eMLR - assumption testing

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Last updated: 2021-07-30

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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Environment: empty

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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

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Cache: none

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File paths: relative

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Repository version: c16a5ce

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The results in this page were generated with repository version c16a5ce. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_555555_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777620_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/sourceembed.js
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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.js

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	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.
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html	60689fb	Donghe-Zhu	2021-03-10	Build site.
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html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
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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.
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html	ee69bc1	Donghe-Zhu	2021-03-05	Build site.
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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.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
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html	feb991c	Donghe-Zhu	2021-02-27	Build site.
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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.
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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.
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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
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
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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
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

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
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]	0.7889190	0.7234235	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8636021	0.8519301	0.8704808
aou + nitrate	Atlantic	(26.5,26.75]	0.9695513	0.9622757	0.9783003
aou + nitrate	Atlantic	(26.75,27]	0.9838239	0.9805212	0.9857314
aou + nitrate	Atlantic	(27,27.25]	0.9667501	0.9655800	0.9674746
aou + nitrate	Atlantic	(27.25,27.5]	0.9101904	0.8913421	0.9327505
aou + nitrate	Atlantic	(27.5,27.75]	0.7912371	0.7445635	0.8694270
aou + nitrate	Atlantic	(27.75,27.85]	0.6706064	0.5815078	0.7838699
aou + nitrate	Atlantic	(27.85,27.95]	0.7168376	0.5798610	0.8223870
aou + nitrate	Atlantic	(27.95,28.05]	0.8271216	0.7365064	0.8951618
aou + nitrate	Atlantic	(28.05,28.1]	0.9368091	0.9089000	0.9646883
aou + nitrate	Atlantic	(28.1,28.15]	0.9741490	0.9670028	0.9827135
aou + nitrate	Atlantic	(28.15,28.2]	0.9781153	0.9695570	0.9828097
aou + nitrate	Atlantic	(28.2, Inf]	0.9355408	0.9147596	0.9532550
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9165172	0.9001639	0.9311060
aou + nitrate	Indo-Pacific	(26,26.5]	0.8660168	0.8206551	0.8962410
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8657404	0.8393712	0.8873380
aou + nitrate	Indo-Pacific	(26.75,27]	0.8711628	0.8497599	0.9031161
aou + nitrate	Indo-Pacific	(27,27.25]	0.9206615	0.8978354	0.9372438
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9413642	0.9297971	0.9597608
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9652608	0.9502784	0.9777985
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9900449	0.9859533	0.9933814
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9934972	0.9906075	0.9954135
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9937201	0.9895309	0.9965621
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9938275	0.9903527	0.9962855
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906209	0.9865252	0.9940536
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839368	0.9776063	0.9892036
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9419578	0.9221635	0.9657510
aou + silicate	Atlantic	(-Inf,26]	0.0261354	-0.7770371	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.2538828	0.1326337	0.3231404
aou + silicate	Atlantic	(26.5,26.75]	0.6353809	0.5907634	0.6949648
aou + silicate	Atlantic	(26.75,27]	0.8273217	0.8175008	0.8453748
aou + silicate	Atlantic	(27,27.25]	0.7327077	0.7189227	0.7469573
aou + silicate	Atlantic	(27.25,27.5]	0.6318491	0.5964346	0.6779744
aou + silicate	Atlantic	(27.5,27.75]	0.4689923	0.3933222	0.5722735
aou + silicate	Atlantic	(27.75,27.85]	0.3596407	0.2733717	0.4429346
aou + silicate	Atlantic	(27.85,27.95]	0.4646628	0.3625488	0.5395918
aou + silicate	Atlantic	(27.95,28.05]	0.6596247	0.5992157	0.7426133
aou + silicate	Atlantic	(28.05,28.1]	0.8786484	0.8567384	0.8975758
aou + silicate	Atlantic	(28.1,28.15]	0.9521375	0.9469833	0.9560684
aou + silicate	Atlantic	(28.15,28.2]	0.9599782	0.9570721	0.9614579
aou + silicate	Atlantic	(28.2, Inf]	0.7300181	0.6749703	0.8251223
aou + silicate	Indo-Pacific	(-Inf,26]	0.7972632	0.7680648	0.8481981
