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: 173b7a0

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The results in this page were generated with repository version 173b7a0. 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/README
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
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    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
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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/kePrint-0.0.1/kePrint.js
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    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	d5e4458	Donghe-Zhu	2021-07-30	Build site.
html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
html	d50b039	Donghe-Zhu	2021-05-28	Build site.
html	441ebe5	Donghe-Zhu	2021-05-28	Build site.
html	6262ad3	Donghe-Zhu	2021-05-28	Build site.
html	a61aa77	Donghe-Zhu	2021-05-28	Build site.
html	b8dbce4	Donghe-Zhu	2021-05-28	Build site.
html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
html	af1eadd	Donghe-Zhu	2021-05-27	Build site.
html	9179bfe	Donghe-Zhu	2021-05-27	Build site.
html	28cbe5e	Donghe-Zhu	2021-05-27	Build site.
html	a618f02	Donghe-Zhu	2021-05-27	Build site.
html	4623e38	Donghe-Zhu	2021-05-27	Build site.
html	b81bb49	Donghe-Zhu	2021-05-27	Build site.
html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
html	e2704ca	Donghe-Zhu	2021-03-27	Build site.
html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
html	1914a11	Donghe-Zhu	2021-03-24	Build site.
html	8be810e	Donghe-Zhu	2021-03-23	Build site.
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
html	134ace1	Donghe-Zhu	2021-03-22	Build site.
html	f6d70a4	Donghe-Zhu	2021-03-22	Build site.
html	183443b	Donghe-Zhu	2021-03-21	Build site.
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
html	94ce5a8	Donghe-Zhu	2021-03-10	Build site.
html	db33928	Donghe-Zhu	2021-03-10	Build site.
html	3d1f470	Donghe-Zhu	2021-03-10	Build site.
html	9b7bc66	Donghe-Zhu	2021-03-10	Build site.
html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
html	9f58753	Donghe-Zhu	2021-03-10	Build site.
html	f2a7146	Donghe-Zhu	2021-03-10	Build site.
html	fd528ed	Donghe-Zhu	2021-03-10	Build site.
html	9d5a62c	Donghe-Zhu	2021-03-10	Build site.
html	5d1e70b	Donghe-Zhu	2021-03-10	Build site.
html	2093979	Donghe-Zhu	2021-03-10	Build site.
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html	60689fb	Donghe-Zhu	2021-03-10	Build site.
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html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
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html	c0ceaf8	Donghe-Zhu	2021-03-08	Build site.
html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
html	1843412	Donghe-Zhu	2021-03-08	Build site.
html	65b0cef	Donghe-Zhu	2021-03-07	Build site.
html	4083a6c	Donghe-Zhu	2021-03-07	Build site.
html	3fbbfa4	Donghe-Zhu	2021-03-07	Build site.
html	627c8fb	Donghe-Zhu	2021-03-07	Build site.
html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
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html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
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html	e2a5a33	Donghe-Zhu	2021-03-04	Build site.
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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.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
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html	feb991c	Donghe-Zhu	2021-02-27	Build site.
html	287123c	Donghe-Zhu	2021-02-27	Build site.
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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.
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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.
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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
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
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c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
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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
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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
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25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
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7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
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812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
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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
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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
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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
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8203199	0.7552875	0.9215802
aou + nitrate	Atlantic	(26,26.5]	0.8747474	0.8625670	0.8823217
aou + nitrate	Atlantic	(26.5,26.75]	0.9637524	0.9572753	0.9744370
aou + nitrate	Atlantic	(26.75,27]	0.9827934	0.9757048	0.9875323
aou + nitrate	Atlantic	(27,27.25]	0.9664152	0.9638506	0.9703426
aou + nitrate	Atlantic	(27.25,27.5]	0.9181602	0.8995109	0.9349189
aou + nitrate	Atlantic	(27.5,27.75]	0.8128884	0.7526103	0.8866490
aou + nitrate	Atlantic	(27.75,27.85]	0.6835334	0.5665902	0.8189608
aou + nitrate	Atlantic	(27.85,27.95]	0.6939298	0.5851988	0.8524983
aou + nitrate	Atlantic	(27.95,28.05]	0.8063253	0.7428198	0.8694556
aou + nitrate	Atlantic	(28.05,28.1]	0.9211201	0.9110298	0.9357966
aou + nitrate	Atlantic	(28.1,28.15]	0.9717053	0.9685900	0.9770713
aou + nitrate	Atlantic	(28.15,28.2]	0.9788002	0.9751218	0.9824960
