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

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

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

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 8c4f0fd

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 8c4f0fd. 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	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
Rmd	376ec48	Donghe-Zhu	2021-07-27	local rebuild
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
Rmd	573cc5d	Donghe-Zhu	2021-07-22	local rebuild
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
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.
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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, aou, silicate, 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_si) %>%
#   unique()
# 
#  lm_all <- anti_join(lm_all, lm_rm)

# 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:

• 56

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 + aou + silicate + phosphate + phosphate_star	113	1.8579016	474.6753	354.074761	5.097576	1982-1999 –> 2000-2009	2.9746469	1.1167453	678.3156	398.020768	1	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	113	2.1856671	511.3943	228.274959	5.736312	1982-1999 –> 2000-2009	3.2271242	1.0414571	706.3796	248.422524	3	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	113	2.2277259	515.7019	434.547569	6.020721	1982-1999 –> 2000-2009	3.2542096	1.0264837	708.8915	447.008939	5	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	113	2.3438406	527.1848	346.510804	6.397725	1982-1999 –> 2000-2009	3.3758008	1.0319602	721.0343	362.998013	9	11
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + silicate	113	2.4529797	535.4707	56.439394	7.615694	1982-1999 –> 2000-2009	3.6818727	1.2288931	748.9772	62.150525	11	20
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate	113	2.2278798	513.7175	42.388942	6.013985	1982-1999 –> 2000-2009	3.7715448	1.5436650	755.5016	50.958745	6	17
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	113	2.8597902	570.1492	86.398819	9.932358	1982-1999 –> 2000-2009	3.9962129	1.1364227	773.9554	95.829835	14	22
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	113	3.1582157	592.5817	198.954092	11.412986	1982-1999 –> 2000-2009	4.2225712	1.0643555	788.2639	202.047574	16	20
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	113	2.7868819	564.3128	232.141089	8.482905	1982-1999 –> 2000-2009	4.3424176	1.5555357	807.0468	241.127599	13	25
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	113	3.2920846	601.9639	100.425336	12.029708	1982-1999 –> 2000-2009	4.3614266	1.0693420	798.2256	103.871856	20	25
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	58	0.6660142	131.4493	119.407051	2.495730	2000-2009 –> 2010-2019	2.5239157	1.8579016	606.1246	473.481812	4	5
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	58	0.6615272	130.6652	37.700230	2.475243	2000-2009 –> 2010-2019	2.8471942	2.1856671	642.0595	265.975189	3	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	58	0.6578455	130.0178	33.028133	2.458526	2000-2009 –> 2010-2019	2.8855714	2.2277259	645.7197	467.575701	1	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	58	0.6601421	130.4221	32.918911	2.468684	2000-2009 –> 2010-2019	3.0039827	2.3438406	657.6069	379.429715	2	11
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + silicate	58	0.6969419	134.7147	4.044677	2.506694	2000-2009 –> 2010-2019	3.1499215	2.4529797	670.1854	60.484071	9	20
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate	58	1.0014292	176.7625	4.949250	3.373625	2000-2009 –> 2010-2019	3.2293090	2.2278798	690.4800	47.338192	12	18
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	58	0.6960163	134.5605	31.052624	2.512369	2000-2009 –> 2010-2019	3.5558065	2.8597902	704.7098	117.451443	8	22
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	58	0.6903014	133.6041	3.649161	2.470124	2000-2009 –> 2010-2019	3.8485171	3.1582157	726.1859	202.603253	5	21
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	58	0.6914094	133.7902	5.672063	2.478992	2000-2009 –> 2010-2019	3.9834941	3.2920846	735.7540	106.097399	6	26
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	58	1.3510316	211.4976	20.342133	5.015517	2000-2009 –> 2010-2019	4.1379135	2.7868819	775.8104	252.483221	17	30
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	235	4.0168254	1334.4323	173.058798	10.281085	1982-1999 –> 2000-2009	7.0759895	3.0591641	3413.6156	459.405035	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	235	4.1263979	1347.0814	10.822100	10.729989	1982-1999 –> 2000-2009	7.2772515	3.1508536	3450.3035	24.529517	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	235	4.1486042	1349.6039	9.500788	10.855789	1982-1999 –> 2000-2009	7.3161388	3.1675345	3457.1241	19.858361	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	235	4.1553827	1350.3712	8.815808	10.805326	1982-1999 –> 2000-2009	7.3307949	3.1754123	3459.9133	18.880996	4	8
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	235	4.3334112	1368.0880	8.164075	9.354228	1982-1999 –> 2000-2009	8.0365572	3.7031460	3600.7787	18.168774	5	10
Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	235	4.4767315	1383.3809	5.321881	11.629917	1982-1999 –> 2000-2009	8.2318681	3.7551366	3627.4204	13.725993	6	12
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	235	4.4768537	1383.3937	4.796560	11.644401	1982-1999 –> 2000-2009	8.2395885	3.7627348	3629.0786	9.870184	7	14
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	235	4.4783016	1383.5457	10.401960	11.693438	1982-1999 –> 2000-2009	8.2578750	3.7795733	3632.8652	23.172806	8	17
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	235	4.4841658	1384.1608	74.019355	11.806034	1982-1999 –> 2000-2009	8.2911837	3.8070179	3639.3695	156.761513	9	19
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + silicate	235	4.5385176	1389.8233	7.663878	13.918667	1982-1999 –> 2000-2009	8.3079109	3.7693933	3636.9473	17.483150	10	18
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	367	3.2827991	1928.0041	258.644315	12.638261	2000-2009 –> 2010-2019	7.2996246	4.0168254	3262.4364	431.703113	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	367	3.3113842	1934.3677	13.059038	12.710500	2000-2009 –> 2010-2019	7.4377821	4.1263979	3281.4491	23.881138	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	367	3.3134121	1934.8171	9.197077	12.719618	2000-2009 –> 2010-2019	7.4620163	4.1486042	3284.4210	18.697865	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	367	3.3151547	1935.2030	8.435644	12.708674	2000-2009 –> 2010-2019	7.4705374	4.1553827	3285.5743	17.251453	4	8
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	367	3.4909650	1971.1317	7.672282	10.543895	2000-2009 –> 2010-2019	7.8243762	4.3334112	3339.2197	15.836357	7	12
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + silicate	367	3.3750086	1946.3369	7.994134	13.321261	2000-2009 –> 2010-2019	7.9135261	4.5385176	3336.1602	15.658012	5	15
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate	367	3.4862883	1970.1477	8.129299	12.656565	2000-2009 –> 2010-2019	8.1826763	4.6963880	3376.0419	16.134950	6	17
Atlantic	(26,26.5]	3	cstar_tref ~ sal + temp + silicate	367	3.5566607	1982.8163	6.428236	11.135283	2000-2009 –> 2010-2019	8.2671622	4.7105015	3388.1208	12.770978	8	20
Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	367	4.0791413	2085.4216	6.104505	16.321952	2000-2009 –> 2010-2019	8.5558728	4.4767315	3468.8025	11.426386	9	15
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	367	4.0869580	2086.8268	5.594977	16.312458	2000-2009 –> 2010-2019	8.5638117	4.4768537	3470.2205	10.391537	10	17
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	417	3.0105613	2116.5683	72.387235	12.340972	1982-1999 –> 2000-2009	5.9225107	2.9119494	4717.8400	122.834661	2	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	417	3.0568403	2129.2911	72.568515	12.179696	1982-1999 –> 2000-2009	5.9320898	2.8752495	4717.3723	122.786708	3	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	417	3.0095173	2116.2790	72.077266	12.380022	1982-1999 –> 2000-2009	5.9341477	2.9246304	4722.0699	122.731003	1	6
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	417	3.1583836	2154.5451	3.796247	11.921409	1982-1999 –> 2000-2009	6.1108527	2.9524691	4768.1887	6.694561	6	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	417	3.1507016	2152.5141	5.738738	11.981945	1982-1999 –> 2000-2009	6.1186875	2.9679858	4771.6091	10.441999	5	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	417	3.2342515	2174.3419	9.519993	11.725662	1982-1999 –> 2000-2009	6.1394751	2.9052236	4771.2087	23.521885	7	10
