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: 03a4894

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The results in this page were generated with repository version 03a4894. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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    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
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    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
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/tabsets.js
    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	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
html	d50b039	Donghe-Zhu	2021-05-28	Build site.
html	441ebe5	Donghe-Zhu	2021-05-28	Build site.
html	6262ad3	Donghe-Zhu	2021-05-28	Build site.
html	a61aa77	Donghe-Zhu	2021-05-28	Build site.
html	b8dbce4	Donghe-Zhu	2021-05-28	Build site.
html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
html	af1eadd	Donghe-Zhu	2021-05-27	Build site.
html	9179bfe	Donghe-Zhu	2021-05-27	Build site.
html	28cbe5e	Donghe-Zhu	2021-05-27	Build site.
html	a618f02	Donghe-Zhu	2021-05-27	Build site.
html	4623e38	Donghe-Zhu	2021-05-27	Build site.
html	b81bb49	Donghe-Zhu	2021-05-27	Build site.
html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
html	e2704ca	Donghe-Zhu	2021-03-27	Build site.
html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
html	1914a11	Donghe-Zhu	2021-03-24	Build site.
html	8be810e	Donghe-Zhu	2021-03-23	Build site.
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
html	134ace1	Donghe-Zhu	2021-03-22	Build site.
html	f6d70a4	Donghe-Zhu	2021-03-22	Build site.
html	183443b	Donghe-Zhu	2021-03-21	Build site.
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
html	94ce5a8	Donghe-Zhu	2021-03-10	Build site.
html	db33928	Donghe-Zhu	2021-03-10	Build site.
html	3d1f470	Donghe-Zhu	2021-03-10	Build site.
html	9b7bc66	Donghe-Zhu	2021-03-10	Build site.
html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
html	9f58753	Donghe-Zhu	2021-03-10	Build site.
html	f2a7146	Donghe-Zhu	2021-03-10	Build site.
html	fd528ed	Donghe-Zhu	2021-03-10	Build site.
html	9d5a62c	Donghe-Zhu	2021-03-10	Build site.
html	5d1e70b	Donghe-Zhu	2021-03-10	Build site.
html	2093979	Donghe-Zhu	2021-03-10	Build site.
html	b865899	Donghe-Zhu	2021-03-10	Build site.
html	cc2a956	Donghe-Zhu	2021-03-10	Build site.
html	60689fb	Donghe-Zhu	2021-03-10	Build site.
html	9230b52	Donghe-Zhu	2021-03-10	Build site.
html	dba33c8	Donghe-Zhu	2021-03-09	Build site.
html	17f1c4a	Donghe-Zhu	2021-03-09	Build site.
html	c024d1a	Donghe-Zhu	2021-03-09	Build site.
html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
html	1691156	Donghe-Zhu	2021-03-08	Build site.
html	c0ceaf8	Donghe-Zhu	2021-03-08	Build site.
html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
html	1843412	Donghe-Zhu	2021-03-08	Build site.
html	65b0cef	Donghe-Zhu	2021-03-07	Build site.
html	4083a6c	Donghe-Zhu	2021-03-07	Build site.
html	3fbbfa4	Donghe-Zhu	2021-03-07	Build site.
html	627c8fb	Donghe-Zhu	2021-03-07	Build site.
html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
html	9ef3222	Donghe-Zhu	2021-03-05	Build site.
html	8c1e978	Donghe-Zhu	2021-03-05	Build site.
html	865f68c	Donghe-Zhu	2021-03-05	Build site.
html	ee69bc1	Donghe-Zhu	2021-03-05	Build site.
html	a79291f	Donghe-Zhu	2021-03-05	Build site.
html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
html	731abc8	Donghe-Zhu	2021-03-04	Build site.
html	e2a5a33	Donghe-Zhu	2021-03-04	Build site.
html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
html	cb63c16	Donghe-Zhu	2021-03-03	Build site.
html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
html	c5e45a2	Donghe-Zhu	2021-03-03	Build site.
html	89c3e58	Donghe-Zhu	2021-03-03	Build site.
html	c407a50	Donghe-Zhu	2021-03-03	Build site.
html	c911669	Donghe-Zhu	2021-03-03	Build site.
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
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html	e152917	Donghe-Zhu	2021-02-28	Build site.
html	feb991c	Donghe-Zhu	2021-02-27	Build site.
html	287123c	Donghe-Zhu	2021-02-27	Build site.
html	54d5b5b	Donghe-Zhu	2021-02-27	Build site.
html	330f064	Donghe-Zhu	2021-02-27	Build site.
html	adbc9bc	Donghe-Zhu	2021-02-27	Build site.
html	5937141	Donghe-Zhu	2021-02-27	Build site.
html	4414bbf	Donghe-Zhu	2021-02-27	Build site.
html	a265efb	Donghe-Zhu	2021-02-27	Build site.
html	19edd1e	Donghe-Zhu	2021-02-27	Build site.
html	f20483f	Donghe-Zhu	2021-02-26	Build site.
html	6a2c7b3	Donghe-Zhu	2021-02-25	Build site.
html	02b976d	Donghe-Zhu	2021-02-24	Build site.
html	354c224	Donghe-Zhu	2021-02-24	Build site.
html	1a0a88a	Donghe-Zhu	2021-02-24	Build site.
html	57f701e	Donghe-Zhu	2021-02-24	Build site.
html	06f3149	Donghe-Zhu	2021-02-16	Build site.
html	401eab3	Donghe-Zhu	2021-02-15	Build site.
html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
html	5dce4b1	Donghe-Zhu	2021-02-15	Build site.
html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
html	5ae6a69	Donghe-Zhu	2021-02-10	Build site.
html	05385dc	Donghe-Zhu	2021-02-10	Build site.
html	f791ae4	Donghe-Zhu	2021-02-09	Build site.
html	f71ae34	Donghe-Zhu	2021-02-09	Build site.
html	c011832	Donghe-Zhu	2021-02-09	Build site.
html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
html	865b582	Donghe-Zhu	2021-01-31	Build site.
html	3e68089	Donghe-Zhu	2021-01-31	Build site.
html	ecf335c	Donghe-Zhu	2021-01-31	Build site.
html	a618965	Donghe-Zhu	2021-01-31	Build site.
html	59e006e	Donghe-Zhu	2021-01-31	Build site.
