eMLR - model fitting

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Last updated: 2021-07-27

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

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

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Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

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Repository version: 704783a

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The results in this page were generated with repository version 704783a. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.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	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.
Rmd	573cc5d	Donghe-Zhu	2021-07-22	local rebuild
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
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html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
Rmd	ec15bf2	Donghe-Zhu	2021-07-20	local rebuild
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.
Rmd	38a8d51	Donghe-Zhu	2021-07-19	local rebuild
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.
Rmd	b8bd687	Donghe-Zhu	2021-07-15	local rebuild
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
Rmd	bb00951	Donghe-Zhu	2021-07-15	local rebuild
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
Rmd	4f7d192	Donghe-Zhu	2021-07-15	local rebuild
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.
Rmd	0a4ac57	Donghe-Zhu	2021-07-07	local rebuild
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.
Rmd	896faa0	Donghe-Zhu	2021-05-18	final
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
Rmd	347fb44	Donghe-Zhu	2021-03-28	local rebuild
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.
Rmd	b1706de	Donghe-Zhu	2021-03-27	local rebuild
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.
Rmd	921c9db	Donghe-Zhu	2021-03-26	local rebuild
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
Rmd	195db95	Donghe-Zhu	2021-03-24	local rebuild
html	1914a11	Donghe-Zhu	2021-03-24	Build site.
Rmd	e32af14	Donghe-Zhu	2021-03-24	local rebuild
html	8be810e	Donghe-Zhu	2021-03-23	Build site.
Rmd	85274db	Donghe-Zhu	2021-03-23	local rebuild
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
Rmd	073fa6a	Donghe-Zhu	2021-03-22	local rebuild
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.
Rmd	adca794	Donghe-Zhu	2021-03-21	local rebuild
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
Rmd	4e7de35	Donghe-Zhu	2021-03-21	local rebuild
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.
Rmd	026c061	Donghe-Zhu	2021-03-11	local rebuild
html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
Rmd	dbd8ff8	Donghe-Zhu	2021-03-10	local rebuild
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.
Rmd	498be1d	Donghe-Zhu	2021-03-10	local rebuild
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.
Rmd	e255177	Donghe-Zhu	2021-03-10	local rebuild
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.
Rmd	09b27ef	Donghe-Zhu	2021-03-10	local rebuild
html	5d1e70b	Donghe-Zhu	2021-03-10	Build site.
Rmd	6125b2d	Donghe-Zhu	2021-03-10	local rebuild
html	2093979	Donghe-Zhu	2021-03-10	Build site.
Rmd	558d285	Donghe-Zhu	2021-03-10	local rebuild
html	b865899	Donghe-Zhu	2021-03-10	Build site.
html	cc2a956	Donghe-Zhu	2021-03-10	Build site.
Rmd	2a633bd	Donghe-Zhu	2021-03-10	local rebuild
html	60689fb	Donghe-Zhu	2021-03-10	Build site.
html	9230b52	Donghe-Zhu	2021-03-10	Build site.
html	dba33c8	Donghe-Zhu	2021-03-09	Build site.
Rmd	6a60e02	Donghe-Zhu	2021-03-09	local rebuild
html	17f1c4a	Donghe-Zhu	2021-03-09	Build site.
Rmd	4a4a400	Donghe-Zhu	2021-03-09	local rebuild
html	c024d1a	Donghe-Zhu	2021-03-09	Build site.
Rmd	34744ec	Donghe-Zhu	2021-03-09	local rebuild
html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
Rmd	88f0729	Donghe-Zhu	2021-03-09	local rebuild
html	1691156	Donghe-Zhu	2021-03-08	Build site.
html	c0ceaf8	Donghe-Zhu	2021-03-08	Build site.
html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
html	1843412	Donghe-Zhu	2021-03-08	Build site.
Rmd	d709f6c	Donghe-Zhu	2021-03-08	local rebuild
html	65b0cef	Donghe-Zhu	2021-03-07	Build site.
html	4083a6c	Donghe-Zhu	2021-03-07	Build site.
html	3fbbfa4	Donghe-Zhu	2021-03-07	Build site.
html	627c8fb	Donghe-Zhu	2021-03-07	Build site.
html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
html	9ef3222	Donghe-Zhu	2021-03-05	Build site.
Rmd	2be54f9	Donghe-Zhu	2021-03-05	local rebuild
html	8c1e978	Donghe-Zhu	2021-03-05	Build site.
html	865f68c	Donghe-Zhu	2021-03-05	Build site.
html	ee69bc1	Donghe-Zhu	2021-03-05	Build site.
html	a79291f	Donghe-Zhu	2021-03-05	Build site.
html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
html	731abc8	Donghe-Zhu	2021-03-04	Build site.
html	e2a5a33	Donghe-Zhu	2021-03-04	Build site.
html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
html	cb63c16	Donghe-Zhu	2021-03-03	Build site.
html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
html	c5e45a2	Donghe-Zhu	2021-03-03	Build site.
html	89c3e58	Donghe-Zhu	2021-03-03	Build site.
html	c407a50	Donghe-Zhu	2021-03-03	Build site.
html	c911669	Donghe-Zhu	2021-03-03	Build site.
Rmd	e1f9d21	Donghe-Zhu	2021-03-03	local rebuild
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
Rmd	c3195f4	Donghe-Zhu	2021-03-01	local rebuild
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
Rmd	8ef147d	Donghe-Zhu	2021-03-01	local rebuild
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
Rmd	aa780a7	Donghe-Zhu	2021-03-01	local rebuild
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
html	e9a7418	Donghe-Zhu	2021-02-28	Build site.
Rmd	eac1b0e	Donghe-Zhu	2021-02-28	local rebuild
html	e152917	Donghe-Zhu	2021-02-28	Build site.
html	feb991c	Donghe-Zhu	2021-02-27	Build site.
Rmd	4563314	Donghe-Zhu	2021-02-27	local rebuild
html	287123c	Donghe-Zhu	2021-02-27	Build site.
Rmd	764a9c2	Donghe-Zhu	2021-02-27	local rebuild
html	54d5b5b	Donghe-Zhu	2021-02-27	Build site.
Rmd	2e836bf	Donghe-Zhu	2021-02-27	local rebuild
html	330f064	Donghe-Zhu	2021-02-27	Build site.
Rmd	f360282	Donghe-Zhu	2021-02-27	local rebuild
html	adbc9bc	Donghe-Zhu	2021-02-27	Build site.
Rmd	a8a8f9c	Donghe-Zhu	2021-02-27	local rebuild
html	5937141	Donghe-Zhu	2021-02-27	Build site.
Rmd	5f0bfca	Donghe-Zhu	2021-02-27	local rebuild
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.
Rmd	1ae5bb4	Donghe-Zhu	2021-02-27	local rebuild
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.
Rmd	d910d39	Donghe-Zhu	2021-02-24	local rebuild
html	1a0a88a	Donghe-Zhu	2021-02-24	Build site.
Rmd	663e891	Donghe-Zhu	2021-02-24	local rebuild
html	57f701e	Donghe-Zhu	2021-02-24	Build site.
html	06f3149	Donghe-Zhu	2021-02-16	Build site.
html	401eab3	Donghe-Zhu	2021-02-15	Build site.
html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
html	5dce4b1	Donghe-Zhu	2021-02-15	Build site.
Rmd	35b0f2e	Donghe-Zhu	2021-02-15	local rebuild
html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
Rmd	8186d57	Donghe-Zhu	2021-02-10	apply nr_obs
html	5ae6a69	Donghe-Zhu	2021-02-10	Build site.
Rmd	eeb6557	Donghe-Zhu	2021-02-10	local rebuild
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.
Rmd	37a41c8	Donghe-Zhu	2021-02-09	local rebuild
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
Rmd	8f5fa79	Donghe-Zhu	2021-02-08	local rebuild
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
Rmd	c3638c1	Donghe-Zhu	2021-02-07	local rebuild
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.
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
Rmd	bcf91a8	jens-daniel-mueller	2021-02-04	separate MLR tables, added plot residuals vs location
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
html	865b582	Donghe-Zhu	2021-01-31	Build site.
html	3e68089	Donghe-Zhu	2021-01-31	Build site.
html	ecf335c	Donghe-Zhu	2021-01-31	Build site.
html	a618965	Donghe-Zhu	2021-01-31	Build site.
html	59e006e	Donghe-Zhu	2021-01-31	Build site.
html	a1c8f87	Donghe-Zhu	2021-01-31	Build site.
html	ae5c18f	Donghe-Zhu	2021-01-31	Build site.
html	b50fe52	Donghe-Zhu	2021-01-31	Build site.
Rmd	ac99ae5	jens-daniel-mueller	2021-01-29	code review
html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
html	b5bdcaf	Donghe-Zhu	2021-01-29	Build site.
Rmd	b234505	Donghe-Zhu	2021-01-29	MLR approach across all depth
html	442010d	Donghe-Zhu	2021-01-29	Build site.
Rmd	e67e7dd	Donghe-Zhu	2021-01-29	surface equilibrium approach across all latitudes irrespective of gamma
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.
Rmd	aecf0c6	Donghe-Zhu	2021-01-28	diagnostic ploting
Rmd	a02684e	Donghe-Zhu	2021-01-28	error
Rmd	4584be9	Donghe-Zhu	2021-01-28	latest
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.
Rmd	c2c9529	Donghe-Zhu	2021-01-27	random subsetting based on lat
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.
Rmd	167eeec	Donghe-Zhu	2021-01-21	surface DIC calculation with atmospheric equilibrium option
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic model subsetting file

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

• sal, temp, oxygen, aou, nitrate, phosphate, phosphate_star

# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

# remove certain predictor combinations
# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate") &
#            str_detect(lm_coeff_filter, "nitrate")) %>%
#   select(-lm_coeff_filter)

lm_rm_ph <- lm_all %>%
  filter(str_detect(lm_coeff, "phosphate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
  filter(str_detect(lm_coeff_filter, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
 lm_all <- anti_join(lm_all, lm_rm_ph)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

• Minimum: 2
  
• Maximum: 5

lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

• 101

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

• cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
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]
    print(i_basin)
    print(i_era)
    
    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)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

• 10

The criterion used to select the best models was:

• rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

• 1000

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)

# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rmse_sum)
} else {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rank_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rank_sum)
}