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	417	3.1171809	2143.5936	9.696769	12.336638	1982-1999 –> 2000-2009	6.1484513	3.0312704	4784.6307	24.436481	4	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	417	3.5379333	2249.1894	22.252132	11.198427	1982-1999 –> 2000-2009	6.3800250	2.8420917	4823.2074	97.190524	10	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	417	3.4039963	2217.0031	3.853426	12.849179	1982-1999 –> 2000-2009	6.7272915	3.3232953	4953.6943	7.074086	8	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	417	3.5168205	2244.1975	5.815234	12.688898	1982-1999 –> 2000-2009	6.9584469	3.4416263	5017.2755	10.975476	9	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	468	4.5264742	2755.4334	52.166665	12.224490	2000-2009 –> 2010-2019	7.5370355	3.0105613	4872.0017	124.553900	3	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	468	4.5324852	2756.6756	52.309667	12.260207	2000-2009 –> 2010-2019	7.5420025	3.0095173	4872.9546	124.386933	4	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	468	4.4941214	2748.7194	51.490399	11.895900	2000-2009 –> 2010-2019	7.5509617	3.0568403	4878.0105	124.058914	1	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	468	4.5693360	2762.2548	6.421610	13.062281	2000-2009 –> 2010-2019	7.7200376	3.1507016	4914.7689	12.160349	7	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	468	4.5635161	2761.0619	4.095804	13.015670	2000-2009 –> 2010-2019	7.7218997	3.1583836	4915.6070	7.892051	6	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	468	4.5345621	2755.1044	13.222896	12.615826	2000-2009 –> 2010-2019	7.7688137	3.2342515	4929.4462	22.742889	5	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	468	4.7639322	2801.2912	16.820006	13.032512	2000-2009 –> 2010-2019	7.8811132	3.1171809	4944.8848	26.516775	8	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	468	4.5081473	2749.6360	152.990431	11.917561	2000-2009 –> 2010-2019	8.0460805	3.5379333	4998.8254	175.242562	2	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	468	4.9961559	2845.8405	5.772426	13.599067	2000-2009 –> 2010-2019	8.4001522	3.4039963	5062.8436	9.625852	11	19
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	468	5.0437845	2854.7211	9.107194	13.526813	2000-2009 –> 2010-2019	8.5606050	3.5168205	5098.9187	14.922428	12	21
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	658	2.2634368	2956.3429	48.623342	10.897909	1982-1999 –> 2000-2009	3.9024952	1.6390584	7297.6857	91.738432	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	658	2.2948038	2974.4550	48.492598	10.957076	1982-1999 –> 2000-2009	3.9847623	1.6899586	7384.9745	91.611443	2	4
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	658	2.3133323	2985.0379	48.518242	10.950528	1982-1999 –> 2000-2009	4.0250062	1.7116738	7424.4379	91.638052	3	7
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	658	2.3869821	3024.2824	18.072751	12.469029	1982-1999 –> 2000-2009	4.1514595	1.7644774	7530.4084	50.232486	4	9
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	658	2.4801753	3074.6844	67.333414	12.637657	1982-1999 –> 2000-2009	4.1706080	1.6904327	7483.8384	222.565598	7	10
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	658	2.4040422	3033.6546	4.034203	12.440822	1982-1999 –> 2000-2009	4.2161654	1.8121231	7600.0506	10.313212	5	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	658	2.4173949	3040.9438	4.027201	12.409782	1982-1999 –> 2000-2009	4.2498764	1.8324815	7632.6107	10.352900	6	13
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	658	2.4920060	3080.9469	18.392326	9.104244	1982-1999 –> 2000-2009	4.4591704	1.9671644	7833.0395	50.813039	8	16
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	658	2.8609740	3262.6525	4.373470	10.263269	1982-1999 –> 2000-2009	5.2957393	2.4347653	8497.1329	11.204173	9	18
Atlantic	(26.75,27]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	658	3.0238762	3335.5291	4.270234	11.342859	1982-1999 –> 2000-2009	5.6624074	2.6385312	8751.8111	11.037652	10	20
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	881	2.9008974	4390.7352	30.210790	14.112581	2000-2009 –> 2010-2019	5.1643342	2.2634368	7347.0781	78.834132	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	881	2.9343818	4410.9570	30.318552	14.225480	2000-2009 –> 2010-2019	5.2291855	2.2948038	7385.4120	78.811150	2	4
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	881	2.9460320	4417.9387	30.330830	14.241283	2000-2009 –> 2010-2019	5.2593643	2.3133323	7402.9766	78.849072	4	7
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	881	2.9426927	4413.9405	24.111425	13.907872	2000-2009 –> 2010-2019	5.4346988	2.4920060	7494.8874	42.503751	3	11
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	881	3.0289147	4464.8258	201.536611	14.483297	2000-2009 –> 2010-2019	5.5090900	2.4801753	7539.5102	268.870025	5	12
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	881	3.1337095	4524.7568	22.492846	14.898293	2000-2009 –> 2010-2019	5.5206916	2.3869821	7549.0392	40.565596	7	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	881	3.1719081	4546.1050	4.052416	15.017572	2000-2009 –> 2010-2019	5.5759504	2.4040422	7579.7596	8.086619	9	14
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	881	3.1856023	4553.6958	4.430075	15.031954	2000-2009 –> 2010-2019	5.6029972	2.4173949	7594.6396	8.457275	10	16
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	881	3.1014689	4506.5349	4.266327	13.857327	2000-2009 –> 2010-2019	5.9624428	2.8609740	7769.1874	8.639797	6	15
Atlantic	(26.75,27]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	881	3.1690116	4544.4953	4.457851	13.716353	2000-2009 –> 2010-2019	6.1928878	3.0238762	7880.0244	8.728086	8	18
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1093	2.2866918	4923.8537	61.849838	10.723216	1982-1999 –> 2000-2009	3.6535313	1.3668394	9664.6839	87.995866	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1093	2.2777703	4915.3084	59.807307	10.771561	1982-1999 –> 2000-2009	3.6687570	1.3909867	9703.9470	85.957830	1	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1093	2.3919544	5022.2338	61.274950	10.426801	1982-1999 –> 2000-2009	3.7429037	1.3509493	9731.1406	147.602465	4	5
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1093	2.3569541	4990.0108	328.434439	10.261814	1982-1999 –> 2000-2009	3.7510473	1.3940932	9784.7396	1081.369157	3	7
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1093	2.3988210	5026.5001	44.316102	10.637762	1982-1999 –> 2000-2009	3.8738872	1.4750662	9973.3612	125.159939	5	10
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1093	2.4943624	5111.8761	13.278206	9.710932	1982-1999 –> 2000-2009	4.5745613	2.0801989	10997.2036	29.293791	6	18
Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1093	2.5898161	5193.9686	13.534636	9.697383	1982-1999 –> 2000-2009	4.8933721	2.3035559	11357.7302	29.968677	7	23
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1093	3.1173476	5599.2434	276.112707	10.046328	1982-1999 –> 2000-2009	5.1522191	2.0348715	11424.4268	993.463853	9	18
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	1093	3.1280609	5606.7431	59.859924	10.073509	1982-1999 –> 2000-2009	5.1800680	2.0520071	11454.8195	83.203157	13	23
Atlantic	(27,27.25]	3	cstar_tref ~ sal + aou + phosphate	1093	3.1330717	5608.2420	8.416101	10.219851	1982-1999 –> 2000-2009	5.1973033	2.0642316	11470.5337	21.008196	14	25
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1325	2.3534458	6042.2706	69.536440	12.726278	2000-2009 –> 2010-2019	4.6312162	2.2777703	10957.5790	129.343747	5	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1325	2.3458012	6033.6487	69.473282	12.662779	2000-2009 –> 2010-2019	4.6324931	2.2866918	10957.5024	131.323120	4	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1325	2.3304487	6016.2483	637.576628	12.368094	2000-2009 –> 2010-2019	4.6874028	2.3569541	11006.2591	966.011067	1	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1325	2.3322424	6018.2872	92.789931	12.317134	2000-2009 –> 2010-2019	4.7241969	2.3919544	11040.5210	154.064880	2	6
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1325	2.3386289	6023.5339	82.927095	12.687250	2000-2009 –> 2010-2019	4.7374499	2.3988210	11050.0340	127.243197	3	8
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1325	2.4605951	6158.2557	19.565430	11.142854	2000-2009 –> 2010-2019	4.9549575	2.4943624	11270.1318	32.843636	6	12
Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1325	2.5216218	6223.1781	20.078116	10.895710	2000-2009 –> 2010-2019	5.1114379	2.5898161	11417.1467	33.612752	7	14