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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.
html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
html	eded038	Donghe-Zhu	2021-01-29	Build site.
html	541d4dd	Donghe-Zhu	2021-01-29	Build site.
html	6a75576	Donghe-Zhu	2021-01-28	Build site.
html	16fba40	Donghe-Zhu	2021-01-28	Build site.
html	12bc567	Donghe-Zhu	2021-01-27	Build site.
html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
html	342402d	Donghe-Zhu	2021-01-27	Build site.
html	5bad5c2	Donghe-Zhu	2021-01-27	Build site.
html	61efb56	Donghe-Zhu	2021-01-25	Build site.
html	48f638e	Donghe-Zhu	2021-01-25	Build site.
html	c1cec47	Donghe-Zhu	2021-01-25	Build site.
html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
html	8b97165	Donghe-Zhu	2021-01-25	Build site.
html	c569946	Donghe-Zhu	2021-01-24	Build site.
html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
html	88eb28f	Donghe-Zhu	2021-01-21	Build site.
html	2679490	Donghe-Zhu	2021-01-21	Build site.
html	7891955	Donghe-Zhu	2021-01-21	Build site.
html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
html	b3564aa	jens-daniel-mueller	2021-01-14	Build site.
html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
html	17dee1d	jens-daniel-mueller	2021-01-13	Build site.
html	a076226	Donghe-Zhu	2021-01-11	Build site.
Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
html	7cdea0c	jens-daniel-mueller	2021-01-06	Build site.
html	fa85b93	jens-daniel-mueller	2021-01-06	Build site.
html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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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
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
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 + phosphate	Atlantic	(-Inf,26]	0.8143201	0.7359829	0.8561608
aou + phosphate	Atlantic	(26,26.5]	0.8787707	0.8577069	0.8939021
aou + phosphate	Atlantic	(26.5,26.75]	0.9201454	0.9101153	0.9356017
aou + phosphate	Atlantic	(26.75,27]	0.9583624	0.9514992	0.9682338
aou + phosphate	Atlantic	(27,27.25]	0.9324162	0.9112232	0.9487154
aou + phosphate	Atlantic	(27.25,27.5]	0.8593649	0.8038768	0.8930944
aou + phosphate	Atlantic	(27.5,27.75]	0.7352401	0.6496810	0.7961455
aou + phosphate	Atlantic	(27.75,27.85]	0.6007097	0.5167276	0.6857801
aou + phosphate	Atlantic	(27.85,27.95]	0.6848730	0.5505706	0.7552566
aou + phosphate	Atlantic	(27.95,28.05]	0.8180501	0.7055998	0.8774610
aou + phosphate	Atlantic	(28.05,28.1]	0.9350905	0.9023640	0.9618884
aou + phosphate	Atlantic	(28.1,28.15]	0.9721960	0.9632171	0.9786469
aou + phosphate	Atlantic	(28.15,28.2]	0.9820339	0.9750421	0.9858985
aou + phosphate	Atlantic	(28.2, Inf]	0.9092166	0.8658201	0.9480933
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9536262	0.9404016	0.9614489
aou + phosphate	Indo-Pacific	(26,26.5]	0.9600207	0.9580219	0.9622463
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9686819	0.9616773	0.9787143
aou + phosphate	Indo-Pacific	(26.75,27]	0.9758935	0.9724390	0.9806710
aou + phosphate	Indo-Pacific	(27,27.25]	0.9845687	0.9796381	0.9882160
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9856591	0.9801114	0.9886874
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9901910	0.9870430	0.9923506
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9957005	0.9935129	0.9969889
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9963952	0.9954455	0.9969125
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9964650	0.9958391	0.9974175
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9968228	0.9962808	0.9975736
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9947676	0.9934879	0.9966675
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9918012	0.9898848	0.9950618
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9363867	0.9214766	0.9572620
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1240102	-0.4523182	0.4460185
aou + phosphate_star	Atlantic	(26,26.5]	0.3028134	0.1810795	0.4053329
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0447762	-0.1784011	0.2200503
aou + phosphate_star	Atlantic	(26.75,27]	-0.0198810	-0.0970914	0.1022546
aou + phosphate_star	Atlantic	(27,27.25]	-0.0887380	-0.2344620	0.0906433
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0669105	-0.0739000	0.2166238
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1209810	0.0276778	0.1800098
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1644196	0.1240609	0.2435587
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3573059	0.1560518	0.5016659
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6130078	0.4416017	0.7175095
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8420955	0.7774530	0.8925707
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9190547	0.8953977	0.9365234
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9373057	0.9151860	0.9506321
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8012509	0.7189254	0.8734198
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5064187	0.5030346	0.5107951
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4496269	0.3250062	0.5477831
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4613326	0.3490319	0.6682294
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5927024	0.5237288	0.6889018
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6804763	0.5935056	0.7644865
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4598741	0.2835865	0.5496828
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0624285	-0.0857852	0.1558767
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2293408	-0.3770158	-0.1427187
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3170541	-0.3894448	-0.1961193
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4022457	-0.7019039	-0.2356952
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1916768	-0.4643166	-0.0505054
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1344314	-0.2996252	-0.0456767
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0979870	-0.2394888	0.0135139
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8401907	-0.8577636	-0.8124880
aou + silicate	Atlantic	(-Inf,26]	0.0303081	-0.7857934	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3176256	0.2014844	0.4239314
aou + silicate	Atlantic	(26.5,26.75]	0.6336343	0.5924219	0.6823225
aou + silicate	Atlantic	(26.75,27]	0.8181309	0.7997241	0.8408633
