian	(26,26.5]	-0.4840223	-0.6597769	-0.3233734
temp + nitrate	Indian	(26.5,26.75]	-0.3836988	-0.5196265	-0.2892830
temp + nitrate	Indian	(26.75,27]	-0.2603632	-0.4842853	-0.0801490
temp + nitrate	Indian	(27,27.25]	0.0265730	-0.0542334	0.0976591
temp + nitrate	Indian	(27.25,27.5]	0.2932961	0.1446384	0.3926598
temp + nitrate	Indian	(27.5,27.75]	0.4123792	0.2527937	0.5345925
temp + nitrate	Indian	(27.75,27.85]	0.3619711	0.1595225	0.4943210
temp + nitrate	Indian	(27.85,27.95]	0.2115458	0.0699655	0.3474973
temp + nitrate	Indian	(27.95,28.05]	-0.0853820	-0.2528009	0.1024922
temp + nitrate	Indian	(28.05,28.1]	0.1302889	-0.0512111	0.3198678
temp + nitrate	Indian	(28.1,28.2]	0.3472666	0.2013124	0.4560597
temp + nitrate	Indian	(28.2,28.3]	0.7361057	0.6423290	0.8053513
temp + nitrate	Indian	(28.3, Inf]	-0.0231255	-0.1034448	0.0873844
temp + nitrate	Pacific	(-Inf,26]	-0.7554210	-0.7950608	-0.6970228
temp + nitrate	Pacific	(26,26.5]	-0.7041227	-0.8101846	-0.5183067
temp + nitrate	Pacific	(26.5,26.75]	-0.6417629	-0.6872496	-0.5944405
temp + nitrate	Pacific	(26.75,27]	-0.6915274	-0.7081525	-0.6629950
temp + nitrate	Pacific	(27,27.25]	-0.7403200	-0.7510825	-0.7230913
temp + nitrate	Pacific	(27.25,27.5]	-0.6417150	-0.7108372	-0.5935826
temp + nitrate	Pacific	(27.5,27.75]	-0.5547481	-0.6227791	-0.4572667
temp + nitrate	Pacific	(27.75,27.85]	-0.4776077	-0.6899704	-0.3608555
temp + nitrate	Pacific	(27.85,27.95]	-0.4243243	-0.7061231	-0.2441996
temp + nitrate	Pacific	(27.95,28.05]	-0.3906793	-0.6681319	-0.2308309
temp + nitrate	Pacific	(28.05,28.1]	0.1223970	-0.0565346	0.2217349
temp + nitrate	Pacific	(28.1,28.2]	0.3962961	0.3617124	0.4539206
temp + nitrate	Pacific	(28.2,28.3]	0.6246588	0.5640876	0.7009591
temp + nitrate	Pacific	(28.3, Inf]	0.7889429	0.7365067	0.8731713
temp + phosphate	Atlantic	(-Inf,26]	-0.5876803	-0.6575930	-0.5205226
temp + phosphate	Atlantic	(26,26.5]	-0.3917851	-0.4031246	-0.3704032
temp + phosphate	Atlantic	(26.5,26.75]	-0.3806865	-0.5770334	-0.2713668
temp + phosphate	Atlantic	(26.75,27]	-0.7402882	-0.7785247	-0.6925484
temp + phosphate	Atlantic	(27,27.25]	-0.6331473	-0.7418895	-0.5697880
temp + phosphate	Atlantic	(27.25,27.5]	-0.4190428	-0.5759384	-0.1919177
temp + phosphate	Atlantic	(27.5,27.75]	-0.5183062	-0.6162171	-0.3874826
temp + phosphate	Atlantic	(27.75,27.85]	-0.5440151	-0.6783700	-0.4339126
temp + phosphate	Atlantic	(27.85,27.95]	-0.4618619	-0.6289310	-0.3366335
temp + phosphate	Atlantic	(27.95,28.05]	-0.7486882	-0.8448647	-0.6964990
temp + phosphate	Atlantic	(28.05,28.1]	-0.8418685	-0.8685853	-0.8077076
temp + phosphate	Atlantic	(28.1,28.15]	-0.8050714	-0.8465576	-0.7766514
temp + phosphate	Atlantic	(28.15,28.2]	-0.8675482	-0.9046447	-0.8275433
temp + phosphate	Atlantic	(28.2, Inf]	-0.5377836	-0.7303248	-0.3246778
temp + phosphate	Indian	(-Inf,26]	-0.7183965	-0.7346875	-0.6890025
temp + phosphate	Indian	(26,26.5]	-0.5118573	-0.6555678	-0.3625148
temp + phosphate	Indian	(26.5,26.75]	-0.3912957	-0.5272184	-0.2905971
temp + phosphate	Indian	(26.75,27]	-0.1735454	-0.4040070	0.0351677
temp + phosphate	Indian	(27,27.25]	0.2156149	0.1015147	0.3461474
temp + phosphate	Indian	(27.25,27.5]	0.4510075	0.3113617	0.5746621
temp + phosphate	Indian	(27.5,27.75]	0.5444540	0.3755270	0.6722442
temp + phosphate	Indian	(27.75,27.85]	0.4409266	0.2664857	0.5608570
temp + phosphate	Indian	(27.85,27.95]	0.3238786	0.2092107	0.4569593
temp + phosphate	Indian	(27.95,28.05]	-0.0082724	-0.1710875	0.1733031
temp + phosphate	Indian	(28.05,28.1]	0.1512819	-0.0259570	0.3328930
temp + phosphate	Indian	(28.1,28.2]	0.3576338	0.2205262	0.4637637