aou + nitrate	Atlantic	(28.2, Inf]	0.9032354	0.8685210	0.9418841
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9207719	0.9109091	0.9307671
aou + nitrate	Indo-Pacific	(26,26.5]	0.8661657	0.8184410	0.8951551
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8625972	0.8263441	0.8898726
aou + nitrate	Indo-Pacific	(26.75,27]	0.8725980	0.8508781	0.9080766
aou + nitrate	Indo-Pacific	(27,27.25]	0.9263330	0.9004252	0.9410407
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9401611	0.9285884	0.9602524
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9670769	0.9518154	0.9767293
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9909858	0.9882303	0.9937714
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9940708	0.9920464	0.9955851
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9942989	0.9909958	0.9965908
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9944859	0.9919518	0.9963542
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9907438	0.9873709	0.9939791
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9841173	0.9789760	0.9891293
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9353303	0.9118850	0.9659361
aou + silicate	Atlantic	(-Inf,26]	-0.0162477	-0.7600742	0.4214999
aou + silicate	Atlantic	(26,26.5]	0.2731256	0.1762980	0.3254702
aou + silicate	Atlantic	(26.5,26.75]	0.6538851	0.6076721	0.7247135
aou + silicate	Atlantic	(26.75,27]	0.8213805	0.8161905	0.8262688
aou + silicate	Atlantic	(27,27.25]	0.7344559	0.7139849	0.7673106
aou + silicate	Atlantic	(27.25,27.5]	0.6364299	0.5505565	0.6842834
aou + silicate	Atlantic	(27.5,27.75]	0.4974391	0.3912585	0.6219483
aou + silicate	Atlantic	(27.75,27.85]	0.3714183	0.2508296	0.5242309
aou + silicate	Atlantic	(27.85,27.95]	0.4560737	0.3800358	0.5725702
aou + silicate	Atlantic	(27.95,28.05]	0.6610399	0.6194153	0.7125056
aou + silicate	Atlantic	(28.05,28.1]	0.8703586	0.8557568	0.8890816
aou + silicate	Atlantic	(28.1,28.15]	0.9561575	0.9494937	0.9678680
aou + silicate	Atlantic	(28.15,28.2]	0.9666641	0.9602828	0.9739643
aou + silicate	Atlantic	(28.2, Inf]	0.6161236	0.4861351	0.6880684
aou + silicate	Indo-Pacific	(-Inf,26]	0.7962582	0.7585017	0.8454048
aou + silicate	Indo-Pacific	(26,26.5]	0.7828149	0.7278633	0.8187705
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7620168	0.7014027	0.8259944
aou + silicate	Indo-Pacific	(26.75,27]	0.8490407	0.8237960	0.8985637
aou + silicate	Indo-Pacific	(27,27.25]	0.9232618	0.9087155	0.9467310
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9429048	0.9255703	0.9606944
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9581080	0.9501761	0.9709567
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9766774	0.9698890	0.9842144
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9811665	0.9771571	0.9853623
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9862352	0.9825051	0.9891859
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9930193	0.9922153	0.9945609
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9811453	0.9794815	0.9827071
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9035099	0.8922707	0.9215976
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8075985	0.7484074	0.8857606
nitrate + silicate	Atlantic	(-Inf,26]	0.2855508	-0.6065108	0.8315993
nitrate + silicate	Atlantic	(26,26.5]	0.6661834	0.5733742	0.7212387
nitrate + silicate	Atlantic	(26.5,26.75]	0.7528465	0.7070455	0.7890405
nitrate + silicate	Atlantic	(26.75,27]	0.8808033	0.8731683	0.8908160
nitrate + silicate	Atlantic	(27,27.25]	0.8695542	0.8595039	0.8850261
nitrate + silicate	Atlantic	(27.25,27.5]	0.8695152	0.8354334	0.8889049
nitrate + silicate	Atlantic	(27.5,27.75]	0.8836607	0.8706974	0.8956341
nitrate + silicate	Atlantic	(27.75,27.85]	0.9008942	0.8982856	0.9032121
nitrate + silicate	Atlantic	(27.85,27.95]	0.9204578	0.8928505	0.9355423
nitrate + silicate	Atlantic	(27.95,28.05]	0.9404931	0.9067480	0.9596847
nitrate + silicate	Atlantic	(28.05,28.1]	0.9690557	0.9538201	0.9778372
nitrate + silicate	Atlantic	(28.1,28.15]	0.9815073	0.9781347	0.9856618
nitrate + silicate	Atlantic	(28.15,28.2]	0.9564797	0.9445668	0.9678942
nitrate + silicate	Atlantic	(28.2, Inf]	0.7452922	0.7026176	0.7731328
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8610764	0.7947326	0.9094665
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8889763	0.8253888	0.9220599
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8822487	0.8285622	0.9118987
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9159541	0.9013621	0.9368981
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9484030	0.9340755	0.9569557
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9561972	0.9493476	0.9675044
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9719668	0.9605229	0.9801276
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9874699	0.9861538	0.9899264
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9894695	0.9886183	0.9906695
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9915124	0.9891332	0.9938702
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9939092	0.9926727	0.9959965
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9821909	0.9804261	0.9845014
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8963096	0.8834919	0.9160120
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8799178	0.8388071	0.9159153
oxygen + aou	Atlantic	(-Inf,26]	-0.6243753	-0.8220726	-0.3790848
oxygen + aou	Atlantic	(26,26.5]	-0.9457290	-0.9654300	-0.9142993
oxygen + aou	Atlantic	(26.5,26.75]	-0.9754747	-0.9871140	-0.9589565
oxygen + aou	Atlantic	(26.75,27]	-0.9911150	-0.9933152	-0.9884835
oxygen + aou	Atlantic	(27,27.25]	-0.9782792	-0.9830059	-0.9731518
oxygen + aou	Atlantic	(27.25,27.5]	-0.9684347	-0.9723859	-0.9612430