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1325	2.7889747	6490.2233	68.333335	13.256988	2000-2009 –> 2010-2019	5.6076409	2.8186663	11869.2956	128.138187	8	16
Atlantic	(27,27.25]	3	cstar_tref ~ sal + silicate + phosphate_star	1325	2.9470396	6634.3101	11.150759	11.341487	2000-2009 –> 2010-2019	6.0987921	3.1517525	12255.5474	22.508503	9	24
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	1325	2.9733305	6659.8463	61.017108	13.298282	2000-2009 –> 2010-2019	6.1013914	3.1280609	12266.5894	120.877032	10	23
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1921	3.7527694	10546.5841	50.087366	14.397137	1982-1999 –> 2000-2009	6.2647827	2.5120134	19649.2338	78.808205	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1921	3.7645678	10558.6441	48.649772	14.378912	1982-1999 –> 2000-2009	6.2813753	2.5168075	19668.6992	77.416410	2	5
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1921	3.9562903	10749.4905	48.050730	13.845713	1982-1999 –> 2000-2009	6.4315691	2.4752788	19794.9230	115.247945	6	7
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1921	3.8230859	10615.9064	47.732318	13.972607	1982-1999 –> 2000-2009	6.4711493	2.6480633	19921.4138	75.422028	3	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1921	3.8420635	10634.9307	47.743562	14.124577	1982-1999 –> 2000-2009	6.4917154	2.6496519	19942.7673	75.534429	4	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1921	3.8607243	10653.5461	48.597096	16.012763	1982-1999 –> 2000-2009	6.4951129	2.6343886	19938.9443	77.293720	5	12
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1921	4.0104884	10801.7657	362.688467	14.245871	1982-1999 –> 2000-2009	6.5761741	2.5656858	19986.5279	1182.924988	7	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	1921	4.0672171	10853.7303	47.712536	15.099650	1982-1999 –> 2000-2009	6.6694533	2.6022362	20091.4331	75.315177	9	14
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1921	4.1227003	10905.7870	338.187194	14.358195	1982-1999 –> 2000-2009	6.8136943	2.6909940	20273.7572	1108.116534	10	23
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1921	4.1918934	10969.7339	21.364866	14.833763	1982-1999 –> 2000-2009	6.8752176	2.6833242	20326.6181	45.050305	12	23
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2045	3.4284563	10856.7889	49.629800	12.898713	2000-2009 –> 2010-2019	7.1812257	3.7527694	21403.3729	99.717167	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2045	3.4325183	10861.6318	49.506231	12.873971	2000-2009 –> 2010-2019	7.1970861	3.7645678	21420.2759	98.156003	2	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2045	3.5233826	10966.4925	49.489258	13.894674	2000-2009 –> 2010-2019	7.3841070	3.8607243	21620.0386	98.086354	4	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2045	3.5949310	11048.7150	48.754137	11.853361	2000-2009 –> 2010-2019	7.4180169	3.8230859	21664.6215	96.486455	7	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2045	3.6016800	11056.3862	48.822356	11.777095	2000-2009 –> 2010-2019	7.4437435	3.8420635	21691.3170	96.565917	8	12
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2045	3.5451534	10993.6867	59.486437	12.165246	2000-2009 –> 2010-2019	7.5014437	3.9562903	21743.1772	107.537167	5	11
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2045	3.5151960	10958.9783	793.093661	12.863425	2000-2009 –> 2010-2019	7.5256844	4.0104884	21760.7440	1155.782127	3	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	2045	3.5458083	10992.4421	59.261685	12.082290	2000-2009 –> 2010-2019	7.5562974	4.0104891	21792.2085	96.255935	6	14
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	2045	3.7305664	11200.1893	48.448578	12.336559	2000-2009 –> 2010-2019	7.7977835	4.0672171	22053.9197	96.161115	13	22
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2045	3.6985237	11164.9076	748.882617	11.901155	2000-2009 –> 2010-2019	7.8212240	4.1227003	22070.6946	1087.069811	11	21
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3766	2.3336630	17084.3567	21.471365	13.046377	1982-1999 –> 2000-2009	3.9664172	1.6327541	31291.3999	37.812584	1	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3766	2.3351285	17089.0851	20.092656	12.843454	1982-1999 –> 2000-2009	3.9676055	1.6324770	31294.8664	36.134707	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3766	2.3787055	17228.3480	25.944152	11.447628	1982-1999 –> 2000-2009	4.0108650	1.6321596	31432.6836	60.389809	5	6
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3766	2.3934942	17275.0306	395.103734	11.346192	1982-1999 –> 2000-2009	4.0686234	1.6751292	31672.5480	1039.580707	6	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3766	2.3516600	17140.2198	19.607803	12.425183	1982-1999 –> 2000-2009	4.1181375	1.7664775	31930.4618	33.591049	3	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3766	2.3532199	17145.2145	19.809732	12.183195	1982-1999 –> 2000-2009	4.1181438	1.7649238	31928.9149	34.263228	4	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	3766	2.3986879	17289.3566	19.563365	10.701637	1982-1999 –> 2000-2009	4.1495351	1.7508472	32013.5274	33.360335	7	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3766	2.4164350	17344.8784	342.689952	10.635555	1982-1999 –> 2000-2009	4.2020125	1.7855775	32215.0686	929.342694	9	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3766	2.5745149	17822.1646	19.668383	16.098208	1982-1999 –> 2000-2009	4.2115527	1.6370378	32046.6861	34.815830	11	15
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	3766	2.4005943	17295.3404	25.492831	11.640513	1982-1999 –> 2000-2009	4.4196507	2.0190564	33079.0831	59.715243	8	19
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4087	2.2013892	18062.4139	20.764325	11.916348	2000-2009 –> 2010-2019	4.5350522	2.3336630	35146.7707	42.235690	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4087	2.2055495	18077.8468	21.006012	11.863607	2000-2009 –> 2010-2019	4.5406779	2.3351285	35166.9319	41.098668	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4087	2.2646576	18294.0240	636.574644	14.185724	2000-2009 –> 2010-2019	4.6581519	2.3934942	35569.0546	1031.678378	3	9
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4087	2.2864850	18372.4298	32.163977	15.040967	2000-2009 –> 2010-2019	4.6651904	2.3787055	35600.7777	58.108129	4	9
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	4087	2.2918484	18389.5811	32.024014	14.921269	2000-2009 –> 2010-2019	4.6924426	2.4005943	35684.9214	57.516845	5	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4087	2.4036633	18778.9519	19.520713	13.260804	2000-2009 –> 2010-2019	4.7553232	2.3516600	35919.1718	39.128516	7	10
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4087	2.4079751	18793.6017	20.359264	13.146139	2000-2009 –> 2010-2019	4.7611950	2.3532199	35938.8162	40.168995	8	12
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	4087	2.4796023	19033.1983	19.210595	15.672121	2000-2009 –> 2010-2019	4.8782902	2.3986879	36322.5549	38.773959	12	19
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4087	2.4641848	18982.2157	591.150913	14.964330	2000-2009 –> 2010-2019	4.8806198	2.4164350	36327.0941	933.840864	11	20
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	4087	2.4823807	19040.3519	3.361348	15.579184	2000-2009 –> 2010-2019	4.9095632	2.4271825	36416.6558	5.953790	13	23
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1447	1.1945109	4634.7784	28.969948	12.484100	1982-1999 –> 2000-2009	2.0290699	0.8345590	7810.8518	65.240483	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1447	1.2330824	4726.7506	27.950642	12.520280	1982-1999 –> 2000-2009	2.1178129	0.8847305	8051.9255	58.992455	3	5
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1447	1.2381751	4738.6782	27.125975	12.558555	1982-1999 –> 2000-2009	2.1241756	0.8860005	8067.5167	54.633165	4	7
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1447	1.2021259	4651.1691	28.089418	12.402911	1982-1999 –> 2000-2009	2.1494034	0.9472775	8148.8052	61.554910	2	7
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1447	1.3474382	4981.4138	23.299415	14.059434	1982-1999 –> 2000-2009	2.2566172	0.9091790	8374.2081	49.145690	5	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	1447	1.3585427	5005.1661	22.401557	10.811779	1982-1999 –> 2000-2009	2.3853447	1.0268020	8708.6861	47.357125	6	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1447	1.4063423	5105.2396	25.496565	10.770603	1982-1999 –> 2000-2009	2.4980008	1.0916585	8965.1897	53.269317	9	16