temp + phosphate	Indian	(28.2,28.3]	0.7236798	0.6286410	0.7948242
temp + phosphate	Indian	(28.3, Inf]	-0.0540912	-0.1248693	0.0479417
temp + phosphate	Pacific	(-Inf,26]	-0.6726215	-0.7238969	-0.5904599
temp + phosphate	Pacific	(26,26.5]	-0.5149281	-0.6444968	-0.2831198
temp + phosphate	Pacific	(26.5,26.75]	-0.2729865	-0.4024803	-0.0702641
temp + phosphate	Pacific	(26.75,27]	-0.2253812	-0.3251806	-0.0480034
temp + phosphate	Pacific	(27,27.25]	-0.1102627	-0.2233222	0.0063995
temp + phosphate	Pacific	(27.25,27.5]	0.1985149	0.0470901	0.3418251
temp + phosphate	Pacific	(27.5,27.75]	0.3962765	0.2487166	0.4828132
temp + phosphate	Pacific	(27.75,27.85]	0.4409678	0.2691518	0.5352099
temp + phosphate	Pacific	(27.85,27.95]	0.2660250	0.0892064	0.3918669
temp + phosphate	Pacific	(27.95,28.05]	-0.0144402	-0.1720235	0.1013413
temp + phosphate	Pacific	(28.05,28.1]	0.2075136	0.0602126	0.3051503
temp + phosphate	Pacific	(28.1,28.2]	0.4432285	0.4035754	0.4953898
temp + phosphate	Pacific	(28.2,28.3]	0.6089808	0.5461724	0.6839106
temp + phosphate	Pacific	(28.3, Inf]	0.7907655	0.7494598	0.8697680
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8657955	-0.9112263	-0.8320109
temp + phosphate_star	Atlantic	(26,26.5]	-0.8563150	-0.8680418	-0.8470367
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9052948	-0.9166494	-0.8983951
temp + phosphate_star	Atlantic	(26.75,27]	-0.9697782	-0.9736404	-0.9642933
temp + phosphate_star	Atlantic	(27,27.25]	-0.9784325	-0.9844816	-0.9747958
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9857553	-0.9882646	-0.9841357
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9631524	-0.9752862	-0.9495029
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9669589	-0.9759742	-0.9584125
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9601142	-0.9706664	-0.9520798
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9568743	-0.9635487	-0.9501995
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9516866	-0.9582489	-0.9437757
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9308209	-0.9400247	-0.9214524
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9347454	-0.9527653	-0.9111680
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.6526853	-0.8138182	-0.5033753
temp + phosphate_star	Indian	(-Inf,26]	-0.8369538	-0.8781900	-0.7960415
temp + phosphate_star	Indian	(26,26.5]	-0.7823873	-0.8940441	-0.6795147
temp + phosphate_star	Indian	(26.5,26.75]	-0.7334047	-0.8669985	-0.6604532
temp + phosphate_star	Indian	(26.75,27]	-0.7862207	-0.9012850	-0.7010234
temp + phosphate_star	Indian	(27,27.25]	-0.7928498	-0.8779520	-0.7465402
temp + phosphate_star	Indian	(27.25,27.5]	-0.8196257	-0.8427182	-0.7857559
temp + phosphate_star	Indian	(27.5,27.75]	-0.9104028	-0.9343556	-0.8790236
temp + phosphate_star	Indian	(27.75,27.85]	-0.9676231	-0.9795514	-0.9461017
temp + phosphate_star	Indian	(27.85,27.95]	-0.9767314	-0.9881308	-0.9594526
temp + phosphate_star	Indian	(27.95,28.05]	-0.9348690	-0.9602900	-0.9206364
temp + phosphate_star	Indian	(28.05,28.1]	-0.8074830	-0.8960300	-0.7583749
temp + phosphate_star	Indian	(28.1,28.2]	-0.4917627	-0.6922954	-0.3596721
temp + phosphate_star	Indian	(28.2,28.3]	0.2943266	0.1787305	0.3742824
temp + phosphate_star	Indian	(28.3, Inf]	-0.1569463	-0.2237138	-0.0856471
temp + phosphate_star	Pacific	(-Inf,26]	-0.8646016	-0.8770569	-0.8481933
temp + phosphate_star	Pacific	(26,26.5]	-0.8402682	-0.8714562	-0.7826832
temp + phosphate_star	Pacific	(26.5,26.75]	-0.7438597	-0.8159430	-0.6413061
temp + phosphate_star	Pacific	(26.75,27]	-0.5897502	-0.6980503	-0.4383449