aou + silicate	Atlantic	(27,27.25]	0.7396592	0.7019783	0.7793523
aou + silicate	Atlantic	(27.25,27.5]	0.6314212	0.6101651	0.6613567
aou + silicate	Atlantic	(27.5,27.75]	0.4714826	0.4192601	0.5010215
aou + silicate	Atlantic	(27.75,27.85]	0.3557491	0.3439511	0.3767002
aou + silicate	Atlantic	(27.85,27.95]	0.4755267	0.3601247	0.6061152
aou + silicate	Atlantic	(27.95,28.05]	0.6891877	0.5863960	0.8060552
aou + silicate	Atlantic	(28.05,28.1]	0.8940050	0.8597553	0.9201199
aou + silicate	Atlantic	(28.1,28.15]	0.9572360	0.9492317	0.9616922
aou + silicate	Atlantic	(28.15,28.2]	0.9627064	0.9583053	0.9665291
aou + silicate	Atlantic	(28.2, Inf]	0.6796464	0.6122879	0.8134895
aou + silicate	Indo-Pacific	(-Inf,26]	0.7959411	0.7631993	0.8476736
aou + silicate	Indo-Pacific	(26,26.5]	0.7993695	0.7718628	0.8228752
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7828921	0.7519604	0.8361872
aou + silicate	Indo-Pacific	(26.75,27]	0.8594792	0.8294068	0.8980753
aou + silicate	Indo-Pacific	(27,27.25]	0.9229158	0.9071051	0.9452750
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9408356	0.9183636	0.9605831
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9551619	0.9422734	0.9696898
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9742746	0.9640549	0.9831067
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9796327	0.9735917	0.9841876
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9852434	0.9805838	0.9893341
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9923381	0.9906670	0.9945838
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9804009	0.9780749	0.9831757
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9021934	0.8879112	0.9248700
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8481510	0.8198948	0.8804862
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2596929	-0.0744298	0.5664778
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7051704	0.6040467	0.7557494
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3930741	0.1636368	0.5966870
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2435314	0.1671472	0.3947006
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2344548	0.1358258	0.4165670
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5373162	0.4710691	0.6380826
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7410518	0.7262407	0.7536692
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8826215	0.8670711	0.9103961
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9214277	0.9078995	0.9472475
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9528281	0.9463457	0.9656376
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9777755	0.9722293	0.9812010
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9850796	0.9817098	0.9875452
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9852614	0.9809040	0.9880496
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9735388	0.9643180	0.9793531
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7252126	0.7046254	0.7528155
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6745815	0.5714464	0.7597744
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6617630	0.5771459	0.8036976
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7500239	0.7038494	0.8143100
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7935094	0.7385630	0.8501477
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5989175	0.4653251	0.6662612
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1976932	0.0732781	0.2827693
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1423661	-0.2708826	-0.0627143
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2381695	-0.3167931	-0.1207646
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3282653	-0.6507224	-0.1484750
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1171904	-0.4041799	0.0328604
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0365559	-0.2229404	0.0654243
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0177776	-0.1563405	0.1430283
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6056546	-0.6801845	-0.5315429
sal + aou	Atlantic	(-Inf,26]	-0.1120931	-0.5301569	0.5850416
sal + aou	Atlantic	(26,26.5]	-0.3101768	-0.4392600	-0.2327734
sal + aou	Atlantic	(26.5,26.75]	0.2839660	0.0781523	0.4317982
sal + aou	Atlantic	(26.75,27]	0.4989106	0.3369688	0.6982034
sal + aou	Atlantic	(27,27.25]	0.5799930	0.5208778	0.6246345
sal + aou	Atlantic	(27.25,27.5]	0.4746792	0.2844401	0.6013374
sal + aou	Atlantic	(27.5,27.75]	0.4933322	0.4554773	0.5293315
sal + aou	Atlantic	(27.75,27.85]	0.4024680	0.3785190	0.4233224
sal + aou	Atlantic	(27.85,27.95]	0.1948429	0.0754929	0.2864356
sal + aou	Atlantic	(27.95,28.05]	-0.2279353	-0.3859345	-0.1227234
sal + aou	Atlantic	(28.05,28.1]	-0.7438368	-0.7758944	-0.6820488
sal + aou	Atlantic	(28.1,28.15]	-0.8783560	-0.9028991	-0.8496894
sal + aou	Atlantic	(28.15,28.2]	-0.8608755	-0.8834484	-0.8355184
sal + aou	Atlantic	(28.2, Inf]	-0.8320148	-0.8824250	-0.7569906
sal + aou	Indo-Pacific	(-Inf,26]	-0.0632630	-0.2391541	0.0276408
sal + aou	Indo-Pacific	(26,26.5]	-0.2541874	-0.4140390	-0.0318833
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2910763	-0.5525715	-0.0946983
sal + aou	Indo-Pacific	(26.75,27]	-0.4798409	-0.6278925	-0.3500795
sal + aou	Indo-Pacific	(27,27.25]	-0.6091133	-0.7196001	-0.4907950
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4697897	-0.6165837	-0.2136751
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0264916	-0.1839614	0.2295911
sal + aou	Indo-Pacific	(27.75,27.85]	0.4294593	0.3040526	0.5346764
sal + aou	Indo-Pacific	(27.85,27.95]	0.6367023	0.6027724	0.6615510
sal + aou	Indo-Pacific	(27.95,28.05]	0.7920599	0.7310208	0.8804085
sal + aou	Indo-Pacific	(28.05,28.1]	0.8345261	0.7696464	0.9033236
sal + aou	Indo-Pacific	(28.1,28.2]	0.8209276	0.7878682	0.8748807
sal + aou	Indo-Pacific	(28.2,28.3]	0.6404280	0.5883526	0.6867823
sal + aou	Indo-Pacific	(28.3, Inf]	0.8410310	0.7102258	0.9080459
sal + phosphate	Atlantic	(-Inf,26]	0.0272826	-0.1414568	0.2303182
sal + phosphate	Atlantic	(26,26.5]	-0.5761434	-0.7254774	-0.4837357
sal + phosphate	Atlantic	(26.5,26.75]	0.0441061	-0.2627468	0.2649189
sal + phosphate	Atlantic	(26.75,27]	0.3794046	0.1343603	0.6368776
sal + phosphate	Atlantic	(27,27.25]	0.4388597	0.3508858	0.4990860
sal + phosphate	Atlantic	(27.25,27.5]	0.1876745	-0.0192852	0.3279357