aou + silicate	Indo-Pacific	(26,26.5]	0.8008709	0.7782963	0.8236838
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7831245	0.7545643	0.8377062
aou + silicate	Indo-Pacific	(26.75,27]	0.8571403	0.8234088	0.8989915
aou + silicate	Indo-Pacific	(27,27.25]	0.9213562	0.9033976	0.9459248
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9415268	0.9211774	0.9610032
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9555414	0.9438897	0.9700691
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9748388	0.9655193	0.9835844
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9798112	0.9741354	0.9845495
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9856757	0.9817436	0.9892789
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9924741	0.9911678	0.9945736
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9807963	0.9784671	0.9830270
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9023020	0.8872899	0.9266207
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8402310	0.8090742	0.8852379
nitrate + silicate	Atlantic	(-Inf,26]	0.3815950	-0.5897749	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.6685289	0.5601042	0.7248990
nitrate + silicate	Atlantic	(26.5,26.75]	0.7403929	0.6982529	0.7684741
nitrate + silicate	Atlantic	(26.75,27]	0.8840469	0.8725402	0.9055120
nitrate + silicate	Atlantic	(27,27.25]	0.8683489	0.8574081	0.8789980
nitrate + silicate	Atlantic	(27.25,27.5]	0.8735079	0.8557543	0.8830211
nitrate + silicate	Atlantic	(27.5,27.75]	0.8833617	0.8763785	0.8914582
nitrate + silicate	Atlantic	(27.75,27.85]	0.9038782	0.8839682	0.9193468
nitrate + silicate	Atlantic	(27.85,27.95]	0.9158143	0.8759148	0.9359158
nitrate + silicate	Atlantic	(27.95,28.05]	0.9300973	0.8835140	0.9537715
nitrate + silicate	Atlantic	(28.05,28.1]	0.9650457	0.9479812	0.9738003
nitrate + silicate	Atlantic	(28.1,28.15]	0.9759537	0.9697600	0.9806527
nitrate + silicate	Atlantic	(28.15,28.2]	0.9472740	0.9429600	0.9533923
nitrate + silicate	Atlantic	(28.2, Inf]	0.7962280	0.7633923	0.8285131
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8571181	0.7870070	0.9100098
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8867478	0.8216923	0.9219313
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8835556	0.8322702	0.9118907
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9148308	0.9006939	0.9337411
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9457880	0.9339181	0.9552470
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9569884	0.9486880	0.9682450
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9702483	0.9594571	0.9808308
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9866648	0.9840584	0.9897724
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9889028	0.9872758	0.9903041
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9912760	0.9888531	0.9939655
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9936494	0.9922344	0.9960740
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9811776	0.9785830	0.9846524
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8964932	0.8826447	0.9220979
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8886968	0.8521807	0.9153514
oxygen + aou	Atlantic	(-Inf,26]	-0.8020602	-0.9488524	-0.6512400
oxygen + aou	Atlantic	(26,26.5]	-0.9569496	-0.9623136	-0.9496989
oxygen + aou	Atlantic	(26.5,26.75]	-0.9682179	-0.9820999	-0.9439846
oxygen + aou	Atlantic	(26.75,27]	-0.9904584	-0.9928101	-0.9863562
oxygen + aou	Atlantic	(27,27.25]	-0.9807402	-0.9890749	-0.9743619
oxygen + aou	Atlantic	(27.25,27.5]	-0.9684174	-0.9735394	-0.9590188
oxygen + aou	Atlantic	(27.5,27.75]	-0.9658628	-0.9735017	-0.9543929
oxygen + aou	Atlantic	(27.75,27.85]	-0.9715292	-0.9778687	-0.9647734
oxygen + aou	Atlantic	(27.85,27.95]	-0.9502985	-0.9707390	-0.9372749
oxygen + aou	Atlantic	(27.95,28.05]	-0.9070996	-0.9547035	-0.8760540
oxygen + aou	Atlantic	(28.05,28.1]	-0.9136033	-0.9473699	-0.8803251
oxygen + aou	Atlantic	(28.1,28.15]	-0.9565984	-0.9711506	-0.9406663
oxygen + aou	Atlantic	(28.15,28.2]	-0.9698669	-0.9804827	-0.9596083
oxygen + aou	Atlantic	(28.2, Inf]	-0.8771756	-0.9344645	-0.8371746
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9406194	-0.9643008	-0.9176852
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9700960	-0.9811528	-0.9562233
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9795054	-0.9853669	-0.9741330
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9774581	-0.9789224	-0.9757238
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9862027	-0.9887500	-0.9819513
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9954222	-0.9964305	-0.9941574
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9970745	-0.9977753	-0.9962817
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9984726	-0.9990696	-0.9977227
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9981012	-0.9984090	-0.9977114
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9982829	-0.9988957	-0.9978184
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9985196	-0.9988897	-0.9979735
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9979214	-0.9985207	-0.9971541
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9966787	-0.9974566	-0.9956815
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9971669	-0.9977147	-0.9962636
oxygen + nitrate	Atlantic	(-Inf,26]	-0.6264360	-0.9081766	-0.2063890
oxygen + nitrate	Atlantic	(26,26.5]	-0.8144282	-0.8213259	-0.8081328
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9372934	-0.9527278	-0.9265661