temp + phosphate_star	Pacific	(27,27.25]	-0.2543871	-0.3950252	-0.1005227
temp + phosphate_star	Pacific	(27.25,27.5]	0.1327337	0.0169548	0.2646215
temp + phosphate_star	Pacific	(27.5,27.75]	0.2629894	0.1770680	0.3668062
temp + phosphate_star	Pacific	(27.75,27.85]	0.2708803	0.1934942	0.3220760
temp + phosphate_star	Pacific	(27.85,27.95]	0.0722106	-0.0119458	0.1547402
temp + phosphate_star	Pacific	(27.95,28.05]	-0.4208568	-0.5583964	-0.3100403
temp + phosphate_star	Pacific	(28.05,28.1]	-0.3070038	-0.5191565	-0.1518674
temp + phosphate_star	Pacific	(28.1,28.2]	-0.0760193	-0.2912598	0.1575133
temp + phosphate_star	Pacific	(28.2,28.3]	0.2562449	0.0616857	0.3935299
temp + phosphate_star	Pacific	(28.3, Inf]	0.7591056	0.7304502	0.7826183
temp + silicate	Atlantic	(-Inf,26]	-0.5301403	-0.5646374	-0.4855079
temp + silicate	Atlantic	(26,26.5]	-0.4613669	-0.4897944	-0.4392599
temp + silicate	Atlantic	(26.5,26.75]	-0.5681298	-0.6798006	-0.4604914
temp + silicate	Atlantic	(26.75,27]	-0.8626607	-0.8754828	-0.8399136
temp + silicate	Atlantic	(27,27.25]	-0.7966016	-0.8480122	-0.7577345
temp + silicate	Atlantic	(27.25,27.5]	-0.7365005	-0.8085206	-0.6024853
temp + silicate	Atlantic	(27.5,27.75]	-0.7664535	-0.8365808	-0.7091758
temp + silicate	Atlantic	(27.75,27.85]	-0.7218882	-0.7459600	-0.7013406
temp + silicate	Atlantic	(27.85,27.95]	-0.6363502	-0.7116724	-0.5500303
temp + silicate	Atlantic	(27.95,28.05]	-0.6115333	-0.6767117	-0.5607164
temp + silicate	Atlantic	(28.05,28.1]	-0.1998661	-0.2967285	-0.1300020
temp + silicate	Atlantic	(28.1,28.15]	0.0015434	-0.1306702	0.1030396
temp + silicate	Atlantic	(28.15,28.2]	-0.2117751	-0.2606925	-0.1602180
temp + silicate	Atlantic	(28.2, Inf]	-0.2680679	-0.3542124	-0.1389789
temp + silicate	Indian	(-Inf,26]	-0.6544467	-0.6789358	-0.6100445
temp + silicate	Indian	(26,26.5]	-0.4821834	-0.6339253	-0.2900748
temp + silicate	Indian	(26.5,26.75]	-0.4093823	-0.5621931	-0.2546836
temp + silicate	Indian	(26.75,27]	-0.1571905	-0.4001112	0.0039144
temp + silicate	Indian	(27,27.25]	0.2672220	0.1252853	0.3572443
temp + silicate	Indian	(27.25,27.5]	0.4997822	0.3447505	0.5862613
temp + silicate	Indian	(27.5,27.75]	0.5986946	0.4613484	0.6927160
temp + silicate	Indian	(27.75,27.85]	0.5922334	0.4639851	0.6669993
temp + silicate	Indian	(27.85,27.95]	0.5057828	0.4377959	0.6119067
temp + silicate	Indian	(27.95,28.05]	0.2986355	0.2184885	0.4371127
temp + silicate	Indian	(28.05,28.1]	0.4580117	0.3737979	0.5776095
temp + silicate	Indian	(28.1,28.2]	0.5391488	0.4968430	0.6155267
temp + silicate	Indian	(28.2,28.3]	0.7542453	0.6732793	0.8006083
temp + silicate	Indian	(28.3, Inf]	-0.3382912	-0.7897292	-0.0493840
temp + silicate	Pacific	(-Inf,26]	-0.7922418	-0.8149598	-0.7796378
temp + silicate	Pacific	(26,26.5]	-0.7277455	-0.7890149	-0.6293763
temp + silicate	Pacific	(26.5,26.75]	-0.6225072	-0.6956596	-0.4919503
temp + silicate	Pacific	(26.75,27]	-0.6159255	-0.6881651	-0.4826888
temp + silicate	Pacific	(27,27.25]	-0.5998809	-0.6813179	-0.4681163
temp + silicate	Pacific	(27.25,27.5]	-0.2668527	-0.4914602	-0.0159281
temp + silicate	Pacific	(27.5,27.75]	0.0796734	-0.1756232	0.2187968
temp + silicate	Pacific	(27.75,27.85]	0.2072348	-0.1682971	0.4293159
temp + silicate	Pacific	(27.85,27.95]	0.0691451	-0.3084138	0.3380780
temp + silicate	Pacific	(27.95,28.05]	-0.1477729	-0.4228305	0.0389403
temp + silicate	Pacific	(28.05,28.1]	0.2288945	0.0535557	0.3474062
temp + silicate	Pacific	(28.1,28.2]	0.2734234	0.1981013	0.3326490
temp + silicate	Pacific	(28.2,28.3]	0.5244161	0.4199432	0.5890773