oxygen + aou	Atlantic	(27.5,27.75]	-0.9658703	-0.9709692	-0.9577852
oxygen + aou	Atlantic	(27.75,27.85]	-0.9737448	-0.9768531	-0.9713622
oxygen + aou	Atlantic	(27.85,27.95]	-0.9506971	-0.9727215	-0.9365161
oxygen + aou	Atlantic	(27.95,28.05]	-0.8969836	-0.9479064	-0.8662463
oxygen + aou	Atlantic	(28.05,28.1]	-0.8902236	-0.9159874	-0.8672955
oxygen + aou	Atlantic	(28.1,28.15]	-0.9462699	-0.9527874	-0.9398302
oxygen + aou	Atlantic	(28.15,28.2]	-0.9647807	-0.9715519	-0.9588111
oxygen + aou	Atlantic	(28.2, Inf]	-0.8434987	-0.8632540	-0.8197282
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9408469	-0.9619952	-0.9216322
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9686665	-0.9777130	-0.9550315
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9768629	-0.9802983	-0.9740791
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9760182	-0.9765364	-0.9755290
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9867963	-0.9887122	-0.9835520
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9955066	-0.9964986	-0.9943140
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9971948	-0.9978507	-0.9965554
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9985345	-0.9990993	-0.9978760
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9981949	-0.9984944	-0.9978673
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9983232	-0.9989028	-0.9978633
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9985907	-0.9989064	-0.9981454
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9979062	-0.9985128	-0.9972299
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9967328	-0.9974324	-0.9960024
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9970759	-0.9977518	-0.9962957
oxygen + nitrate	Atlantic	(-Inf,26]	-0.4745821	-0.9128624	-0.1839100
oxygen + nitrate	Atlantic	(26,26.5]	-0.8172978	-0.8250364	-0.8040462
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9348850	-0.9466159	-0.9190792
oxygen + nitrate	Atlantic	(26.75,27]	-0.9755464	-0.9837418	-0.9704308
oxygen + nitrate	Atlantic	(27,27.25]	-0.9539197	-0.9591577	-0.9449774
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.8701175	-0.8862439	-0.8611114
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7532203	-0.8344077	-0.6906336
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.5403265	-0.7139302	-0.3860304
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.4640575	-0.7277742	-0.3023952
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.4867624	-0.6875593	-0.3432651
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.6528226	-0.7260587	-0.6080825
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8508962	-0.8746593	-0.8366662
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.8958262	-0.9145346	-0.8781450
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.5674813	-0.6544390	-0.4897005
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.7791730	-0.8199086	-0.7242603
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.7568811	-0.8012260	-0.7221505
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.7689632	-0.7989204	-0.7359912
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.7810265	-0.8270027	-0.7557924
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.8753512	-0.8975452	-0.8488648
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9160428	-0.9424678	-0.8972799
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9524542	-0.9657281	-0.9365042
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9843346	-0.9900002	-0.9781754
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9872272	-0.9903969	-0.9831400
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9876077	-0.9924206	-0.9816524
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9884737	-0.9921904	-0.9834632
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9809167	-0.9873105	-0.9740588
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.9694601	-0.9790894	-0.9599933
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9191847	-0.9561864	-0.8884013
oxygen + silicate	Atlantic	(-Inf,26]	0.4628627	0.1316195	0.7484317
oxygen + silicate	Atlantic	(26,26.5]	-0.2995966	-0.3748429	-0.2139030
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6319382	-0.7224120	-0.5647267
oxygen + silicate	Atlantic	(26.75,27]	-0.8040520	-0.8156563	-0.7862356
oxygen + silicate	Atlantic	(27,27.25]	-0.7284303	-0.7698212	-0.6984949
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5770968	-0.6183652	-0.5035029
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4205986	-0.5537631	-0.3068058
oxygen + silicate	Atlantic	(27.75,27.85]	-0.1963950	-0.3770094	-0.0483764
oxygen + silicate	Atlantic	(27.85,27.95]	-0.1861040	-0.3907170	-0.0717419
oxygen + silicate	Atlantic	(27.95,28.05]	-0.2932979	-0.3996192	-0.1833457
oxygen + silicate	Atlantic	(28.05,28.1]	-0.5684801	-0.5908262	-0.5521705
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8258994	-0.8623217	-0.8046490
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9224991	-0.9321030	-0.9095032
oxygen + silicate	Atlantic	(28.2, Inf]	-0.3558547	-0.4506356	-0.1797787
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.6176845	-0.6556286	-0.5440037
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.6484974	-0.6776725	-0.6048415
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6380343	-0.7109904	-0.5720598
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7432474	-0.8091378	-0.7027700
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8640785	-0.9026511	-0.8310892
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.9107955	-0.9373970	-0.8838859
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9369210	-0.9557987	-0.9247996
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9660087	-0.9778480	-0.9548631
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9713141	-0.9778408	-0.9646593