oxygen + nitrate	Atlantic	(26.75,27]	-0.9761696	-0.9803354	-0.9724478
oxygen + nitrate	Atlantic	(27,27.25]	-0.9518212	-0.9596084	-0.9478227
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.8555206	-0.8797436	-0.8153269
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7211613	-0.8141214	-0.6711272
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.5165946	-0.6712198	-0.4040992
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.4931527	-0.6810975	-0.2959109
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.5407886	-0.7431212	-0.3318731
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7239844	-0.8392960	-0.6086431
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8753042	-0.9236123	-0.8287436
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9042652	-0.9355326	-0.8672181
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6929227	-0.8269216	-0.6094404
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.7735628	-0.8230134	-0.7016692
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.7618899	-0.8014240	-0.7375515
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.7807553	-0.8026866	-0.7687885
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.7835153	-0.8234328	-0.7534862
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.8667178	-0.8924679	-0.8451170
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9168327	-0.9414160	-0.9028689
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9499116	-0.9664961	-0.9347975
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9829512	-0.9894290	-0.9748087
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9861799	-0.9899557	-0.9807040
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9866803	-0.9923643	-0.9794677
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9873044	-0.9920456	-0.9805944
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9808698	-0.9874621	-0.9727450
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.9691679	-0.9792849	-0.9572903
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9262764	-0.9559130	-0.8984957
oxygen + silicate	Atlantic	(-Inf,26]	0.1830520	-0.4889987	0.7214904
oxygen + silicate	Atlantic	(26,26.5]	-0.2895409	-0.3564744	-0.1648363
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6143549	-0.7056784	-0.5333296
oxygen + silicate	Atlantic	(26.75,27]	-0.8130553	-0.8398631	-0.7893097
oxygen + silicate	Atlantic	(27,27.25]	-0.7172732	-0.7375022	-0.6982698
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5640267	-0.6050674	-0.5351497
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3807284	-0.5014457	-0.3039677
oxygen + silicate	Atlantic	(27.75,27.85]	-0.1732544	-0.2900496	-0.0720079
oxygen + silicate	Atlantic	(27.85,27.95]	-0.1944850	-0.2912777	-0.0523567
oxygen + silicate	Atlantic	(27.95,28.05]	-0.3176272	-0.4030099	-0.1572255
oxygen + silicate	Atlantic	(28.05,28.1]	-0.6255876	-0.6970504	-0.5241814
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8393717	-0.8769188	-0.7965341
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9238770	-0.9391104	-0.9017591
oxygen + silicate	Atlantic	(28.2, Inf]	-0.5329565	-0.7321749	-0.4310228
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.6250164	-0.6878683	-0.5269900
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.6747365	-0.6759428	-0.6729118
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6719569	-0.7347221	-0.6291657
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7565030	-0.8125766	-0.7154288
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8590983	-0.9012979	-0.8175273
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.9087087	-0.9375783	-0.8776082
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9332881	-0.9543823	-0.9160650
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9635486	-0.9769923	-0.9489936
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9693845	-0.9766475	-0.9604737
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9775814	-0.9840856	-0.9709381
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9868488	-0.9904723	-0.9836884
oxygen + silicate	Indo-Pacific	(28.1,28.2]	-0.9727500	-0.9769562	-0.9705075
oxygen + silicate	Indo-Pacific	(28.2,28.3]	-0.9055592	-0.9228355	-0.8899078
oxygen + silicate	Indo-Pacific	(28.3, Inf]	-0.8419469	-0.8905404	-0.8106641
sal + aou	Atlantic	(-Inf,26]	-0.1194572	-0.5301569	0.5809232
sal + aou	Atlantic	(26,26.5]	-0.2855574	-0.4675847	-0.1244816
sal + aou	Atlantic	(26.5,26.75]	0.2293636	0.0256407	0.4109258
sal + aou	Atlantic	(26.75,27]	0.4643073	0.2983582	0.6615613
sal + aou	Atlantic	(27,27.25]	0.5245552	0.4851626	0.5549773
sal + aou	Atlantic	(27.25,27.5]	0.4455256	0.3205410	0.5472046
sal + aou	Atlantic	(27.5,27.75]	0.4817320	0.4581942	0.5100868
sal + aou	Atlantic	(27.75,27.85]	0.4105911	0.3827834	0.4415621
sal + aou	Atlantic	(27.85,27.95]	0.2384332	0.1741484	0.2742929
sal + aou	Atlantic	(27.95,28.05]	-0.1374809	-0.2040487	-0.0238618
sal + aou	Atlantic	(28.05,28.1]	-0.7154042	-0.7382301	-0.6733864
sal + aou	Atlantic	(28.1,28.15]	-0.8747057	-0.9049994	-0.8513329
sal + aou	Atlantic	(28.15,28.2]	-0.8410487	-0.8668900	-0.8127865
sal + aou	Atlantic	(28.2, Inf]	-0.8461682	-0.8750016	-0.8032359
sal + aou	Indo-Pacific	(-Inf,26]	-0.0715261	-0.2395618	0.0152858
sal + aou	Indo-Pacific	(26,26.5]	-0.2573478	-0.4177142	-0.0419257
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2897644	-0.5556040	-0.0964872
sal + aou	Indo-Pacific	(26.75,27]	-0.4740759	-0.6300606	-0.3475555