temp + silicate	Pacific	(28.3, Inf]	0.6878277	0.6633954	0.7040006

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
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.0517531	-0.2237155	0.2233277
aou	Atlantic	(26,26.5]	-0.3918028	-0.4978473	-0.2877389
aou	Atlantic	(26.5,26.75]	0.0218429	-0.3200675	0.2894503
aou	Atlantic	(26.75,27]	-0.3672304	-0.5256314	-0.2449559
aou	Atlantic	(27,27.25]	-0.4437992	-0.5228857	-0.2898810
aou	Atlantic	(27.25,27.5]	-0.1340896	-0.1482414	-0.1059673
aou	Atlantic	(27.5,27.75]	-0.2487570	-0.5184128	-0.0178946
aou	Atlantic	(27.75,27.85]	-0.4008959	-0.7252439	-0.0562696
aou	Atlantic	(27.85,27.95]	-0.5105215	-0.7052401	-0.3430529
aou	Atlantic	(27.95,28.05]	-0.5480982	-0.6876863	-0.4568997
aou	Atlantic	(28.05,28.1]	-0.7712417	-0.7853328	-0.7479012
aou	Atlantic	(28.1,28.15]	-0.7797655	-0.8065428	-0.7322239
aou	Atlantic	(28.15,28.2]	-0.8230236	-0.8498377	-0.7982856
aou	Atlantic	(28.2, Inf]	-0.7289141	-0.8754476	-0.5857364
aou	Indian	(-Inf,26]	-0.5013040	-0.5982404	-0.4433260
aou	Indian	(26,26.5]	-0.8311533	-0.8572246	-0.7967555
aou	Indian	(26.5,26.75]	-0.8796255	-0.9340748	-0.8505416
aou	Indian	(26.75,27]	-0.7362981	-0.8406628	-0.6470594
aou	Indian	(27,27.25]	-0.1079322	-0.4163333	0.1858925
aou	Indian	(27.25,27.5]	0.6348963	0.5381404	0.7861912
aou	Indian	(27.5,27.75]	0.8607750	0.7695906	0.9428929
aou	Indian	(27.75,27.85]	0.6564530	0.4309060	0.9224694
aou	Indian	(27.85,27.95]	0.3482778	0.0722636	0.7550268
aou	Indian	(27.95,28.05]	0.3942158	0.1121595	0.6914827
aou	Indian	(28.05,28.1]	0.6446042	0.3825330	0.8758620
aou	Indian	(28.1,28.2]	0.6251778	0.4993506	0.8714689
aou	Indian	(28.2,28.3]	0.4000827	0.2035125	0.5073790
aou	Indian	(28.3, Inf]	-0.5693878	-0.8062765	-0.4252965
aou	Pacific	(-Inf,26]	0.0164805	-0.0206462	0.0819081
aou	Pacific	(26,26.5]	-0.1802840	-0.4540718	0.1803895
aou	Pacific	(26.5,26.75]	0.1133624	-0.1992796	0.4052894
aou	Pacific	(26.75,27]	0.1457684	-0.1102603	0.3963511
aou	Pacific	(27,27.25]	0.2702547	0.1472719	0.4694815
aou	Pacific	(27.25,27.5]	0.5788103	0.4935114	0.7414021
aou	Pacific	(27.5,27.75]	0.7621435	0.6608874	0.8539110
aou	Pacific	(27.75,27.85]	0.8741934	0.8019949	0.9120954
aou	Pacific	(27.85,27.95]	0.9367744	0.8955510	0.9590147
aou	Pacific	(27.95,28.05]	0.9757670	0.9671986	0.9814193
aou	Pacific	(28.05,28.1]	0.9859490	0.9820920	0.9908937
aou	Pacific	(28.1,28.2]	0.8871687	0.8712402	0.9173729
aou	Pacific	(28.2,28.3]	-0.1981939	-0.2775004	-0.1184668
aou	Pacific	(28.3, Inf]	-0.2966818	-0.5148808	0.0360045
nitrate	Atlantic	(-Inf,26]	0.0481236	-0.1684439	0.2963268
nitrate	Atlantic	(26,26.5]	-0.3300815	-0.4198590	-0.2159434
nitrate	Atlantic	(26.5,26.75]	0.0705272	-0.2636353	0.3712847
nitrate	Atlantic	(26.75,27]	-0.4345945	-0.5834363	-0.3067473
nitrate	Atlantic	(27,27.25]	-0.6193471	-0.6747465	-0.5147231
nitrate	Atlantic	(27.25,27.5]	-0.5339740	-0.5738611	-0.4649914
nitrate	Atlantic	(27.5,27.75]	-0.6851165	-0.8024452	-0.6222437
nitrate	Atlantic	(27.75,27.85]	-0.7981559	-0.9121026	-0.6446111
nitrate	Atlantic	(27.85,27.95]	-0.6917533	-0.7880285	-0.5767478
nitrate	Atlantic	(27.95,28.05]	-0.6841157	-0.7496203	-0.6379631
nitrate	Atlantic	(28.05,28.1]	-0.8361166	-0.8602842	-0.8000159
nitrate	Atlantic	(28.1,28.15]	-0.8522120	-0.8800497	-0.8039506
nitrate	Atlantic	(28.15,28.2]	-0.8737910	-0.8891242	-0.8473976
nitrate	Atlantic	(28.2, Inf]	-0.8393467	-0.9271801	-0.7951555
nitrate	Indian	(-Inf,26]	-0.5032729	-0.6113943	-0.4168664
nitrate	Indian	(26,26.5]	-0.8338767	-0.8466392	-0.8202876
nitrate	Indian	(26.5,26.75]	-0.8595539	-0.8899409	-0.8330865