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	1447	1.3643003	5015.4051	2.547858	10.741473	1982-1999 –> 2000-2009	2.5121324	1.1478321	9001.5070	6.759445	7	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1447	1.4176232	5128.3610	23.666985	10.781395	1982-1999 –> 2000-2009	2.5125805	1.0949573	8996.0171	49.902055	10	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1447	1.4036273	5099.6472	27.342539	12.117997	1982-1999 –> 2000-2009	2.7759294	1.3723021	9543.9309	50.253730	8	22
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1519	1.1565532	4766.5948	24.973697	5.080271	2000-2009 –> 2010-2019	2.3510641	1.1945109	9401.3732	53.943645	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1519	1.1976985	4870.7958	21.637776	5.867492	2000-2009 –> 2010-2019	2.3998244	1.2021259	9521.9650	49.727194	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1519	1.2043310	4889.5730	28.735751	5.253197	2000-2009 –> 2010-2019	2.4374134	1.2330824	9616.3235	56.686394	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1519	1.2069073	4896.0649	27.362197	5.261700	2000-2009 –> 2010-2019	2.4450824	1.2381751	9634.7431	54.488172	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1519	1.2469439	4993.2088	26.085362	5.084788	2000-2009 –> 2010-2019	2.5943821	1.3474382	9974.6227	49.384777	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1519	1.4706784	5494.5642	18.208513	7.526165	2000-2009 –> 2010-2019	2.8743057	1.4036273	10594.2114	45.551052	6	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1519	1.5042725	5563.1793	17.630160	7.660129	2000-2009 –> 2010-2019	2.9608277	1.4565551	10769.9460	44.406266	7	18
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + silicate + phosphate_star	1519	1.5915067	5732.4367	13.143543	7.368178	2000-2009 –> 2010-2019	3.1947401	1.6032334	11214.8778	28.797452	8	21
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	1519	2.0156357	6452.1746	24.671201	9.250753	2000-2009 –> 2010-2019	3.3741783	1.3585427	11457.3407	47.072758	10	16
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	1519	2.0757489	6539.4535	3.805033	10.940440	2000-2009 –> 2010-2019	3.4400492	1.3643003	11554.8586	6.352891	12	19
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1451	2.5470498	6844.9432	38.112357	23.143223	1982-1999 –> 2000-2009	3.2709485	0.7238987	10012.7555	74.077261	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1451	2.5640122	6864.2054	66.069470	23.209568	1982-1999 –> 2000-2009	3.3345165	0.7705043	10211.5869	116.236958	3	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1451	2.5722071	6873.4657	37.670206	23.270877	1982-1999 –> 2000-2009	3.3430842	0.7708771	10222.2395	61.994702	6	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1451	2.5664811	6864.9983	15.804626	23.513496	1982-1999 –> 2000-2009	3.4306643	0.8641832	10540.6004	33.264375	4	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	1451	2.5483348	6844.4069	36.922236	23.032963	1982-1999 –> 2000-2009	3.4778830	0.9295482	10729.8550	69.105538	2	8
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1451	2.5806523	6880.9781	57.285512	23.555370	1982-1999 –> 2000-2009	3.5152912	0.9346389	10782.1448	99.945354	7	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1451	2.5864529	6887.4937	17.314882	23.584017	1982-1999 –> 2000-2009	3.5237271	0.9372741	10796.7635	36.500011	8	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1451	2.8148268	7133.0416	24.052425	24.873981	1982-1999 –> 2000-2009	3.5866243	0.7717974	10483.2493	47.685911	13	17
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + phosphate	1451	2.5702318	6867.2362	6.220646	23.350607	1982-1999 –> 2000-2009	3.6249999	1.0547682	11114.3991	13.570247	5	15
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + temp + phosphate_star	1451	2.8948379	7212.3800	13.106056	24.681749	1982-1999 –> 2000-2009	3.8567022	0.9618643	11194.1828	27.017546	15	24
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1499	1.1236604	4617.5193	22.850092	8.823024	2000-2009 –> 2010-2019	3.6707102	2.5470498	11462.4624	60.962449	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1499	1.1683379	4734.4129	51.229449	8.993706	2000-2009 –> 2010-2019	3.7323501	2.5640122	11598.6183	117.298919	2	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1499	1.1707963	4740.7146	25.473821	8.994781	2000-2009 –> 2010-2019	3.7430034	2.5722071	11614.1804	63.144027	3	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	1499	1.2970102	5045.6429	22.570715	8.366806	2000-2009 –> 2010-2019	3.8453450	2.5483348	11890.0497	59.492952	5	7
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1499	1.1889881	4784.9394	22.135198	8.885859	2000-2009 –> 2010-2019	4.0038150	2.8148268	11917.9810	46.187622	4	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1499	1.7597804	5960.4144	22.843996	8.422691	2000-2009 –> 2010-2019	4.3262614	2.5664811	12825.4127	38.648623	7	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1499	1.7213643	5894.2430	29.069884	12.826308	2000-2009 –> 2010-2019	4.3458530	2.6244887	12824.1021	75.059049	6	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1499	1.8301701	6077.9957	51.123061	8.596611	2000-2009 –> 2010-2019	4.4108224	2.5806523	12958.9738	108.408573	9	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1499	1.8498343	6110.0358	25.285645	8.611774	2000-2009 –> 2010-2019	4.4362873	2.5864529	12997.5295	42.600527	10	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + phosphate	1499	1.8677218	6136.8865	6.231918	8.184338	2000-2009 –> 2010-2019	4.4379536	2.5702318	13004.1227	12.452564	11	16
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1602	3.4916015	8566.4341	127.668564	20.263952	1982-1999 –> 2000-2009	6.7633684	3.2717669	17513.0758	215.274448	1	2
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1602	3.4917354	8566.5570	30.929072	20.259431	1982-1999 –> 2000-2009	6.7642374	3.2725020	17513.9692	53.846326	3	5
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1602	3.4989413	8573.1623	31.270778	20.459434	1982-1999 –> 2000-2009	6.7763230	3.2773816	17525.6852	68.568657	7	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1602	3.4917981	8564.6145	22.088029	20.221148	1982-1999 –> 2000-2009	6.7971090	3.3053109	17544.2434	42.999971	4	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1602	3.4917034	8564.5276	107.075837	20.216252	1982-1999 –> 2000-2009	6.7984134	3.3067100	17545.6081	192.433146	2	8
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	1602	3.4992071	8571.4057	20.023402	20.538017	1982-1999 –> 2000-2009	6.7999074	3.3007003	17546.2468	39.107632	8	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1602	3.4923691	8565.1385	20.081136	20.170085	1982-1999 –> 2000-2009	6.9018015	3.4094324	17651.1498	39.076377	5	20
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + temp + phosphate_star	1602	3.4925389	8563.2942	9.894034	20.213033	1982-1999 –> 2000-2009	6.9087217	3.4161828	17654.0899	18.557130	6	22
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1602	3.7122077	8760.7312	604.744475	20.372577	1982-1999 –> 2000-2009	7.0603406	3.3481329	17784.5122	1049.099401	10	17
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + phosphate + phosphate_star	1602	3.7140167	8760.2922	483.623528	20.606823	1982-1999 –> 2000-2009	7.0649051	3.3508884	17784.8948	872.043612	11	19
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1766	2.8556366	8731.8002	38.193076	18.469591	2000-2009 –> 2010-2019	6.3473720	3.4917354	17298.3572	69.122148	2	5
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1766	2.8562656	8732.5781	150.328242	18.457998	2000-2009 –> 2010-2019	6.3478671	3.4916015	17299.0122	277.996806	3	4
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1766	2.8552244	8731.2903	33.277406	18.556099	2000-2009 –> 2010-2019	6.3541658	3.4989413	17304.4526	64.548184	1	8
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1766	2.9452136	8838.8914	26.869521	19.681905	2000-2009 –> 2010-2019	6.4375827	3.4923691	17404.0299	46.950657	4	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	1766	3.0119391	8918.0179	30.475315	19.002651	2000-2009 –> 2010-2019	6.5111462	3.4992071	17489.4236	50.498717	5	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1766	3.0459267	8957.6508	37.476385	18.988338	2000-2009 –> 2010-2019	6.5377248	3.4917981	17522.2653	59.564414	6	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1766	3.0466606	8958.5017	140.080710	19.027549	2000-2009 –> 2010-2019	6.5383639	3.4917034	17523.0293	247.156547	7	9
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + temp + phosphate_star	1766	3.0478674	8957.9005	14.707804	19.176807	2000-2009 –> 2010-2019	6.5404063	3.4925389	17521.1947	24.601838	8	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1766	3.3006391	9241.3090	814.171401	20.479030	2000-2009 –> 2010-2019	7.0128468	3.7122077	18002.0402	1418.915877	9	19