sal + aou	Indo-Pacific	(27,27.25]	-0.6023186	-0.7227475	-0.4720607
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4646849	-0.6176946	-0.1968406
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0082562	-0.1862085	0.2665675
sal + aou	Indo-Pacific	(27.75,27.85]	0.4424610	0.3011581	0.5619733
sal + aou	Indo-Pacific	(27.85,27.95]	0.6443026	0.6028350	0.6780321
sal + aou	Indo-Pacific	(27.95,28.05]	0.7975112	0.7453888	0.8803386
sal + aou	Indo-Pacific	(28.05,28.1]	0.8388208	0.7801743	0.9033080
sal + aou	Indo-Pacific	(28.1,28.2]	0.8219886	0.7894232	0.8748406
sal + aou	Indo-Pacific	(28.2,28.3]	0.6405762	0.5844468	0.6834440
sal + aou	Indo-Pacific	(28.3, Inf]	0.8400759	0.7091397	0.9055477
sal + nitrate	Atlantic	(-Inf,26]	-0.1826587	-0.7309320	0.8696283
sal + nitrate	Atlantic	(26,26.5]	-0.3059219	-0.4745047	-0.1591432
sal + nitrate	Atlantic	(26.5,26.75]	0.2019497	-0.0740498	0.4510579
sal + nitrate	Atlantic	(26.75,27]	0.4703937	0.2593293	0.6751458
sal + nitrate	Atlantic	(27,27.25]	0.5041263	0.4101070	0.5691538
sal + nitrate	Atlantic	(27.25,27.5]	0.2857879	0.1599614	0.4251228
sal + nitrate	Atlantic	(27.5,27.75]	0.2319891	0.1811471	0.2918817
sal + nitrate	Atlantic	(27.75,27.85]	-0.1872473	-0.3068248	-0.0681268
sal + nitrate	Atlantic	(27.85,27.95]	-0.3756586	-0.5428276	-0.2009866
sal + nitrate	Atlantic	(27.95,28.05]	-0.5347389	-0.7505401	-0.3261753
sal + nitrate	Atlantic	(28.05,28.1]	-0.8873576	-0.9073225	-0.8567105
sal + nitrate	Atlantic	(28.1,28.15]	-0.9431465	-0.9480174	-0.9398419
sal + nitrate	Atlantic	(28.15,28.2]	-0.9197161	-0.9357503	-0.9088667
sal + nitrate	Atlantic	(28.2, Inf]	-0.9275187	-0.9362876	-0.9101990
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2461235	-0.4756333	-0.1062449
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5460642	-0.6739092	-0.3840319
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5726837	-0.7669162	-0.4178702
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7014005	-0.7969793	-0.6163545
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7507694	-0.8323667	-0.6638238
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.5962308	-0.7133011	-0.3917786
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1239394	-0.2848271	0.1104019
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3561341	0.2189062	0.4429264
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5764053	0.5407092	0.6029924
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7399612	0.6545693	0.8484045
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7818149	0.6930798	0.8700097
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7568248	0.6954470	0.8340644
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5450504	0.4926206	0.6147417
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7387848	0.6021745	0.8488456
sal + oxygen	Atlantic	(-Inf,26]	-0.2273204	-0.9870637	0.3188858
sal + oxygen	Atlantic	(26,26.5]	0.0156431	-0.1762582	0.2282549
sal + oxygen	Atlantic	(26.5,26.75]	-0.4455531	-0.6844231	-0.2090576
sal + oxygen	Atlantic	(26.75,27]	-0.5765098	-0.7444731	-0.4125271
sal + oxygen	Atlantic	(27,27.25]	-0.6729148	-0.7095881	-0.6037774
sal + oxygen	Atlantic	(27.25,27.5]	-0.6468592	-0.7225491	-0.5240200
sal + oxygen	Atlantic	(27.5,27.75]	-0.6833441	-0.6977183	-0.6587267
sal + oxygen	Atlantic	(27.75,27.85]	-0.6060993	-0.6329088	-0.5608022
sal + oxygen	Atlantic	(27.85,27.95]	-0.5125677	-0.5612516	-0.4855590
sal + oxygen	Atlantic	(27.95,28.05]	-0.2576654	-0.2956754	-0.2232170
sal + oxygen	Atlantic	(28.05,28.1]	0.3821452	0.2505079	0.4925812
sal + oxygen	Atlantic	(28.1,28.15]	0.7054417	0.6313517	0.7867127
sal + oxygen	Atlantic	(28.15,28.2]	0.6992259	0.6312606	0.7355911
sal + oxygen	Atlantic	(28.2, Inf]	0.5392346	0.4023170	0.6846376
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.1819084	-0.2934088	-0.1027608
sal + oxygen	Indo-Pacific	(26,26.5]	0.0333524	-0.1448101	0.1450629
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.1017100	-0.0713407	0.3784692
sal + oxygen	Indo-Pacific	(26.75,27]	0.2850905	0.1537520	0.4576054
sal + oxygen	Indo-Pacific	(27,27.25]	0.4674718	0.3007742	0.6144120
sal + oxygen	Indo-Pacific	(27.25,27.5]	0.3876046	0.0961606	0.5556243
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.0521975	-0.3391063	0.1298394
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.4850783	-0.6126602	-0.3450214
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.6833421	-0.7213946	-0.6418850
sal + oxygen	Indo-Pacific	(27.95,28.05]	-0.8257527	-0.8978904	-0.7809592
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.8637661	-0.9195557	-0.8144085
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.8450801	-0.8903167	-0.8215377
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.6886380	-0.7257701	-0.6336481
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.8540339	-0.9286033	-0.7118412
sal + silicate	Atlantic	(-Inf,26]	-0.7605311	-0.7914932	-0.7262815
sal + silicate	Atlantic	(26,26.5]	0.0303625	-0.0255239	0.1134306
sal + silicate	Atlantic	(26.5,26.75]	0.1811912	0.0243664	0.3176377
sal + silicate	Atlantic	(26.75,27]	0.3548399	0.0831617	0.5841569
sal + silicate	Atlantic	(27,27.25]	0.3211535	0.1702936	0.3985424
sal + silicate	Atlantic	(27.25,27.5]	0.0593524	-0.0510766	0.1614439
sal + silicate	Atlantic	(27.5,27.75]	-0.0314593	-0.0802250	0.0517862
sal + silicate	Atlantic	(27.75,27.85]	-0.4798513	-0.5836571	-0.4028768
sal + silicate	Atlantic	(27.85,27.95]	-0.6440983	-0.7330255	-0.5754005
sal + silicate	Atlantic	(27.95,28.05]	-0.6924366	-0.8502557	-0.6001371