nitrate	Indian	(26.75,27]	-0.8030104	-0.8611774	-0.7110108
nitrate	Indian	(27,27.25]	-0.3385192	-0.4806086	-0.0865648
nitrate	Indian	(27.25,27.5]	0.5533651	0.4066954	0.6615766
nitrate	Indian	(27.5,27.75]	0.8768155	0.8010240	0.9243425
nitrate	Indian	(27.75,27.85]	0.7504285	0.6094217	0.9395790
nitrate	Indian	(27.85,27.95]	0.5494369	0.3010145	0.8365646
nitrate	Indian	(27.95,28.05]	0.5500730	0.2986177	0.7685664
nitrate	Indian	(28.05,28.1]	0.6760681	0.4172725	0.8860312
nitrate	Indian	(28.1,28.2]	0.7069788	0.5988437	0.8834416
nitrate	Indian	(28.2,28.3]	0.6664967	0.5278467	0.7409603
nitrate	Indian	(28.3, Inf]	0.0602235	-0.0173265	0.1809870
nitrate	Pacific	(-Inf,26]	-0.0844423	-0.1278854	-0.0178734
nitrate	Pacific	(26,26.5]	-0.6723798	-0.7915163	-0.4940531
nitrate	Pacific	(26.5,26.75]	-0.7176936	-0.7695702	-0.6574256
nitrate	Pacific	(26.75,27]	-0.8229457	-0.8470120	-0.7954071
nitrate	Pacific	(27,27.25]	-0.9184291	-0.9374026	-0.9032424
nitrate	Pacific	(27.25,27.5]	-0.9316757	-0.9437837	-0.9095114
nitrate	Pacific	(27.5,27.75]	-0.8952890	-0.9094411	-0.8769115
nitrate	Pacific	(27.75,27.85]	-0.7721682	-0.7887639	-0.7521951
nitrate	Pacific	(27.85,27.95]	-0.5107954	-0.5554205	-0.4843739
nitrate	Pacific	(27.95,28.05]	0.5477936	0.4992320	0.6412772
nitrate	Pacific	(28.05,28.1]	0.9411343	0.9307896	0.9574097
nitrate	Pacific	(28.1,28.2]	0.9291002	0.9081894	0.9521152
nitrate	Pacific	(28.2,28.3]	0.1812989	0.0685712	0.3607532
nitrate	Pacific	(28.3, Inf]	-0.1811278	-0.4098392	0.2045256
phosphate	Atlantic	(-Inf,26]	0.1059268	-0.1436385	0.3713412
phosphate	Atlantic	(26,26.5]	-0.3142157	-0.4009066	-0.1945991
phosphate	Atlantic	(26.5,26.75]	0.0597145	-0.2818370	0.3456508
phosphate	Atlantic	(26.75,27]	-0.4303602	-0.5912108	-0.2983209
phosphate	Atlantic	(27,27.25]	-0.5943219	-0.6564347	-0.4924221
phosphate	Atlantic	(27.25,27.5]	-0.4486067	-0.5405575	-0.3691571
phosphate	Atlantic	(27.5,27.75]	-0.4546963	-0.7539544	-0.2468665
phosphate	Atlantic	(27.75,27.85]	-0.5633658	-0.8837997	-0.2543926
phosphate	Atlantic	(27.85,27.95]	-0.6264160	-0.7877141	-0.4731034
phosphate	Atlantic	(27.95,28.05]	-0.7057678	-0.7787696	-0.6554687
phosphate	Atlantic	(28.05,28.1]	-0.8459023	-0.8686131	-0.8101990
phosphate	Atlantic	(28.1,28.15]	-0.8549158	-0.8813980	-0.8078986
phosphate	Atlantic	(28.15,28.2]	-0.8747800	-0.8885561	-0.8508319
phosphate	Atlantic	(28.2, Inf]	-0.8373366	-0.9300710	-0.7899953
phosphate	Indian	(-Inf,26]	-0.5529652	-0.6546633	-0.4734663
phosphate	Indian	(26,26.5]	-0.8798699	-0.9104796	-0.8400464
phosphate	Indian	(26.5,26.75]	-0.9175363	-0.9594017	-0.8910974
phosphate	Indian	(26.75,27]	-0.8177487	-0.9019983	-0.7368287
phosphate	Indian	(27,27.25]	-0.2656473	-0.5337309	0.0368624
phosphate	Indian	(27.25,27.5]	0.5444043	0.4138250	0.7154361
phosphate	Indian	(27.5,27.75]	0.8626843	0.7777779	0.9325912
phosphate	Indian	(27.75,27.85]	0.7031606	0.5258067	0.9284978
phosphate	Indian	(27.85,27.95]	0.4642147	0.1934405	0.7997189
phosphate	Indian	(27.95,28.05]	0.5053746	0.2416362	0.7420647
phosphate	Indian	(28.05,28.1]	0.6706042	0.4078947	0.8863429
phosphate	Indian	(28.1,28.2]	0.7026630	0.5905135	0.8894186
phosphate	Indian	(28.2,28.3]	0.6788969	0.5530489	0.7496457
phosphate	Indian	(28.3, Inf]	0.0880131	0.0030202	0.2241212
phosphate	Pacific	(-Inf,26]	-0.0916605	-0.1437762	-0.0576953
phosphate	Pacific	(26,26.5]	-0.3897112	-0.5850876	-0.1198388
phosphate	Pacific	(26.5,26.75]	-0.1457530	-0.3781060	0.1390829
phosphate	Pacific	(26.75,27]	0.0281532	-0.1679107	0.2946064
phosphate	Pacific	(27,27.25]	0.4288081	0.2816758	0.6343992