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9784901	-0.9840072	-0.9722276
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9877156	-0.9905006	-0.9854889
oxygen + silicate	Indo-Pacific	(28.1,28.2]	-0.9729202	-0.9765554	-0.9710450
oxygen + silicate	Indo-Pacific	(28.2,28.3]	-0.9075612	-0.9196669	-0.8995822
oxygen + silicate	Indo-Pacific	(28.3, Inf]	-0.8078897	-0.8908120	-0.7465436
sal + aou	Atlantic	(-Inf,26]	0.2545743	-0.4257286	0.6066378
sal + aou	Atlantic	(26,26.5]	-0.2094913	-0.4927528	0.1178723
sal + aou	Atlantic	(26.5,26.75]	0.2456397	0.0302538	0.4376640
sal + aou	Atlantic	(26.75,27]	0.5048696	0.3480322	0.6404827
sal + aou	Atlantic	(27,27.25]	0.5730342	0.4942528	0.6213672
sal + aou	Atlantic	(27.25,27.5]	0.4758317	0.3510996	0.5541322
sal + aou	Atlantic	(27.5,27.75]	0.5060293	0.4588029	0.5332915
sal + aou	Atlantic	(27.75,27.85]	0.4132504	0.2951818	0.4860589
sal + aou	Atlantic	(27.85,27.95]	0.2553900	0.2333780	0.2753421
sal + aou	Atlantic	(27.95,28.05]	-0.1361836	-0.2151589	0.0060549
sal + aou	Atlantic	(28.05,28.1]	-0.6821037	-0.7134446	-0.6513832
sal + aou	Atlantic	(28.1,28.15]	-0.8724150	-0.9002025	-0.8538854
sal + aou	Atlantic	(28.15,28.2]	-0.8679672	-0.8764776	-0.8608350
sal + aou	Atlantic	(28.2, Inf]	-0.7830743	-0.8673085	-0.7400113
sal + aou	Indo-Pacific	(-Inf,26]	-0.0589035	-0.2136338	0.0281721
sal + aou	Indo-Pacific	(26,26.5]	-0.2536302	-0.3985601	-0.0434087
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2569896	-0.5066490	-0.0427695
sal + aou	Indo-Pacific	(26.75,27]	-0.4840224	-0.6277393	-0.3740378
sal + aou	Indo-Pacific	(27,27.25]	-0.6258464	-0.7305808	-0.5317278
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5008070	-0.6236787	-0.2971637
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0376091	-0.1689346	0.1627133
sal + aou	Indo-Pacific	(27.75,27.85]	0.4249208	0.3128415	0.4833905
sal + aou	Indo-Pacific	(27.85,27.95]	0.6355668	0.6035133	0.6683826
sal + aou	Indo-Pacific	(27.95,28.05]	0.7985149	0.7343387	0.8798156
sal + aou	Indo-Pacific	(28.05,28.1]	0.8458008	0.7803695	0.9035935
sal + aou	Indo-Pacific	(28.1,28.2]	0.8348012	0.8039804	0.8762059
sal + aou	Indo-Pacific	(28.2,28.3]	0.6583074	0.6312075	0.6813576
sal + aou	Indo-Pacific	(28.3, Inf]	0.8514767	0.7470936	0.9059626
sal + nitrate	Atlantic	(-Inf,26]	0.2186905	-0.7684367	0.8735482
sal + nitrate	Atlantic	(26,26.5]	-0.2235792	-0.4918817	0.0879898
sal + nitrate	Atlantic	(26.5,26.75]	0.2033401	-0.0817935	0.4639248
sal + nitrate	Atlantic	(26.75,27]	0.5093094	0.3162498	0.6464776
sal + nitrate	Atlantic	(27,27.25]	0.5701798	0.4493067	0.6385038
sal + nitrate	Atlantic	(27.25,27.5]	0.3416332	0.2181347	0.4241567
sal + nitrate	Atlantic	(27.5,27.75]	0.3016963	0.2602964	0.3372366
sal + nitrate	Atlantic	(27.75,27.85]	-0.1568430	-0.3009063	-0.0779040
sal + nitrate	Atlantic	(27.85,27.95]	-0.3853022	-0.5439269	-0.1793883
sal + nitrate	Atlantic	(27.95,28.05]	-0.5696129	-0.7512495	-0.3473062
sal + nitrate	Atlantic	(28.05,28.1]	-0.8868128	-0.9105942	-0.8423114
sal + nitrate	Atlantic	(28.1,28.15]	-0.9505749	-0.9595690	-0.9449036
sal + nitrate	Atlantic	(28.15,28.2]	-0.9403532	-0.9453512	-0.9341328
sal + nitrate	Atlantic	(28.2, Inf]	-0.9030879	-0.9390794	-0.8718704
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2335895	-0.4347135	-0.1079563
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5518869	-0.6610886	-0.4102380
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5585673	-0.7319742	-0.4086114
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7120853	-0.7924130	-0.6513787
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7645350	-0.8343267	-0.7024938
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6259013	-0.7141701	-0.4794184
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1481701	-0.2674000	0.0186950
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3417919	0.2318236	0.4233041
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5705302	0.5428802	0.6216402
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7442989	0.6503949	0.8481864
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7934495	0.7024101	0.8708619
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7722966	0.7172468	0.8354152
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5632339	0.5352072	0.6122093
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7553922	0.6409945	0.8490755
sal + oxygen	Atlantic	(-Inf,26]	-0.5530425	-0.9879909	0.0584199
sal + oxygen	Atlantic	(26,26.5]	-0.0849756	-0.5007141	0.2687336
sal + oxygen	Atlantic	(26.5,26.75]	-0.4368426	-0.6703062	-0.2225728
sal + oxygen	Atlantic	(26.75,27]	-0.6108906	-0.7226403	-0.4644165
sal + oxygen	Atlantic	(27,27.25]	-0.7236859	-0.7812881	-0.6392985
sal + oxygen	Atlantic	(27.25,27.5]	-0.6726013	-0.7575405	-0.5577896
sal + oxygen	Atlantic	(27.5,27.75]	-0.7035293	-0.7466011	-0.6508461
sal + oxygen	Atlantic	(27.75,27.85]	-0.6000324	-0.6658018	-0.4854782
sal + oxygen	Atlantic	(27.85,27.95]	-0.5243524	-0.5793337	-0.4401330
sal + oxygen	Atlantic	(27.95,28.05]	-0.2814992	-0.3038037	-0.2610441
sal + oxygen	Atlantic	(28.05,28.1]	0.2853775	0.2752386	0.3014247
sal + oxygen	Atlantic	(28.1,28.15]	0.6763202	0.6465659	0.7347422
sal + oxygen	Atlantic	(28.15,28.2]	0.7184029	0.6916387	0.7362237
sal + oxygen	Atlantic	(28.2, Inf]	0.3866465	0.2956818	0.5480177
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.1963585	-0.2948550	-0.1141508
sal + oxygen	Indo-Pacific	(26,26.5]	0.0234000	-0.1589155	0.1208864
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.0539064	-0.1521720	0.3117231
sal + oxygen	Indo-Pacific	(26.75,27]	0.2891849	0.1661892	0.4501150
sal + oxygen	Indo-Pacific	(27,27.25]	0.4964818	0.3741656	0.6233386
sal + oxygen	Indo-Pacific	(27.25,27.5]	0.4257000	0.2004355	0.5630648