sal + phosphate	Atlantic	(27.5,27.75]	0.1608245	0.1398877	0.1952268
sal + phosphate	Atlantic	(27.75,27.85]	-0.2634128	-0.2943729	-0.2174968
sal + phosphate	Atlantic	(27.85,27.95]	-0.4579412	-0.5440077	-0.3600664
sal + phosphate	Atlantic	(27.95,28.05]	-0.6330958	-0.7661418	-0.4507820
sal + phosphate	Atlantic	(28.05,28.1]	-0.9106068	-0.9205938	-0.8922812
sal + phosphate	Atlantic	(28.1,28.15]	-0.9473713	-0.9505758	-0.9453538
sal + phosphate	Atlantic	(28.15,28.2]	-0.9103801	-0.9147844	-0.9044211
sal + phosphate	Atlantic	(28.2, Inf]	-0.8850136	-0.9034436	-0.8540685
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2267982	-0.4301659	-0.1211648
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4642718	-0.6179567	-0.2605554
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4900228	-0.6913722	-0.3218927
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6310561	-0.7458629	-0.5305632
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7062309	-0.7888935	-0.6255101
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5624959	-0.6851598	-0.3593553
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1180619	-0.2535442	0.1037350
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3640358	0.2444482	0.4482972
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5849127	0.5547812	0.6009260
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7526984	0.6826763	0.8542189
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8010340	0.7290521	0.8800885
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7830689	0.7405202	0.8516784
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6123773	0.5500769	0.6825391
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8016218	0.6696530	0.8961115
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2809402	-0.9810049	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8220646	-0.8510651	-0.7857489
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7951828	-0.8615223	-0.7214552
sal + phosphate_star	Atlantic	(26.75,27]	-0.6036043	-0.7143339	-0.4434168
sal + phosphate_star	Atlantic	(27,27.25]	-0.6286251	-0.7007056	-0.5403526
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6138404	-0.6591875	-0.5569618
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4093371	-0.4312825	-0.3704105
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6092382	-0.6469383	-0.5888561
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7195410	-0.8057236	-0.6699206
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7854376	-0.9034014	-0.6532309
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9624213	-0.9767141	-0.9463678
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9730515	-0.9832124	-0.9661159
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9429426	-0.9468399	-0.9389264
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8830520	-0.9074152	-0.8620772
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6206296	-0.7659432	-0.4788895
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8953839	-0.9271428	-0.8687585
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9370253	-0.9561799	-0.9166756
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9427704	-0.9584090	-0.9349222
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9347725	-0.9445884	-0.9195190
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8320477	-0.8624695	-0.7968768
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7378411	-0.8340278	-0.6552795
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8462254	-0.9191119	-0.7899142
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8035743	-0.8629974	-0.7243755
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7648335	-0.8866584	-0.7008212
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6010765	-0.7295666	-0.5172201
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4712519	-0.5338477	-0.4226551
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4602114	-0.4927038	-0.4277764
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7199994	-0.7875672	-0.6015791
sal + silicate	Atlantic	(-Inf,26]	-0.7655520	-0.7914932	-0.7226283
sal + silicate	Atlantic	(26,26.5]	0.0512421	0.0114623	0.1001357
sal + silicate	Atlantic	(26.5,26.75]	0.2120985	0.1319837	0.3448700
sal + silicate	Atlantic	(26.75,27]	0.4076910	0.1582568	0.6220536
sal + silicate	Atlantic	(27,27.25]	0.3892352	0.1872126	0.4925063
sal + silicate	Atlantic	(27.25,27.5]	0.0695947	-0.1558042	0.2025952
sal + silicate	Atlantic	(27.5,27.75]	-0.0243382	-0.0581115	-0.0071073
sal + silicate	Atlantic	(27.75,27.85]	-0.4930183	-0.5158523	-0.4684999
sal + silicate	Atlantic	(27.85,27.95]	-0.6738955	-0.7139446	-0.6512128
sal + silicate	Atlantic	(27.95,28.05]	-0.7689364	-0.8532726	-0.6855597
sal + silicate	Atlantic	(28.05,28.1]	-0.9419197	-0.9488378	-0.9330578
sal + silicate	Atlantic	(28.1,28.15]	-0.9403575	-0.9452861	-0.9315712
sal + silicate	Atlantic	(28.15,28.2]	-0.8098319	-0.8207406	-0.7945656
sal + silicate	Atlantic	(28.2, Inf]	-0.5548494	-0.6300007	-0.4983887
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4761263	-0.6369523	-0.3519154
sal + silicate	Indo-Pacific	(26,26.5]	-0.6332454	-0.7084717	-0.4913844
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6955990	-0.8190525	-0.5984743
sal + silicate	Indo-Pacific	(26.75,27]	-0.7574832	-0.8179938	-0.7042872
sal + silicate	Indo-Pacific	(27,27.25]	-0.7911168	-0.8322644	-0.7522953
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6731615	-0.7510572	-0.5204131
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2307936	-0.3695841	-0.0427241
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2739573	0.1487275	0.3367127
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5311955	0.5098539	0.5624757
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7307891	0.6370487	0.8462755
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7885949	0.7069527	0.8728291
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8093368	0.7630523	0.8739481
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7523990	0.7087183	0.8301991
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8336604	0.7092372	0.9197310
sal + temp	Atlantic	(-Inf,26]	0.7931359	0.6828123	0.9618835
sal + temp	Atlantic	(26,26.5]	0.9233473	0.9123619	0.9397348
sal + temp	Atlantic	(26.5,26.75]	0.9857659	0.9789591	0.9924558
sal + temp	Atlantic	(26.75,27]	0.9819607	0.9770399	0.9866911