phosphate	Pacific	(27.25,27.5]	0.8337163	0.7657383	0.9302592
phosphate	Pacific	(27.5,27.75]	0.8983308	0.8451081	0.9469464
phosphate	Pacific	(27.75,27.85]	0.9271098	0.8799693	0.9513386
phosphate	Pacific	(27.85,27.95]	0.9519457	0.9178317	0.9691440
phosphate	Pacific	(27.95,28.05]	0.9678323	0.9570692	0.9765350
phosphate	Pacific	(28.05,28.1]	0.9810856	0.9791878	0.9840928
phosphate	Pacific	(28.1,28.2]	0.9233321	0.9023397	0.9440369
phosphate	Pacific	(28.2,28.3]	0.1791603	0.0520777	0.3661078
phosphate	Pacific	(28.3, Inf]	-0.1602528	-0.4020281	0.2278101
phosphate_star	Atlantic	(-Inf,26]	0.3565467	0.0873216	0.5511663
phosphate_star	Atlantic	(26,26.5]	0.0484257	-0.0296197	0.1449111
phosphate_star	Atlantic	(26.5,26.75]	0.2401292	0.0168288	0.4935804
phosphate_star	Atlantic	(26.75,27]	-0.5144064	-0.6404345	-0.3958525
phosphate_star	Atlantic	(27,27.25]	-0.7659729	-0.7884341	-0.7308663
phosphate_star	Atlantic	(27.25,27.5]	-0.7859030	-0.8277538	-0.7200716
phosphate_star	Atlantic	(27.5,27.75]	-0.6525673	-0.7064650	-0.5921565
phosphate_star	Atlantic	(27.75,27.85]	-0.6211394	-0.6692471	-0.5920009
phosphate_star	Atlantic	(27.85,27.95]	-0.4894502	-0.5183674	-0.4421323
phosphate_star	Atlantic	(27.95,28.05]	-0.5661496	-0.6261913	-0.5351864
phosphate_star	Atlantic	(28.05,28.1]	-0.7634927	-0.7921451	-0.7086463
phosphate_star	Atlantic	(28.1,28.15]	-0.8200242	-0.8656103	-0.7453541
phosphate_star	Atlantic	(28.15,28.2]	-0.8749085	-0.9093333	-0.8420299
phosphate_star	Atlantic	(28.2, Inf]	-0.8486559	-0.9081924	-0.8083635
phosphate_star	Indian	(-Inf,26]	-0.5455402	-0.6509869	-0.4399512
phosphate_star	Indian	(26,26.5]	-0.8811758	-0.9319666	-0.8387095
phosphate_star	Indian	(26.5,26.75]	-0.8978972	-0.9160633	-0.8719464
phosphate_star	Indian	(26.75,27]	-0.8336930	-0.8905627	-0.7971152
phosphate_star	Indian	(27,27.25]	-0.6512737	-0.7782935	-0.5404065
phosphate_star	Indian	(27.25,27.5]	-0.4122689	-0.4605534	-0.3593045
phosphate_star	Indian	(27.5,27.75]	-0.2214356	-0.3430716	-0.0293498
phosphate_star	Indian	(27.75,27.85]	0.2099616	-0.1848236	0.5680141
phosphate_star	Indian	(27.85,27.95]	0.6544313	0.3407875	0.8159702
phosphate_star	Indian	(27.95,28.05]	0.7144683	0.4815234	0.8758748
phosphate_star	Indian	(28.05,28.1]	0.5387321	0.3436832	0.7426066
phosphate_star	Indian	(28.1,28.2]	0.4381519	0.3489615	0.4992855
phosphate_star	Indian	(28.2,28.3]	0.7086491	0.6052071	0.8129331
phosphate_star	Indian	(28.3, Inf]	0.2093350	0.0886416	0.4184092
phosphate_star	Pacific	(-Inf,26]	-0.1047428	-0.1871706	0.0242056
phosphate_star	Pacific	(26,26.5]	-0.6630234	-0.7155326	-0.5880485
phosphate_star	Pacific	(26.5,26.75]	-0.5770680	-0.6630078	-0.4228819
phosphate_star	Pacific	(26.75,27]	-0.2982363	-0.4429766	-0.0563143
phosphate_star	Pacific	(27,27.25]	0.3675315	0.2027546	0.5954847
phosphate_star	Pacific	(27.25,27.5]	0.8628933	0.8104647	0.9380382
phosphate_star	Pacific	(27.5,27.75]	0.9152731	0.8926009	0.9407657
phosphate_star	Pacific	(27.75,27.85]	0.9304240	0.9112967	0.9498030
phosphate_star	Pacific	(27.85,27.95]	0.9107097	0.8955316	0.9294541
phosphate_star	Pacific	(27.95,28.05]	0.7931771	0.7726733	0.8110152
phosphate_star	Pacific	(28.05,28.1]	0.6634820	0.6143523	0.6925759
phosphate_star	Pacific	(28.1,28.2]	0.7360013	0.6626935	0.8052723
phosphate_star	Pacific	(28.2,28.3]	0.5786456	0.4096813	0.6818402
phosphate_star	Pacific	(28.3, Inf]	0.1047338	-0.2349296	0.4301156
sal	Atlantic	(-Inf,26]	-0.5281484	-0.7041382	-0.3571627
sal	Atlantic	(26,26.5]	-0.4712351	-0.4816479	-0.4627117
sal	Atlantic	(26.5,26.75]	-0.4061680	-0.6010555	-0.2322023
sal	Atlantic	(26.75,27]	0.4736390	0.3771031	0.5818838