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.0220259	-0.2338104	0.1125036
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.4677025	-0.5355442	-0.3564913
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.6741201	-0.7015981	-0.6419487
sal + oxygen	Indo-Pacific	(27.95,28.05]	-0.8262806	-0.8972804	-0.7702015
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.8695214	-0.9196766	-0.8129839
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.8570628	-0.8916204	-0.8342087
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.7057818	-0.7240709	-0.6800188
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.8648472	-0.9218374	-0.7511757
sal + silicate	Atlantic	(-Inf,26]	-0.6130608	-0.8226964	-0.2549802
sal + silicate	Atlantic	(26,26.5]	0.0454863	-0.0380241	0.1396983
sal + silicate	Atlantic	(26.5,26.75]	0.1641244	0.0067304	0.2616020
sal + silicate	Atlantic	(26.75,27]	0.3619571	0.1306426	0.5085538
sal + silicate	Atlantic	(27,27.25]	0.4077119	0.2491137	0.5191074
sal + silicate	Atlantic	(27.25,27.5]	0.1133688	0.0140101	0.2229867
sal + silicate	Atlantic	(27.5,27.75]	0.0391313	-0.0516286	0.0870620
sal + silicate	Atlantic	(27.75,27.85]	-0.4519727	-0.5817539	-0.3836472
sal + silicate	Atlantic	(27.85,27.95]	-0.6364096	-0.7286823	-0.5241139
sal + silicate	Atlantic	(27.95,28.05]	-0.7091587	-0.8452419	-0.6077859
sal + silicate	Atlantic	(28.05,28.1]	-0.9270644	-0.9387966	-0.9182592
sal + silicate	Atlantic	(28.1,28.15]	-0.9446192	-0.9461052	-0.9424172
sal + silicate	Atlantic	(28.15,28.2]	-0.8252880	-0.8543550	-0.7921838
sal + silicate	Atlantic	(28.2, Inf]	-0.4599014	-0.5438573	-0.3622861
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4740353	-0.6117197	-0.3731070
sal + silicate	Indo-Pacific	(26,26.5]	-0.6519844	-0.7052166	-0.5484233
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6933108	-0.8027230	-0.6096313
sal + silicate	Indo-Pacific	(26.75,27]	-0.7664272	-0.8176609	-0.7351381
sal + silicate	Indo-Pacific	(27,27.25]	-0.7993593	-0.8367268	-0.7726542
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6928142	-0.7546907	-0.5732227
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2323870	-0.3548313	-0.0846676
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2768016	0.1593932	0.3710992
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5350788	0.5032549	0.5895693
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7423454	0.6505810	0.8463081
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8041450	0.7269165	0.8736230
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8233636	0.7821931	0.8759494
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7711001	0.7356793	0.8305456
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8274694	0.7188036	0.9195520
sal + temp	Atlantic	(-Inf,26]	0.6371248	0.3146019	0.9672495
sal + temp	Atlantic	(26,26.5]	0.9419277	0.9170185	0.9651416
sal + temp	Atlantic	(26.5,26.75]	0.9829797	0.9774030	0.9889828
sal + temp	Atlantic	(26.75,27]	0.9810312	0.9788237	0.9845585
sal + temp	Atlantic	(27,27.25]	0.9869440	0.9802792	0.9919698
sal + temp	Atlantic	(27.25,27.5]	0.9869205	0.9839222	0.9897109
sal + temp	Atlantic	(27.5,27.75]	0.9698245	0.9665422	0.9724440
sal + temp	Atlantic	(27.75,27.85]	0.9684304	0.9662994	0.9726678
sal + temp	Atlantic	(27.85,27.95]	0.9575998	0.9456833	0.9688773
sal + temp	Atlantic	(27.95,28.05]	0.9419335	0.9309721	0.9581990
sal + temp	Atlantic	(28.05,28.1]	0.9714532	0.9692403	0.9751288
sal + temp	Atlantic	(28.1,28.15]	0.9699142	0.9625872	0.9759090
sal + temp	Atlantic	(28.15,28.2]	0.9691730	0.9619011	0.9742727
sal + temp	Atlantic	(28.2, Inf]	0.9050346	0.8681645	0.9246262
sal + temp	Indo-Pacific	(-Inf,26]	0.6467150	0.4228419	0.7868754
sal + temp	Indo-Pacific	(26,26.5]	0.9535808	0.9399970	0.9611726
sal + temp	Indo-Pacific	(26.5,26.75]	0.9828918	0.9776107	0.9857154
sal + temp	Indo-Pacific	(26.75,27]	0.9808513	0.9777691	0.9830612
sal + temp	Indo-Pacific	(27,27.25]	0.9785697	0.9711620	0.9822912
sal + temp	Indo-Pacific	(27.25,27.5]	0.9199949	0.9036397	0.9330674
sal + temp	Indo-Pacific	(27.5,27.75]	0.7981002	0.7477274	0.8724724
sal + temp	Indo-Pacific	(27.75,27.85]	0.9167883	0.8926960	0.9509678
sal + temp	Indo-Pacific	(27.85,27.95]	0.9080870	0.8922202	0.9396324
sal + temp	Indo-Pacific	(27.95,28.05]	0.9275681	0.9104632	0.9540278
sal + temp	Indo-Pacific	(28.05,28.1]	0.9495412	0.9463109	0.9558693
sal + temp	Indo-Pacific	(28.1,28.2]	0.8754524	0.8521413	0.8957874
sal + temp	Indo-Pacific	(28.2,28.3]	0.8953699	0.8850598	0.9122503
sal + temp	Indo-Pacific	(28.3, Inf]	0.8746569	0.7443529	0.9428831
temp + aou	Atlantic	(-Inf,26]	-0.1302856	-0.6225945	0.4471102
temp + aou	Atlantic	(26,26.5]	-0.2753993	-0.5774988	0.0509886
temp + aou	Atlantic	(26.5,26.75]	0.1782105	-0.0252934	0.3818480
temp + aou	Atlantic	(26.75,27]	0.4355969	0.2669913	0.5770108
temp + aou	Atlantic	(27,27.25]	0.5567917	0.4729970	0.6174488
temp + aou	Atlantic	(27.25,27.5]	0.4932186	0.3730014	0.5683035
temp + aou	Atlantic	(27.5,27.75]	0.5035643	0.4612645	0.5343215
temp + aou	Atlantic	(27.75,27.85]	0.4096980	0.2899266	0.4797190
temp + aou	Atlantic	(27.85,27.95]	0.2715239	0.2342114	0.2903207
temp + aou	Atlantic	(27.95,28.05]	-0.0519017	-0.1659211	0.0895444
temp + aou	Atlantic	(28.05,28.1]	-0.5609044	-0.6092183	-0.5318824
temp + aou	Atlantic	(28.1,28.15]	-0.7837187	-0.8442821	-0.7356515
temp + aou	Atlantic	(28.15,28.2]	-0.8194022	-0.8369811	-0.8085793
temp + aou	Atlantic	(28.2, Inf]	-0.6722615	-0.7858013	-0.5801131
temp + aou	Indo-Pacific	(-Inf,26]	-0.3637215	-0.3986219	-0.2983923
temp + aou	Indo-Pacific	(26,26.5]	-0.2660661	-0.3905006	-0.0715982
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2493032	-0.4862349	-0.0404452
temp + aou	Indo-Pacific	(26.75,27]	-0.4500474	-0.5773238	-0.3472119