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3179	13.2884647	25483.09816	35.562199	109.7789833	1982-1999 –> 2000-2009	23.3889205	10.1004557	46602.57006	95.619765	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3179	13.4833973	25575.68816	15.118008	113.5220977	1982-1999 –> 2000-2009	23.7090306	10.2256333	46764.82553	52.621627	3	5
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + nitrate	3179	13.2912936	25484.45151	179.606282	78.1931321	1982-1999 –> 2000-2009	23.8033710	10.5120774	46829.84828	384.563752	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3179	13.5871619	25624.43031	14.995327	109.1006597	1982-1999 –> 2000-2009	23.9464662	10.3593043	46887.02468	52.303476	5	8
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3179	13.7478834	25697.19724	9.392492	112.5082851	1982-1999 –> 2000-2009	24.1114035	10.3635201	46960.09291	24.064607	7	12
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	3179	13.5308473	25596.02358	13.917813	88.1977139	1982-1999 –> 2000-2009	24.1192438	10.5883965	46980.33530	26.740792	4	12
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + phosphate_star	3179	13.7565656	25703.21123	184.506189	74.9196289	1982-1999 –> 2000-2009	24.1193083	10.3627427	46967.68261	398.270334	8	12
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + aou	3179	13.7651356	25705.17089	179.291754	77.9888850	1982-1999 –> 2000-2009	24.3131424	10.5480068	47067.86641	325.714588	9	16
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	3179	13.7126761	25680.89400	8.449670	92.2059508	1982-1999 –> 2000-2009	24.3450838	10.6324077	47088.66645	25.578197	6	16
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3179	13.9442066	25787.34891	9.980804	93.4595695	1982-1999 –> 2000-2009	24.5667227	10.6225160	47189.85697	16.449595	10	19
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3067	10.9384472	23392.03808	24.246009	42.3562477	2000-2009 –> 2010-2019	24.2269119	13.2884647	48875.13624	38.583761	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + nitrate	3067	11.2292138	23552.96303	80.601610	44.3436390	2000-2009 –> 2010-2019	24.5205074	13.2912936	49037.41454	260.207892	2	4
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3067	11.3317570	23608.72343	23.606273	55.4695048	2000-2009 –> 2010-2019	24.8151544	13.4833973	49184.41160	38.724281	3	6
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	3067	11.3618943	23623.01541	7.753070	44.3383217	2000-2009 –> 2010-2019	24.8927416	13.5308473	49219.03899	21.670882	4	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3067	11.5038454	23701.17646	20.633274	57.4395774	2000-2009 –> 2010-2019	25.0910074	13.5871619	49325.60677	35.628601	5	10
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	3067	11.6089620	23754.97145	5.992450	51.1093367	2000-2009 –> 2010-2019	25.3216381	13.7126761	49435.86545	14.442120	6	12
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + phosphate_star	3067	11.9711318	23945.41210	83.221524	44.9690782	2000-2009 –> 2010-2019	25.7276973	13.7565656	49648.62333	267.727713	7	15
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3067	12.0853325	24001.65111	11.542276	62.7715543	2000-2009 –> 2010-2019	25.8332158	13.7478834	49698.84834	20.934768	9	16
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3067	11.9891647	23952.64518	6.073720	52.7630559	2000-2009 –> 2010-2019	25.9333713	13.9442066	49739.99409	16.054524	8	18
Atlantic	(-Inf,26]	3	cstar_tref ~ sal + temp + nitrate	3067	12.1093237	24011.81598	1.497532	60.8170387	2000-2009 –> 2010-2019	26.0539865	13.9446627	49797.37286	3.302257	10	21
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1443	10.9457959	11015.12601	78.089566	39.1935646	1982-1999 –> 2000-2009	17.6622778	6.7164820	22368.91837	219.093483	1	2
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1443	11.0262322	11034.25653	70.801576	37.7130052	1982-1999 –> 2000-2009	17.7562099	6.7299777	22392.89791	211.857719	3	5
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1443	11.0705712	11047.83854	400.665180	41.7729070	1982-1999 –> 2000-2009	18.0391267	6.9685556	22527.34079	765.595222	5	8
Atlantic	(26,26.5]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1443	11.1201420	11058.73236	86.305542	41.8481524	1982-1999 –> 2000-2009	18.0887747	6.9686327	22536.27240	244.484408	9	13
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1443	11.1202894	11060.77063	100.029906	41.9276931	1982-1999 –> 2000-2009	18.1807013	7.0604118	22584.95444	270.584971	10	16
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1443	11.1206295	11058.85889	98.603297	41.8394195	1982-1999 –> 2000-2009	18.1979001	7.0772706	22589.18013	269.043248	11	19
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1443	11.2425503	11090.32729	91.919812	44.3513545	1982-1999 –> 2000-2009	18.3088185	7.0662682	22615.34008	240.242394	16	23
Atlantic	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	1443	11.4160580	11134.52710	315.852385	51.7086052	1982-1999 –> 2000-2009	18.4751906	7.0591326	22656.09265	648.400530	18	23
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1443	10.9472322	11013.50471	45.541819	39.1907661	1982-1999 –> 2000-2009	18.5219143	7.5746821	22775.57941	91.044881	2	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1443	11.0933741	11053.77694	69.512616	41.5855823	1982-1999 –> 2000-2009	18.6033300	7.5099559	22788.57058	195.778821	7	18
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1721	9.7174266	12724.82193	114.073278	59.9475858	2000-2009 –> 2010-2019	20.6632225	10.9457959	23739.94795	199.388378	1	2
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1721	9.7261073	12725.89532	34.869626	60.1465444	2000-2009 –> 2010-2019	20.6733395	10.9472322	23739.40004	80.411445	3	5
Atlantic	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1721	9.7211769	12724.15008	118.010204	61.6544428	2000-2009 –> 2010-2019	20.7474091	11.0262322	23758.40661	202.506360	2	5
Atlantic	(26,26.5]	3	cstar_tref ~ temp + oxygen + nitrate	1721	9.7273574	12724.33771	32.853437	61.1548468	2000-2009 –> 2010-2019	20.7554226	11.0280653	23757.07400	73.686728	4	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1721	9.9555461	12808.14917	551.955771	56.4802318	2000-2009 –> 2010-2019	21.0261173	11.0705712	23855.98770	1155.609024	6	11
Atlantic	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1721	9.9658014	12809.69300	237.913564	55.8346217	2000-2009 –> 2010-2019	21.0378138	11.0720124	23855.90722	564.012976	8	14
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1721	9.9554470	12808.11490	85.732933	52.6623323	2000-2009 –> 2010-2019	21.0488211	11.0933741	23861.89184	155.245549	5	12
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1721	9.9889445	12817.67690	81.758517	51.3034463	2000-2009 –> 2010-2019	21.0864144	11.0974699	23870.51919	150.784776	14	22
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1721	9.9707342	12813.39626	141.755779	58.1507784	2000-2009 –> 2010-2019	21.0910236	11.1202894	23874.16689	241.785685	9	19
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + nitrate	1721	9.9727695	12812.09881	33.093756	57.0464674	2000-2009 –> 2010-2019	21.1026072	11.1298377	23873.34638	70.593781	11	24
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1384	6.4781505	9113.45009	190.704473	35.5982576	1982-1999 –> 2000-2009	11.7603707	5.2822202	17427.65342	561.537236	1	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1384	6.6545179	9187.80122	615.651239	37.7712506	1982-1999 –> 2000-2009	11.9229769	5.2684590	17494.98222	1403.377401	7	8
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1384	6.5149058	9129.11059	168.356990	35.4182568	1982-1999 –> 2000-2009	12.0138177	5.4989119	17551.54236	458.909349	2	9
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1384	6.7492732	9224.93747	36.236269	38.9206713	1982-1999 –> 2000-2009	12.0315862	5.2823129	17537.18804	67.440582	15	18
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1384	6.6235875	9174.90547	381.574129	41.5441484	1982-1999 –> 2000-2009	12.1776806	5.5540931	17624.21665	1041.752382	6	15
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1384	6.8958526	9284.40887	455.905716	38.4242649	1982-1999 –> 2000-2009	12.1913115	5.2954589	17603.35061	974.925247	20	24
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1384	6.8998249	9286.00287	182.708536	52.9246432	1982-1999 –> 2000-2009	12.1978266	5.2980017	17606.23699	503.360219	21	26
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1384	6.7294743	9216.80565	126.935430	44.0719726	1982-1999 –> 2000-2009	12.2333982	5.5039238	17639.68989	296.911688	12	20
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1384	6.5696802	9150.28542	41.473086	35.7769629	1982-1999 –> 2000-2009	12.2633203	5.6936401	17664.39756	74.449184	3	18
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + oxygen + nitrate	1384	6.9751122	9314.04228	15.789501	47.7116599	1982-1999 –> 2000-2009	12.2792921	5.3041799	17635.41380	42.357070	24	30
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1175	7.1812605	7981.47163	283.939165	41.4996436	2000-2009 –> 2010-2019	13.6594110	6.4781505	17094.92172	474.643638	2	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1175	7.1723403	7978.55075	198.159743	40.9055999	2000-2009 –> 2010-2019	13.6872460	6.5149058	17107.66134	366.516733	1	3
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate	1175	7.2072291	7987.95429	38.386543	44.1712963	2000-2009 –> 2010-2019	13.7769094	6.5696802	17138.23971	84.335702	4	7
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1175	7.2294749	7995.19662	35.671837	43.9020913	2000-2009 –> 2010-2019	13.8076852	6.5782102	17149.07365	73.911912	5	9
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1175	7.2373881	7999.76745	596.676257	45.0802190	2000-2009 –> 2010-2019	13.8919060	6.6545179	17187.56866	1212.327496	6	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1175	7.1837662	7980.29145	40.884581	42.3843690	2000-2009 –> 2010-2019	13.9166388	6.7328726	17198.49454	83.795152	3	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1175	7.2459420	8000.54330	80.944429	48.0282167	2000-2009 –> 2010-2019	13.9754164	6.7294743	17217.34895	207.879859	7	19
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate	1175	7.2481622	8001.26321	230.956471	47.3967397	2000-2009 –> 2010-2019	13.9761985	6.7280364	17217.47732	791.183303	8	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1175	7.3980958	8051.37875	535.290335	37.5535889	2000-2009 –> 2010-2019	14.0216833	6.6235875	17226.28422	916.864463	13	19
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	1175	7.4598405	8068.91052	29.457307	41.9045056	2000-2009 –> 2010-2019	14.1525168	6.6926763	17270.53868	73.536639	14	23
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1579	6.1304563	10221.31198	516.021398	37.2621893	1982-1999 –> 2000-2009	10.3027857	4.1723294	22023.60189	1353.673147	1	2
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1579	6.1359805	10222.15641	32.363907	39.5732178	1982-1999 –> 2000-2009	10.3167136	4.1807331	22030.77651	54.160136	3	5
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1579	6.1373691	10222.87096	30.878534	39.8122130	1982-1999 –> 2000-2009	10.3232605	4.1858915	22036.59603	51.084338	4	7
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1579	6.1342971	10221.28989	33.531288	39.1784140	1982-1999 –> 2000-2009	10.3381814	4.2038843	22052.77239	56.093907	2	8
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate	1579	6.2245774	10267.42841	26.680210	47.9529728	1982-1999 –> 2000-2009	10.5245901	4.3000127	22192.51237	81.052395	6	17
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1579	6.3606874	10335.73879	555.221598	44.3017484	1982-1999 –> 2000-2009	10.5484025	4.1877151	22151.26715	1528.414717	9	13
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1579	6.3816808	10346.14460	29.702941	48.3457144	1982-1999 –> 2000-2009	10.5812594	4.1995786	22173.38466	63.059096	14	19
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1579	6.3748665	10342.77072	498.135704	43.0913439	1982-1999 –> 2000-2009	10.6336520	4.2587855	22227.97007	1311.782028	11	19
Atlantic	(26.75,27]	3	cstar_tref ~ temp + phosphate + phosphate_star	1579	6.3706621	10338.68725	8.789079	42.5035792	1982-1999 –> 2000-2009	10.6450976	4.2744355	22237.07222	27.015365	10	19
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate_star	1579	6.3749619	10340.81799	5.187216	42.8025236	1982-1999 –> 2000-2009	10.6616451	4.2866831	22251.04846	17.166801	12	22
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1480	6.2502708	9638.62743	307.348986	34.0005646	2000-2009 –> 2010-2019	12.3807271	6.1304563	19859.93941	823.370384	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1480	6.4407803	9727.50116	488.234327	32.6210348	2000-2009 –> 2010-2019	12.5739632	6.1331830	19950.21741	1102.819999	2	4
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1480	6.6167524	9805.28790	33.118613	34.6095117	2000-2009 –> 2010-2019	12.7541215	6.1373691	20028.15886	63.997147	3	8
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1480	6.6277900	9810.22143	34.669586	34.9136514	2000-2009 –> 2010-2019	12.7637705	6.1359805	20032.37783	67.033493	4	8
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1480	6.6407985	9816.02542	36.049284	35.4082162	2000-2009 –> 2010-2019	12.7750957	6.1342971	20037.31531	69.580572	5	8
Atlantic	(26.75,27]	3	cstar_tref ~ sal + temp + phosphate_star	1480	6.6788248	9830.92649	29.771944	36.7846359	2000-2009 –> 2010-2019	12.8718056	6.1929809	20080.28380	56.598138	8	14
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1480	6.6810395	9833.90789	408.267875	40.4129060	2000-2009 –> 2010-2019	12.9430860	6.2620465	20120.28902	1169.945942	9	17
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1480	6.6654109	9826.97562	110.488161	40.8036853	2000-2009 –> 2010-2019	13.0493732	6.3839622	20174.24898	323.641225	7	24
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1480	6.8446402	9905.51710	726.020210	32.4432072	2000-2009 –> 2010-2019	13.1137001	6.2690600	20195.43321	1651.269207	15	24
Atlantic	(26.75,27]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	1480	6.6497157	9819.99738	322.493797	39.0922743	2000-2009 –> 2010-2019	13.1744088	6.5246931	20236.13087	802.125256	6	30
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1789	5.3788286	11110.84193	319.450714	33.8534613	1982-1999 –> 2000-2009	9.6988692	4.3200406	24429.09255	750.072035	1	2
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1789	5.3861309	11113.69615	23.171908	35.0018108	1982-1999 –> 2000-2009	9.7746250	4.3884941	24502.51643	51.880844	2	5
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1789	5.4057881	11128.73060	351.313886	35.4575864	1982-1999 –> 2000-2009	9.7940531	4.3882650	24519.30994	889.105675	3	5
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1789	5.4068651	11127.44343	24.970699	35.7704827	1982-1999 –> 2000-2009	9.8165326	4.4096675	24538.48120	55.429522	4	8
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1789	5.4424343	11150.90425	26.017178	37.3600236	1982-1999 –> 2000-2009	9.8765904	4.4341562	24587.50564	57.496997	5	10
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1789	5.5303070	11210.21272	520.228835	38.0021406	1982-1999 –> 2000-2009	9.9800338	4.4497268	24664.99491	1400.919171	8	14
Atlantic	(27,27.25]	4	cstar_tref ~ sal + oxygen + aou + phosphate	1789	5.5305455	11208.36702	241.312722	37.8893572	1982-1999 –> 2000-2009	9.9841737	4.4536282	24665.19462	541.056786	9	16
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1789	5.4938488	11186.54690	520.452625	37.7859978	1982-1999 –> 2000-2009	10.0168936	4.5230448	24716.76695	1396.347229	6	19
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	1789	5.4939813	11184.63319	18.423647	37.8810233	1982-1999 –> 2000-2009	10.0314487	4.5374673	24727.54878	52.510373	7	21
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1789	5.5413236	11215.33312	470.443544	37.2678860	1982-1999 –> 2000-2009	10.0829755	4.5416520	24762.50378	1233.677164	10	25
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1868	6.7194628	12432.26504	388.027366	44.2881080	2000-2009 –> 2010-2019	12.0982914	5.3788286	23543.10697	707.478080	3	4
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1868	6.7197866	12430.44507	32.349955	43.6797229	2000-2009 –> 2010-2019	12.1059175	5.3861309	23544.14123	55.521863	4	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1868	6.7222408	12433.80928	579.076946	51.2505447	2000-2009 –> 2010-2019	12.1280289	5.4057881	23562.53988	1092.298353	5	8
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1868	6.7670797	12456.64651	34.002366	44.7530965	2000-2009 –> 2010-2019	12.1739448	5.4068651	23584.08995	58.973065	12	16
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1868	6.7321739	12437.32571	34.919010	48.1563277	2000-2009 –> 2010-2019	12.1746082	5.4424343	23588.22996	60.936188	6	11
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1868	6.7077434	12425.74339	631.214868	51.3364211	2000-2009 –> 2010-2019	12.2380504	5.5303070	23635.95612	1151.443703	1	9
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1868	6.8419154	12499.73535	610.948699	53.3743439	2000-2009 –> 2010-2019	12.3357642	5.4938488	23686.28225	1131.401325	15	21
Atlantic	(27,27.25]	4	cstar_tref ~ sal + oxygen + aou + phosphate	1868	6.8180808	12484.69785	286.156590	42.4921521	2000-2009 –> 2010-2019	12.3486263	5.5305455	23693.06487	527.469311	13	22
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	1868	6.9045912	12531.80341	26.243735	46.1234090	2000-2009 –> 2010-2019	12.3985725	5.4939813	23716.43660	44.667382	25	32
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1868	6.8437846	12498.75590	340.690771	53.3745120	2000-2009 –> 2010-2019	12.4247938	5.5810092	23739.62246	669.846581	16	30
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2466	4.4185600	14340.23877	199.955699	36.8041637	1982-1999 –> 2000-2009	8.0737551	3.6551951	27234.61623	453.032841	1	2
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2466	4.4269889	14347.63820	20.666915	35.1900634	1982-1999 –> 2000-2009	8.0844327	3.6574437	27242.93324	48.221157	2	4
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2466	4.4721901	14399.74030	289.350139	39.2333583	1982-1999 –> 2000-2009	8.1425459	3.6703558	27313.75391	576.110341	3	6
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + phosphate	2466	4.4956819	14423.57960	22.203744	36.9600872	1982-1999 –> 2000-2009	8.1713124	3.6756306	27342.40598	52.221686	4	8
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2466	4.5250385	14455.68072	22.786877	42.7686672	1982-1999 –> 2000-2009	8.2145120	3.6894734	27392.34002	52.738613	5	10
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2466	4.5290601	14462.06205	826.311765	39.6968473	1982-1999 –> 2000-2009	8.2697164	3.7406563	27466.08104	1322.508884	6	14
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2466	4.5595503	14495.15362	298.385921	40.3802296	1982-1999 –> 2000-2009	8.2942870	3.7347367	27491.65925	588.593219	9	15
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2466	4.5603654	14494.03521	278.231378	40.3678435	1982-1999 –> 2000-2009	8.3011299	3.7407646	27496.19145	563.818820	10	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2466	4.5618300	14495.61888	350.851913	37.3572275	1982-1999 –> 2000-2009	8.3045291	3.7426992	27500.22794	553.545656	11	21