sal	Atlantic	(27,27.25]	0.7599775	0.7297571	0.7759512
sal	Atlantic	(27.25,27.5]	0.7799842	0.7357951	0.8255306
sal	Atlantic	(27.5,27.75]	0.6766688	0.6018197	0.7451146
sal	Atlantic	(27.75,27.85]	0.6199005	0.5951372	0.6482936
sal	Atlantic	(27.85,27.95]	0.3626457	0.2934866	0.4126175
sal	Atlantic	(27.95,28.05]	0.4133013	0.3585144	0.4932066
sal	Atlantic	(28.05,28.1]	0.6657486	0.6097035	0.6964829
sal	Atlantic	(28.1,28.15]	0.7305333	0.6302070	0.7939711
sal	Atlantic	(28.15,28.2]	0.8233446	0.7855608	0.8679561
sal	Atlantic	(28.2, Inf]	0.9544755	0.9402345	0.9693635
sal	Indian	(-Inf,26]	0.8048711	0.7344179	0.8464043
sal	Indian	(26,26.5]	0.6478876	0.3828442	0.8909541
sal	Indian	(26.5,26.75]	0.4653326	0.2628517	0.7599765
sal	Indian	(26.75,27]	0.3894189	0.1903441	0.7100265
sal	Indian	(27,27.25]	0.3673901	0.1032170	0.6071192
sal	Indian	(27.25,27.5]	0.4293150	0.3393948	0.4796589
sal	Indian	(27.5,27.75]	0.3676107	0.1411544	0.5492444
sal	Indian	(27.75,27.85]	-0.0128857	-0.4411807	0.4280151
sal	Indian	(27.85,27.95]	-0.5193781	-0.7342623	-0.1192031
sal	Indian	(27.95,28.05]	-0.5898404	-0.8291110	-0.2392616
sal	Indian	(28.05,28.1]	-0.1872994	-0.5067175	0.2026354
sal	Indian	(28.1,28.2]	0.3255222	0.2354402	0.4744886
sal	Indian	(28.2,28.3]	0.5592802	0.3706026	0.6838328
sal	Indian	(28.3, Inf]	0.7635683	0.7066791	0.8548195
sal	Pacific	(-Inf,26]	0.3750360	0.3253845	0.4342484
sal	Pacific	(26,26.5]	0.8260520	0.8142608	0.8422280
sal	Pacific	(26.5,26.75]	0.8951904	0.8790448	0.9106657
sal	Pacific	(26.75,27]	0.8916537	0.8860206	0.9022805
sal	Pacific	(27,27.25]	0.7762568	0.7366574	0.8089339
sal	Pacific	(27.25,27.5]	0.5840379	0.5719382	0.5915828
sal	Pacific	(27.5,27.75]	0.5664999	0.5330789	0.6328241
sal	Pacific	(27.75,27.85]	0.4907563	0.4494449	0.5259231
sal	Pacific	(27.85,27.95]	0.2530985	0.2129104	0.2924889
sal	Pacific	(27.95,28.05]	-0.0662669	-0.0771684	-0.0517366
sal	Pacific	(28.05,28.1]	0.1061315	0.0546878	0.1512646
sal	Pacific	(28.1,28.2]	0.3135679	0.2743097	0.3710835
sal	Pacific	(28.2,28.3]	0.1074464	-0.2351264	0.5115218
sal	Pacific	(28.3, Inf]	0.3523401	0.1687141	0.6679483
silicate	Atlantic	(-Inf,26]	-0.1171912	-0.2762242	0.0384934
silicate	Atlantic	(26,26.5]	-0.3805292	-0.4738828	-0.2327427
silicate	Atlantic	(26.5,26.75]	-0.0015484	-0.2754382	0.2890752
silicate	Atlantic	(26.75,27]	-0.5353511	-0.6691391	-0.4143929
silicate	Atlantic	(27,27.25]	-0.7305209	-0.7779324	-0.6725354
silicate	Atlantic	(27.25,27.5]	-0.7244383	-0.7565132	-0.7072225
silicate	Atlantic	(27.5,27.75]	-0.6627670	-0.7473443	-0.5722575
silicate	Atlantic	(27.75,27.85]	-0.7353028	-0.8212289	-0.5810395
silicate	Atlantic	(27.85,27.95]	-0.7509628	-0.7900932	-0.6820729
silicate	Atlantic	(27.95,28.05]	-0.7037284	-0.7651155	-0.6410052
silicate	Atlantic	(28.05,28.1]	-0.6493097	-0.7585730	-0.5671674
silicate	Atlantic	(28.1,28.15]	-0.4833566	-0.6433830	-0.3617205
silicate	Atlantic	(28.15,28.2]	-0.4275682	-0.4858901	-0.3740866
silicate	Atlantic	(28.2, Inf]	-0.3297242	-0.4654236	-0.2424137
silicate	Indian	(-Inf,26]	-0.6021653	-0.6871525	-0.5402318
silicate	Indian	(26,26.5]	-0.8899419	-0.9304812	-0.8243226
silicate	Indian	(26.5,26.75]	-0.9097175	-0.9554684	-0.8751725
silicate	Indian	(26.75,27]	-0.7989238	-0.8830640	-0.7365720
silicate	Indian	(27,27.25]	-0.2329384	-0.5093220	0.0419037
silicate	Indian	(27.25,27.5]	0.5250317	0.4373686	0.6739935
silicate	Indian	(27.5,27.75]	0.7859514	0.7197883	0.8666830
silicate	Indian	(27.75,27.85]	0.6042892	0.4158660	0.8534386
silicate	Indian	(27.85,27.95]	0.2760870	-0.0140496	0.7026265
silicate	Indian	(27.95,28.05]	0.3085778	-0.0295938	0.6884725