temp + aou	Indo-Pacific	(27,27.25]	-0.6016004	-0.7043471	-0.5095046
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4722544	-0.5807649	-0.2845717
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0024845	-0.1059023	0.1635648
temp + aou	Indo-Pacific	(27.75,27.85]	0.4508768	0.3554954	0.5243605
temp + aou	Indo-Pacific	(27.85,27.95]	0.5937859	0.5666924	0.6109646
temp + aou	Indo-Pacific	(27.95,28.05]	0.7370780	0.6765149	0.8553952
temp + aou	Indo-Pacific	(28.05,28.1]	0.7620228	0.6999686	0.8375150
temp + aou	Indo-Pacific	(28.1,28.2]	0.7733785	0.7225848	0.8377170
temp + aou	Indo-Pacific	(28.2,28.3]	0.7535169	0.7372210	0.7859180
temp + aou	Indo-Pacific	(28.3, Inf]	0.9555104	0.9412423	0.9627538
temp + nitrate	Atlantic	(-Inf,26]	-0.1494593	-0.8631186	0.8180684
temp + nitrate	Atlantic	(26,26.5]	-0.2701606	-0.5216951	0.0437398
temp + nitrate	Atlantic	(26.5,26.75]	0.1336821	-0.1356056	0.4060868
temp + nitrate	Atlantic	(26.75,27]	0.4295949	0.2261295	0.5671305
temp + nitrate	Atlantic	(27,27.25]	0.5568592	0.4298559	0.6367488
temp + nitrate	Atlantic	(27.25,27.5]	0.3661886	0.2438096	0.4432963
temp + nitrate	Atlantic	(27.5,27.75]	0.2932250	0.2602866	0.3136621
temp + nitrate	Atlantic	(27.75,27.85]	-0.2110087	-0.3456888	-0.1387200
temp + nitrate	Atlantic	(27.85,27.95]	-0.4094533	-0.5422135	-0.2205025
temp + nitrate	Atlantic	(27.95,28.05]	-0.5662635	-0.6962432	-0.3464551
temp + nitrate	Atlantic	(28.05,28.1]	-0.8192748	-0.8553553	-0.7736290
temp + nitrate	Atlantic	(28.1,28.15]	-0.8931485	-0.9239901	-0.8695605
temp + nitrate	Atlantic	(28.15,28.2]	-0.9072477	-0.9192831	-0.8967906
temp + nitrate	Atlantic	(28.2, Inf]	-0.8765672	-0.9349929	-0.8182450
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5779950	-0.6371068	-0.5057681
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5643981	-0.6596840	-0.4365482
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5531471	-0.7170065	-0.4108525
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6899377	-0.7567743	-0.6349602
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7533037	-0.8219156	-0.6878202
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6282167	-0.6987489	-0.4986020
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1597892	-0.2686530	-0.0108573
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3632551	0.2667344	0.4131240
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5225948	0.5080590	0.5447860
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6746634	0.5884626	0.8181491
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7019406	0.6161813	0.7985272
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6909136	0.6153147	0.7807533
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6488354	0.6071035	0.7124568
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8413988	0.7792662	0.8995165
temp + oxygen	Atlantic	(-Inf,26]	-0.5686434	-0.9622664	0.0672513
temp + oxygen	Atlantic	(26,26.5]	-0.0311149	-0.4504809	0.3451723
temp + oxygen	Atlantic	(26.5,26.75]	-0.3774592	-0.6273312	-0.1719664
temp + oxygen	Atlantic	(26.75,27]	-0.5492689	-0.6672950	-0.3895862
temp + oxygen	Atlantic	(27,27.25]	-0.7135738	-0.7811923	-0.6254038
temp + oxygen	Atlantic	(27.25,27.5]	-0.6906948	-0.7721309	-0.5806606
temp + oxygen	Atlantic	(27.5,27.75]	-0.7082649	-0.7390240	-0.6594984
temp + oxygen	Atlantic	(27.75,27.85]	-0.6046888	-0.6690575	-0.4878196
temp + oxygen	Atlantic	(27.85,27.95]	-0.5508295	-0.6069135	-0.4531703
temp + oxygen	Atlantic	(27.95,28.05]	-0.3863556	-0.4096147	-0.3475305
temp + oxygen	Atlantic	(28.05,28.1]	0.1247835	0.0931291	0.1475349
temp + oxygen	Atlantic	(28.1,28.15]	0.5420194	0.4769179	0.6417412
temp + oxygen	Atlantic	(28.15,28.2]	0.6403590	0.6081967	0.6613149
temp + oxygen	Atlantic	(28.2, Inf]	0.1746942	0.0091301	0.3662112
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0333024	0.0137346	0.0562735
temp + oxygen	Indo-Pacific	(26,26.5]	0.0245810	-0.1387862	0.1116456
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0411738	-0.1574541	0.2854820
temp + oxygen	Indo-Pacific	(26.75,27]	0.2467081	0.1330221	0.3883686
temp + oxygen	Indo-Pacific	(27,27.25]	0.4655916	0.3461896	0.5903193
temp + oxygen	Indo-Pacific	(27.25,27.5]	0.3878745	0.1809559	0.5107468
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.0713808	-0.2447647	0.0309991
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.4974397	-0.5786672	-0.4039269
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.6407981	-0.6570102	-0.6109841
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.7746257	-0.8786932	-0.7220339
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.7951372	-0.8621338	-0.7421340
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8126012	-0.8662183	-0.7719780
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.8040136	-0.8281514	-0.7892921
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9751937	-0.9801325	-0.9667579
temp + silicate	Atlantic	(-Inf,26]	-0.6841111	-0.7687739	-0.6156254
temp + silicate	Atlantic	(26,26.5]	0.0554847	0.0113755	0.0868068
temp + silicate	Atlantic	(26.5,26.75]	0.1013299	-0.0497683	0.1811295
temp + silicate	Atlantic	(26.75,27]	0.2728467	0.0382391	0.4176639
temp + silicate	Atlantic	(27,27.25]	0.4095989	0.2484903	0.5304267
temp + silicate	Atlantic	(27.25,27.5]	0.1423784	0.0423406	0.2438995
temp + silicate	Atlantic	(27.5,27.75]	0.0385451	-0.0495516	0.0953349
temp + silicate	Atlantic	(27.75,27.85]	-0.5042144	-0.6113170	-0.4423230
temp + silicate	Atlantic	(27.85,27.95]	-0.6508673	-0.7136526	-0.5595783
temp + silicate	Atlantic	(27.95,28.05]	-0.7216435	-0.7980003	-0.6256592
temp + silicate	Atlantic	(28.05,28.1]	-0.8686298	-0.8751819	-0.8650931
temp + silicate	Atlantic	(28.1,28.15]	-0.9027299	-0.9236578	-0.8834007
temp + silicate	Atlantic	(28.15,28.2]	-0.8152736	-0.8432192	-0.7856953