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	2466	4.5800180	14515.24365	17.475796	38.3452141	1982-1999 –> 2000-2009	8.3167677	3.7367497	27512.30561	40.364762	13	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2189	5.6368194	13797.07576	217.882845	28.9273728	2000-2009 –> 2010-2019	10.0553795	4.4185600	28137.31454	417.838544	1	2
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2189	5.6812334	13829.43594	24.907971	25.2726147	2000-2009 –> 2010-2019	10.1082223	4.4269889	28177.07414	45.574886	8	10
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2189	5.6622871	13816.81138	179.025791	30.8712592	2000-2009 –> 2010-2019	10.1344771	4.4721901	28216.55168	468.375930	4	7
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2189	5.6520822	13808.91398	408.115296	30.0176373	2000-2009 –> 2010-2019	10.1811423	4.5290601	28270.97603	880.578090	2	8
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2189	5.6691101	13820.08366	28.090787	32.0999007	2000-2009 –> 2010-2019	10.1941486	4.5250385	28275.76438	50.877664	6	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	2189	5.6624191	13814.91350	149.066125	30.8199978	2000-2009 –> 2010-2019	10.2006683	4.5382491	28284.97196	368.669508	5	12
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2189	5.6525337	13807.26371	87.851941	29.9329962	2000-2009 –> 2010-2019	10.2115177	4.5589840	28299.80472	192.840033	3	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2189	5.7382386	13873.14567	27.942584	26.8331900	2000-2009 –> 2010-2019	10.2339205	4.4956819	28296.72528	50.146329	16	20
Atlantic	(27.25,27.5]	3	cstar_tref ~ sal + nitrate + phosphate_star	2189	5.6692279	13818.17465	8.285321	32.0502181	2000-2009 –> 2010-2019	10.2397802	4.5705523	28321.21468	17.202015	7	19
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2189	5.6960186	13842.81477	181.741789	31.0868773	2000-2009 –> 2010-2019	10.2555689	4.5595503	28337.96839	480.127710	10	19
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	2539	4.5187340	14878.17126	166.001663	27.6957441	1982-1999 –> 2000-2009	7.6474037	3.1286697	29251.22675	332.989597	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2539	4.5595210	14923.80076	131.353531	26.5760641	1982-1999 –> 2000-2009	7.6673552	3.1078342	29259.37128	280.980785	3	4
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2539	4.5611461	14923.61032	94.017373	26.7535514	1982-1999 –> 2000-2009	7.6898274	3.1286813	29294.68662	225.027753	4	7
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2539	4.5216459	14879.44254	120.627681	27.8463543	1982-1999 –> 2000-2009	7.7584533	3.2368074	29441.12341	239.481274	2	20
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2539	4.6466470	15017.91863	22.705233	27.4803522	1982-1999 –> 2000-2009	7.7832416	3.1365946	29403.16632	50.116234	10	14
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2539	4.6236405	14994.71405	156.440593	25.8669355	1982-1999 –> 2000-2009	7.7854322	3.1617917	29426.84820	334.481665	6	11
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2539	4.6181564	14988.68746	155.779766	26.7427432	1982-1999 –> 2000-2009	7.7988065	3.1806500	29454.18279	328.876164	5	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	2539	4.6397489	15010.37457	156.415406	24.8597983	1982-1999 –> 2000-2009	7.8022592	3.1625103	29441.78364	313.731502	9	15
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2539	4.6236843	14992.76207	153.289596	25.7823047	1982-1999 –> 2000-2009	7.8307641	3.2070798	29502.68135	293.771106	7	20
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2539	4.6477923	15019.17016	24.513250	25.7267681	1982-1999 –> 2000-2009	7.8497334	3.2019411	29520.09327	53.635314	12	22
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3100	5.2805429	19128.39817	324.556587	33.1365287	2000-2009 –> 2010-2019	9.7992769	4.5187340	34006.56943	818.671025	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3100	5.3446421	19203.20537	147.605001	35.0421372	2000-2009 –> 2010-2019	9.9627986	4.6181564	34191.89282	303.384766	2	7
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3100	5.3476036	19206.63982	146.632140	35.9070654	2000-2009 –> 2010-2019	9.9712441	4.6236405	34201.35387	303.072733	3	9
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3100	5.3476423	19204.68466	144.865103	36.0102492	2000-2009 –> 2010-2019	9.9713265	4.6236843	34197.44673	298.154700	4	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	3100	5.3608840	19220.01803	151.455915	37.1080661	2000-2009 –> 2010-2019	10.0006329	4.6397489	34230.39261	307.871321	5	14
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3100	5.4587900	19334.22727	127.900081	34.4510210	2000-2009 –> 2010-2019	10.0183111	4.5595210	34258.02803	259.253612	8	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3100	5.3754618	19236.85470	147.594731	36.4628218	2000-2009 –> 2010-2019	10.0291692	4.6537074	34262.48333	302.261192	6	20
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + nitrate + phosphate	3100	5.3827114	19243.21068	143.005756	35.0511025	2000-2009 –> 2010-2019	10.0371961	4.6544847	34267.68739	293.718361	7	22
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	3100	5.5545819	19440.08250	125.398379	28.1592776	2000-2009 –> 2010-2019	10.0762278	4.5216459	34319.52504	246.026061	15	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3100	5.5961533	19486.31145	94.181511	33.2741728	2000-2009 –> 2010-2019	10.1572994	4.5611461	34409.92178	188.198884	20	24
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1449	4.1315923	8237.36891	325.386416	24.4428357	1982-1999 –> 2000-2009	6.6879879	2.5563956	15404.13563	691.909899	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1449	4.2101550	8291.95730	81.952468	24.2135142	1982-1999 –> 2000-2009	6.8076699	2.5975149	15507.13729	172.054026	3	5
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1449	4.2053076	8288.61875	81.289178	24.2535938	1982-1999 –> 2000-2009	6.8176246	2.6123170	15521.03900	171.424274	2	6
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1449	4.2119199	8291.17192	69.538925	24.1853470	1982-1999 –> 2000-2009	6.8394076	2.6274877	15539.16077	128.737123	4	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1449	4.2497485	8317.08357	73.688183	24.4057984	1982-1999 –> 2000-2009	6.8504566	2.6007081	15533.99102	137.668855	5	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1449	4.2723624	8332.46366	75.764186	24.5834102	1982-1999 –> 2000-2009	6.9233253	2.6509628	15607.43928	143.970613	6	12
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1449	4.3173277	8364.80481	78.083839	23.2638186	1982-1999 –> 2000-2009	7.0061292	2.6888015	15684.78023	167.617605	8	15
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate	1449	4.2877629	8340.89120	69.512269	24.8495900	1982-1999 –> 2000-2009	7.2805741	2.9928112	15981.86141	128.357296	7	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1449	4.6443137	8574.37906	75.755864	21.4584338	1982-1999 –> 2000-2009	7.5328286	2.8885149	16109.73132	163.692811	12	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1449	4.5927562	8542.02787	81.263189	25.5178686	1982-1999 –> 2000-2009	7.6805970	3.0878407	16279.83758	168.189801	9	20
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1863	4.1479975	10601.66833	179.316382	33.3608744	2000-2009 –> 2010-2019	8.2795899	4.1315923	18839.03724	368.887622	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1863	4.2180420	10664.06143	86.481113	32.2751563	2000-2009 –> 2010-2019	8.4233495	4.2053076	18952.68018	167.770291	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1863	4.2322202	10676.56475	86.795111	31.6175568	2000-2009 –> 2010-2019	8.4423752	4.2101550	18968.52205	168.747580	3	6
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1863	4.2641712	10702.58844	67.839270	28.4784809	2000-2009 –> 2010-2019	8.4760912	4.2119199	18993.76036	137.378195	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1863	4.2942119	10728.74569	85.726738	28.5308105	2000-2009 –> 2010-2019	8.5439603	4.2497485	19045.82926	164.151159	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1863	4.2975720	10731.66004	81.389878	29.4543580	2000-2009 –> 2010-2019	8.5699344	4.2723624	19064.12369	157.154065	6	12
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate	1863	4.2976558	10729.73273	64.928994	29.3135218	2000-2009 –> 2010-2019	8.5854187	4.2877629	19070.62393	134.441263	7	14
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1863	4.4081950	10828.35670	84.868743	32.1751265	2000-2009 –> 2010-2019	8.7255227	4.3173277	19193.16151	162.952583	8	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1863	4.6940107	11060.43177	86.467035	27.7651868	2000-2009 –> 2010-2019	9.2867670	4.5927562	19602.45964	167.730224	9	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1863	4.7046518	11068.86881	86.417637	29.0874820	2000-2009 –> 2010-2019	9.3068762	4.6022245	19616.86493	167.326880	10	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4335	4.7560715	25836.38592	40.433149	24.1375047	1982-1999 –> 2000-2009	8.6425292	3.8864577	45590.85049	100.387574	2	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4335	4.7556905	25835.69132	41.184548	24.1819327	1982-1999 –> 2000-2009	8.6429688	3.8872783	45591.65704	102.421965	1	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	4335	4.7586472	25841.07993	39.300308	24.1560546	1982-1999 –> 2000-2009	8.6457030	3.8870558	45596.63869	95.806800	4	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	4335	4.7632290	25849.42382	191.118275	24.2722518	1982-1999 –> 2000-2009	8.6516774	3.8884484	45607.52941	538.236493	6	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4335	4.8082098	25928.91346	36.970984	24.0104414	1982-1999 –> 2000-2009	8.7001638	3.8919540	45691.42609	81.876119	12	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4335	4.8068924	25926.53758	28.651675	24.8396671	1982-1999 –> 2000-2009	8.7131251	3.9062327	45715.08739	62.257673	11	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	4335	4.7580186	25837.93463	25.187327	23.5931112	1982-1999 –> 2000-2009	8.7229225	3.9649039	45732.48197	71.080054	3	12
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + nitrate	4335	4.7610450	25843.44762	26.861964	23.5493888	1982-1999 –> 2000-2009	8.7307075	3.9696625	45746.52308	68.365568	5	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + oxygen + aou + nitrate	4335	4.7660678	25852.58945	189.725973	23.6214798	1982-1999 –> 2000-2009	8.7307946	3.9647268	45746.81910	535.421065	7	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	4335	4.7707174	25861.04342	24.824812	24.4973060	1982-1999 –> 2000-2009	8.7330249	3.9623075	45750.93327	52.300634	8	15
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4772	5.0893538	29085.87723	51.936552	52.6091012	2000-2009 –> 2010-2019	9.8454253	4.7560715	54922.26315	92.369700	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4772	5.0893428	29085.85658	50.763518	52.5508435	2000-2009 –> 2010-2019	9.8479900	4.7586472	54926.93652	90.063825	1	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4772	5.0926043	29091.97091	52.825400	49.5664896	2000-2009 –> 2010-2019	9.8482948	4.7556905	54927.66222	94.009948	5	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4772	5.0919193	29090.68701	307.254885	54.0474343	2000-2009 –> 2010-2019	9.8551483	4.7632290	54940.11083	584.047829	4	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	4772	5.1226170	29146.05226	30.770993	50.5782711	2000-2009 –> 2010-2019	9.8933344	4.7707174	55007.09567	55.595805	6	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	4772	5.0893924	29083.94972	30.201688	52.9028774	2000-2009 –> 2010-2019	9.8984647	4.8090722	55014.41807	56.058115	3	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4772	5.1427591	29183.50579	35.636315	44.8049376	2000-2009 –> 2010-2019	9.9496516	4.8068924	55110.04337	64.287990	7	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + nitrate + phosphate	4772	5.2004479	29287.96938	30.048783	35.6879832	2000-2009 –> 2010-2019	10.2980759	5.0976279	55721.64846	55.498363	8	25
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4772	5.4899371	29806.98733	47.337439	45.5136625	2000-2009 –> 2010-2019	10.2981470	4.8082098	55735.90078	84.308423	12	24
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4772	5.7869582	30309.86063	15.234001	68.0275378	2000-2009 –> 2010-2019	10.5922934	4.8053352	56233.58915	30.783468	19	29
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3027	2.1263312	13171.37964	255.672588	11.9338126	1982-1999 –> 2000-2009	3.9587931	1.8324619	26944.55378	619.696232	1	2
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3027	2.1784681	13318.03102	182.369809	12.5210498	1982-1999 –> 2000-2009	4.0581554	1.8796873	27264.12993	458.911717	3	5
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3027	2.1723004	13298.86648	158.646900	10.5708933	1982-1999 –> 2000-2009	4.0614791	1.8891787	27277.19512	504.303078	2	5
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3027	2.2620784	13546.03755	195.574122	13.0221145	1982-1999 –> 2000-2009	4.1910493	1.9289709	27668.02510	485.153590	5	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3027	2.2359689	13473.75411	116.972569	10.9427087	1982-1999 –> 2000-2009	4.1934315	1.9574626	27693.38737	380.134520	4	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3027	2.3149398	13683.88273	118.723528	11.3569451	1982-1999 –> 2000-2009	4.3227765	2.0078367	28076.19428	388.855430	6	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3027	2.3462537	13765.22557	402.783827	11.0761426	1982-1999 –> 2000-2009	4.4604417	2.1141880	28508.29857	1361.228411	7	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3027	2.3529147	13782.38838	88.959580	10.6114176	1982-1999 –> 2000-2009	4.6446076	2.2916929	29073.35506	219.232502	8	17
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	3027	2.3621619	13804.13461	69.787271	10.4619631	1982-1999 –> 2000-2009	4.6668901	2.3047282	29131.64771	198.673099	9	19
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3027	2.7030971	14622.34058	128.632836	16.9325389	1982-1999 –> 2000-2009	4.9583958	2.2552987	29804.51420	221.979631	14	22
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3463	2.7332003	16805.47555	344.108284	9.0200442	2000-2009 –> 2010-2019	4.8595315	2.1263312	29976.85519	599.780872	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	3463	2.7785575	16917.46858	108.333301	8.8560098	2000-2009 –> 2010-2019	4.9508578	2.1723004	30216.33506	220.468047	3	5
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3463	2.7760749	16913.27768	250.700272	9.0271599	2000-2009 –> 2010-2019	4.9545430	2.1784681	30231.30870	433.070081	2	5
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3463	2.7903893	16946.89880	131.564597	8.7241887	2000-2009 –> 2010-2019	5.0263582	2.2359689	30420.65292	248.537166	4	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3463	2.8415351	17074.69792	255.424117	9.1839654	2000-2009 –> 2010-2019	5.1036136	2.2620784	30620.73547	450.998240	5	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3463	2.8415913	17072.83473	149.729829	9.2147561	2000-2009 –> 2010-2019	5.1565311	2.3149398	30756.71746	268.453356	6	13
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3463	2.8859907	17182.21571	690.034477	8.8147296	2000-2009 –> 2010-2019	5.1946205	2.3086298	30851.57405	1231.616667	7	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3463	2.9156346	17250.99422	92.640441	9.2516161	2000-2009 –> 2010-2019	5.2685493	2.3529147	31033.38260	181.600021	8	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	3463	2.9406382	17310.13624	279.873653	9.7885832	2000-2009 –> 2010-2019	5.2868919	2.3462537	31075.36181	603.276376	9	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3463	3.1017230	17679.50780	54.806746	14.5935823	2000-2009 –> 2010-2019	5.6650280	2.5633050	31980.37636	123.927603	10	21
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1440	2.0359286	6148.08478	468.314733	11.0243517	1982-1999 –> 2000-2009	3.5436864	1.5077578	12565.55236	877.138425	4	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1440	2.0247851	6132.27809	207.308181	10.9201223	1982-1999 –> 2000-2009	3.5474181	1.5226330	12584.10676	390.478969	2	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1440	2.0219545	6128.24901	212.869103	10.8869096	1982-1999 –> 2000-2009	3.5493049	1.5273505	12590.90467	517.458730	1	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1440	2.0304318	6140.29860	201.882561	11.0317078	1982-1999 –> 2000-2009	3.5505166	1.5200848	12586.26499	376.474323	3	5
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1440	2.0577822	6176.83388	181.033632	10.4773890	1982-1999 –> 2000-2009	3.6839514	1.6261692	12856.91350	352.689901	5	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1440	2.1534336	6307.68608	207.171280	11.3910077	1982-1999 –> 2000-2009	3.8252200	1.6717865	13084.59570	383.554202	6	15
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1440	2.2679984	6456.96833	106.628738	15.4945852	1982-1999 –> 2000-2009	3.8277872	1.5597887	12991.17957	151.901826	18	25
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	1440	2.2816987	6474.31314	72.542743	15.6837068	1982-1999 –> 2000-2009	3.8405166	1.5588180	13006.34541	105.523009	19	25
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1440	2.3127165	6513.20068	468.103228	15.9447804	1982-1999 –> 2000-2009	3.8704029	1.5576864	13042.69120	850.528674	22	27
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1440	2.1682729	6327.46415	209.083911	11.6201213	1982-1999 –> 2000-2009	3.8716185	1.7033456	13169.82906	386.891129	7	19
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2023	1.9428399	8442.17930	322.368834	16.2843252	2000-2009 –> 2010-2019	3.9647943	2.0219545	14570.42831	532.370196	4	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2023	1.9412194	8438.80315	319.533522	16.2830705	2000-2009 –> 2010-2019	3.9660045	2.0247851	14571.08124	526.841703	3	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2023	1.9402201	8436.71989	265.621258	16.2566779	2000-2009 –> 2010-2019	3.9706519	2.0304318	14577.01849	467.503819	2	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2023	1.9361788	8428.28361	442.442420	16.3033638	2000-2009 –> 2010-2019	3.9721074	2.0359286	14576.36839	910.757153	1	5
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2023	2.0380035	8633.65853	240.446570	17.6163298	2000-2009 –> 2010-2019	4.0957856	2.0577822	14810.49241	421.480202	13	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2023	2.0332242	8624.15926	172.430537	18.5312248	2000-2009 –> 2010-2019	4.2204739	2.1872497	14976.71953	262.523948	8	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2023	2.0370833	8631.83139	214.844868	18.6651505	2000-2009 –> 2010-2019	4.2304953	2.1934120	14992.49431	365.600987	11	22
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2023	2.0436258	8644.80510	197.947096	18.8942348	2000-2009 –> 2010-2019	4.2383802	2.1947543	15007.23000	420.823563	14	26
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2023	1.9707189	8497.82533	95.102700	18.6483895	2000-2009 –> 2010-2019	4.2387174	2.2679984	14954.79365	201.731439	5	23
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2023	2.0369489	8631.56440	170.686989	18.7533438	2000-2009 –> 2010-2019	4.2402700	2.2033211	15005.20891	312.824077	10	25