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + phosphate + phosphate_star	1766	3.3179585	9257.7940	731.236952	20.497503	2000-2009 –> 2010-2019	7.0319753	3.7140167	18018.0862	1214.860480	11	22
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	877	0.5727580	1525.3280	65.562502	4.779739	1982-1999 –> 2000-2009	0.9544076	0.3816496	2402.3976	144.158108	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	877	0.5731627	1524.5668	59.527199	4.750682	1982-1999 –> 2000-2009	0.9552792	0.3821165	2401.9521	137.542876	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	877	0.6081134	1630.3894	236.231994	5.055018	1982-1999 –> 2000-2009	1.0185241	0.4104107	2645.0683	530.246741	3	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	877	0.6081160	1628.3969	206.367128	5.057143	1982-1999 –> 2000-2009	1.0236247	0.4155087	2664.4577	465.690819	4	9
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	877	0.6132930	1645.2658	44.725153	5.129820	1982-1999 –> 2000-2009	1.0248320	0.4115389	2665.1444	93.021297	5	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	877	0.6134266	1643.6477	40.806660	5.147078	1982-1999 –> 2000-2009	1.0310189	0.4175923	2689.1823	88.857451	6	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	877	0.6779625	1819.1026	37.461277	6.297049	1982-1999 –> 2000-2009	1.0962041	0.4182416	2867.5801	73.388458	7	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + temp + phosphate_star	877	0.7251698	1935.1713	28.644864	6.861815	1982-1999 –> 2000-2009	1.1631626	0.4379928	3069.0440	54.465187	10	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	877	0.7030858	1882.9254	65.536979	4.195670	1982-1999 –> 2000-2009	1.2172762	0.5141905	3322.5790	142.203485	8	17
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	877	0.7084332	1894.2151	59.474181	4.057097	1982-1999 –> 2000-2009	1.2363110	0.5278779	3381.6265	136.073971	9	19
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1020	0.6631292	2070.6323	105.938185	2.495806	2000-2009 –> 2010-2019	1.2358872	0.5727580	3595.9603	171.500687	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	1020	0.6954515	2165.7188	105.782276	2.762622	2000-2009 –> 2010-2019	1.2686141	0.5731627	3690.2856	165.309475	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1020	0.6965369	2170.9001	443.684368	2.733778	2000-2009 –> 2010-2019	1.3046503	0.6081134	3801.2895	679.916362	3	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1020	0.6980205	2175.2407	81.624084	2.758348	2000-2009 –> 2010-2019	1.3113135	0.6132930	3820.5065	126.349237	4	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1020	0.7380685	2287.0486	337.586949	3.014504	2000-2009 –> 2010-2019	1.3461845	0.6081160	3915.4455	543.954076	6	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1020	0.7442532	2304.0718	81.390747	3.091043	2000-2009 –> 2010-2019	1.3576798	0.6134266	3947.7195	122.197407	7	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1020	0.7027488	2187.0127	52.363720	2.838980	2000-2009 –> 2010-2019	1.3807112	0.6779625	4006.1153	89.824997	5	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1020	0.8152993	2490.0665	99.096496	2.725798	2000-2009 –> 2010-2019	1.5183850	0.7030858	4372.9919	164.633475	8	16
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	1020	0.8153025	2488.0747	98.352114	2.726979	2000-2009 –> 2010-2019	1.5237357	0.7084332	4382.2898	157.826295	9	18
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + temp + phosphate_star	1020	0.8231139	2507.5267	42.780420	3.988605	2000-2009 –> 2010-2019	1.5482837	0.7251698	4442.6980	71.425284	10	20
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1422	0.5714936	2458.2377	101.012870	4.593655	1982-1999 –> 2000-2009	1.0065811	0.4350874	3863.9619	166.353944	1	2
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1422	0.5953896	2574.7353	255.962529	4.752984	1982-1999 –> 2000-2009	1.0563478	0.4609582	4117.4672	447.615582	3	6
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1422	0.5983497	2588.8397	58.729883	4.887064	1982-1999 –> 2000-2009	1.0633670	0.4650173	4152.3675	95.842377	4	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	1422	0.6111357	2646.9725	99.057405	4.438671	1982-1999 –> 2000-2009	1.0709286	0.4597929	4181.7005	164.291682	5	7
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	1422	0.5918896	2555.9678	86.690313	5.341442	1982-1999 –> 2000-2009	1.0915414	0.4996517	4287.8921	145.014420	2	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1422	0.6127674	2654.5555	227.852935	5.486546	1982-1999 –> 2000-2009	1.1264595	0.5136922	4452.2148	392.876589	6	15
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1422	0.6140678	2660.5850	50.591773	5.560047	1982-1999 –> 2000-2009	1.1288507	0.5147828	4463.2750	86.782324	7	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	1422	0.6173865	2673.9137	86.664321	4.911076	1982-1999 –> 2000-2009	1.1294304	0.5120439	4461.9497	144.981244	8	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1422	0.6439611	2795.7685	232.670525	4.530253	1982-1999 –> 2000-2009	1.1380737	0.4941126	4501.2500	396.650559	11	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1422	0.6453904	2802.0740	57.438778	4.683313	1982-1999 –> 2000-2009	1.1429809	0.4975905	4524.1929	94.070387	12	18
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1529	0.6251288	2916.4732	154.858780	2.890851	2000-2009 –> 2010-2019	1.1966225	0.5714936	5374.7109	255.871650	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	1529	0.6258588	2918.0422	152.073289	2.906340	2000-2009 –> 2010-2019	1.2177485	0.5918896	5474.0101	238.763602	2	4
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1529	0.6487680	3029.9784	427.066537	2.986150	2000-2009 –> 2010-2019	1.2441576	0.5953896	5604.7137	683.029066	3	6
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1529	0.6512981	3041.8806	100.124321	3.006235	2000-2009 –> 2010-2019	1.2496477	0.5983497	5630.7204	158.854204	5	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1529	0.6488020	3028.1386	355.897819	2.989897	2000-2009 –> 2010-2019	1.2615694	0.6127674	5682.6941	583.750753	4	10
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1529	0.6513042	3039.9093	98.642787	3.004795	2000-2009 –> 2010-2019	1.2653720	0.6140678	5700.4943	149.234560	6	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1529	0.6737171	3143.3722	73.695951	3.167830	2000-2009 –> 2010-2019	1.3024956	0.6287785	5871.2850	127.098110	7	16
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + temp + phosphate_star	1529	0.6944545	3234.0797	40.798462	3.864404	2000-2009 –> 2010-2019	1.3233097	0.6288552	5960.3392	65.353248	8	18
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	1529	0.7465242	3457.1775	137.680728	3.962317	2000-2009 –> 2010-2019	1.3576599	0.6111357	6104.1499	236.738133	9	14
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	1529	0.7465547	3455.3022	135.992924	3.966889	2000-2009 –> 2010-2019	1.3639412	0.6173865	6129.2160	222.657245	10	18
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2441	0.7657995	5638.5700	172.772301	6.928197	1982-1999 –> 2000-2009	1.4255951	0.6597956	9815.4903	310.361143	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	2441	0.7747118	5693.0583	86.252531	7.733601	1982-1999 –> 2000-2009	1.4459886	0.6712768	9939.5724	163.669912	2	4
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2441	0.7869180	5771.3782	196.154668	7.045018	1982-1999 –> 2000-2009	1.4654372	0.6785192	10064.4265	376.811942	3	7
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2441	0.7888110	5783.1081	94.314009	6.943590	1982-1999 –> 2000-2009	1.4670944	0.6782834	10074.7143	162.146282	4	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2441	0.7950392	5819.5036	94.220242	6.355049	1982-1999 –> 2000-2009	1.4737018	0.6786626	10111.4293	161.990774	7	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2441	0.7949595	5819.0140	47.562522	7.623412	1982-1999 –> 2000-2009	1.4811474	0.6861879	10156.7032	86.202318	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2441	0.7943824	5815.4685	194.870635	7.772473	1982-1999 –> 2000-2009	1.4815723	0.6871900	10159.2136	355.267361	5	12
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + temp + phosphate_star	2441	0.7961317	5824.2074	15.021251	6.986832	1982-1999 –> 2000-2009	1.4938516	0.6977200	10229.0618	29.705525	8	16
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	2441	0.8889040	6364.3241	156.927509	5.429365	1982-1999 –> 2000-2009	1.6843622	0.7954582	11315.2458	273.351774	9	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2441	0.9022079	6436.8498	178.569638	5.559740	1982-1999 –> 2000-2009	1.7055965	0.8033886	11428.9402	330.931637	10	20