temp + silicate	Atlantic	(28.2, Inf]	-0.6530811	-0.7216704	-0.6011576
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6250069	-0.7294802	-0.4427936
temp + silicate	Indo-Pacific	(26,26.5]	-0.6554167	-0.7016636	-0.5644666
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6842299	-0.7905101	-0.6145843
temp + silicate	Indo-Pacific	(26.75,27]	-0.7423862	-0.7835027	-0.7214062
temp + silicate	Indo-Pacific	(27,27.25]	-0.7922876	-0.8286341	-0.7661672
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7019547	-0.7648540	-0.5897828
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2470802	-0.3706956	-0.1079621
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2891711	0.1799860	0.3505829
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4728630	0.4602458	0.4928148
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6551955	0.5706629	0.7994404
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7090906	0.6368585	0.7981627
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6965103	0.6388263	0.7742081
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7362323	0.6887219	0.8138753
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7789614	0.7025330	0.8792434

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.0116191	-0.2860902	0.1622134
aou	Atlantic	(26,26.5]	0.0426973	-0.1464446	0.2421048
aou	Atlantic	(26.5,26.75]	0.0978187	-0.1775837	0.4853601
aou	Atlantic	(26.75,27]	0.0491829	0.0088757	0.1131406
aou	Atlantic	(27,27.25]	-0.3316210	-0.5097196	-0.0160883
aou	Atlantic	(27.25,27.5]	-0.5444892	-0.6518848	-0.4318544
aou	Atlantic	(27.5,27.75]	-0.5434961	-0.5887321	-0.4860354
aou	Atlantic	(27.75,27.85]	-0.4874737	-0.6039557	-0.3825485
aou	Atlantic	(27.85,27.95]	-0.6208893	-0.7412212	-0.5315416
aou	Atlantic	(27.95,28.05]	-0.7688699	-0.7997875	-0.7359657
aou	Atlantic	(28.05,28.1]	-0.9148296	-0.9270178	-0.9010162
aou	Atlantic	(28.1,28.15]	-0.9533889	-0.9633042	-0.9418969
aou	Atlantic	(28.15,28.2]	-0.9125608	-0.9255418	-0.8971967
aou	Atlantic	(28.2, Inf]	-0.7560740	-0.7944272	-0.6981802
aou	Indo-Pacific	(-Inf,26]	0.4927376	0.4057940	0.5454468
aou	Indo-Pacific	(26,26.5]	0.4589205	0.3516347	0.6078585
aou	Indo-Pacific	(26.5,26.75]	0.5420246	0.4292026	0.6452468
aou	Indo-Pacific	(26.75,27]	0.5041888	0.4154534	0.5973745
aou	Indo-Pacific	(27,27.25]	0.5677214	0.4689293	0.6516648
aou	Indo-Pacific	(27.25,27.5]	0.7009547	0.6099801	0.7532775
aou	Indo-Pacific	(27.5,27.75]	0.8318560	0.7435101	0.9003628
aou	Indo-Pacific	(27.75,27.85]	0.9321986	0.9107025	0.9500016
aou	Indo-Pacific	(27.85,27.95]	0.9478083	0.9252586	0.9667036
aou	Indo-Pacific	(27.95,28.05]	0.9484824	0.9300872	0.9645989
aou	Indo-Pacific	(28.05,28.1]	0.9588123	0.9448356	0.9725538
aou	Indo-Pacific	(28.1,28.2]	0.9531814	0.9455095	0.9659328
aou	Indo-Pacific	(28.2,28.3]	0.9250067	0.9180051	0.9386873
aou	Indo-Pacific	(28.3, Inf]	0.7543440	0.6872680	0.8007348
nitrate	Atlantic	(-Inf,26]	-0.2858261	-0.7862979	0.3022192
nitrate	Atlantic	(26,26.5]	-0.3427381	-0.4975628	-0.1365421
nitrate	Atlantic	(26.5,26.75]	-0.0437069	-0.3044627	0.3070441
nitrate	Atlantic	(26.75,27]	-0.0476713	-0.0653100	-0.0352873
nitrate	Atlantic	(27,27.25]	-0.4526240	-0.6067111	-0.1626791
nitrate	Atlantic	(27.25,27.5]	-0.6873112	-0.7500769	-0.5868775
nitrate	Atlantic	(27.5,27.75]	-0.8287377	-0.8406211	-0.8146023
nitrate	Atlantic	(27.75,27.85]	-0.9318682	-0.9396951	-0.9215203
nitrate	Atlantic	(27.85,27.95]	-0.9641935	-0.9697295	-0.9603252
nitrate	Atlantic	(27.95,28.05]	-0.9409781	-0.9470001	-0.9360793
nitrate	Atlantic	(28.05,28.1]	-0.9805789	-0.9810542	-0.9798932
nitrate	Atlantic	(28.1,28.15]	-0.9802215	-0.9825184	-0.9775765
nitrate	Atlantic	(28.15,28.2]	-0.9603573	-0.9707923	-0.9539305
nitrate	Atlantic	(28.2, Inf]	-0.9179128	-0.9508746	-0.8967083
nitrate	Indo-Pacific	(-Inf,26]	0.3711904	0.2904744	0.4117890
nitrate	Indo-Pacific	(26,26.5]	0.0747385	0.0025473	0.1228982
nitrate	Indo-Pacific	(26.5,26.75]	0.1306652	0.0354750	0.1855114
nitrate	Indo-Pacific	(26.75,27]	0.1094735	-0.0368584	0.1853520
nitrate	Indo-Pacific	(27,27.25]	0.2908181	0.1021318	0.4335642
nitrate	Indo-Pacific	(27.25,27.5]	0.4611508	0.3199067	0.5636481
nitrate	Indo-Pacific	(27.5,27.75]	0.7029422	0.5403146	0.8139256
nitrate	Indo-Pacific	(27.75,27.85]	0.9080914	0.8824818	0.9252669
nitrate	Indo-Pacific	(27.85,27.95]	0.9442336	0.9237537	0.9596562
nitrate	Indo-Pacific	(27.95,28.05]	0.9523025	0.9421055	0.9594742
nitrate	Indo-Pacific	(28.05,28.1]	0.9610637	0.9528678	0.9662143
nitrate	Indo-Pacific	(28.1,28.2]	0.9574434	0.9545495	0.9606059
nitrate	Indo-Pacific	(28.2,28.3]	0.9126946	0.9110194	0.9156306
nitrate	Indo-Pacific	(28.3, Inf]	0.6676707	0.5501914	0.7432325
oxygen	Atlantic	(-Inf,26]	0.4320583	-0.3067909	0.8742997
oxygen	Atlantic	(26,26.5]	0.0899507	-0.1317831	0.3419115
oxygen	Atlantic	(26.5,26.75]	0.0420140	-0.3921747	0.3991221
oxygen	Atlantic	(26.75,27]	0.0539327	-0.0303584	0.1061529
oxygen	Atlantic	(27,27.25]	0.4832326	0.1537377	0.6757415
oxygen	Atlantic	(27.25,27.5]	0.6613855	0.5509151	0.7730363
oxygen	Atlantic	(27.5,27.75]	0.6095738	0.5397489	0.6488990
oxygen	Atlantic	(27.75,27.85]	0.3725335	0.2303334	0.5204949
oxygen	Atlantic	(27.85,27.95]	0.4166046	0.2777554	0.6250231
oxygen	Atlantic	(27.95,28.05]	0.5167431	0.4114595	0.6600777
oxygen	Atlantic	(28.05,28.1]	0.6888060	0.6345786	0.7381992
oxygen	Atlantic	(28.1,28.15]	0.8615378	0.8308114	0.8790621
oxygen	Atlantic	(28.15,28.2]	0.8162893	0.7815214	0.8392548
oxygen	Atlantic	(28.2, Inf]	0.4075606	0.3216832	0.4699714
oxygen	Indo-Pacific	(-Inf,26]	-0.3625334	-0.4476489	-0.2559114
oxygen	Indo-Pacific	(26,26.5]	-0.4565562	-0.6174170	-0.3619869
oxygen	Indo-Pacific	(26.5,26.75]	-0.5583121	-0.6612643	-0.4401078
oxygen	Indo-Pacific	(26.75,27]	-0.5101755	-0.6062579	-0.4291495
oxygen	Indo-Pacific	(27,27.25]	-0.5621242	-0.6310549	-0.4751064