sal + temp	Atlantic	(27,27.25]	0.9855120	0.9750939	0.9908763
sal + temp	Atlantic	(27.25,27.5]	0.9861901	0.9807706	0.9889843
sal + temp	Atlantic	(27.5,27.75]	0.9692729	0.9625748	0.9729281
sal + temp	Atlantic	(27.75,27.85]	0.9702495	0.9672608	0.9732011
sal + temp	Atlantic	(27.85,27.95]	0.9603443	0.9544987	0.9676765
sal + temp	Atlantic	(27.95,28.05]	0.9462423	0.9354040	0.9615399
sal + temp	Atlantic	(28.05,28.1]	0.9693958	0.9677302	0.9719383
sal + temp	Atlantic	(28.1,28.15]	0.9637726	0.9607479	0.9659184
sal + temp	Atlantic	(28.15,28.2]	0.9605186	0.9568123	0.9669947
sal + temp	Atlantic	(28.2, Inf]	0.9024484	0.8704107	0.9244668
sal + temp	Indo-Pacific	(-Inf,26]	0.6262589	0.3444414	0.8074209
sal + temp	Indo-Pacific	(26,26.5]	0.9554155	0.9407524	0.9633779
sal + temp	Indo-Pacific	(26.5,26.75]	0.9820332	0.9777116	0.9856738
sal + temp	Indo-Pacific	(26.75,27]	0.9812943	0.9780907	0.9834086
sal + temp	Indo-Pacific	(27,27.25]	0.9790437	0.9715110	0.9830654
sal + temp	Indo-Pacific	(27.25,27.5]	0.9230427	0.9050028	0.9365800
sal + temp	Indo-Pacific	(27.5,27.75]	0.8023582	0.7507472	0.8828390
sal + temp	Indo-Pacific	(27.75,27.85]	0.9176775	0.8923657	0.9596034
sal + temp	Indo-Pacific	(27.85,27.95]	0.9110198	0.8881528	0.9489390
sal + temp	Indo-Pacific	(27.95,28.05]	0.9284846	0.9113974	0.9555610
sal + temp	Indo-Pacific	(28.05,28.1]	0.9501961	0.9466792	0.9560995
sal + temp	Indo-Pacific	(28.1,28.2]	0.8690371	0.8342300	0.8947689
sal + temp	Indo-Pacific	(28.2,28.3]	0.8859459	0.8643355	0.9124914
sal + temp	Indo-Pacific	(28.3, Inf]	0.8683221	0.7070718	0.9555640
silicate + phosphate	Atlantic	(-Inf,26]	-0.2929367	-0.6296413	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0504924	-0.0970517	0.2215233
silicate + phosphate	Atlantic	(26.5,26.75]	0.5532564	0.5175518	0.5952577
silicate + phosphate	Atlantic	(26.75,27]	0.8738992	0.8529251	0.9027833
silicate + phosphate	Atlantic	(27,27.25]	0.9044754	0.8879786	0.9148854
silicate + phosphate	Atlantic	(27.25,27.5]	0.9138135	0.8987595	0.9347401
silicate + phosphate	Atlantic	(27.5,27.75]	0.9193819	0.9001777	0.9386059
silicate + phosphate	Atlantic	(27.75,27.85]	0.9346303	0.9130916	0.9601634
silicate + phosphate	Atlantic	(27.85,27.95]	0.9387695	0.9076907	0.9598933
silicate + phosphate	Atlantic	(27.95,28.05]	0.9509010	0.9202339	0.9691402
silicate + phosphate	Atlantic	(28.05,28.1]	0.9764343	0.9661796	0.9829217
silicate + phosphate	Atlantic	(28.1,28.15]	0.9843656	0.9810220	0.9863467
silicate + phosphate	Atlantic	(28.15,28.2]	0.9709107	0.9657509	0.9785312
silicate + phosphate	Atlantic	(28.2, Inf]	0.8454682	0.8298613	0.8751089
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8679186	0.8189828	0.9150156
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8890585	0.8722324	0.8976254
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8729244	0.8579152	0.8981608
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9113415	0.8845107	0.9327865
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9490976	0.9398566	0.9606138
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9634169	0.9527293	0.9748526
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9731994	0.9661228	0.9819441
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9827879	0.9779607	0.9873765
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9861903	0.9828199	0.9885241
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9900598	0.9864567	0.9932288
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942751	0.9926542	0.9966948
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9834273	0.9816168	0.9862511
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9195639	0.9091354	0.9380441
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9520913	0.9366710	0.9601292
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0216095	-0.6957630	0.5861294
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3235209	-0.4008458	-0.2381633
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0160321	-0.0692699	0.0850777
silicate + phosphate_star	Atlantic	(26.75,27]	0.2373050	0.1203941	0.3585873
silicate + phosphate_star	Atlantic	(27,27.25]	0.3849313	0.2090666	0.6633241
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6965505	0.6250295	0.8079383
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8757097	0.8587568	0.8857181
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9542787	0.9427421	0.9659781
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9645526	0.9486042	0.9728482
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9644791	0.9589982	0.9697920
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9708907	0.9693227	0.9737271
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9726411	0.9713515	0.9733725
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9415919	0.9339666	0.9471817
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8504221	0.8372891	0.8570732
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7395570	0.6386379	0.7944660
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7616228	0.7092802	0.7927480
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7865855	0.7320912	0.8667161
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8040062	0.7775510	0.8338977
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8262682	0.8056090	0.8569497
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6555028	0.5546434	0.7175872
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2811626	0.1716157	0.3791079
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0725918	-0.1790392	0.0141796
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1869558	-0.2656497	-0.0884673
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3007132	-0.6280886	-0.1089777
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1202963	-0.4010312	0.0297338
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0435789	-0.2142401	0.0456512
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0096919	-0.1516435	0.1169289
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5049279	-0.5820972	-0.4391764
temp + aou	Atlantic	(-Inf,26]	-0.3287938	-0.7806278	0.3991916
temp + aou	Atlantic	(26,26.5]	-0.4028541	-0.5331751	-0.3139288
temp + aou	Atlantic	(26.5,26.75]	0.2267252	0.0078043	0.4041853
temp + aou	Atlantic	(26.75,27]	0.4377334	0.2563183	0.6384852
temp + aou	Atlantic	(27,27.25]	0.5600580	0.4726269	0.6235724