sal + silicate	Atlantic	(28.05,28.1]	-0.9374550	-0.9418646	-0.9295236
sal + silicate	Atlantic	(28.1,28.15]	-0.9381776	-0.9456378	-0.9274449
sal + silicate	Atlantic	(28.15,28.2]	-0.7781936	-0.7967693	-0.7569159
sal + silicate	Atlantic	(28.2, Inf]	-0.5802822	-0.6542329	-0.5252583
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4813362	-0.6388997	-0.3672343
sal + silicate	Indo-Pacific	(26,26.5]	-0.6353169	-0.7104692	-0.4946248
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6946491	-0.8196870	-0.5970479
sal + silicate	Indo-Pacific	(26.75,27]	-0.7558332	-0.8188704	-0.7043309
sal + silicate	Indo-Pacific	(27,27.25]	-0.7884883	-0.8338209	-0.7454310
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6667017	-0.7513022	-0.4995885
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2108288	-0.3726777	0.0007205
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2902588	0.1452676	0.3713523
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5403149	0.5096153	0.5704356
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7379179	0.6559248	0.8462257
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7937349	0.7210728	0.8728600
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8111341	0.7659219	0.8744933
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7540560	0.7154501	0.8297641
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8296257	0.7020751	0.9201051
sal + temp	Atlantic	(-Inf,26]	0.7905327	0.6750701	0.9618162
sal + temp	Atlantic	(26,26.5]	0.9316521	0.9225260	0.9367867
sal + temp	Atlantic	(26.5,26.75]	0.9840115	0.9759901	0.9908452
sal + temp	Atlantic	(26.75,27]	0.9807141	0.9764529	0.9845277
sal + temp	Atlantic	(27,27.25]	0.9835303	0.9742446	0.9885470
sal + temp	Atlantic	(27.25,27.5]	0.9858027	0.9831257	0.9880989
sal + temp	Atlantic	(27.5,27.75]	0.9679156	0.9668280	0.9696716
sal + temp	Atlantic	(27.75,27.85]	0.9702966	0.9687649	0.9731499
sal + temp	Atlantic	(27.85,27.95]	0.9579435	0.9510849	0.9681695
sal + temp	Atlantic	(27.95,28.05]	0.9383796	0.9210329	0.9583564
sal + temp	Atlantic	(28.05,28.1]	0.9677840	0.9642593	0.9695654
sal + temp	Atlantic	(28.1,28.15]	0.9615098	0.9600868	0.9628875
sal + temp	Atlantic	(28.15,28.2]	0.9574502	0.9522086	0.9639205
sal + temp	Atlantic	(28.2, Inf]	0.9142834	0.9006438	0.9238527
sal + temp	Indo-Pacific	(-Inf,26]	0.6313742	0.3573005	0.8073553
sal + temp	Indo-Pacific	(26,26.5]	0.9552634	0.9409341	0.9633165
sal + temp	Indo-Pacific	(26.5,26.75]	0.9818469	0.9775589	0.9858223
sal + temp	Indo-Pacific	(26.75,27]	0.9808317	0.9779491	0.9834873
sal + temp	Indo-Pacific	(27,27.25]	0.9794198	0.9718041	0.9836967
sal + temp	Indo-Pacific	(27.25,27.5]	0.9227468	0.9049557	0.9356296
sal + temp	Indo-Pacific	(27.5,27.75]	0.8042990	0.7485080	0.8866936
sal + temp	Indo-Pacific	(27.75,27.85]	0.9170439	0.8913736	0.9561344
sal + temp	Indo-Pacific	(27.85,27.95]	0.9101790	0.8885678	0.9472442
sal + temp	Indo-Pacific	(27.95,28.05]	0.9289719	0.9102250	0.9552214
sal + temp	Indo-Pacific	(28.05,28.1]	0.9506943	0.9461103	0.9561377
sal + temp	Indo-Pacific	(28.1,28.2]	0.8697766	0.8353602	0.8947772
sal + temp	Indo-Pacific	(28.2,28.3]	0.8851419	0.8617854	0.9120657
sal + temp	Indo-Pacific	(28.3, Inf]	0.8674244	0.7060150	0.9531858
temp + aou	Atlantic	(-Inf,26]	-0.3191788	-0.7806278	0.3973625
temp + aou	Atlantic	(26,26.5]	-0.3523368	-0.5538882	-0.1848462
temp + aou	Atlantic	(26.5,26.75]	0.1705533	-0.0319800	0.3697301
temp + aou	Atlantic	(26.75,27]	0.3965958	0.2153130	0.5950676
temp + aou	Atlantic	(27,27.25]	0.5072175	0.4509474	0.5365752
temp + aou	Atlantic	(27.25,27.5]	0.4651969	0.3481408	0.5647560
temp + aou	Atlantic	(27.5,27.75]	0.4779780	0.4347014	0.5217250
temp + aou	Atlantic	(27.75,27.85]	0.4013886	0.3684530	0.4366753
temp + aou	Atlantic	(27.85,27.95]	0.2423473	0.1658582	0.2949585
temp + aou	Atlantic	(27.95,28.05]	-0.0511587	-0.1698572	0.0782833
temp + aou	Atlantic	(28.05,28.1]	-0.5913907	-0.6221863	-0.5331178
temp + aou	Atlantic	(28.1,28.15]	-0.7725069	-0.8166524	-0.7336365
temp + aou	Atlantic	(28.15,28.2]	-0.7923093	-0.8170977	-0.7459967
temp + aou	Atlantic	(28.2, Inf]	-0.7482116	-0.7935309	-0.6722984
temp + aou	Indo-Pacific	(-Inf,26]	-0.3675400	-0.3992513	-0.3091166
temp + aou	Indo-Pacific	(26,26.5]	-0.2717712	-0.4126773	-0.0731851
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2798149	-0.5351128	-0.0885166
temp + aou	Indo-Pacific	(26.75,27]	-0.4383480	-0.5789970	-0.3165956
temp + aou	Indo-Pacific	(27,27.25]	-0.5801612	-0.6966231	-0.4553791
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4386505	-0.5735881	-0.1927452
temp + aou	Indo-Pacific	(27.5,27.75]	0.0133506	-0.1243038	0.2388810
temp + aou	Indo-Pacific	(27.75,27.85]	0.4603240	0.3434864	0.5782754
temp + aou	Indo-Pacific	(27.85,27.95]	0.6037703	0.5536322	0.6460713
temp + aou	Indo-Pacific	(27.95,28.05]	0.7380184	0.6680734	0.8564557
temp + aou	Indo-Pacific	(28.05,28.1]	0.7567576	0.7057307	0.8372359
temp + aou	Indo-Pacific	(28.1,28.2]	0.7628231	0.7162752	0.8357945
temp + aou	Indo-Pacific	(28.2,28.3]	0.7408244	0.7091814	0.7868405
temp + aou	Indo-Pacific	(28.3, Inf]	0.9572824	0.9415471	0.9679877
temp + nitrate	Atlantic	(-Inf,26]	-0.3127085	-0.9316713	0.7988797
temp + nitrate	Atlantic	(26,26.5]	-0.3399040	-0.4992978	-0.1693155
temp + nitrate	Atlantic	(26.5,26.75]	0.1402320	-0.1308283	0.4056986
temp + nitrate	Atlantic	(26.75,27]	0.3917642	0.1647970	0.5949288
temp + nitrate	Atlantic	(27,27.25]	0.4876266	0.3714523	0.5570117
temp + nitrate	Atlantic	(27.25,27.5]	0.3121793	0.1906517	0.4538835