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1216	1.3524053	4199.04216	623.067173	5.2824301	1982-1999 –> 2000-2009	2.5361986	1.1837933	8877.59450	929.989533	1	2
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1216	1.3528869	4199.90796	609.998649	5.1582245	1982-1999 –> 2000-2009	2.5380841	1.1851973	8881.94268	836.538360	2	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	1216	1.3529728	4198.06238	50.146736	5.0793285	1982-1999 –> 2000-2009	2.5390802	1.1861074	8880.35240	81.506270	3	8
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1216	1.3574392	4208.07769	610.731299	5.3722573	1982-1999 –> 2000-2009	2.5431885	1.1857493	8891.48045	911.509658	5	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1216	1.3586011	4208.15851	226.106038	5.0841652	1982-1999 –> 2000-2009	2.5475074	1.1889063	8897.37317	363.178576	8	15
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1216	1.3628104	4215.68170	250.192295	5.9724451	1982-1999 –> 2000-2009	2.5486682	1.1858579	8897.35354	372.553099	10	14
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1216	1.3571054	4207.47961	280.683743	5.2431324	1982-1999 –> 2000-2009	2.5493221	1.1922166	8906.86344	537.899969	4	15
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1216	1.3576087	4206.38125	58.454547	5.0519322	1982-1999 –> 2000-2009	2.5523825	1.1947738	8910.06006	89.767825	7	25
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	1216	1.3574511	4206.09899	440.310983	5.3520745	1982-1999 –> 2000-2009	2.5570147	1.1995636	8921.53247	631.941880	6	25
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + oxygen + nitrate	1216	1.3588082	4206.52910	9.151864	5.1144897	1982-1999 –> 2000-2009	2.5588894	1.2000812	8921.22999	25.428744	9	29
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2366	1.3766044	8240.85844	539.897054	10.4564505	2000-2009 –> 2010-2019	2.7290097	1.3524053	12439.90060	1162.964227	1	2
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2366	1.3787748	8248.31332	481.854870	10.4950874	2000-2009 –> 2010-2019	2.7362140	1.3574392	12456.39101	1049.146418	3	8
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2366	1.3872538	8277.32414	388.937543	10.5860919	2000-2009 –> 2010-2019	2.7443592	1.3571054	12484.80375	669.621286	7	11
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2366	1.3946749	8302.57061	524.703451	10.1012913	2000-2009 –> 2010-2019	2.7475618	1.3528869	12502.47858	1134.702099	9	11
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2366	1.3795978	8249.13696	538.416034	10.5136068	2000-2009 –> 2010-2019	2.7548293	1.3752315	12486.88439	1103.353699	5	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	2366	1.4023544	8326.55490	521.614026	10.6618720	2000-2009 –> 2010-2019	2.7598055	1.3574511	12532.65389	995.641358	11	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2366	1.4318589	8425.07975	261.864396	7.3964582	2000-2009 –> 2010-2019	2.7946692	1.3628104	12640.76144	512.056691	14	24
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2366	1.4209574	8388.91469	75.813625	5.9670299	2000-2009 –> 2010-2019	2.8207950	1.3998377	12669.79170	148.005976	13	26
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + nitrate + phosphate_star	2366	1.4358908	8436.38565	49.510079	6.0301510	2000-2009 –> 2010-2019	2.8374230	1.4015322	12718.20491	82.468756	15	29
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	2366	1.5110300	8679.74654	46.797200	3.8199071	2000-2009 –> 2010-2019	2.8640027	1.3529728	12877.80892	96.943936	17	20
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	699	0.4601706	910.60722	212.261941	2.4088912	1982-1999 –> 2000-2009	0.8023526	0.3421820	1437.54472	260.769221	1	3
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	699	0.4617443	915.37997	50.392062	2.4223330	1982-1999 –> 2000-2009	0.8035402	0.3417959	1440.63976	64.458841	2	3
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	699	0.4648215	924.66578	52.523659	2.4282261	1982-1999 –> 2000-2009	0.8074838	0.3426623	1453.68766	66.546011	3	6
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	699	0.4821244	973.76075	49.796411	2.6497451	1982-1999 –> 2000-2009	0.8353898	0.3532654	1546.06736	61.366628	4	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	699	0.5083939	1049.93092	263.605769	3.1875636	1982-1999 –> 2000-2009	0.8594963	0.3511024	1615.11088	307.714111	5	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	699	0.5103330	1055.25297	72.503992	3.1378360	1982-1999 –> 2000-2009	0.9125262	0.4021932	1822.31310	107.084441	6	19
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + nitrate + phosphate_star	699	0.5110933	1055.33412	64.052242	3.1949084	1982-1999 –> 2000-2009	0.9351926	0.4240992	1899.20415	89.926303	7	22
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + aou + nitrate	699	0.6140996	1312.01386	40.346708	2.9704759	1982-1999 –> 2000-2009	0.9729213	0.3588217	1907.51086	50.162759	13	19
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + oxygen + nitrate	699	0.7127987	1520.37447	17.773411	4.1697384	1982-1999 –> 2000-2009	1.0735949	0.3607962	2124.02643	25.083954	15	22
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate_star	699	0.7131663	1521.09530	190.315051	4.2360285	1982-1999 –> 2000-2009	1.0751596	0.3619933	2129.66935	218.509313	16	26
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1084	0.5059142	1611.00901	54.509950	1.6895545	2000-2009 –> 2010-2019	0.9660848	0.4601706	2521.61623	266.771890	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1084	0.5063630	1612.93141	16.265018	1.6980453	2000-2009 –> 2010-2019	0.9681073	0.4617443	2528.31139	66.657080	2	4
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1084	0.5070906	1616.04457	15.393769	1.6921650	2000-2009 –> 2010-2019	0.9719121	0.4648215	2540.71035	67.917428	3	6
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	1084	0.5158185	1651.04188	14.501386	2.1381697	2000-2009 –> 2010-2019	0.9979428	0.4821244	2624.80263	64.297797	4	8
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1084	0.5288266	1707.03746	35.536156	1.6504304	2000-2009 –> 2010-2019	1.0391596	0.5103330	2762.29043	108.040148	5	11
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1084	0.5309531	1715.73803	54.784856	2.0064245	2000-2009 –> 2010-2019	1.0393471	0.5083939	2765.66895	318.390625	6	11
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + nitrate + phosphate_star	1084	0.5315272	1716.08069	26.876972	1.9041131	2000-2009 –> 2010-2019	1.0426205	0.5110933	2771.41481	90.929214	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + aou + nitrate	1084	0.5728606	1878.43799	11.184319	2.5461708	2000-2009 –> 2010-2019	1.1869602	0.6140996	3190.45185	51.531027	8	21
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1084	0.6215917	2057.43573	15.737278	2.4876397	2000-2009 –> 2010-2019	1.2160433	0.5944516	3325.98974	53.094700	10	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1084	0.6242805	2066.79368	33.830393	2.5027145	2000-2009 –> 2010-2019	1.2228536	0.5985731	3345.00694	102.692051	11	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	935	0.4614792	1221.30983	304.789984	2.3417601	1982-1999 –> 2000-2009	0.7643107	0.3028315	1579.92643	719.555836	3	6
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	935	0.4607656	1218.41591	499.744610	2.3514902	1982-1999 –> 2000-2009	0.7647507	0.3039852	1582.87292	1139.335567	1	7
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	935	0.4610274	1219.47813	301.601242	2.3475406	1982-1999 –> 2000-2009	0.7649547	0.3039273	1583.64290	708.073344	2	7
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	935	0.4630062	1227.48749	496.297740	2.3313729	1982-1999 –> 2000-2009	0.7654045	0.3023983	1583.90514	1133.597116	4	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	935	0.4723044	1262.66895	290.377497	2.7620814	1982-1999 –> 2000-2009	0.7765760	0.3042716	1626.57269	726.970139	5	14
Atlantic	(28.2, Inf]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	935	0.5260741	1464.28924	287.993321	4.2786452	1982-1999 –> 2000-2009	0.8287834	0.3027093	1820.28610	694.061073	7	9
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	935	0.5286493	1473.42098	289.432053	4.4596935	1982-1999 –> 2000-2009	0.8317122	0.3030629	1831.21098	704.197710	8	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	935	0.5293560	1475.91905	297.305983	4.5101042	1982-1999 –> 2000-2009	0.8334424	0.3040864	1838.88755	704.881299	9	17
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	935	0.5300688	1478.43528	297.601271	4.5503066	1982-1999 –> 2000-2009	0.8340767	0.3040080	1841.00755	865.012655	10	17
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	935	0.5145814	1422.98421	239.522947	2.6373399	1982-1999 –> 2000-2009	0.9570216	0.4424402	2361.94256	520.157598	6	31
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1295	0.2233787	-193.06541	350.188072	2.4937265	2000-2009 –> 2010-2019	0.6844061	0.4610274	1026.41272	651.789314	1	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1295	0.2239152	-186.85253	350.071602	2.4946826	2000-2009 –> 2010-2019	0.6846808	0.4607656	1031.56338	849.816212	3	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1295	0.2255425	-168.09829	350.604546	2.5088849	2000-2009 –> 2010-2019	0.6885487	0.4630062	1059.38921	653.212236	5	9
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1295	0.2273716	-147.17892	349.377268	2.4920473	2000-2009 –> 2010-2019	0.6888508	0.4614792	1074.13091	654.167252	7	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1295	0.2353929	-59.38223	330.348932	2.5035699	2000-2009 –> 2010-2019	0.7076973	0.4723044	1203.28672	620.726429	13	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1295	0.2257250	-168.00326	875.932567	2.5307332	2000-2009 –> 2010-2019	0.7517991	0.5260741	1296.28598	1425.697545	6	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1295	0.2242137	-185.40253	325.467836	2.5227950	2000-2009 –> 2010-2019	0.7535697	0.5293560	1290.51652	622.773819	4	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1295	0.2236154	-192.32307	243.802523	2.5186908	2000-2009 –> 2010-2019	0.7536841	0.5300688	1286.11221	541.403794	2	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1295	0.2276328	-146.20463	242.522315	2.5186728	2000-2009 –> 2010-2019	0.7562821	0.5286493	1327.21635	531.954368	8	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1295	0.4091018	1372.13115	66.153999	1.5885582	2000-2009 –> 2010-2019	0.9236832	0.5145814	2795.11536	305.676946	33	39
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	15126	15.3222236	125506.64209	31.782080	67.0488584	1982-1999 –> 2000-2009	29.7813181	14.4590945	224071.41786	85.983069	1	3
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	15126	15.3471167	125555.75083	30.813472	66.8513578	1982-1999 –> 2000-2009	29.8063971	14.4592804	224120.83635	82.678955	2	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + nitrate	15126	15.4482141	125754.37890	265.049278	68.2380925	1982-1999 –> 2000-2009	29.8984024	14.4501884	224304.30925	967.841865	3	4
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	15126	15.5186591	125890.01672	14.959810	67.5463533	1982-1999 –> 2000-2009	29.9779396	14.4592805	224453.10234	40.019742	5	9
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	15126	15.4868045	125829.85566	40.406272	64.7407433	1982-1999 –> 2000-2009	30.0224878	14.5356833	224521.91876	104.671313	4	9
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	15126	15.6911157	126224.34848	11.850498	65.2262456	1982-1999 –> 2000-2009	30.2277488	14.5366332	224915.98597	31.737648	7	13
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	15126	15.6772129	126199.53255	31.601747	106.7394568	1982-1999 –> 2000-2009	30.4715722	14.7943593	225316.60014	90.108445	6	13
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	15126	15.7463485	126330.64877	30.860019	106.1310121	1982-1999 –> 2000-2009	30.5574757	14.8111272	225473.00907	88.985107	8	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	15126	16.5606689	127856.01633	8.316966	61.4073616	1982-1999 –> 2000-2009	31.7716812	15.2110124	227640.26310	14.242482	10	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + phosphate_star	15126	16.7657318	128230.31239	280.633637	61.3002545	1982-1999 –> 2000-2009	31.8023699	15.0366381	227738.75768	903.090358	12	21
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	20446	14.4235045	167172.22228	44.452470	79.6347338	2000-2009 –> 2010-2019	29.7457281	15.3222236	292678.86437	76.234550	2	3
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	20446	14.4149030	167147.82896	48.394603	82.4382909	2000-2009 –> 2010-2019	29.7620197	15.3471167	292703.57978	79.208075	1	3
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	20446	14.6256840	167741.43982	46.840562	75.3492093	2000-2009 –> 2010-2019	30.1124884	15.4868045	293571.29548	75.615991	3	7
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + aou + nitrate	20446	14.7861447	168187.62931	118.856893	59.6172774	2000-2009 –> 2010-2019	30.2343587	15.4482141	293942.00821	383.906171	4	7
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	20446	14.8242749	168290.94524	17.347546	58.9385988	2000-2009 –> 2010-2019	30.3429340	15.5186591	294180.96197	32.307356	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	20446	15.0933682	169026.56848	13.479966	58.4548981	2000-2009 –> 2010-2019	30.7844838	15.6911157	295250.91696	25.330464	6	13
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	20446	15.3264841	169655.31464	47.323299	75.0723780	2000-2009 –> 2010-2019	31.0036970	15.6772129	295854.84719	78.925046	7	13
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	20446	15.4860601	170076.87208	28.814103	65.8291632	2000-2009 –> 2010-2019	31.2324086	15.7463485	296407.52084	59.674122	8	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate	20446	15.6148084	170415.43534	29.313421	64.1211234	2000-2009 –> 2010-2019	32.0976336	16.4828252	298128.91641	47.435232	9	18
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	20446	15.8509535	171029.22172	10.566030	61.2316217	2000-2009 –> 2010-2019	32.4116224	16.5606689	298885.23805	18.882996	10	20
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4702	11.3258497	36182.03066	627.100793	75.8730158	1982-1999 –> 2000-2009	22.2390138	10.9131641	64176.27108	1495.069083	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4702	11.4454610	36280.82472	49.372112	47.5456514	1982-1999 –> 2000-2009	22.8534632	11.4080022	64600.82558	108.166627	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4702	11.5133734	36336.45909	33.909386	41.5781167	1982-1999 –> 2000-2009	23.1209341	11.6075607	64783.85146	63.697150	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4702	11.6199501	36423.10934	40.180531	37.7439310	1982-1999 –> 2000-2009	23.3867266	11.7667765	64970.57874	74.774720	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate	4702	12.2225377	36896.55812	398.243350	55.3519938	1982-1999 –> 2000-2009	24.0591797	11.8366420	65485.51562	1027.639110	8	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4702	12.7457557	37290.74307	256.781460	37.4988075	1982-1999 –> 2000-2009	24.5634776	11.8177219	65867.94906	630.889528	14	19
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	4702	12.4664976	37082.41174	41.749339	39.5255769	1982-1999 –> 2000-2009	24.6253925	12.1588949	65868.69027	94.532288	9	16
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4702	12.6021302	37184.17257	33.551524	38.9226393	1982-1999 –> 2000-2009	24.9648565	12.3627263	66092.57839	62.960634	10	19
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + phosphate	4702	12.6093220	37189.53771	38.224761	38.8138937	1982-1999 –> 2000-2009	25.0134237	12.4041017	66122.48801	92.222442	11	21
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4702	12.9056299	37407.96686	49.331755	34.5255154	1982-1999 –> 2000-2009	25.0949619	12.1893320	66212.61146	106.092605	15	23
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	4293	12.7643479	34062.59437	446.929377	55.3440766	2000-2009 –> 2010-2019	24.0901976	11.3258497	70244.62503	871.067096	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4293	13.5886434	34599.89280	50.427465	41.6213539	2000-2009 –> 2010-2019	25.0341044	11.4454610	70880.71752	99.799577	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4293	13.7784871	34719.01556	29.845896	42.8396804	2000-2009 –> 2010-2019	25.2918605	11.5133734	71055.47465	63.755283	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4293	14.0579847	34891.44020	41.413753	43.0870053	2000-2009 –> 2010-2019	25.6779347	11.6199501	71314.54954	84.489384	5	9
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + nitrate	4293	13.9956836	34851.30490	285.243256	62.6140131	2000-2009 –> 2010-2019	26.1278844	12.1322008	71678.09985	568.832542	4	11
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4293	14.0688643	34896.08245	545.317420	48.6896067	2000-2009 –> 2010-2019	26.2914020	12.2225377	71792.64057	1172.088637	6	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + nitrate	4293	14.3732645	35079.87178	27.239905	61.5919713	2000-2009 –> 2010-2019	26.4310791	12.0578146	71848.83044	54.138338	7	12
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	4293	14.5818711	35203.58919	31.037447	58.4191544	2000-2009 –> 2010-2019	26.6812545	12.0993834	72004.91203	61.938553	8	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	4293	14.8288449	35347.79288	39.790168	44.8776944	2000-2009 –> 2010-2019	27.2953425	12.4664976	72430.20463	81.539507	9	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	4293	14.8953608	35386.21988	263.755797	61.5474561	2000-2009 –> 2010-2019	27.6411165	12.7457557	72676.96296	520.537257	10	24
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3460	8.2989667	24476.68129	81.717125	36.0988729	1982-1999 –> 2000-2009	16.2886156	7.9896489	42738.47264	173.260831	2	3
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3460	8.2387125	24426.25573	746.057808	35.4974714	1982-1999 –> 2000-2009	16.3086291	8.0699165	42740.20788	1547.276123	1	5
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3460	8.3206568	24494.74372	66.348213	36.4133129	1982-1999 –> 2000-2009	16.3129408	7.9922840	42758.25575	129.606466	3	5
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3460	8.3316802	24503.90545	75.900157	36.4753891	1982-1999 –> 2000-2009	16.3315363	7.9998561	42772.35881	150.567033	4	7
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3460	8.4015574	24559.70095	57.689347	36.5695668	1982-1999 –> 2000-2009	16.8496631	8.4481057	43110.63280	103.231003	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	3460	8.6080340	24727.71065	737.554118	39.5815419	1982-1999 –> 2000-2009	17.2719600	8.6639260	43410.27036	1523.905139	11	21
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	3460	8.4032965	24561.13322	444.221209	38.7476199	1982-1999 –> 2000-2009	17.2855288	8.8822323	43373.54256	791.640283	6	30
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + nitrate	3460	8.4498355	24599.35170	38.402570	39.0634227	1982-1999 –> 2000-2009	17.3126034	8.8627680	43400.31388	65.301412	7	29
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + nitrate	3460	8.4568698	24605.11002	46.601461	39.0792527	1982-1999 –> 2000-2009	17.3132599	8.8563901	43402.31588	81.018521	8	29
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	3460	8.7490057	24840.11987	78.100658	35.1386385	1982-1999 –> 2000-2009	17.3913506	8.6423449	43509.66577	163.337837	12	19