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2962	0.8043140	7129.7490	244.517319	3.302078	2000-2009 –> 2010-2019	1.5701135	0.7657995	12768.3189	417.289621	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	2962	0.8259982	7285.3443	126.814515	3.167043	2000-2009 –> 2010-2019	1.6007100	0.7747118	12978.4026	213.067046	4	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2962	0.8210388	7251.6685	303.072700	3.292644	2000-2009 –> 2010-2019	1.6079568	0.7869180	13023.0467	499.227368	2	5
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2962	0.8240515	7273.3660	132.503799	3.329018	2000-2009 –> 2010-2019	1.6128625	0.7888110	13056.4740	226.817809	3	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2962	0.8404249	7387.9184	300.806734	3.167603	2000-2009 –> 2010-2019	1.6348073	0.7943824	13203.3869	495.677369	5	10
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2962	0.8416868	7396.8065	69.375052	3.202386	2000-2009 –> 2010-2019	1.6366463	0.7949595	13215.8205	116.937574	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2962	0.8434113	7408.9317	129.008193	3.704092	2000-2009 –> 2010-2019	1.6384505	0.7950392	13228.4353	223.228435	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + temp + phosphate_star	2962	0.8477222	7437.1333	18.231662	3.507351	2000-2009 –> 2010-2019	1.6438538	0.7961317	13261.3407	33.252914	8	16
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	2962	0.8749685	7626.5390	214.221070	3.811035	2000-2009 –> 2010-2019	1.7638725	0.8889040	13990.8631	371.148579	9	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2962	0.8859454	7700.3959	294.726611	3.886959	2000-2009 –> 2010-2019	1.7881533	0.9022079	14137.2457	473.296248	10	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2982	0.9399332	8107.1009	247.150844	4.384570	1982-1999 –> 2000-2009	1.7648974	0.8249641	16689.5916	654.650130	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2982	0.9422162	8121.5688	53.433553	4.391803	1982-1999 –> 2000-2009	1.7689343	0.8267182	16718.8975	100.663032	2	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2982	0.9463421	8147.6282	49.684722	4.420399	1982-1999 –> 2000-2009	1.7805725	0.8342303	16808.1503	129.034237	4	7
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2982	0.9498577	8169.7430	41.464221	4.438137	1982-1999 –> 2000-2009	1.7869072	0.8370494	16853.8327	75.076552	6	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	2982	0.9663678	8270.5166	36.307170	4.253833	1982-1999 –> 2000-2009	1.8044006	0.8380327	16960.8080	76.449241	9	14
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2982	0.9853084	8386.2785	140.311475	7.595907	1982-1999 –> 2000-2009	1.8428831	0.8575747	17237.6055	379.391026	10	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	2982	0.9918978	8426.0310	14.812992	7.752155	1982-1999 –> 2000-2009	1.8559124	0.8640146	17329.6227	36.099782	11	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2982	0.9972426	8458.0815	35.460753	7.863367	1982-1999 –> 2000-2009	1.8733730	0.8761304	17458.9549	81.186790	12	20
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2982	1.0005011	8477.5372	11.393463	7.914380	1982-1999 –> 2000-2009	1.8792632	0.8787621	17499.3640	24.637816	13	22
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2982	0.9449004	8136.5354	188.524799	4.708426	1982-1999 –> 2000-2009	1.9685909	1.0236905	18224.8117	524.448311	3	15
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4699	0.9011453	12370.9578	301.989737	8.172099	2000-2009 –> 2010-2019	1.8433614	0.9422162	20492.5266	355.423290	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4699	0.9038614	12399.2414	227.590563	8.310821	2000-2009 –> 2010-2019	1.8502035	0.9463421	20546.8697	277.275285	5	7
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4699	0.9063137	12424.7047	239.659562	8.347737	2000-2009 –> 2010-2019	1.8561714	0.9498577	20594.4477	281.123784	9	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	4699	0.9019189	12377.0223	256.384294	8.079997	2000-2009 –> 2010-2019	1.8682867	0.9663678	20647.5389	292.691463	3	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	4699	0.9268127	12632.9005	34.837911	5.809355	2000-2009 –> 2010-2019	1.8742857	0.9474730	20785.6512	42.355557	12	15
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4699	0.9314485	12679.7907	117.668848	5.877729	2000-2009 –> 2010-2019	1.8823810	0.9509325	20854.2783	150.995034	16	21
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4699	0.9346734	12712.2729	43.300497	5.884595	2000-2009 –> 2010-2019	1.8884345	0.9537611	20904.4745	50.265650	17	23
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	4699	0.9011506	12369.0135	157.770019	8.194607	2000-2009 –> 2010-2019	1.8930484	0.9918978	20795.0445	172.583011	2	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4699	0.9038647	12397.2758	206.366999	8.328703	2000-2009 –> 2010-2019	1.9011073	0.9972426	20855.3574	241.827752	6	15
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + phosphate	4699	0.9269514	12632.3072	8.166511	5.786972	2000-2009 –> 2010-2019	1.9610285	1.0340771	21304.7063	14.498400	13	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2480	5.6062517	15602.3916	111.388411	17.897649	1982-1999 –> 2000-2009	10.9267101	5.3204584	23886.5643	215.156194	1	3
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2480	5.8429450	15805.5005	111.270781	19.919956	1982-1999 –> 2000-2009	11.2920933	5.4491483	24151.6291	209.050840	2	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2480	5.9986557	15937.9507	18.550203	16.417662	1982-1999 –> 2000-2009	11.3126602	5.3140044	24218.8753	42.592291	3	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2480	6.1679306	16075.9775	7.272870	17.958394	1982-1999 –> 2000-2009	11.6094490	5.4415184	24420.3566	12.743461	4	7
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2480	6.2005197	16102.1154	10.396313	18.159284	1982-1999 –> 2000-2009	11.6705141	5.4699944	24460.4617	18.416709	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	2480	6.2765904	16160.5966	17.314099	19.947908	1982-1999 –> 2000-2009	11.7885713	5.5119809	24537.4049	39.971305	6	12
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2480	6.3331190	16205.0677	7.247258	18.166717	1982-1999 –> 2000-2009	12.1164403	5.7833213	24710.4687	12.566805	7	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2480	6.4724625	16313.0160	6.832358	20.270195	1982-1999 –> 2000-2009	12.1401533	5.6676909	24764.3716	12.024855	9	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2480	6.4699967	16311.1261	10.061018	20.219340	1982-1999 –> 2000-2009	12.1492394	5.6792427	24767.9303	17.869697	8	16
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ sal + temp + phosphate_star	2480	6.4733070	16311.6632	6.808945	20.321294	1982-1999 –> 2000-2009	12.2574028	5.7840958	24815.4225	10.376295	10	20
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3685	5.3789952	22871.6137	157.544643	35.428202	2000-2009 –> 2010-2019	10.9852469	5.6062517	38474.0053	268.933054	1	2
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3685	5.5853844	23147.1065	157.485405	29.914606	2000-2009 –> 2010-2019	11.4283294	5.8429450	38952.6069	268.756185	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3685	5.8030526	23430.8677	27.652035	22.455070	2000-2009 –> 2010-2019	11.8017083	5.9986557	39368.8184	46.202239	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3685	5.9696463	23639.4651	9.905020	22.098243	2000-2009 –> 2010-2019	12.1375769	6.1679306	39715.4427	17.177891	4	8
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3685	6.0332970	23717.6310	10.968204	21.582131	2000-2009 –> 2010-2019	12.2338167	6.2005197	39819.7463	21.364517	6	11
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	3685	6.0181475	23697.1018	24.342426	21.758331	2000-2009 –> 2010-2019	12.2947379	6.2765904	39857.6984	41.656525	5	11
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3685	6.2760516	24006.3586	8.007773	21.639113	2000-2009 –> 2010-2019	12.6091706	6.3331190	40211.4262	15.255031	9	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3685	6.2185225	23938.4903	7.932511	22.396048	2000-2009 –> 2010-2019	12.6909849	6.4724625	40251.5063	14.764869	7	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3685	6.2337658	23956.5341	10.066934	22.312981	2000-2009 –> 2010-2019	12.7037625	6.4699967	40267.6602	20.127953	8	16
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ sal + temp + phosphate_star	3685	6.2791216	24007.9628	7.917971	21.960095	2000-2009 –> 2010-2019	12.7524286	6.4733070	40319.6260	14.726915	10	20