temp + nitrate	Atlantic	(27.5,27.75]	0.2260203	0.1651775	0.2862988
temp + nitrate	Atlantic	(27.75,27.85]	-0.2431190	-0.3537881	-0.1251889
temp + nitrate	Atlantic	(27.85,27.95]	-0.4077468	-0.5445382	-0.2471710
temp + nitrate	Atlantic	(27.95,28.05]	-0.5269338	-0.6930397	-0.3023381
temp + nitrate	Atlantic	(28.05,28.1]	-0.8133949	-0.8324577	-0.7819746
temp + nitrate	Atlantic	(28.1,28.15]	-0.8746458	-0.8764127	-0.8711879
temp + nitrate	Atlantic	(28.15,28.2]	-0.8853774	-0.9010480	-0.8727697
temp + nitrate	Atlantic	(28.2, Inf]	-0.8739541	-0.9338754	-0.8241739
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5826479	-0.6491735	-0.5090761
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5610196	-0.6732999	-0.4169066
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5656843	-0.7517883	-0.4168902
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6780062	-0.7604465	-0.5977827
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7415589	-0.8204518	-0.6541149
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6004913	-0.6958561	-0.4187235
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1478938	-0.2872895	0.0535862
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3694690	0.2535137	0.4613007
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5301295	0.4931292	0.5527038
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6725878	0.5951350	0.8191790
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6921134	0.6124389	0.7977425
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6794203	0.6051670	0.7791759
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6347060	0.5903026	0.7140902
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8513017	0.7896185	0.8987345
temp + oxygen	Atlantic	(-Inf,26]	-0.1435211	-0.9545268	0.5445618
temp + oxygen	Atlantic	(26,26.5]	0.0704963	-0.1319013	0.3070518
temp + oxygen	Atlantic	(26.5,26.75]	-0.3946104	-0.6546875	-0.1563950
temp + oxygen	Atlantic	(26.75,27]	-0.5160380	-0.6868523	-0.3351533
temp + oxygen	Atlantic	(27,27.25]	-0.6612499	-0.7097943	-0.5766413
temp + oxygen	Atlantic	(27.25,27.5]	-0.6674340	-0.7400733	-0.5522217
temp + oxygen	Atlantic	(27.5,27.75]	-0.6873380	-0.7136563	-0.6652497
temp + oxygen	Atlantic	(27.75,27.85]	-0.6055336	-0.6358849	-0.5546760
temp + oxygen	Atlantic	(27.85,27.95]	-0.5283112	-0.5962245	-0.4897359
temp + oxygen	Atlantic	(27.95,28.05]	-0.3643933	-0.4268855	-0.2951242
temp + oxygen	Atlantic	(28.05,28.1]	0.2172880	0.0680426	0.3389058
temp + oxygen	Atlantic	(28.1,28.15]	0.5553930	0.4595654	0.6555389
temp + oxygen	Atlantic	(28.15,28.2]	0.6211028	0.5285662	0.6837810
temp + oxygen	Atlantic	(28.2, Inf]	0.3441689	0.1580545	0.5249186
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0380049	0.0045275	0.0592048
temp + oxygen	Indo-Pacific	(26,26.5]	0.0373069	-0.1202602	0.1290052
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0866438	-0.0822995	0.3520334
temp + oxygen	Indo-Pacific	(26.75,27]	0.2410277	0.1167309	0.3954314
temp + oxygen	Indo-Pacific	(27,27.25]	0.4391176	0.2792924	0.5817625
temp + oxygen	Indo-Pacific	(27.25,27.5]	0.3526688	0.0857967	0.5024715
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.0881138	-0.3216013	0.0493455
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.5070768	-0.6319347	-0.3922192
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.6513088	-0.6961510	-0.5996548
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.7759203	-0.8797424	-0.7122142
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.7909357	-0.8620551	-0.7493704
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8026561	-0.8643852	-0.7668210
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.7927706	-0.8287974	-0.7624343
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9762575	-0.9832111	-0.9670918
temp + silicate	Atlantic	(-Inf,26]	-0.6837346	-0.8013521	-0.5597175
temp + silicate	Atlantic	(26,26.5]	0.0575285	0.0312990	0.0728293
temp + silicate	Atlantic	(26.5,26.75]	0.1224314	-0.0401818	0.2442616
temp + silicate	Atlantic	(26.75,27]	0.2673166	-0.0140270	0.4946105
temp + silicate	Atlantic	(27,27.25]	0.3174114	0.1417755	0.4114509
temp + silicate	Atlantic	(27.25,27.5]	0.0898744	-0.0201186	0.1997091
temp + silicate	Atlantic	(27.5,27.75]	-0.0286690	-0.0754096	0.0533203
temp + silicate	Atlantic	(27.75,27.85]	-0.5313716	-0.6173927	-0.4618997
temp + silicate	Atlantic	(27.85,27.95]	-0.6658807	-0.7243633	-0.6139975
temp + silicate	Atlantic	(27.95,28.05]	-0.7115208	-0.8015024	-0.6412429
temp + silicate	Atlantic	(28.05,28.1]	-0.8769316	-0.8890713	-0.8687231
temp + silicate	Atlantic	(28.1,28.15]	-0.8929256	-0.9074053	-0.8849350
temp + silicate	Atlantic	(28.15,28.2]	-0.7807927	-0.7919359	-0.7691106
temp + silicate	Atlantic	(28.2, Inf]	-0.6997036	-0.7232871	-0.6667412
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6000353	-0.7283902	-0.3739113
temp + silicate	Indo-Pacific	(26,26.5]	-0.6396857	-0.7078242	-0.5153451
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6844640	-0.8066660	-0.6006102
temp + silicate	Indo-Pacific	(26.75,27]	-0.7309572	-0.7838656	-0.6894979
temp + silicate	Indo-Pacific	(27,27.25]	-0.7826216	-0.8253971	-0.7426794
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6769598	-0.7634977	-0.5229761
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2378493	-0.3896342	-0.0490217
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2938714	0.1650826	0.3827491
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4798737	0.4492015	0.4977533