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2895	11.1340632	22183.60718	97.333501	36.2327607	2000-2009 –> 2010-2019	19.4330299	8.2989667	46660.28847	179.050627	2	3
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2895	11.1412853	22187.36164	58.640979	36.3676700	2000-2009 –> 2010-2019	19.4619421	8.3206568	46682.10536	124.989192	3	5
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2895	11.1449553	22189.26858	69.312859	36.3714467	2000-2009 –> 2010-2019	19.4766355	8.3316802	46693.17403	145.213016	4	7
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2895	11.1281814	22178.54770	349.203381	36.3318471	2000-2009 –> 2010-2019	19.5314779	8.4032965	46739.68091	793.424591	1	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2895	11.1542839	22192.11295	37.415131	36.1573743	2000-2009 –> 2010-2019	19.5558414	8.4015574	46751.81390	95.104478	5	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + nitrate	2895	11.1550457	22192.50835	22.002252	36.5677379	2000-2009 –> 2010-2019	19.6048812	8.4498355	46791.86005	60.404823	6	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2895	11.1568503	22193.44496	29.066525	36.5513769	2000-2009 –> 2010-2019	19.6137201	8.4568698	46798.55498	75.667987	7	14
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2895	11.1606803	22195.43222	15.896274	36.3925611	2000-2009 –> 2010-2019	19.6669731	8.5062929	46840.86597	49.857596	8	16
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ sal + temp + nitrate	2895	11.1607442	22193.46540	15.648632	36.3653388	2000-2009 –> 2010-2019	19.6672224	8.5064782	46837.04989	49.373649	9	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate	2895	11.4838506	22360.70688	801.744567	34.6587866	2000-2009 –> 2010-2019	20.0918846	8.6080340	47088.41752	1530.046735	18	28
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	3913	6.9321289	26271.05569	891.255468	24.4693803	1982-1999 –> 2000-2009	12.8949680	5.9628391	46723.26268	1770.121296	1	5
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3913	6.9587464	26301.04780	73.061801	24.6070774	1982-1999 –> 2000-2009	12.9124192	5.9536729	46743.44281	152.201545	2	3
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3913	6.9836979	26329.05873	42.243311	24.6901061	1982-1999 –> 2000-2009	12.9409283	5.9572304	46775.26371	98.590566	3	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3913	6.9849898	26330.50631	36.163688	24.7755730	1982-1999 –> 2000-2009	12.9413697	5.9563800	46775.80073	83.779214	4	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3913	6.9867659	26330.49601	29.273590	25.0179573	1982-1999 –> 2000-2009	12.9565134	5.9697475	46788.08814	61.834208	5	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3913	7.0635398	26416.02287	49.486861	22.7804726	1982-1999 –> 2000-2009	13.0681217	6.0045819	46910.72341	91.600038	6	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3913	7.0722025	26425.61476	884.849898	22.8154768	1982-1999 –> 2000-2009	13.2294860	6.1572835	47080.48511	1606.294404	7	27
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	3913	7.1472686	26508.24410	19.008345	22.4615465	1982-1999 –> 2000-2009	13.2483033	6.1010346	47104.58152	31.158007	12	25
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate	3913	7.1012972	26457.74443	62.139123	22.5642422	1982-1999 –> 2000-2009	13.2582228	6.1569257	47112.24415	117.436477	8	27
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3913	7.2032205	26569.27074	62.050519	22.1133805	1982-1999 –> 2000-2009	13.2598903	6.0566699	47119.05997	128.374872	15	22
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3934	8.3260908	27853.60078	524.074212	24.2194476	2000-2009 –> 2010-2019	15.2582197	6.9321289	54124.65647	1415.329680	4	5
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3934	8.3227993	27850.48979	73.041005	23.9787550	2000-2009 –> 2010-2019	15.2815457	6.9587464	54151.53759	146.102805	2	4
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3934	8.3215886	27849.34517	50.910088	23.8813228	2000-2009 –> 2010-2019	15.3052865	6.9836979	54178.40390	93.153399	1	4
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3934	8.3243184	27851.92569	40.907017	24.0533703	2000-2009 –> 2010-2019	15.3093081	6.9849898	54182.43200	77.070705	3	7
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3934	8.3343116	27859.36548	25.445455	24.5342989	2000-2009 –> 2010-2019	15.3978515	7.0635398	54275.38835	74.932316	7	13
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3934	8.4759539	27991.95921	28.902020	25.8517705	2000-2009 –> 2010-2019	15.4627198	6.9867659	54322.45522	58.175610	37	42
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + oxygen + aou + phosphate	3934	8.3914121	27913.08735	393.408334	25.6028605	2000-2009 –> 2010-2019	15.4636147	7.0722025	54338.70211	1139.729262	18	25
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate	3934	8.3734258	27896.20480	51.967353	25.5609871	2000-2009 –> 2010-2019	15.4747230	7.1012972	54353.94923	114.106475	14	22
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	3934	8.3343564	27859.40778	18.971904	24.4640032	2000-2009 –> 2010-2019	15.4816251	7.1472686	54367.65189	60.649630	8	20
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + phosphate	3934	8.3672191	27890.37057	63.026373	25.5784061	2000-2009 –> 2010-2019	15.4951323	7.1279132	54377.39246	128.255883	13	22
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5265	5.1340938	32181.48497	179.611703	16.8470218	1982-1999 –> 2000-2009	9.3982601	4.2641664	55791.66437	317.667072	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5265	5.1373513	32188.16396	215.898186	16.9734069	1982-1999 –> 2000-2009	9.4079022	4.2705509	55810.64758	393.411615	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5265	5.1388285	32191.19145	38.995794	17.0257436	1982-1999 –> 2000-2009	9.4107069	4.2718784	55816.23110	84.605499	4	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	5265	5.1379665	32187.42496	39.414330	16.8324722	1982-1999 –> 2000-2009	9.4168020	4.2788355	55823.84721	72.142158	3	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	5265	5.1428350	32197.39799	30.524231	16.6813590	1982-1999 –> 2000-2009	9.4202778	4.2774428	55831.14289	42.158172	5	9
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	5265	5.1571127	32226.59128	104.281251	16.3075998	1982-1999 –> 2000-2009	9.4590713	4.3019585	55907.33665	166.794857	12	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	5265	5.1621593	32236.89054	22.879705	16.3636731	1982-1999 –> 2000-2009	9.4721845	4.3100252	55933.04241	47.759932	13	22
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	5265	5.1831509	32279.62329	26.479519	17.8212656	1982-1999 –> 2000-2009	9.4796004	4.2964495	55949.83042	53.603043	17	23
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5265	5.1666151	32245.97568	23.590159	16.4106077	1982-1999 –> 2000-2009	9.4811999	4.3145848	55950.82329	48.566566	14	24
Indo-Pacific	(27,27.25]	3	cstar_tref ~ sal + nitrate + phosphate_star	5265	5.2161420	32344.43508	3.400961	17.0608386	1982-1999 –> 2000-2009	9.5136632	4.2975212	56014.69328	8.483067	25	32
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5206	5.4819819	32503.65918	124.973587	18.8063026	2000-2009 –> 2010-2019	10.6160756	5.1340938	64685.14415	304.585291	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5206	5.4819963	32501.68661	41.953604	18.8227063	2000-2009 –> 2010-2019	10.6307855	5.1487892	64711.26877	98.884135	2	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5206	5.4852509	32507.86623	115.794199	18.5597513	2000-2009 –> 2010-2019	10.6411250	5.1558741	64731.92801	256.177426	3	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	5206	5.4896580	32516.22828	588.227978	18.6656830	2000-2009 –> 2010-2019	10.6455515	5.1558935	64740.32977	1426.766579	4	14
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate	5206	5.4896824	32514.27460	22.609793	18.6736974	2000-2009 –> 2010-2019	10.6455879	5.1559056	64736.40070	60.129914	5	16
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5206	5.5092885	32555.39421	178.930379	18.8915597	2000-2009 –> 2010-2019	10.6466397	5.1373513	64743.55816	394.828565	6	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	5206	5.5173063	32568.53603	13.860764	18.5253211	2000-2009 –> 2010-2019	10.6552728	5.1379665	64755.96100	35.954316	8	11
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5206	5.5205272	32576.61265	40.394961	19.0324343	2000-2009 –> 2010-2019	10.6593557	5.1388285	64767.80410	79.390755	10	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	5206	5.5154509	32565.03406	34.942706	18.5290761	2000-2009 –> 2010-2019	10.6684543	5.1530034	64783.23131	73.886753	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5206	5.5305633	32593.52410	27.417201	18.5882392	2000-2009 –> 2010-2019	10.6836624	5.1530991	64811.91689	62.366290	11	19
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	6579	3.6233663	35624.04850	241.592401	15.8378838	1982-1999 –> 2000-2009	7.2334126	3.6100463	63264.63026	355.607238	3	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	6579	3.6140546	35590.19046	54.120690	16.0544552	1982-1999 –> 2000-2009	7.2443111	3.6302564	63287.83835	83.217082	1	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6579	3.6148271	35593.00234	46.013844	16.0261949	1982-1999 –> 2000-2009	7.2469506	3.6321236	63295.90633	70.586485	2	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	6579	3.6333823	35658.37101	18.699158	15.6147604	1982-1999 –> 2000-2009	7.2729904	3.6396080	63380.31710	37.552453	4	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	6579	3.6908905	35865.00125	128.728238	14.8621786	1982-1999 –> 2000-2009	7.3034125	3.6125220	63510.59057	186.853598	6	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate	6579	3.6915503	35867.35302	974.304117	14.8597619	1982-1999 –> 2000-2009	7.3247204	3.6331702	63571.20203	1400.567684	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	6579	3.6957197	35882.20615	13.905234	14.9121021	1982-1999 –> 2000-2009	7.3284554	3.6327356	63584.83253	30.676163	9	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	6579	3.6966857	35885.64474	16.040745	14.9174042	1982-1999 –> 2000-2009	7.3303719	3.6336862	63590.94547	32.992386	10	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6579	3.6376032	35673.64774	82.430118	15.7023457	1982-1999 –> 2000-2009	7.3325695	3.6949663	63549.89939	142.672930	5	21
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	6579	3.7100791	35933.23129	37.796091	15.3931411	1982-1999 –> 2000-2009	7.3433456	3.6332664	63637.35121	50.408976	11	18
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	6604	3.4512494	35116.56940	196.691719	14.9965947	2000-2009 –> 2010-2019	7.0746157	3.6233663	70740.61790	438.284121	2	5
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	6604	3.4785231	35220.53593	41.014108	14.6583199	2000-2009 –> 2010-2019	7.0925777	3.6140546	70810.72639	87.798426	4	5
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6604	3.4794587	35224.08821	34.568058	14.7858476	2000-2009 –> 2010-2019	7.0942858	3.6148271	70817.09056	80.581902	5	7
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	6604	3.4799482	35223.94595	27.697055	14.9622935	2000-2009 –> 2010-2019	7.1133305	3.6333823	70882.31696	46.396212	6	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6604	3.4866276	35249.27324	78.661802	14.1578353	2000-2009 –> 2010-2019	7.1242309	3.6376032	70922.92098	161.091920	7	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate	6604	3.4479148	35101.80163	584.209335	14.4059052	2000-2009 –> 2010-2019	7.1394651	3.6915503	70969.15465	1558.513451	1	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	6604	3.4641941	35164.01641	97.684413	13.9098912	2000-2009 –> 2010-2019	7.1550847	3.6908905	71029.01766	226.412651	3	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ sal + aou + phosphate	6604	3.4866446	35247.33754	59.110815	14.1521849	2000-2009 –> 2010-2019	7.1801650	3.6935204	71119.71108	128.251195	8	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + phosphate	6604	3.4905970	35264.30158	128.676539	14.2989852	2000-2009 –> 2010-2019	7.1863168	3.6957197	71146.50774	279.990311	9	18
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	6604	3.4960512	35284.92348	23.485683	14.4294369	2000-2009 –> 2010-2019	7.1927369	3.6966857	71170.56823	39.526428	10	20
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	6902	2.3633985	31473.85642	253.558465	14.1426794	1982-1999 –> 2000-2009	5.2408242	2.8774257	58330.85484	368.026852	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6902	2.3656037	31486.73027	108.370504	14.0657143	1982-1999 –> 2000-2009	5.2418264	2.8762228	58339.19524	150.083763	3	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	6902	2.3748223	31538.41946	10.813798	13.4355126	1982-1999 –> 2000-2009	5.2633079	2.8884856	58435.01110	21.021023	5	9
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	6902	2.3818192	31581.02973	214.211260	14.0219412	1982-1999 –> 2000-2009	5.2678447	2.8860255	58470.38362	305.444466	6	9
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	6902	2.4227749	31816.37416	698.001780	14.1773074	1982-1999 –> 2000-2009	5.3290467	2.9062717	58781.52184	1113.593414	8	15
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	6902	2.3634358	31472.07444	8.897267	14.1853258	1982-1999 –> 2000-2009	5.3476838	2.9842480	58722.28268	18.324420	2	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	6902	2.3659858	31486.96030	11.023427	14.2013285	1982-1999 –> 2000-2009	5.3540828	2.9880970	58751.14327	21.570792	4	16
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	6902	2.3831566	31586.77856	118.517201	14.2763334	1982-1999 –> 2000-2009	5.3861966	3.0030400	58905.04565	178.967455	7	20
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	6902	2.4294968	31852.61952	474.092014	14.4236570	1982-1999 –> 2000-2009	5.4668798	3.0373830	59294.17285	815.045600	9	26
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6902	2.5991121	32784.19251	108.164785	14.9983860	1982-1999 –> 2000-2009	5.5026875	2.9035755	59737.27695	149.860301	11	16
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	7625	2.3318124	34564.16160	347.052260	15.0437842	2000-2009 –> 2010-2019	4.6952109	2.3633985	66038.01802	600.610725	6	7
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7625	2.3298233	34551.14704	115.171142	15.1673624	2000-2009 –> 2010-2019	4.6954269	2.3656037	66037.87731	223.541646	4	7
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	7625	2.3324811	34566.53384	16.997030	14.7951301	2000-2009 –> 2010-2019	4.6959169	2.3634358	66038.60828	28.054015	7	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	7625	2.3308014	34555.54818	16.932334	14.8536927	2000-2009 –> 2010-2019	4.6967873	2.3659858	66042.50849	27.955761	5	9
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7625	2.3230016	34506.42998	279.923170	15.4183248	2000-2009 –> 2010-2019	4.7048208	2.3818192	66087.45971	494.134429	2	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	7625	2.3234149	34507.14303	123.228708	15.2155673	2000-2009 –> 2010-2019	4.7065715	2.3831566	66093.92160	241.745910	3	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	7625	2.3478311	34666.56501	17.484482	13.9122471	2000-2009 –> 2010-2019	4.7226534	2.3748223	66204.98447	28.298281	8	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	7625	2.3167442	34463.29580	545.656427	16.2004564	2000-2009 –> 2010-2019	4.7462410	2.4294968	66315.91532	1019.748441	1	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	7625	2.3665018	34787.35829	974.409455	15.4950533	2000-2009 –> 2010-2019	4.9853750	2.6188732	67676.10616	1642.222455	9	25
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7625	2.3895795	34935.35317	275.434458	14.6727758	2000-2009 –> 2010-2019	4.9907786	2.6011991	67730.62561	483.568638	11	24
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3284	1.5130006	12053.36308	813.134348	11.4734933	1982-1999 –> 2000-2009	3.3846266	1.8716260	22242.90429	1139.331973	1	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3284	1.5207608	12086.96437	793.034180	11.4650037	1982-1999 –> 2000-2009	3.3868000	1.8660392	22261.63592	1157.228687	2	3
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3284	1.5378382	12158.30860	733.180033	12.0172331	1982-1999 –> 2000-2009	3.4038790	1.8660408	22330.98454	1051.670033	8	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	3284	1.5322940	12134.58722	744.639528	12.0574925	1982-1999 –> 2000-2009	3.4040121	1.8717181	22322.37312	1031.341778	5	9
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3284	1.5329706	12139.48645	799.226950	11.7106696	1982-1999 –> 2000-2009	3.4140750	1.8811044	22354.15370	1122.487955	6	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3284	1.5508682	12213.72470	731.908176	12.2923395	1982-1999 –> 2000-2009	3.4324389	1.8815706	22427.62453	1013.897285	12	18
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	3284	1.5711593	12301.10101	873.091374	11.9497949	1982-1999 –> 2000-2009	3.4704675	1.8993082	22563.67108	1689.627637	16	23
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3284	1.5915852	12383.93816	725.876210	12.6693952	1982-1999 –> 2000-2009	3.4940504	1.9024652	22652.76909	1147.024713	18	26
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3284	1.5428519	12179.68706	8.999118	10.8169777	1982-1999 –> 2000-2009	3.4952089	1.9523570	22577.27919	27.265731	11	20
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate_star	3284	1.5514762	12214.29912	5.282674	11.3755385	1982-1999 –> 2000-2009	3.5156171	1.9641409	22639.82268	11.856022	13	23
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3909	1.3265929	13316.73731	994.740497	11.9235012	2000-2009 –> 2010-2019	2.8395935	1.5130006	25370.10039	1807.874844	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3909	1.3393448	13391.52879	971.486049	12.1875927	2000-2009 –> 2010-2019	2.8723153	1.5329706	25531.01525	1770.712999	3	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	3909	1.3405755	13396.70953	875.149796	12.4319171	2000-2009 –> 2010-2019	2.8728695	1.5322940	25531.29676	1619.789324	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3909	1.3497860	13450.23982	912.284316	12.5229561	2000-2009 –> 2010-2019	2.8876242	1.5378382	25608.54842	1645.464349	7	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + oxygen + nitrate	3909	1.3266451	13315.04498	186.255886	11.9670382	2000-2009 –> 2010-2019	2.8928714	1.5662263	25593.49193	305.495114	2	16
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3909	1.3519602	13462.82285	855.480303	12.6696011	2000-2009 –> 2010-2019	2.9028285	1.5508682	25676.54754	1587.388479	8	19
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	3909	1.3408494	13398.30689	170.547959	12.4241118	2000-2009 –> 2010-2019	2.9407724	1.5999230	25816.56280	281.062446	5	22
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3909	1.4208386	13851.31254	11.428033	10.1892431	2000-2009 –> 2010-2019	2.9459677	1.5251291	25955.11612	20.440920	13	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3909	1.4207961	13851.07842	11.214971	10.2432070	2000-2009 –> 2010-2019	2.9483360	1.5275400	25965.25637	20.044871	12	15
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + oxygen + nitrate	3909	1.3430616	13409.19434	185.358844	12.8298951	2000-2009 –> 2010-2019	2.9543252	1.6112636	25871.84170	304.528936	6	24