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2499	4.1831163	14258.2752	556.621576	16.861827	1982-1999 –> 2000-2009	7.8002793	3.6171630	25734.4910	1270.417318	2	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2499	4.1063274	14165.6750	61.049815	20.611532	1982-1999 –> 2000-2009	7.8550111	3.7486837	25793.2499	109.164545	1	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2499	4.2456277	14332.4114	30.411416	21.057653	1982-1999 –> 2000-2009	8.1468838	3.9012561	26129.0562	49.112253	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2499	4.2748731	14366.7214	32.978786	21.034421	1982-1999 –> 2000-2009	8.2036535	3.9287804	26193.1614	52.173955	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2499	4.8162068	14960.6440	553.093216	19.263843	1982-1999 –> 2000-2009	8.9128234	4.0966166	26962.3696	1261.597741	10	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	2499	4.7121954	14851.5240	60.827998	17.310598	1982-1999 –> 2000-2009	9.0517186	4.3395232	27097.3715	108.898924	5	13
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2499	4.8087940	14952.9455	306.268829	14.597800	1982-1999 –> 2000-2009	9.1127549	4.3039609	27163.9195	593.404545	9	16
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2499	4.7633475	14905.4863	20.218865	18.233719	1982-1999 –> 2000-2009	9.1918876	4.4285400	27237.3883	29.936840	6	17
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2499	4.7801538	14923.0894	27.987163	18.300630	1982-1999 –> 2000-2009	9.2299504	4.4497967	27275.2848	39.700742	7	19
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2499	4.8018805	14945.7549	27.309547	15.674505	1982-1999 –> 2000-2009	9.2842297	4.4823492	27328.8405	45.790889	8	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2887	3.5026681	15444.8045	66.554035	16.999639	2000-2009 –> 2010-2019	7.6089956	4.1063274	29610.4795	127.603850	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2887	3.5967908	15597.9137	21.601721	18.161370	2000-2009 –> 2010-2019	7.8424185	4.2456277	29930.3250	52.013137	2	5
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2887	3.6909569	15747.1353	559.537938	34.629245	2000-2009 –> 2010-2019	7.8740732	4.1831163	30005.4105	1116.159515	4	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2887	3.6237031	15640.9556	22.103944	18.337213	2000-2009 –> 2010-2019	7.8985762	4.2748731	30007.6770	55.082730	3	7
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	2887	4.0600669	16295.4767	64.803826	16.853161	2000-2009 –> 2010-2019	8.7722623	4.7121954	31147.0007	125.631824	5	10
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2887	4.1177756	16376.9690	15.659961	17.270187	2000-2009 –> 2010-2019	8.8811231	4.7633475	31282.4553	35.878826	6	12
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2887	4.1416794	16410.3904	18.113514	17.501720	2000-2009 –> 2010-2019	8.9218332	4.7801538	31333.4798	46.100677	7	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2887	4.1518568	16424.5614	329.974391	24.916013	2000-2009 –> 2010-2019	8.9606508	4.8087940	31377.5069	636.243220	8	17
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2887	4.4739302	16855.9463	21.523985	16.665401	2000-2009 –> 2010-2019	9.2758107	4.8018805	31801.7011	48.833532	9	17
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2887	4.7149712	17158.9401	516.984619	29.448457	2000-2009 –> 2010-2019	9.5311780	4.8162068	32119.5841	1070.077834	10	20
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2221	4.2781005	12773.4124	121.216024	16.277897	1982-1999 –> 2000-2009	7.4001541	3.1220536	22551.6784	201.984717	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2221	4.3791950	12877.1590	54.841892	16.812110	1982-1999 –> 2000-2009	7.6251443	3.2459493	22804.0095	94.517036	2	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2221	4.3872754	12885.3477	58.323863	16.835302	1982-1999 –> 2000-2009	7.6396765	3.2524011	22819.7795	99.967207	3	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2221	4.5427135	13038.0009	47.250701	15.586409	1982-1999 –> 2000-2009	7.8621038	3.3193903	23048.2725	82.011219	4	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2221	4.5597742	13054.6521	650.635719	18.178141	1982-1999 –> 2000-2009	7.8934524	3.3336783	23081.3226	1228.069582	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	2221	4.6769485	13167.3579	121.200385	18.920469	1982-1999 –> 2000-2009	8.1199273	3.4429788	23317.2000	201.641009	6	13
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	2221	4.8549119	13333.2448	121.033755	15.402142	1982-1999 –> 2000-2009	8.2001083	3.3451964	23373.0841	200.349057	9	15
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2221	4.7936970	13276.8801	26.787055	19.158021	1982-1999 –> 2000-2009	8.3463757	3.5526787	23546.4732	41.748405	7	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2221	4.8027773	13285.2863	35.722812	19.143711	1982-1999 –> 2000-2009	8.3612429	3.5584656	23561.0934	55.160037	8	20
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2221	4.9797949	13446.0616	57.492928	15.733469	1982-1999 –> 2000-2009	8.4298565	3.4500616	23603.7499	97.656107	11	19
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2645	3.1266173	13550.5292	96.344518	14.051023	2000-2009 –> 2010-2019	7.4047178	4.2781005	26323.9417	217.560541	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2645	3.2337075	13728.6839	48.621376	15.557689	2000-2009 –> 2010-2019	7.6129026	4.3791950	26605.8429	103.463268	2	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2645	3.2503276	13755.8029	49.738709	15.671916	2000-2009 –> 2010-2019	7.6376030	4.3872754	26641.1506	108.062572	3	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2645	3.3480335	13910.4789	515.212046	15.989489	2000-2009 –> 2010-2019	7.9078077	4.5597742	26965.1309	1165.847765	4	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	2645	3.4256833	14031.7669	94.344206	16.104882	2000-2009 –> 2010-2019	8.1026318	4.6769485	27199.1248	215.544591	5	11
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2645	3.7871940	14562.4830	47.837480	12.846396	2000-2009 –> 2010-2019	8.3299075	4.5427135	27600.4839	95.088182	8	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2645	3.5662400	14244.4823	21.835365	16.695148	2000-2009 –> 2010-2019	8.3599370	4.7936970	27521.3625	48.622421	6	13
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2645	3.5903510	14280.1272	26.291432	16.757584	2000-2009 –> 2010-2019	8.3931283	4.8027773	27565.4135	62.014244	7	15
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + silicate + phosphate_star	2645	4.2737276	15199.8381	19.814168	13.281423	2000-2009 –> 2010-2019	9.2193417	4.9456140	28613.3050	40.647632	9	19
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	2645	4.6935452	15697.5204	92.610421	17.617255	2000-2009 –> 2010-2019	9.5484571	4.8549119	29030.7652	213.644176	10	19
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3301	4.3614305	19105.2585	134.103089	12.953295	1982-1999 –> 2000-2009	7.7159639	3.3545334	31992.0724	222.908754	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3301	4.4544464	19242.5783	692.987709	13.815220	1982-1999 –> 2000-2009	7.8314224	3.3769760	32160.0386	1230.187659	2	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate	3301	4.4573971	19246.9502	131.078448	13.906291	1982-1999 –> 2000-2009	7.8762479	3.4188508	32224.7479	219.539520	3	6
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + phosphate + phosphate_star	3301	4.5458120	19374.6226	603.339413	13.146083	1982-1999 –> 2000-2009	7.9965037	3.4506917	32395.8074	1057.044535	6	10
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3301	4.4830067	19286.7730	76.391467	13.140225	1982-1999 –> 2000-2009	8.0291537	3.5461470	32445.5547	128.688619	4	9
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3301	4.4939407	19302.8554	68.821146	13.282861	1982-1999 –> 2000-2009	8.0483046	3.5543639	32472.9688	116.276154	5	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3301	4.5883346	19438.0922	50.799613	14.965707	1982-1999 –> 2000-2009	8.1671269	3.5787924	32639.7397	89.090593	8	15
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	3301	4.5775639	19422.5765	131.033522	13.526928	1982-1999 –> 2000-2009	8.1686500	3.5910861	32641.0137	219.810015	7	15
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3301	4.5946515	19447.1752	71.085018	14.101078	1982-1999 –> 2000-2009	8.2040821	3.6094305	32690.5592	118.172256	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3301	4.6195168	19482.8075	66.240535	14.104301	1982-1999 –> 2000-2009	8.2491835	3.6296667	32753.5640	110.951367	10	20