oxygen	Indo-Pacific	(27.25,27.5]	-0.7036172	-0.7574499	-0.6153124
oxygen	Indo-Pacific	(27.5,27.75]	-0.8287775	-0.8958420	-0.7423242
oxygen	Indo-Pacific	(27.75,27.85]	-0.9243348	-0.9424485	-0.9017727
oxygen	Indo-Pacific	(27.85,27.95]	-0.9351058	-0.9565323	-0.9092185
oxygen	Indo-Pacific	(27.95,28.05]	-0.9348173	-0.9544740	-0.9154158
oxygen	Indo-Pacific	(28.05,28.1]	-0.9476598	-0.9637606	-0.9320655
oxygen	Indo-Pacific	(28.1,28.2]	-0.9389896	-0.9536831	-0.9291334
oxygen	Indo-Pacific	(28.2,28.3]	-0.9212379	-0.9356060	-0.9109154
oxygen	Indo-Pacific	(28.3, Inf]	-0.7537417	-0.8082193	-0.6819521
sal	Atlantic	(-Inf,26]	-0.0998972	-0.8795696	0.7132732
sal	Atlantic	(26,26.5]	-0.3405817	-0.4593774	-0.1923172
sal	Atlantic	(26.5,26.75]	-0.5908920	-0.8127761	-0.4137736
sal	Atlantic	(26.75,27]	-0.6606102	-0.7494943	-0.5157537
sal	Atlantic	(27,27.25]	-0.8306115	-0.9315993	-0.6532390
sal	Atlantic	(27.25,27.5]	-0.7034872	-0.7821101	-0.6289129
sal	Atlantic	(27.5,27.75]	-0.5638779	-0.6290565	-0.5038054
sal	Atlantic	(27.75,27.85]	0.1104648	0.0164429	0.2725857
sal	Atlantic	(27.85,27.95]	0.3085062	0.1445990	0.4642070
sal	Atlantic	(27.95,28.05]	0.3911447	0.1727740	0.5749587
sal	Atlantic	(28.05,28.1]	0.8102988	0.7602137	0.8361097
sal	Atlantic	(28.1,28.15]	0.8989808	0.8814985	0.9182605
sal	Atlantic	(28.15,28.2]	0.9531505	0.9466935	0.9573777
sal	Atlantic	(28.2, Inf]	0.8789511	0.8222507	0.9186394
sal	Indo-Pacific	(-Inf,26]	0.0360780	-0.1143092	0.2807674
sal	Indo-Pacific	(26,26.5]	0.0476379	-0.0990549	0.1372584
sal	Indo-Pacific	(26.5,26.75]	0.0347335	-0.1032330	0.1331048
sal	Indo-Pacific	(26.75,27]	-0.1302241	-0.2462293	-0.0502687
sal	Indo-Pacific	(27,27.25]	-0.3232384	-0.3946733	-0.2169927
sal	Indo-Pacific	(27.25,27.5]	-0.3190498	-0.4709186	-0.1808664
sal	Indo-Pacific	(27.5,27.75]	-0.1012358	-0.2051050	0.0889858
sal	Indo-Pacific	(27.75,27.85]	0.2848018	0.1484951	0.3958385
sal	Indo-Pacific	(27.85,27.95]	0.4750017	0.3913502	0.5391111
sal	Indo-Pacific	(27.95,28.05]	0.6504724	0.6004608	0.6917460
sal	Indo-Pacific	(28.05,28.1]	0.7351628	0.7189780	0.7609100
sal	Indo-Pacific	(28.1,28.2]	0.7419869	0.7054010	0.7678837
sal	Indo-Pacific	(28.2,28.3]	0.6781501	0.6256439	0.7112402
sal	Indo-Pacific	(28.3, Inf]	0.7657867	0.6745951	0.9065704
silicate	Atlantic	(-Inf,26]	0.0281691	-0.7682113	0.4781136
silicate	Atlantic	(26,26.5]	-0.8249695	-0.8872514	-0.7882942
silicate	Atlantic	(26.5,26.75]	-0.3154789	-0.5478475	0.0412462
silicate	Atlantic	(26.75,27]	-0.1537043	-0.1846093	-0.1266237
silicate	Atlantic	(27,27.25]	-0.5167417	-0.6235467	-0.3160494
silicate	Atlantic	(27.25,27.5]	-0.6798034	-0.6990757	-0.6430785
silicate	Atlantic	(27.5,27.75]	-0.7975705	-0.8229072	-0.7799405
silicate	Atlantic	(27.75,27.85]	-0.9009960	-0.9054161	-0.8954661
silicate	Atlantic	(27.85,27.95]	-0.8888321	-0.9005896	-0.8784430
silicate	Atlantic	(27.95,28.05]	-0.8491528	-0.8598702	-0.8295382
silicate	Atlantic	(28.05,28.1]	-0.9188666	-0.9343932	-0.8932875
silicate	Atlantic	(28.1,28.15]	-0.9384533	-0.9520579	-0.9297624
silicate	Atlantic	(28.15,28.2]	-0.8582129	-0.8972373	-0.8271203
silicate	Atlantic	(28.2, Inf]	-0.5653954	-0.6229438	-0.5106502
silicate	Indo-Pacific	(-Inf,26]	0.3369618	0.2277102	0.4714068
silicate	Indo-Pacific	(26,26.5]	0.1438386	0.0027260	0.2849506
silicate	Indo-Pacific	(26.5,26.75]	0.1955533	0.0184999	0.3006311
silicate	Indo-Pacific	(26.75,27]	0.2759977	0.1118839	0.3692406
silicate	Indo-Pacific	(27,27.25]	0.4632769	0.3273945	0.5578558
silicate	Indo-Pacific	(27.25,27.5]	0.6262867	0.5288522	0.7005313
silicate	Indo-Pacific	(27.5,27.75]	0.7856726	0.6872262	0.8458984
silicate	Indo-Pacific	(27.75,27.85]	0.9177828	0.8963655	0.9295264
silicate	Indo-Pacific	(27.85,27.95]	0.9460424	0.9257686	0.9578844
silicate	Indo-Pacific	(27.95,28.05]	0.9541008	0.9407556	0.9612430
silicate	Indo-Pacific	(28.05,28.1]	0.9704592	0.9600311	0.9767285
silicate	Indo-Pacific	(28.1,28.2]	0.9681559	0.9611595	0.9756740
silicate	Indo-Pacific	(28.2,28.3]	0.9584533	0.9466715	0.9654077
silicate	Indo-Pacific	(28.3, Inf]	0.5862282	0.5507320	0.6247492
temp	Atlantic	(-Inf,26]	-0.5876457	-0.9537348	0.1041243
temp	Atlantic	(26,26.5]	-0.4110013	-0.5212572	-0.3135163
temp	Atlantic	(26.5,26.75]	-0.5964125	-0.8133992	-0.4427882
temp	Atlantic	(26.75,27]	-0.6479748	-0.7512691	-0.4997825
temp	Atlantic	(27,27.25]	-0.8215529	-0.9238065	-0.6456737
temp	Atlantic	(27.25,27.5]	-0.7164691	-0.7909967	-0.6426891
temp	Atlantic	(27.5,27.75]	-0.5425619	-0.5993043	-0.4790840
temp	Atlantic	(27.75,27.85]	0.1953250	0.1214985	0.3419046
temp	Atlantic	(27.85,27.95]	0.3616168	0.2209512	0.4821001
temp	Atlantic	(27.95,28.05]	0.4212612	0.2304409	0.5412910
temp	Atlantic	(28.05,28.1]	0.7393598	0.6994003	0.7817265
temp	Atlantic	(28.1,28.15]	0.8235563	0.7763697	0.8677617
temp	Atlantic	(28.15,28.2]	0.8853139	0.8640028	0.9056758
temp	Atlantic	(28.2, Inf]	0.8218290	0.7380569	0.8888442
temp	Indo-Pacific	(-Inf,26]	-0.4744045	-0.4897740	-0.4525418
temp	Indo-Pacific	(26,26.5]	-0.0330908	-0.1639228	0.0777229
temp	Indo-Pacific	(26.5,26.75]	0.0094325	-0.1175495	0.1240431
temp	Indo-Pacific	(26.75,27]	-0.1352001	-0.2463352	-0.0641342
temp	Indo-Pacific	(27,27.25]	-0.3144243	-0.3797677	-0.2049397
temp	Indo-Pacific	(27.25,27.5]	-0.2721922	-0.4156350	-0.1380498
temp	Indo-Pacific	(27.5,27.75]	-0.0019516	-0.0769415	0.1341265
temp	Indo-Pacific	(27.75,27.85]	0.3116799	0.1907944	0.4291573
temp	Indo-Pacific	(27.85,27.95]	0.4160164	0.3771626	0.4873349
temp	Indo-Pacific	(27.95,28.05]	0.5601871	0.4701826	0.6464234
temp	Indo-Pacific	(28.05,28.1]	0.6112617	0.5790664	0.6549881
temp	Indo-Pacific	(28.1,28.2]	0.6166183	0.5713020	0.6696039
temp	Indo-Pacific	(28.2,28.3]	0.6903122	0.6416038	0.7328140
temp	Indo-Pacific	(28.3, Inf]	0.7341787	0.6571547	0.8023525

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