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4285	1.3014544	14432.34751	464.453578	10.8067280	1982-1999 –> 2000-2009	2.8389789	1.5375245	26069.86675	845.513564	1	2
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4285	1.3017744	14434.45433	515.383647	10.8228005	1982-1999 –> 2000-2009	2.8429862	1.5412118	26087.03056	994.516244	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4285	1.3116045	14498.92573	547.088210	11.0777024	1982-1999 –> 2000-2009	2.8661678	1.5545634	26205.72339	950.170761	4	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4285	1.3261277	14591.29895	456.351353	11.3108310	1982-1999 –> 2000-2009	2.8681732	1.5420455	26245.27449	757.915508	7	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	4285	1.3264593	14593.44171	506.232451	11.3318531	1982-1999 –> 2000-2009	2.8725405	1.5460811	26263.84685	882.609635	8	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4285	1.3021241	14434.75608	9.397863	10.8346203	1982-1999 –> 2000-2009	2.8777650	1.5756409	26224.20964	24.038583	3	11
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4285	1.3323622	14631.49407	542.484329	11.5530456	1982-1999 –> 2000-2009	2.8911191	1.5587569	26353.22587	850.217209	11	17
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	4285	1.3316271	14628.76455	859.510070	11.4919734	1982-1999 –> 2000-2009	2.9072411	1.5756140	26420.11102	1586.569665	10	17
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	4285	1.3480749	14731.96996	622.483992	11.9685513	1982-1999 –> 2000-2009	2.9286946	1.5806197	26541.25505	1089.094568	13	22
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	4285	1.3280360	14601.62195	6.997033	11.3748052	1982-1999 –> 2000-2009	2.9337867	1.6057507	26508.06504	14.452350	9	19
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5435	0.9663892	15066.23198	557.996079	8.8321032	2000-2009 –> 2010-2019	2.2678437	1.3014544	29498.57949	1022.449657	3	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5435	0.9661644	15063.70317	603.508044	8.8050288	2000-2009 –> 2010-2019	2.2679388	1.3017744	29498.15751	1143.205907	1	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5435	0.9676745	15080.67930	600.941080	8.9697295	2000-2009 –> 2010-2019	2.2792790	1.3116045	29579.60504	1148.029291	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	5435	0.9786173	15200.91102	7.180809	8.2333550	2000-2009 –> 2010-2019	2.2807414	1.3021241	29635.66710	16.578672	16	19
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	5435	0.9663334	15063.60332	7.251417	8.7382326	2000-2009 –> 2010-2019	2.2840233	1.3176900	29600.19979	16.606008	2	7
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5435	0.9664537	15064.95646	6.853942	8.7885149	2000-2009 –> 2010-2019	2.2870009	1.3205473	29620.11600	15.670337	4	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5435	0.9758209	15169.80553	547.138538	9.1040965	2000-2009 –> 2010-2019	2.3019486	1.3261277	29761.10448	1003.489891	9	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	5435	0.9760330	15172.16789	590.618004	9.0751779	2000-2009 –> 2010-2019	2.3024923	1.3264593	29765.60960	1125.740006	12	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	5435	0.9677402	15079.41669	101.703081	9.0119863	2000-2009 –> 2010-2019	2.3027659	1.3350257	29728.02603	180.504991	6	18
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	5435	0.9742175	15153.93019	908.334847	9.3004624	2000-2009 –> 2010-2019	2.3058446	1.3316271	29782.69475	1767.844917	7	17
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7919	1.0454498	23191.10291	676.294449	8.5176662	1982-1999 –> 2000-2009	2.2448795	1.1994298	41982.30837	1010.880074	1	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	7919	1.0520454	23290.70987	663.196591	8.7918694	1982-1999 –> 2000-2009	2.2492109	1.1971655	42059.75037	1003.049239	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7919	1.0531824	23307.81701	450.154998	8.8173635	1982-1999 –> 2000-2009	2.2498373	1.1966549	42071.85423	766.515308	3	4
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	7919	1.0616641	23432.85577	17.535238	8.4795689	1982-1999 –> 2000-2009	2.3413278	1.2796637	42981.59148	30.907451	4	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7919	1.1574171	24800.52021	577.721546	9.0139000	1982-1999 –> 2000-2009	2.4239292	1.2665121	44228.07818	898.399479	8	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	7919	1.1747563	25036.02768	562.762790	9.1003622	1982-1999 –> 2000-2009	2.4498267	1.2750704	44542.58310	887.447261	10	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7919	1.1741985	25028.50579	406.792497	9.0397130	1982-1999 –> 2000-2009	2.4547464	1.2805480	44585.34404	712.799755	9	16
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	7919	1.0980020	23965.87712	14.853083	7.9880265	1982-1999 –> 2000-2009	2.4857834	1.3877814	44466.02195	28.997924	5	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	7919	1.0980697	23966.85396	13.540042	7.9168558	1982-1999 –> 2000-2009	2.4906751	1.3926053	44507.70147	26.329725	6	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	7919	1.0990355	23980.77823	122.691620	7.6286460	1982-1999 –> 2000-2009	2.5100201	1.4109846	44675.42224	201.699603	7	19
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	9216	0.7221840	20168.71407	734.861616	6.2111326	2000-2009 –> 2010-2019	1.7676338	1.0454498	43359.81698	1411.156065	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	9216	0.7242952	20222.51960	723.720979	6.4279779	2000-2009 –> 2010-2019	1.7763407	1.0520454	43513.22947	1386.917570	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	9216	0.7243656	20224.30960	574.013130	6.4262571	2000-2009 –> 2010-2019	1.7775480	1.0531824	43532.12662	1024.168127	3	6
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	9216	0.7245654	20227.39224	9.108256	6.3578437	2000-2009 –> 2010-2019	1.7862294	1.0616641	43660.24801	26.643494	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	9216	0.7411597	20644.76997	7.120154	5.7825768	2000-2009 –> 2010-2019	1.8391617	1.0980020	44610.64709	21.973237	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	9216	0.7414524	20652.04643	6.935569	5.6991603	2000-2009 –> 2010-2019	1.8395221	1.0980697	44618.90040	20.475611	6	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	9216	0.7427356	20683.91794	135.678006	5.6761508	2000-2009 –> 2010-2019	1.8417711	1.0990355	44664.69617	258.369626	7	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	9216	0.8545113	23267.89390	686.499749	6.1774364	2000-2009 –> 2010-2019	2.0119284	1.1574171	48068.41411	1264.221295	8	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate	9216	0.8605205	23395.06083	130.916830	5.6329675	2000-2009 –> 2010-2019	2.0362147	1.1756941	48441.72757	247.116947	9	21
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	9216	0.8646750	23485.83248	553.798427	6.1976921	2000-2009 –> 2010-2019	2.0388734	1.1741985	48514.33827	960.590924	10	19
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5265	0.7077390	11315.41388	568.175289	10.8012190	1982-1999 –> 2000-2009	1.5698535	0.8621144	21013.70824	929.415889	5	6
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5265	0.7046483	11269.32885	782.051042	10.5818222	1982-1999 –> 2000-2009	1.5702768	0.8656285	20998.62798	1166.361234	1	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5265	0.7088210	11331.49914	608.515770	10.8796962	1982-1999 –> 2000-2009	1.5714461	0.8626251	21034.30721	995.968947	6	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5265	0.7047948	11269.51745	691.948686	10.4621845	1982-1999 –> 2000-2009	1.5747572	0.8699624	21034.88226	1014.734714	2	6
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	5265	0.7200921	11495.62219	23.582482	10.9319455	1982-1999 –> 2000-2009	1.5911519	0.8710598	21270.59498	53.825379	9	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	5265	0.7101847	11349.73924	22.673028	10.8861333	1982-1999 –> 2000-2009	1.6038159	0.8936312	21319.70243	51.160987	8	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5265	0.7092928	11336.50537	20.132616	10.8343113	1982-1999 –> 2000-2009	1.6044148	0.8951220	21319.17352	44.735764	7	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	5265	0.7051205	11274.38276	105.178598	10.5859935	1982-1999 –> 2000-2009	1.6075274	0.9024069	21318.83098	207.773442	3	16
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	5265	0.7254738	11574.02657	348.211623	11.5271925	1982-1999 –> 2000-2009	1.6119333	0.8864595	21482.57347	576.274107	10	17
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	5265	0.7051724	11273.15739	83.769220	10.5123955	1982-1999 –> 2000-2009	1.6307851	0.9256127	21509.13128	133.843224	4	18
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7396	0.4637467	9636.51685	765.340707	5.0561732	2000-2009 –> 2010-2019	1.1683950	0.7046483	20905.84570	1547.391750	3	4
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7396	0.4637981	9636.15561	678.395577	5.0739750	2000-2009 –> 2010-2019	1.1685929	0.7047948	20905.67306	1370.344262	4	6
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7396	0.4636969	9634.93006	625.693435	5.1219988	2000-2009 –> 2010-2019	1.1714360	0.7077390	20950.34394	1193.868724	2	7
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	7396	0.4636950	9634.86815	657.667832	5.2009316	2000-2009 –> 2010-2019	1.1725160	0.7088210	20966.36729	1266.183602	1	7
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	7396	0.4849109	10294.63479	72.644796	6.1701678	2000-2009 –> 2010-2019	1.1900314	0.7051205	21569.01754	177.823394	6	9
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	7396	0.4863297	10335.85178	70.298154	6.1612193	2000-2009 –> 2010-2019	1.1915021	0.7051724	21609.00917	154.067374	7	11
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7396	0.4700778	9835.09371	337.295571	4.6250195	2000-2009 –> 2010-2019	1.1955516	0.7254738	21409.12028	685.507194	5	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	7396	0.4873785	10369.71829	7.173718	6.3511594	2000-2009 –> 2010-2019	1.1966713	0.7092928	21706.22366	27.306334	8	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate	7396	0.4879838	10388.07755	76.280348	6.3911475	2000-2009 –> 2010-2019	1.1981685	0.7101847	21737.81678	194.528889	9	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	7396	0.5166857	11233.47797	9.104201	6.8125542	2000-2009 –> 2010-2019	1.2367778	0.7200921	22729.10015	32.686683	14	23
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7921	0.6943912	16714.93247	416.939197	13.0012934	1982-1999 –> 2000-2009	1.2745255	0.5801343	29153.01789	576.935131	1	3
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7921	0.6950311	16729.52639	475.668350	13.1138843	1982-1999 –> 2000-2009	1.2745905	0.5795594	29153.52320	654.622007	2	3
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	7921	0.6993215	16827.01764	480.777837	13.3101773	1982-1999 –> 2000-2009	1.2800250	0.5807035	29279.03504	739.130131	4	7
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	7921	0.7023043	16894.44437	472.606474	13.4208919	1982-1999 –> 2000-2009	1.2841592	0.5818549	29374.60512	649.683475	6	10
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	7921	0.6952975	16733.59684	35.450682	13.1968038	1982-1999 –> 2000-2009	1.2965223	0.6012248	29677.03892	71.200055	3	11
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	7921	0.6996507	16832.47169	196.647780	13.3967211	1982-1999 –> 2000-2009	1.2993437	0.5996930	29739.66825	404.240174	5	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7921	0.7147921	17171.65876	116.941990	13.6151773	1982-1999 –> 2000-2009	1.3005660	0.5857739	29745.19460	203.921843	8	13
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	7921	0.7029555	16907.12669	49.894566	13.5525891	1982-1999 –> 2000-2009	1.3022601	0.5993045	29805.11662	98.948813	7	13
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	7921	0.7194835	17275.29396	407.346321	12.9361477	1982-1999 –> 2000-2009	1.3256403	0.6061568	30334.81339	569.918534	9	18
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	7921	0.7258758	17413.42214	31.301652	13.2667283	1982-1999 –> 2000-2009	1.3374306	0.6115548	30596.90630	59.345168	10	20
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	9857	0.4471915	12121.75246	306.642945	4.3171947	2000-2009 –> 2010-2019	1.1415827	0.6943912	28836.68493	723.582142	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	9857	0.4482444	12168.11201	316.186822	4.4740392	2000-2009 –> 2010-2019	1.1432755	0.6950311	28897.63841	791.855171	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	9857	0.4507552	12278.23012	590.835585	4.7732054	2000-2009 –> 2010-2019	1.1500767	0.6993215	29105.24776	1395.293292	3	7
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	9857	0.4509925	12288.60759	316.492124	4.7887897	2000-2009 –> 2010-2019	1.1532969	0.7023043	29183.05197	757.416852	4	10
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	9857	0.4729234	13222.68033	34.116000	5.5489864	2000-2009 –> 2010-2019	1.1682209	0.6952975	29956.27717	69.566682	6	9
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	9857	0.4524213	12348.96186	325.046276	4.6359381	2000-2009 –> 2010-2019	1.1719047	0.7194835	29624.25582	862.284307	5	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	9857	0.4766900	13379.07206	135.549501	5.8451017	2000-2009 –> 2010-2019	1.1763407	0.6996507	30211.54374	332.197281	7	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	9857	0.4777067	13421.07294	46.948401	5.9179511	2000-2009 –> 2010-2019	1.1806622	0.7029555	30328.19964	96.842968	8	15
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	9857	0.4886472	13865.47284	32.077788	5.7454067	2000-2009 –> 2010-2019	1.2145230	0.7258758	31278.89498	63.379440	9	19
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	9857	0.5738586	17036.34423	80.612633	6.6233461	2000-2009 –> 2010-2019	1.2886507	0.7147921	34208.00299	197.554624	10	18
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1127	0.4861273	1586.51151	438.260884	1.5237512	1982-1999 –> 2000-2009	0.7570881	0.2709608	1868.24206	1410.284352	4	5
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1127	0.4855448	1583.80933	433.689085	1.5130851	1982-1999 –> 2000-2009	0.7571407	0.2715958	1871.07819	1402.161055	1	3
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1127	0.4859750	1585.80520	438.405292	1.5180327	1982-1999 –> 2000-2009	0.7579391	0.2719641	1876.28035	1414.325155	3	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1127	0.4889956	1597.77205	423.609242	1.5668594	1982-1999 –> 2000-2009	0.7700031	0.2810074	1963.64116	1355.951561	9	14
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1127	0.4958485	1629.14075	359.413198	1.5335098	1982-1999 –> 2000-2009	0.7761589	0.2803104	1989.13411	770.203335	11	15
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1127	0.4864885	1586.18566	390.301938	1.5074854	1982-1999 –> 2000-2009	0.7893503	0.3028618	2129.25804	1354.017423	7	13
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1127	0.4859614	1583.74230	388.524079	1.4962313	1982-1999 –> 2000-2009	0.7902882	0.3043268	2138.23131	1349.908329	2	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1127	0.4864229	1585.88185	393.971457	1.5008060	1982-1999 –> 2000-2009	0.7913183	0.3048954	2144.78735	1359.633660	6	14
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ oxygen + nitrate + phosphate	1127	0.4890027	1595.80451	387.109119	1.5637756	1982-1999 –> 2000-2009	0.7981729	0.3091702	2185.65235	1307.311760	10	20
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1127	0.4864041	1585.79487	438.248710	1.5397933	1982-1999 –> 2000-2009	0.8013824	0.3149782	2221.67788	1302.415240	5	16
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	1619	0.3228429	943.67391	770.914363	1.3114655	2000-2009 –> 2010-2019	0.8093897	0.4865468	2528.12978	1142.994951	12	13
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + nitrate + phosphate	1619	0.3172157	886.73742	257.942704	1.4202336	2000-2009 –> 2010-2019	0.8155135	0.4982978	2524.98467	528.591859	1	3
Indo-Pacific	(28.2,28.3]	2	cstar_tref ~ nitrate + phosphate	1619	0.3231806	945.06002	56.384963	1.3366991	2000-2009 –> 2010-2019	0.8259869	0.5028062	2601.60883	126.802686	13	16
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + aou + phosphate	1619	0.3178522	895.22855	92.959534	1.5909499	2000-2009 –> 2010-2019	1.0843409	0.7664887	3506.09784	128.889895	2	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1619	0.3179144	895.86154	199.643237	1.5955621	2000-2009 –> 2010-2019	1.0849407	0.7670263	3508.31117	645.120079	4	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + oxygen + phosphate	1619	0.3179043	895.75894	115.919237	1.5951202	2000-2009 –> 2010-2019	1.0862957	0.7683915	3512.21665	170.810341	3	10
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ sal + oxygen + phosphate	1619	0.3186124	900.96366	115.285622	1.5465714	2000-2009 –> 2010-2019	1.0877203	0.7691079	3517.52206	144.345745	6	14
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1619	0.3179923	896.65518	64.884124	1.6019846	2000-2009 –> 2010-2019	1.0942737	0.7762814	3536.13917	92.223355	5	14
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ sal + aou + phosphate	1619	0.3332836	1046.73356	52.509656	1.7867717	2000-2009 –> 2010-2019	1.1004249	0.7671413	3657.52109	83.035572	20	26
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + aou + phosphate	1619	0.3200020	915.05493	12.528353	1.6134117	2000-2009 –> 2010-2019	1.1066719	0.7866699	3582.50287	40.433238	10	21
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + oxygen + nitrate	56	0.0013633	-570.03849	3.293035	0.0033946	1982-1999 –> 2000-2009	0.6485872	0.6472240	-270.77905	789.922408	12	13
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + nitrate	56	0.0013694	-569.53494	36.351364	0.0033795	1982-1999 –> 2000-2009	0.6500420	0.6486725	-269.61823	559.681207	13	15
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + aou + nitrate	56	0.0008007	-629.64002	7.937995	0.0022086	1982-1999 –> 2000-2009	0.6814811	0.6806803	-315.56286	325.127700	1	4
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + temp + phosphate_star	56	0.0015096	-558.61891	12.336862	0.0035473	1982-1999 –> 2000-2009	0.6990110	0.6975014	-237.36472	282.484979	17	21
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ aou + nitrate	56	0.0105251	-343.12604	1.389320	0.0306199	1982-1999 –> 2000-2009	0.7294979	0.7189728	-14.95804	197.396492	24	29
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ oxygen + nitrate	56	0.0014445	-565.56011	2.974255	0.0030674	1982-1999 –> 2000-2009	0.7592597	0.7578153	-221.92298	199.432188	15	21
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + temp + nitrate	56	0.0008008	-629.62571	5.582700	0.0022026	1982-1999 –> 2000-2009	0.7688262	0.7680253	-280.05394	213.863885	2	9
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ sal + nitrate	56	0.0008009	-631.61787	4.436591	0.0021942	1982-1999 –> 2000-2009	0.7690694	0.7682685	-283.95305	7.594849	3	11
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + nitrate + phosphate_star	56	0.0008934	-617.37129	41.515703	0.0019575	1982-1999 –> 2000-2009	0.7829606	0.7820672	-262.47286	727.882269	7	16
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + temp + aou	56	0.0035132	-464.01711	16.627819	0.0078569	1982-1999 –> 2000-2009	0.7913458	0.7878326	-106.95925	391.574302	20	30