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6531624	0.5785105	0.8008224
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7011550	0.6381945	0.7978623
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6858702	0.6329898	0.7729436
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7189238	0.6710306	0.8135051
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8179492	0.7762021	0.8794390

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
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]	-0.1162548	-0.4012443	0.2711626
aou	Atlantic	(26,26.5]	0.0866914	-0.0806981	0.2769059
aou	Atlantic	(26.5,26.75]	-0.0182837	-0.2444508	0.1825508
aou	Atlantic	(26.75,27]	0.0417447	-0.0239124	0.0904653
aou	Atlantic	(27,27.25]	-0.2685985	-0.4174820	0.0170186
aou	Atlantic	(27.25,27.5]	-0.5345976	-0.5950522	-0.4292874
aou	Atlantic	(27.5,27.75]	-0.5002931	-0.5483463	-0.4619785
aou	Atlantic	(27.75,27.85]	-0.4712078	-0.5503234	-0.3899657
aou	Atlantic	(27.85,27.95]	-0.6431253	-0.7068955	-0.5209832
aou	Atlantic	(27.95,28.05]	-0.7785449	-0.8085686	-0.7313053
aou	Atlantic	(28.05,28.1]	-0.9308787	-0.9461252	-0.9198869
aou	Atlantic	(28.1,28.15]	-0.9498232	-0.9632305	-0.9389311
aou	Atlantic	(28.15,28.2]	-0.8842093	-0.9134009	-0.8596110
aou	Atlantic	(28.2, Inf]	-0.7750681	-0.8205994	-0.7204589
aou	Indo-Pacific	(-Inf,26]	0.4881557	0.3940094	0.5486451
aou	Indo-Pacific	(26,26.5]	0.4661838	0.3505375	0.6072338
aou	Indo-Pacific	(26.5,26.75]	0.5505874	0.4346657	0.6529360
aou	Indo-Pacific	(26.75,27]	0.5232333	0.4201709	0.6312984
aou	Indo-Pacific	(27,27.25]	0.5735409	0.4750226	0.6538769
aou	Indo-Pacific	(27.25,27.5]	0.7140550	0.6115329	0.7834116
aou	Indo-Pacific	(27.5,27.75]	0.8289014	0.7435964	0.8845153
aou	Indo-Pacific	(27.75,27.85]	0.9281281	0.9111821	0.9385081
aou	Indo-Pacific	(27.85,27.95]	0.9448988	0.9238459	0.9597880
aou	Indo-Pacific	(27.95,28.05]	0.9459078	0.9290255	0.9602003
aou	Indo-Pacific	(28.05,28.1]	0.9578410	0.9443983	0.9706144
aou	Indo-Pacific	(28.1,28.2]	0.9548406	0.9492067	0.9632083
aou	Indo-Pacific	(28.2,28.3]	0.9237296	0.9174758	0.9349870
aou	Indo-Pacific	(28.3, Inf]	0.7437867	0.6105779	0.8497040
nitrate	Atlantic	(-Inf,26]	-0.5838210	-0.7580700	-0.2627520
nitrate	Atlantic	(26,26.5]	-0.3348049	-0.4786158	-0.1427769
nitrate	Atlantic	(26.5,26.75]	-0.1376144	-0.3791527	0.0820255
nitrate	Atlantic	(26.75,27]	-0.0447216	-0.1491431	0.0463711
nitrate	Atlantic	(27,27.25]	-0.3831244	-0.5194156	-0.1123685
nitrate	Atlantic	(27.25,27.5]	-0.6821531	-0.7396881	-0.5845073
nitrate	Atlantic	(27.5,27.75]	-0.8205918	-0.8341584	-0.8094885
nitrate	Atlantic	(27.75,27.85]	-0.9322367	-0.9402733	-0.9203036
nitrate	Atlantic	(27.85,27.95]	-0.9614214	-0.9689628	-0.9536868
nitrate	Atlantic	(27.95,28.05]	-0.9259688	-0.9347528	-0.9170854
nitrate	Atlantic	(28.05,28.1]	-0.9791348	-0.9792667	-0.9789801
nitrate	Atlantic	(28.1,28.15]	-0.9756282	-0.9790454	-0.9707068
nitrate	Atlantic	(28.15,28.2]	-0.9426039	-0.9538006	-0.9252578
nitrate	Atlantic	(28.2, Inf]	-0.9050545	-0.9491862	-0.8621433
nitrate	Indo-Pacific	(-Inf,26]	0.3595655	0.2581871	0.4155396
nitrate	Indo-Pacific	(26,26.5]	0.0763329	0.0067889	0.1159182
nitrate	Indo-Pacific	(26.5,26.75]	0.1392820	0.0390961	0.1914270
nitrate	Indo-Pacific	(26.75,27]	0.1274858	-0.0329284	0.2303780
nitrate	Indo-Pacific	(27,27.25]	0.2843954	0.1030542	0.4146147
nitrate	Indo-Pacific	(27.25,27.5]	0.4835410	0.3164359	0.5724074
nitrate	Indo-Pacific	(27.5,27.75]	0.6953107	0.5349900	0.7821712
nitrate	Indo-Pacific	(27.75,27.85]	0.9011190	0.8821325	0.9139790
nitrate	Indo-Pacific	(27.85,27.95]	0.9405841	0.9226334	0.9506721
nitrate	Indo-Pacific	(27.95,28.05]	0.9486724	0.9412759	0.9574779
nitrate	Indo-Pacific	(28.05,28.1]	0.9591148	0.9527347	0.9629195
nitrate	Indo-Pacific	(28.1,28.2]	0.9560935	0.9544533	0.9574549
nitrate	Indo-Pacific	(28.2,28.3]	0.9100835	0.9066992	0.9132128
nitrate	Indo-Pacific	(28.3, Inf]	0.6548168	0.4747239	0.7515128
oxygen	Atlantic	(-Inf,26]	0.1952583	-0.4935197	0.8558491
oxygen	Atlantic	(26,26.5]	0.0207811	-0.1788220	0.2069906
oxygen	Atlantic	(26.5,26.75]	0.1877903	-0.0272453	0.4983113
oxygen	Atlantic	(26.75,27]	0.0675228	-0.0013447	0.1157590
oxygen	Atlantic	(27,27.25]	0.4107199	0.0805587	0.5869882
oxygen	Atlantic	(27.25,27.5]	0.6434404	0.5329627	0.7060924
oxygen	Atlantic	(27.5,27.75]	0.5539868	0.5090372	0.5955364
oxygen	Atlantic	(27.75,27.85]	0.3459406	0.2372196	0.4552629
oxygen	Atlantic	(27.85,27.95]	0.4484180	0.2653182	0.5674158
oxygen	Atlantic	(27.95,28.05]	0.5674400	0.4050131	0.7072367
oxygen	Atlantic	(28.05,28.1]	0.7614867	0.6855356	0.8541591
oxygen	Atlantic	(28.1,28.15]	0.8829362	0.8714630	0.9058444
oxygen	Atlantic	(28.15,28.2]	0.7941084	0.7574144	0.8334136
oxygen	Atlantic	(28.2, Inf]	0.5270734	0.4469883	0.5830723
oxygen	Indo-Pacific	(-Inf,26]	-0.3578534	-0.4480628	-0.2458613
oxygen	Indo-Pacific	(26,26.5]	-0.4636508	-0.6151729	-0.3595917
oxygen	Indo-Pacific	(26.5,26.75]	-0.5670658	-0.6663569	-0.4455222
oxygen	Indo-Pacific	(26.75,27]	-0.5275547	-0.6314149	-0.4338798
oxygen	Indo-Pacific	(27,27.25]	-0.5683126	-0.6307393	-0.4817532
oxygen	Indo-Pacific	(27.25,27.5]	-0.7157878	-0.7839448	-0.6172857
oxygen	Indo-Pacific	(27.5,27.75]	-0.8257008	-0.8794085	-0.7429602
oxygen	Indo-Pacific	(27.75,27.85]	-0.9202531	-0.9306072	-0.9025273
oxygen	Indo-Pacific	(27.85,27.95]	-0.9316955	-0.9488892	-0.9073998
oxygen	Indo-Pacific	(27.95,28.05]	-0.9321476	-0.9506791	-0.9141916
oxygen	Indo-Pacific	(28.05,28.1]	-0.9467666	-0.9621007	-0.9314780