temp + aou	Atlantic	(27.25,27.5]	0.4885035	0.3115577	0.6003106
temp + aou	Atlantic	(27.5,27.75]	0.4888411	0.4628784	0.5079171
temp + aou	Atlantic	(27.75,27.85]	0.3926676	0.3682164	0.4169746
temp + aou	Atlantic	(27.85,27.95]	0.2043723	0.0752634	0.3091692
temp + aou	Atlantic	(27.95,28.05]	-0.1311967	-0.2909789	-0.0368781
temp + aou	Atlantic	(28.05,28.1]	-0.6249277	-0.6661100	-0.5512253
temp + aou	Atlantic	(28.1,28.15]	-0.7791834	-0.8123678	-0.7410564
temp + aou	Atlantic	(28.15,28.2]	-0.8057152	-0.8407910	-0.7600620
temp + aou	Atlantic	(28.2, Inf]	-0.7116740	-0.7855475	-0.5801719
temp + aou	Indo-Pacific	(-Inf,26]	-0.3637997	-0.3992756	-0.3067727
temp + aou	Indo-Pacific	(26,26.5]	-0.2681160	-0.4102194	-0.0596565
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2808616	-0.5323104	-0.0863453
temp + aou	Indo-Pacific	(26.75,27]	-0.4474958	-0.5766444	-0.3277677
temp + aou	Indo-Pacific	(27,27.25]	-0.5891145	-0.6933016	-0.4807282
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4431120	-0.5735898	-0.2064473
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0039685	-0.1226875	0.2029325
temp + aou	Indo-Pacific	(27.75,27.85]	0.4496568	0.3459980	0.5579728
temp + aou	Indo-Pacific	(27.85,27.95]	0.6000545	0.5494960	0.6385179
temp + aou	Indo-Pacific	(27.95,28.05]	0.7356620	0.6702146	0.8565875
temp + aou	Indo-Pacific	(28.05,28.1]	0.7547552	0.6971554	0.8372152
temp + aou	Indo-Pacific	(28.1,28.2]	0.7624126	0.7154619	0.8348083
temp + aou	Indo-Pacific	(28.2,28.3]	0.7407345	0.7107154	0.7883026
temp + aou	Indo-Pacific	(28.3, Inf]	0.9581831	0.9430543	0.9681938
temp + phosphate	Atlantic	(-Inf,26]	-0.2262125	-0.5306378	0.0827481
temp + phosphate	Atlantic	(26,26.5]	-0.6468632	-0.7872335	-0.5532358
temp + phosphate	Atlantic	(26.5,26.75]	0.0007707	-0.3023852	0.2408072
temp + phosphate	Atlantic	(26.75,27]	0.3145514	0.0563995	0.5669756
temp + phosphate	Atlantic	(27,27.25]	0.4304057	0.3105397	0.5017450
temp + phosphate	Atlantic	(27.25,27.5]	0.2127259	0.0158112	0.3572615
temp + phosphate	Atlantic	(27.5,27.75]	0.1599317	0.1308211	0.1998232
temp + phosphate	Atlantic	(27.75,27.85]	-0.3279612	-0.3764251	-0.2699644
temp + phosphate	Atlantic	(27.85,27.95]	-0.4848483	-0.5566006	-0.3878848
temp + phosphate	Atlantic	(27.95,28.05]	-0.6097957	-0.7253292	-0.4397575
temp + phosphate	Atlantic	(28.05,28.1]	-0.8423934	-0.8541549	-0.8260135
temp + phosphate	Atlantic	(28.1,28.15]	-0.8860300	-0.8874135	-0.8847981
temp + phosphate	Atlantic	(28.15,28.2]	-0.8830304	-0.8947842	-0.8662247
temp + phosphate	Atlantic	(28.2, Inf]	-0.8532069	-0.9343579	-0.7782994
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5282486	-0.5937169	-0.4388471
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4883585	-0.6265328	-0.2920951
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4853166	-0.6767396	-0.3167074
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6095278	-0.7079936	-0.5147634
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6963610	-0.7727767	-0.6217390
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5622642	-0.6689704	-0.3720343
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1245753	-0.2325962	0.0577342
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3797924	0.2799016	0.4700760
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5394741	0.4925971	0.5705440
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6855763	0.6115860	0.8245361
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7113007	0.6445179	0.8066344
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7038299	0.6446518	0.7947292
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6901387	0.6445013	0.7708143
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8747437	0.8303561	0.9170139
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4854560	-0.9871533	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8435125	-0.8750867	-0.7960260
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7945018	-0.8388649	-0.7354260
temp + phosphate_star	Atlantic	(26.75,27]	-0.6419129	-0.7386527	-0.5069911
temp + phosphate_star	Atlantic	(27,27.25]	-0.6200255	-0.6852774	-0.5506621
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5936985	-0.6373071	-0.5286409
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4141325	-0.4372445	-0.3788013
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6800175	-0.7134690	-0.6524485
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7591569	-0.8318310	-0.7116431
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8015000	-0.9005013	-0.6851711
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9303923	-0.9444750	-0.9128648
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9453791	-0.9537624	-0.9382047
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9422741	-0.9453046	-0.9390592
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9141491	-0.9698535	-0.8705212
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8800420	-0.9109586	-0.8223460
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9366097	-0.9601269	-0.9001323
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9516222	-0.9642506	-0.9267374
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9590704	-0.9688512	-0.9465334
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9589844	-0.9634152	-0.9559646
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9442982	-0.9472456	-0.9402586
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9449700	-0.9550956	-0.9346458
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9144198	-0.9467314	-0.8750143
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9138986	-0.9375703	-0.8827665
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8795252	-0.9437989	-0.8349214
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7337313	-0.8291642	-0.6685744
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6988112	-0.7423032	-0.6681840
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.6063115	-0.6239076	-0.5870654
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8810716	-0.8902033	-0.8742705
temp + silicate	Atlantic	(-Inf,26]	-0.6811767	-0.7973980	-0.5559977
temp + silicate	Atlantic	(26,26.5]	0.0856320	0.0655580	0.1101267
temp + silicate	Atlantic	(26.5,26.75]	0.1482243	0.0313332	0.2779451
temp + silicate	Atlantic	(26.75,27]	0.3287848	0.0658498	0.5403365
temp + silicate	Atlantic	(27,27.25]	0.3856339	0.1504904	0.5058200