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	24.0422693	46933.8769
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	25.2416232	49396.2312
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	18.1834244	22583.5147
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	20.9232191	23818.6648
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	12.1071581	17578.4672
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	13.8865611	17180.7609
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	10.4875588	22137.7002
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	12.8400052	20071.4395
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	9.9056196	24611.3915
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	12.2426598	23629.3470
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	8.2172988	27399.2515
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	10.1814825	28261.8366
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	7.7613277	29399.5164
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	10.0023483	34234.5301
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	7.0426601	15716.9114
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	8.6639885	19134.7063
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	8.6913617	45676.9947
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	10.0326825	55253.9668
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	4.3516020	28144.1301
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	5.1466525	30716.3300
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	3.7110423	12847.8383
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	4.1137681	14804.1835
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	2.5470336	8898.5783
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.7788670	12580.9679
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.9077657	1737.5774
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.0651031	2837.6263
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.8121033	1765.0255
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.7393202	1339.0029
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	30.4317393	225255.6201
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	30.7727374	295160.4149
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	23.9921430	65418.1360
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	26.0562176	71592.7017
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	16.8666088	43121.6036
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	19.6103608	46788.3811
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	13.0710223	46913.2952
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	15.3930026	54267.2569
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	9.4459668	55882.9259
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	10.6492510	64746.7543
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	7.2960540	63467.3513
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.1352809	70960.8632
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	5.3400380	58776.6888
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	4.7639782	66426.6025
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	3.4401175	22437.3218
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	2.9057504	25691.9777
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.8827453	26291.8609
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	2.2879879	29646.9760
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	2.3900236	43610.0655
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	1.8715223	45298.4145
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	1.5935962	21230.1532
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	1.1889643	21448.8518
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	1.2975063	29685.8919
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	1.1788534	30162.9797
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.7788842	2038.7983
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.0095558	3247.5034
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.7280081	-226.3645