oxygen	Indo-Pacific	(28.1,28.2]	-0.9416180	-0.9513275	-0.9355539
oxygen	Indo-Pacific	(28.2,28.3]	-0.9197282	-0.9293581	-0.9132878
oxygen	Indo-Pacific	(28.3, Inf]	-0.7426664	-0.8560754	-0.6047280
sal	Atlantic	(-Inf,26]	0.2348885	-0.8676303	0.8945291
sal	Atlantic	(26,26.5]	-0.2674865	-0.3158863	-0.2181411
sal	Atlantic	(26.5,26.75]	-0.6959001	-0.8586726	-0.5467948
sal	Atlantic	(26.75,27]	-0.7082208	-0.7976822	-0.6324365
sal	Atlantic	(27,27.25]	-0.7958582	-0.9071027	-0.5784318
sal	Atlantic	(27.25,27.5]	-0.6604628	-0.7371256	-0.5664018
sal	Atlantic	(27.5,27.75]	-0.4873769	-0.5026037	-0.4635580
sal	Atlantic	(27.75,27.85]	0.1485609	0.0650087	0.2908088
sal	Atlantic	(27.85,27.95]	0.2906162	0.1849173	0.4667751
sal	Atlantic	(27.95,28.05]	0.3330246	0.1155310	0.5674112
sal	Atlantic	(28.05,28.1]	0.8030038	0.7634623	0.8254104
sal	Atlantic	(28.1,28.15]	0.8773786	0.8620233	0.8887568
sal	Atlantic	(28.15,28.2]	0.9416593	0.9353828	0.9470268
sal	Atlantic	(28.2, Inf]	0.8819607	0.8639627	0.9134115
sal	Indo-Pacific	(-Inf,26]	0.0423988	-0.1119631	0.3059342
sal	Indo-Pacific	(26,26.5]	0.0359812	-0.1098282	0.1144005
sal	Indo-Pacific	(26.5,26.75]	0.0110425	-0.1260210	0.0825023
sal	Indo-Pacific	(26.75,27]	-0.1432324	-0.2456563	-0.0485793
sal	Indo-Pacific	(27,27.25]	-0.3112504	-0.3839446	-0.2167442
sal	Indo-Pacific	(27.25,27.5]	-0.3039091	-0.4665169	-0.1438557
sal	Indo-Pacific	(27.5,27.75]	-0.0739377	-0.2054408	0.1755997
sal	Indo-Pacific	(27.75,27.85]	0.3038404	0.1426744	0.4710002
sal	Indo-Pacific	(27.85,27.95]	0.4819954	0.3882965	0.5789256
sal	Indo-Pacific	(27.95,28.05]	0.6490243	0.5797093	0.6906008
sal	Indo-Pacific	(28.05,28.1]	0.7285360	0.7014797	0.7595841
sal	Indo-Pacific	(28.1,28.2]	0.7355052	0.6975377	0.7683425
sal	Indo-Pacific	(28.2,28.3]	0.6639233	0.6037739	0.7003316
sal	Indo-Pacific	(28.3, Inf]	0.7906396	0.6740680	0.9076802
silicate	Atlantic	(-Inf,26]	-0.4368093	-0.9238501	0.3013672
silicate	Atlantic	(26,26.5]	-0.8547081	-0.8870151	-0.8302012
silicate	Atlantic	(26.5,26.75]	-0.4413566	-0.5492044	-0.3108428
silicate	Atlantic	(26.75,27]	-0.1631363	-0.2773313	-0.0426500
silicate	Atlantic	(27,27.25]	-0.4535402	-0.5465234	-0.2773069
silicate	Atlantic	(27.25,27.5]	-0.6749998	-0.7028094	-0.6437193
silicate	Atlantic	(27.5,27.75]	-0.8006166	-0.8299488	-0.7779150
silicate	Atlantic	(27.75,27.85]	-0.9037147	-0.9094778	-0.8933932
silicate	Atlantic	(27.85,27.95]	-0.8796500	-0.9031472	-0.8569004
silicate	Atlantic	(27.95,28.05]	-0.8208839	-0.8533373	-0.7841949
silicate	Atlantic	(28.05,28.1]	-0.9080486	-0.9224102	-0.8794775
silicate	Atlantic	(28.1,28.15]	-0.9215551	-0.9335144	-0.9001175
silicate	Atlantic	(28.15,28.2]	-0.8125934	-0.8328053	-0.7758712
silicate	Atlantic	(28.2, Inf]	-0.5800335	-0.6912726	-0.4971840
silicate	Indo-Pacific	(-Inf,26]	0.3182821	0.2032486	0.4671041
silicate	Indo-Pacific	(26,26.5]	0.1798867	-0.0002306	0.3671180
silicate	Indo-Pacific	(26.5,26.75]	0.2313743	0.0209330	0.3828835
silicate	Indo-Pacific	(26.75,27]	0.3131433	0.1134898	0.4616562
silicate	Indo-Pacific	(27,27.25]	0.4704480	0.3304819	0.5705139
silicate	Indo-Pacific	(27.25,27.5]	0.6405277	0.5282678	0.7063547
silicate	Indo-Pacific	(27.5,27.75]	0.7808026	0.6853060	0.8311297
silicate	Indo-Pacific	(27.75,27.85]	0.9113981	0.8955271	0.9266579
silicate	Indo-Pacific	(27.85,27.95]	0.9420911	0.9244566	0.9527237
silicate	Indo-Pacific	(27.95,28.05]	0.9513962	0.9401982	0.9593959
silicate	Indo-Pacific	(28.05,28.1]	0.9686186	0.9596868	0.9737286
silicate	Indo-Pacific	(28.1,28.2]	0.9683143	0.9617561	0.9719525
silicate	Indo-Pacific	(28.2,28.3]	0.9579997	0.9475884	0.9677768
silicate	Indo-Pacific	(28.3, Inf]	0.6082204	0.5190536	0.6834564
temp	Atlantic	(-Inf,26]	-0.0599631	-0.9506150	0.5823633
temp	Atlantic	(26,26.5]	-0.3690078	-0.3971218	-0.3382363
temp	Atlantic	(26.5,26.75]	-0.6880268	-0.8486150	-0.5269390
temp	Atlantic	(26.75,27]	-0.6923770	-0.7922365	-0.6190873
temp	Atlantic	(27,27.25]	-0.7790886	-0.8948257	-0.5511654
temp	Atlantic	(27.25,27.5]	-0.6740777	-0.7513764	-0.5828188
temp	Atlantic	(27.5,27.75]	-0.4684333	-0.4890636	-0.4394845
temp	Atlantic	(27.75,27.85]	0.2320121	0.1507396	0.3613713
temp	Atlantic	(27.85,27.95]	0.3500636	0.2625650	0.4893513
temp	Atlantic	(27.95,28.05]	0.3554251	0.1519198	0.5312195
temp	Atlantic	(28.05,28.1]	0.7226873	0.6903588	0.7518507
temp	Atlantic	(28.1,28.15]	0.7874840	0.7757994	0.8069170
temp	Atlantic	(28.15,28.2]	0.8582466	0.8471529	0.8672850
temp	Atlantic	(28.2, Inf]	0.7808998	0.7211665	0.8902798
temp	Indo-Pacific	(-Inf,26]	-0.4824539	-0.5220247	-0.4356573
temp	Indo-Pacific	(26,26.5]	-0.0403762	-0.1734698	0.0668389
temp	Indo-Pacific	(26.5,26.75]	-0.0121887	-0.1395688	0.0794036
temp	Indo-Pacific	(26.75,27]	-0.1447149	-0.2436704	-0.0628078
temp	Indo-Pacific	(27,27.25]	-0.3008689	-0.3664497	-0.2042182
temp	Indo-Pacific	(27.25,27.5]	-0.2575073	-0.4099185	-0.1035227
temp	Indo-Pacific	(27.5,27.75]	0.0119795	-0.0889091	0.1946726
temp	Indo-Pacific	(27.75,27.85]	0.3218307	0.1843530	0.4767670
temp	Indo-Pacific	(27.85,27.95]	0.4228980	0.3695229	0.5249273
temp	Indo-Pacific	(27.95,28.05]	0.5598429	0.4508208	0.6457499
temp	Indo-Pacific	(28.05,28.1]	0.6078093	0.5565977	0.6537331
temp	Indo-Pacific	(28.1,28.2]	0.6142057	0.5667449	0.6705954
temp	Indo-Pacific	(28.2,28.3]	0.6762946	0.6269825	0.7345327
temp	Indo-Pacific	(28.3, Inf]	0.7221714	0.5839934	0.8431726

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.20               
[79] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_1.0.1