temp + silicate	Atlantic	(27.25,27.5]	0.0960126	-0.1240836	0.2360556
temp + silicate	Atlantic	(27.5,27.75]	-0.0195024	-0.0463938	-0.0041614
temp + silicate	Atlantic	(27.75,27.85]	-0.5497773	-0.5633935	-0.5426741
temp + silicate	Atlantic	(27.85,27.95]	-0.6903269	-0.7148805	-0.6745372
temp + silicate	Atlantic	(27.95,28.05]	-0.7559119	-0.8155740	-0.6930908
temp + silicate	Atlantic	(28.05,28.1]	-0.8812817	-0.8946334	-0.8711189
temp + silicate	Atlantic	(28.1,28.15]	-0.8926155	-0.9016922	-0.8865326
temp + silicate	Atlantic	(28.15,28.2]	-0.8027371	-0.8252877	-0.7881058
temp + silicate	Atlantic	(28.2, Inf]	-0.6885750	-0.7299114	-0.6301991
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5979967	-0.7274984	-0.3722582
temp + silicate	Indo-Pacific	(26,26.5]	-0.6369003	-0.7065495	-0.5085477
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6851458	-0.8062409	-0.6009419
temp + silicate	Indo-Pacific	(26.75,27]	-0.7346100	-0.7829924	-0.6940070
temp + silicate	Indo-Pacific	(27,27.25]	-0.7870443	-0.8239599	-0.7550595
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6827096	-0.7616291	-0.5411147
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2574939	-0.3859290	-0.0929000
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2789966	0.1684619	0.3529080
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4746567	0.4433475	0.4945264
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6486699	0.5644439	0.8011619
temp + silicate	Indo-Pacific	(28.05,28.1]	0.6984718	0.6254630	0.7978013
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6838070	0.6287593	0.7718648
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7172553	0.6656502	0.8132126
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8279731	0.7892377	0.8777285

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
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]	0.2291243	-0.3027302	0.6391641
aou	Atlantic	(26,26.5]	0.1498826	0.0832505	0.2798864
aou	Atlantic	(26.5,26.75]	-0.3085670	-0.4468451	-0.1547653
aou	Atlantic	(26.75,27]	-0.3985345	-0.4521597	-0.3394434
aou	Atlantic	(27,27.25]	-0.5975761	-0.6775846	-0.4536661
aou	Atlantic	(27.25,27.5]	-0.6510471	-0.7099719	-0.5571547
aou	Atlantic	(27.5,27.75]	-0.5377859	-0.5835842	-0.5098015
aou	Atlantic	(27.75,27.85]	-0.4508094	-0.4878648	-0.4090001
aou	Atlantic	(27.85,27.95]	-0.6219179	-0.7291282	-0.4936183
aou	Atlantic	(27.95,28.05]	-0.7787010	-0.8285519	-0.6972476
aou	Atlantic	(28.05,28.1]	-0.9319938	-0.9516868	-0.9132697
aou	Atlantic	(28.1,28.15]	-0.9611163	-0.9643449	-0.9574053
aou	Atlantic	(28.15,28.2]	-0.9651517	-0.9751627	-0.9569917
aou	Atlantic	(28.2, Inf]	-0.8322643	-0.8799192	-0.7859979
aou	Indo-Pacific	(-Inf,26]	0.1751390	0.0811899	0.3226234
aou	Indo-Pacific	(26,26.5]	-0.4638887	-0.5259982	-0.3820228
aou	Indo-Pacific	(26.5,26.75]	-0.6511671	-0.7133851	-0.6126798
aou	Indo-Pacific	(26.75,27]	-0.8084866	-0.8431037	-0.7756839
aou	Indo-Pacific	(27,27.25]	-0.7064218	-0.7653052	-0.6386509
aou	Indo-Pacific	(27.25,27.5]	-0.4942250	-0.5904337	-0.3773392
aou	Indo-Pacific	(27.5,27.75]	0.0270562	-0.1385441	0.2986144
aou	Indo-Pacific	(27.75,27.85]	0.4912452	0.3150882	0.6732376
aou	Indo-Pacific	(27.85,27.95]	0.5207904	0.2960563	0.6829003
aou	Indo-Pacific	(27.95,28.05]	0.3432458	-0.0755494	0.5917182
aou	Indo-Pacific	(28.05,28.1]	0.4391956	0.1677239	0.5947776
aou	Indo-Pacific	(28.1,28.2]	0.4134756	0.2721524	0.5406545
aou	Indo-Pacific	(28.2,28.3]	0.4593400	0.3646501	0.6079621
aou	Indo-Pacific	(28.3, Inf]	0.0108433	-0.1152995	0.1789938
phosphate	Atlantic	(-Inf,26]	0.2667827	-0.0129379	0.4259042
phosphate	Atlantic	(26,26.5]	0.1809841	0.1072636	0.2880172
phosphate	Atlantic	(26.5,26.75]	-0.4000846	-0.4700236	-0.2650997
phosphate	Atlantic	(26.75,27]	-0.4957993	-0.5765782	-0.4193073
phosphate	Atlantic	(27,27.25]	-0.7283372	-0.7627409	-0.6678900
phosphate	Atlantic	(27.25,27.5]	-0.8545470	-0.8782895	-0.8233687
phosphate	Atlantic	(27.5,27.75]	-0.9051115	-0.9116480	-0.8938752
phosphate	Atlantic	(27.75,27.85]	-0.9648590	-0.9718791	-0.9565526
phosphate	Atlantic	(27.85,27.95]	-0.9795516	-0.9823722	-0.9778688
phosphate	Atlantic	(27.95,28.05]	-0.9568918	-0.9636193	-0.9527574
phosphate	Atlantic	(28.05,28.1]	-0.9926457	-0.9933151	-0.9921810
phosphate	Atlantic	(28.1,28.15]	-0.9912332	-0.9920213	-0.9898751
phosphate	Atlantic	(28.15,28.2]	-0.9914017	-0.9925458	-0.9899682
phosphate	Atlantic	(28.2, Inf]	-0.9780047	-0.9792113	-0.9772500
phosphate	Indo-Pacific	(-Inf,26]	0.1455772	0.0573946	0.3202544
phosphate	Indo-Pacific	(26,26.5]	-0.5551809	-0.5738283	-0.5190702
phosphate	Indo-Pacific	(26.5,26.75]	-0.7311304	-0.7556893	-0.6829158
phosphate	Indo-Pacific	(26.75,27]	-0.8237463	-0.8444273	-0.7875623
phosphate	Indo-Pacific	(27,27.25]	-0.7254223	-0.7750157	-0.6713292
phosphate	Indo-Pacific	(27.25,27.5]	-0.5583220	-0.6341715	-0.4769272
phosphate	Indo-Pacific	(27.5,27.75]	-0.0085783	-0.1596593	0.2350657
phosphate	Indo-Pacific	(27.75,27.85]	0.5147289	0.3417648	0.6939502
phosphate	Indo-Pacific	(27.85,27.95]	0.5533760	0.3368520	0.7124413
phosphate	Indo-Pacific	(27.95,28.05]	0.3775676	-0.0312781	0.6162507
phosphate	Indo-Pacific	(28.05,28.1]	0.4603684	0.1998353	0.6115894
phosphate	Indo-Pacific	(28.1,28.2]	0.4375881	0.3065695	0.5657077
phosphate	Indo-Pacific	(28.2,28.3]	0.4797553	0.3732440	0.6377209
phosphate	Indo-Pacific	(28.3, Inf]	-0.1956357	-0.3383622	-0.0629362
phosphate_star	Atlantic	(-Inf,26]	0.4500103	-0.1868457	0.9490640
phosphate_star	Atlantic	(26,26.5]	0.1828079	0.1520833	0.2306704
phosphate_star	Atlantic	(26.5,26.75]	-0.0095321	-0.3728555	0.4093308
phosphate_star	Atlantic	(26.75,27]	-0.1073312	-0.2411182	0.1358264
phosphate_star	Atlantic	(27,27.25]	-0.1116596	-0.5504063	0.1384020
phosphate_star	Atlantic	(27.25,27.5]	-0.4531322	-0.6829627	-0.3284674
phosphate_star	Atlantic	(27.5,27.75]	-0.7187903	-0.7967403	-0.6591440
phosphate_star	Atlantic	(27.75,27.85]	-0.9143602	-0.9307829	-0.9001469
phosphate_star	Atlantic	(27.85,27.95]	-0.9217992	-0.9393057	-0.9079897
phosphate_star	Atlantic	(27.95,28.05]	-0.9006494	-0.9050362	-0.8944579
phosphate_star	Atlantic	(28.05,28.1]	-0.9641501	-0.9721085	-0.9518271
phosphate_star	Atlantic	(28.1,28.15]	-0.9726255	-0.9780739	-0.9632253
phosphate_star	Atlantic	(28.15,28.2]	-0.9805747	-0.9851622	-0.9776467
phosphate_star	Atlantic	(28.2, Inf]	-0.9718755	-0.9804424	-0.9551044