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  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)[2]
      print(i_basin)
      print(i_era)
      
      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)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

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

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_all_fitted_wide_eras$rmse,
        lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))

lm_all_fitted_wide_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
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
6c53dbf	Donghe-Zhu	2021-03-25
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
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	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
9ef3222	Donghe-Zhu	2021-03-05
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
c6e60fe	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
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	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
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
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
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
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
442010d	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

rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
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
6c53dbf	Donghe-Zhu	2021-03-25
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
4168b43	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
fd528ed	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
60689fb	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
6f50bc6	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
9ef3222	Donghe-Zhu	2021-03-05
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
c407a50	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
b71c719	Donghe-Zhu	2021-03-01
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	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
e152917	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	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
401eab3	Donghe-Zhu	2021-02-15
e3bba84	Donghe-Zhu	2021-02-15
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
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
e2ffc14	Donghe-Zhu	2021-02-05
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
a518739	Donghe-Zhu	2021-02-01
61666de	Donghe-Zhu	2021-01-31
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
442010d	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

rm(max_rmse)

6.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	aou	nitrate	oxygen	phosphate	phosphate_star	sal	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	8	4	3	4	10	10
(26,26.5]	6	10	5	6	4	7	6
(26.5,26.75]	5	9	5	4	5	10	5
(26.75,27]	5	5	2	3	8	6	10
(27,27.25]	7	6	3	6	5	10	7
(27.25,27.5]	7	6	2	7	5	10	7
(27.5,27.75]	6	9	4	4	5	10	6
(27.75,27.85]	5	10	3	8	3	9	5
(27.85,27.95]	7	10	5	4	3	10	5
(27.95,28.05]	7	10	0	6	7	5	7
(28.05,28.1]	7	10	4	5	3	10	5
(28.1,28.15]	6	10	5	3	4	10	5
(28.15,28.2]	5	10	4	0	4	8	4
(28.2, Inf]	6	10	3	5	6	6	8
total	85.00	123.00	49.00	64.00	66.00	121.00	90.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	5	9	4	3	3	10	10
(26,26.5]	6	10	4	4	4	8	7
(26.5,26.75]	7	6	4	5	5	10	7
(26.75,27]	5	6	2	3	9	10	6
(27,27.25]	6	6	4	6	5	9	8
(27.25,27.5]	5	8	3	3	8	10	6
(27.5,27.75]	6	10	3	6	4	10	4
(27.75,27.85]	5	10	3	8	3	8	6
(27.85,27.95]	5	10	2	5	6	10	5
(27.95,28.05]	8	10	3	4	7	6	6
(28.05,28.1]	7	10	4	4	6	6	7
(28.1,28.15]	6	10	2	4	6	10	5
(28.15,28.2]	5	8	3	1	5	10	5
(28.2, Inf]	6	10	2	5	7	6	8
total	82.00	123.00	43.00	61.00	78.00	123.00	90.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	7	9	5	3	4	10	8
(26,26.5]	8	6	4	6	5	8	7
(26.5,26.75]	7	8	4	3	5	10	7
(26.75,27]	7	8	3	6	5	9	6
(27,27.25]	5	7	3	4	6	10	7
(27.25,27.5]	6	6	3	5	6	10	7
(27.5,27.75]	7	6	2	6	6	9	8
(27.75,27.85]	6	10	3	6	5	5	8
(27.85,27.95]	6	10	4	4	6	5	8
(27.95,28.05]	6	7	3	5	5	7	10
(28.05,28.1]	7	6	1	5	6	10	7
(28.1,28.2]	6	10	6	4	2	10	5
(28.2,28.3]	5	10	1	10	5	6	5
(28.3, Inf]	4	8	2	0	2	5	6
total	87.00	111.00	44.00	67.00	68.00	114.00	99.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	6	10	5	3	3	10	8
(26,26.5]	8	8	4	5	4	9	6
(26.5,26.75]	5	9	3	4	3	10	8
(26.75,27]	6	7	4	7	4	10	6
(27,27.25]	7	10	3	6	5	5	6
(27.25,27.5]	7	5	2	7	4	10	7
(27.5,27.75]	7	6	3	6	5	8	8
(27.75,27.85]	5	8	4	5	3	6	10
(27.85,27.95]	6	7	3	6	5	8	9
(27.95,28.05]	7	6	2	5	5	7	10
(28.05,28.1]	7	6	1	6	5	10	7
(28.1,28.2]	6	10	4	3	5	10	5
(28.2,28.3]	6	3	3	8	2	6	5
total	83.00	95.00	41.00	71.00	53.00	109.00	95.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
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
6c53dbf	Donghe-Zhu	2021-03-25
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
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	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
9ef3222	Donghe-Zhu	2021-03-05
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
c6e60fe	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
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	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
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
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
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
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
442010d	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

lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
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
6c53dbf	Donghe-Zhu	2021-03-25
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
4168b43	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
fd528ed	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
60689fb	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
6f50bc6	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
9ef3222	Donghe-Zhu	2021-03-05
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
c407a50	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
b71c719	Donghe-Zhu	2021-03-01
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	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
e152917	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	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
401eab3	Donghe-Zhu	2021-02-15
e3bba84	Donghe-Zhu	2021-02-15
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
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
e2ffc14	Donghe-Zhu	2021-02-05
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
a518739	Donghe-Zhu	2021-02-01
61666de	Donghe-Zhu	2021-01-31
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
442010d	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

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] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                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               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1