silicate	Indian	(28.05,28.1]	0.5638551	0.2258247	0.8740400
silicate	Indian	(28.1,28.2]	0.7453551	0.6113005	0.9196731
silicate	Indian	(28.2,28.3]	0.7113576	0.5946369	0.7706992
silicate	Indian	(28.3, Inf]	0.6329786	0.4803021	0.8710420
silicate	Pacific	(-Inf,26]	-0.1867523	-0.2451440	-0.1037102
silicate	Pacific	(26,26.5]	-0.6100158	-0.7189883	-0.4717499
silicate	Pacific	(26.5,26.75]	-0.5039032	-0.6544023	-0.3029775
silicate	Pacific	(26.75,27]	-0.3834376	-0.5396135	-0.1546034
silicate	Pacific	(27,27.25]	-0.0970106	-0.2504824	0.1842848
silicate	Pacific	(27.25,27.5]	0.3823022	0.2399198	0.6335409
silicate	Pacific	(27.5,27.75]	0.5656585	0.4485175	0.6993197
silicate	Pacific	(27.75,27.85]	0.6493218	0.5565193	0.7477522
silicate	Pacific	(27.85,27.95]	0.7509597	0.6772079	0.8265110
silicate	Pacific	(27.95,28.05]	0.8639439	0.8488762	0.8936577
silicate	Pacific	(28.05,28.1]	0.9576579	0.9526246	0.9609478
silicate	Pacific	(28.1,28.2]	0.8728604	0.8540006	0.8891543
silicate	Pacific	(28.2,28.3]	0.1737738	0.0541135	0.3446294
silicate	Pacific	(28.3, Inf]	0.0254501	-0.2966743	0.4465811
temp	Atlantic	(-Inf,26]	-0.5298077	-0.5736003	-0.4753973
temp	Atlantic	(26,26.5]	-0.3848721	-0.4163739	-0.3654182
temp	Atlantic	(26.5,26.75]	-0.3880588	-0.5849705	-0.2001028
temp	Atlantic	(26.75,27]	0.4537145	0.3474293	0.5656768
temp	Atlantic	(27,27.25]	0.7278253	0.6944811	0.7477273
temp	Atlantic	(27.25,27.5]	0.7783534	0.7160535	0.8449646
temp	Atlantic	(27.5,27.75]	0.6318886	0.5409815	0.7338267
temp	Atlantic	(27.75,27.85]	0.5692506	0.5299452	0.6195554
temp	Atlantic	(27.85,27.95]	0.2852553	0.2249228	0.3362799
temp	Atlantic	(27.95,28.05]	0.3276890	0.2721184	0.4013257
temp	Atlantic	(28.05,28.1]	0.5629085	0.5083077	0.5956925
temp	Atlantic	(28.1,28.15]	0.6430641	0.5381552	0.7056915
temp	Atlantic	(28.15,28.2]	0.7592892	0.7160916	0.8084218
temp	Atlantic	(28.2, Inf]	0.5682667	0.4139970	0.7737122
temp	Indian	(-Inf,26]	0.0597623	-0.0057654	0.1582238
temp	Indian	(26,26.5]	0.4654274	0.2844050	0.5817209
temp	Indian	(26.5,26.75]	0.4539769	0.2906897	0.6637527
temp	Indian	(26.75,27]	0.4509817	0.2431150	0.7250541
temp	Indian	(27,27.25]	0.4262853	0.1802004	0.6536262
temp	Indian	(27.25,27.5]	0.4884825	0.3846528	0.5462710
temp	Indian	(27.5,27.75]	0.3713337	0.1434043	0.5482991
temp	Indian	(27.75,27.85]	-0.1098549	-0.5324326	0.3619120
temp	Indian	(27.85,27.95]	-0.5499482	-0.7487700	-0.1630142
temp	Indian	(27.95,28.05]	-0.5767535	-0.8095272	-0.2206708
temp	Indian	(28.05,28.1]	-0.1431373	-0.4642173	0.2675207
temp	Indian	(28.1,28.2]	0.3385100	0.2815329	0.4469636
temp	Indian	(28.2,28.3]	0.6178599	0.5332926	0.7220246
temp	Indian	(28.3, Inf]	-0.3790124	-0.5576132	-0.2689447
temp	Pacific	(-Inf,26]	-0.1631129	-0.3408121	-0.0179697
temp	Pacific	(26,26.5]	0.7848760	0.7690632	0.7933632
temp	Pacific	(26.5,26.75]	0.8929945	0.8632853	0.9118344
temp	Pacific	(26.75,27]	0.8972337	0.8889988	0.9103656
temp	Pacific	(27,27.25]	0.7634725	0.7175539	0.7937010
temp	Pacific	(27.25,27.5]	0.5330836	0.5248982	0.5435358
temp	Pacific	(27.5,27.75]	0.4747096	0.4249488	0.5570512
temp	Pacific	(27.75,27.85]	0.4392964	0.4239500	0.4499035
temp	Pacific	(27.85,27.95]	0.2631719	0.2382286	0.2980171
temp	Pacific	(27.95,28.05]	0.0155163	-0.0603055	0.0886445
temp	Pacific	(28.05,28.1]	0.2551667	0.1692134	0.3681389
temp	Pacific	(28.1,28.2]	0.3621343	0.2378224	0.5236202
temp	Pacific	(28.2,28.3]	0.0996439	-0.1862232	0.4272287
temp	Pacific	(28.3, Inf]	-0.0721183	-0.3708905	0.2679994

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.9.1      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_1.0.1