phosphate_star	Indo-Pacific	(-Inf,26]	0.2220578	0.1060367	0.3817090
phosphate_star	Indo-Pacific	(26,26.5]	-0.4666725	-0.5253054	-0.3957001
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5963588	-0.6975833	-0.4698876
phosphate_star	Indo-Pacific	(26.75,27]	-0.5378791	-0.5872674	-0.4804072
phosphate_star	Indo-Pacific	(27,27.25]	-0.4928641	-0.5339949	-0.4336882
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5022361	-0.5183013	-0.4871183
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1794973	-0.3182784	-0.0971566
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2461703	0.0092247	0.3949271
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3209866	0.1414000	0.4711558
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4098367	0.2718885	0.5831298
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3943454	0.3419277	0.4932071
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3765631	0.2936605	0.4775122
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3182555	0.2733627	0.3726237
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2644437	-0.4301604	-0.1771104
sal	Atlantic	(-Inf,26]	-0.1616727	-0.8946301	0.5631449
sal	Atlantic	(26,26.5]	-0.0281255	-0.1047421	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4433245	-0.8345372	0.0129003
sal	Atlantic	(26.75,27]	-0.6415441	-0.7932943	-0.4424470
sal	Atlantic	(27,27.25]	-0.6568181	-0.8047668	-0.3699094
sal	Atlantic	(27.25,27.5]	-0.3915844	-0.5745462	-0.0823138
sal	Atlantic	(27.5,27.75]	-0.3239289	-0.3940893	-0.1939650
sal	Atlantic	(27.75,27.85]	0.2490966	0.2170984	0.2668091
sal	Atlantic	(27.85,27.95]	0.4155775	0.3615984	0.5009533
sal	Atlantic	(27.95,28.05]	0.4868440	0.3067393	0.6467271
sal	Atlantic	(28.05,28.1]	0.8738876	0.8562891	0.8845489
sal	Atlantic	(28.1,28.15]	0.9144878	0.9095807	0.9179309
sal	Atlantic	(28.15,28.2]	0.9093343	0.9046973	0.9156960
sal	Atlantic	(28.2, Inf]	0.8251142	0.7666277	0.8787919
sal	Indo-Pacific	(-Inf,26]	0.0955858	-0.1594405	0.4774730
sal	Indo-Pacific	(26,26.5]	0.3032565	0.2682697	0.3608137
sal	Indo-Pacific	(26.5,26.75]	0.4353255	0.3424350	0.4953832
sal	Indo-Pacific	(26.75,27]	0.3729821	0.3192073	0.4733001
sal	Indo-Pacific	(27,27.25]	0.2822067	0.1949443	0.3453883
sal	Indo-Pacific	(27.25,27.5]	0.1680222	0.1549080	0.1798626
sal	Indo-Pacific	(27.5,27.75]	-0.2229851	-0.3464287	0.0161777
sal	Indo-Pacific	(27.75,27.85]	-0.2317710	-0.4474196	0.0568039
sal	Indo-Pacific	(27.85,27.95]	-0.1281374	-0.3883018	0.0831737
sal	Indo-Pacific	(27.95,28.05]	-0.1442819	-0.4517449	0.0474694
sal	Indo-Pacific	(28.05,28.1]	0.0114125	-0.1850360	0.1839444
sal	Indo-Pacific	(28.1,28.2]	0.0514265	-0.0529844	0.1845493
sal	Indo-Pacific	(28.2,28.3]	0.0149931	-0.0661317	0.1386209
sal	Indo-Pacific	(28.3, Inf]	0.0067669	-0.2344516	0.2735399
silicate	Atlantic	(-Inf,26]	0.2348666	-0.1165638	0.4331265
silicate	Atlantic	(26,26.5]	-0.5371146	-0.6152203	-0.4417875
silicate	Atlantic	(26.5,26.75]	-0.3827478	-0.5317347	-0.2965209
silicate	Atlantic	(26.75,27]	-0.6685163	-0.7307155	-0.6113253
silicate	Atlantic	(27,27.25]	-0.8669874	-0.8706767	-0.8597563
silicate	Atlantic	(27.25,27.5]	-0.9011551	-0.9241409	-0.8886678
silicate	Atlantic	(27.5,27.75]	-0.9012480	-0.9311690	-0.8846381
silicate	Atlantic	(27.75,27.85]	-0.9401125	-0.9456289	-0.9368359
silicate	Atlantic	(27.85,27.95]	-0.9233947	-0.9338398	-0.9122007
silicate	Atlantic	(27.95,28.05]	-0.8835841	-0.9054679	-0.8576601
silicate	Atlantic	(28.05,28.1]	-0.9554569	-0.9641964	-0.9422301
silicate	Atlantic	(28.1,28.15]	-0.9661376	-0.9710621	-0.9572578
silicate	Atlantic	(28.15,28.2]	-0.9554015	-0.9647814	-0.9482018
silicate	Atlantic	(28.2, Inf]	-0.8680835	-0.9013269	-0.8300032
silicate	Indo-Pacific	(-Inf,26]	0.0614746	-0.2135743	0.3310620
silicate	Indo-Pacific	(26,26.5]	-0.6188657	-0.6771023	-0.5875959
silicate	Indo-Pacific	(26.5,26.75]	-0.7486014	-0.7673447	-0.7223564
silicate	Indo-Pacific	(26.75,27]	-0.7217778	-0.7364770	-0.7089849
silicate	Indo-Pacific	(27,27.25]	-0.5851562	-0.6482716	-0.5005527
silicate	Indo-Pacific	(27.25,27.5]	-0.4212002	-0.4989775	-0.3229519
silicate	Indo-Pacific	(27.5,27.75]	0.0767128	-0.0683847	0.3197003
silicate	Indo-Pacific	(27.75,27.85]	0.5638447	0.3917050	0.7469837
silicate	Indo-Pacific	(27.85,27.95]	0.5946091	0.3710824	0.7650066
silicate	Indo-Pacific	(27.95,28.05]	0.4129038	-0.0086478	0.6718206
silicate	Indo-Pacific	(28.05,28.1]	0.4966866	0.2260330	0.6446777
silicate	Indo-Pacific	(28.1,28.2]	0.4895089	0.3460663	0.6143500
silicate	Indo-Pacific	(28.2,28.3]	0.5311798	0.4509499	0.6781856
silicate	Indo-Pacific	(28.3, Inf]	-0.3408231	-0.3952041	-0.2659708
temp	Atlantic	(-Inf,26]	-0.5968331	-0.9749021	-0.0055925
temp	Atlantic	(26,26.5]	-0.2438743	-0.2853220	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4571624	-0.8313551	-0.0146797
temp	Atlantic	(26.75,27]	-0.6116246	-0.7768505	-0.4018030
temp	Atlantic	(27,27.25]	-0.6613452	-0.8132837	-0.3651128
temp	Atlantic	(27.25,27.5]	-0.4155717	-0.5979667	-0.1191511
temp	Atlantic	(27.5,27.75]	-0.3167127	-0.3789762	-0.1997815
temp	Atlantic	(27.75,27.85]	0.3347984	0.3221803	0.3479413
temp	Atlantic	(27.85,27.95]	0.4632321	0.4257268	0.5319312
temp	Atlantic	(27.95,28.05]	0.4947493	0.3365706	0.6256700
temp	Atlantic	(28.05,28.1]	0.8031037	0.7926757	0.8168507
temp	Atlantic	(28.1,28.15]	0.8464989	0.8397424	0.8529119
temp	Atlantic	(28.15,28.2]	0.8701310	0.8571321	0.8827194
temp	Atlantic	(28.2, Inf]	0.8165520	0.7117565	0.9191739
temp	Indo-Pacific	(-Inf,26]	-0.5155279	-0.5670445	-0.4452030
temp	Indo-Pacific	(26,26.5]	0.2195594	0.1932186	0.2616190
temp	Indo-Pacific	(26.5,26.75]	0.3896722	0.2904355	0.4462911
temp	Indo-Pacific	(26.75,27]	0.3301489	0.2870766	0.4157267
temp	Indo-Pacific	(27,27.25]	0.2735263	0.1851479	0.3325683
temp	Indo-Pacific	(27.25,27.5]	0.2893434	0.2682238	0.3088375
temp	Indo-Pacific	(27.5,27.75]	0.0462471	-0.0632902	0.2060220
temp	Indo-Pacific	(27.75,27.85]	-0.2010850	-0.4112710	0.0769555
temp	Indo-Pacific	(27.85,27.95]	-0.1651466	-0.3934753	0.0522322
temp	Indo-Pacific	(27.95,28.05]	-0.2161128	-0.4960805	-0.0093486
temp	Indo-Pacific	(28.05,28.1]	-0.0985884	-0.2983490	0.0378697
temp	Indo-Pacific	(28.1,28.2]	-0.0857691	-0.1864064	0.0087134
temp	Indo-Pacific	(28.2,28.3]	0.0110043	-0.0707889	0.1282493
temp	Indo-Pacific	(28.3, Inf]	-0.0267657	-0.1406637	0.1543540

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