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3295	3.6142150	17832.1291	99.801091	12.760441	2000-2009 –> 2010-2019	7.9756455	4.3614305	36937.3876	233.904180	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3295	3.6477588	17885.5831	511.217135	13.149402	2000-2009 –> 2010-2019	8.1022051	4.4544464	37128.1615	1204.204844	2	4
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3295	3.7238870	18023.6587	55.945421	13.575482	2000-2009 –> 2010-2019	8.2068937	4.4830067	37310.4317	132.336889	4	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3295	3.7205360	18017.7278	52.379618	13.581763	2000-2009 –> 2010-2019	8.2144767	4.4939407	37320.5832	121.200763	3	8
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	3295	3.7411850	18057.6668	95.353700	13.237435	2000-2009 –> 2010-2019	8.3187489	4.5775639	37480.2432	226.387222	5	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3295	3.7466150	18061.7450	44.848833	13.085563	2000-2009 –> 2010-2019	8.3349495	4.5883346	37499.8372	95.648446	6	14
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	3295	3.8683445	18272.3890	28.262904	13.663069	2000-2009 –> 2010-2019	8.5814431	4.7130986	37887.6026	71.019206	8	20
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3295	3.8647333	18266.2360	20.799607	13.669400	2000-2009 –> 2010-2019	8.5935810	4.7288478	37903.4739	49.923292	7	20
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + silicate + phosphate_star	3295	3.8868098	18301.7615	16.171343	13.415071	2000-2009 –> 2010-2019	8.7607791	4.8739693	38136.5586	37.596001	9	24
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + aou + phosphate	3295	4.6646695	19511.5169	99.471967	18.474857	2000-2009 –> 2010-2019	9.1220666	4.4573971	38758.4672	230.550414	10	13
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4237	4.0096299	23803.9201	627.642992	11.917822	1982-1999 –> 2000-2009	7.1361179	3.1264879	38345.0637	1282.338474	1	2
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + phosphate + phosphate_star	4237	4.0284232	23841.5452	537.023085	12.028427	1982-1999 –> 2000-2009	7.1574066	3.1289834	38385.2192	994.268695	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4237	4.2374357	24274.1878	124.375364	12.981176	1982-1999 –> 2000-2009	7.5200263	3.2825906	39093.9785	227.352765	3	6
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	4237	4.2419786	24281.2678	122.388290	12.891686	1982-1999 –> 2000-2009	7.5252352	3.2832566	39100.2104	216.426660	4	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	4237	4.2493012	24295.8832	116.791344	12.781845	1982-1999 –> 2000-2009	7.5904189	3.3411176	39214.0181	217.638367	5	10
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + aou + phosphate	4237	4.2564367	24308.1008	115.770921	12.923186	1982-1999 –> 2000-2009	7.5975606	3.3411239	39224.2464	208.933608	6	12
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4237	4.4253530	24641.8894	68.139473	13.423158	1982-1999 –> 2000-2009	7.9375701	3.5122171	39845.5957	134.140555	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4237	4.4274162	24643.8392	55.203150	13.387323	1982-1999 –> 2000-2009	7.9420967	3.5146805	39849.5265	103.193143	8	16
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4237	4.4504270	24689.7675	61.207021	13.540471	1982-1999 –> 2000-2009	7.9713507	3.5209237	39907.5317	119.496506	11	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4237	4.4507561	24688.3942	52.994217	13.522257	1982-1999 –> 2000-2009	7.9776806	3.5269245	39913.8274	99.614202	12	22
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4378	3.8292580	24192.6535	623.615586	14.329410	2000-2009 –> 2010-2019	7.8388879	4.0096299	47996.5735	1251.258579	1	2
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + phosphate + phosphate_star	4378	3.8933574	24336.0104	513.972033	13.732887	2000-2009 –> 2010-2019	7.9217807	4.0284232	48177.5556	1050.995118	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4378	4.0584369	24703.6123	116.522981	13.854238	2000-2009 –> 2010-2019	8.2958727	4.2374357	48977.8001	240.898345	3	6
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	4378	4.0714212	24729.5809	107.146683	14.414082	2000-2009 –> 2010-2019	8.3207225	4.2493012	49025.4642	223.938028	4	9
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	4378	4.1477775	24892.2720	113.866098	13.247985	2000-2009 –> 2010-2019	8.3897562	4.2419786	49173.5398	236.254388	5	9
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + aou + phosphate	4378	4.1583987	24912.6647	104.804130	13.766953	2000-2009 –> 2010-2019	8.4148353	4.2564367	49220.7655	220.575051	6	12
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4378	4.2241933	25054.1184	48.671342	14.200679	2000-2009 –> 2010-2019	8.6495463	4.4253530	49696.0079	116.810815	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4378	4.2321610	25068.6186	22.563745	14.646823	2000-2009 –> 2010-2019	8.6629763	4.4308153	49718.9612	50.120035	8	17
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4378	4.2388120	25084.3682	44.255355	14.227429	2000-2009 –> 2010-2019	8.6892390	4.4504270	49774.1356	105.462376	9	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4378	4.2473721	25100.0327	16.629563	14.690533	2000-2009 –> 2010-2019	8.7040108	4.4566386	49799.6195	36.252851	10	23
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	5466	3.5299369	29314.1491	292.398844	11.748035	1982-1999 –> 2000-2009	6.1770970	2.6471601	49070.4478	621.569124	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	5466	3.5333681	29322.7701	80.810037	11.828000	1982-1999 –> 2000-2009	6.1806827	2.6473146	49077.5505	150.422144	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	5466	3.5689383	29434.2717	61.070497	12.059499	1982-1999 –> 2000-2009	6.2563008	2.6873625	49314.9515	129.462365	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5466	3.5712500	29439.3503	27.883184	11.998412	1982-1999 –> 2000-2009	6.2689328	2.6976828	49349.6595	47.208381	4	8
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5466	3.5905169	29500.1697	61.296522	12.290095	1982-1999 –> 2000-2009	6.2912077	2.7006909	49421.6753	122.475098	5	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5466	3.6082087	29551.9036	31.672016	12.199010	1982-1999 –> 2000-2009	6.3373599	2.7291512	49557.9151	54.118670	6	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	5466	3.7909778	30092.0814	166.858786	14.776392	1982-1999 –> 2000-2009	6.6142829	2.8233051	50377.9807	281.185942	7	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	5466	3.8572681	30281.5898	217.922764	12.180410	1982-1999 –> 2000-2009	6.6538722	2.7966041	50489.0757	504.949363	9	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	5466	3.8573403	30281.7945	24.235628	15.481780	1982-1999 –> 2000-2009	6.7494720	2.8921317	50766.4485	46.016771	10	21
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5466	3.8639920	30300.6296	24.082239	15.525640	1982-1999 –> 2000-2009	6.7575066	2.8935146	50789.2284	45.603539	11	23
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	5678	3.6004166	30675.0647	245.176633	11.717452	2000-2009 –> 2010-2019	7.1303535	3.5299369	59989.2137	537.575477	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	5678	3.6005680	30673.5424	69.541592	11.843906	2000-2009 –> 2010-2019	7.1339362	3.5333681	59996.3125	150.351630	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	5678	3.6373359	30790.9181	50.555600	11.480135	2000-2009 –> 2010-2019	7.2062742	3.5689383	60225.1898	111.626096	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5678	3.6417990	30802.8437	22.305664	11.082468	2000-2009 –> 2010-2019	7.2130490	3.5712500	60242.1940	50.188848	4	8
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5678	3.6572782	30853.0092	50.576206	11.695110	2000-2009 –> 2010-2019	7.2477950	3.5905169	60353.1789	111.872728	5	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5678	3.6782385	30915.9061	25.259682	11.679486	2000-2009 –> 2010-2019	7.2864472	3.6082087	60467.8098	56.931697	6	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	5678	3.7516149	31140.2145	146.001254	15.843341	2000-2009 –> 2010-2019	7.5425926	3.7909778	61232.2958	312.860040	7	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	5678	3.7694216	31193.9874	188.825259	14.191903	2000-2009 –> 2010-2019	7.6266897	3.8572681	61475.5772	406.748022	8	17
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + silicate + phosphate	5678	3.8151585	31330.9481	25.693083	15.015702	2000-2009 –> 2010-2019	7.6413686	3.8262101	61524.1593	55.270458	10	18
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	5678	3.8095580	31314.2656	20.839821	15.967521	2000-2009 –> 2010-2019	7.6668983	3.8573403	61596.0601	45.075449	9	19
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	6477	3.0099069	32669.0607	435.148408	9.763894	1982-1999 –> 2000-2009	5.4033239	2.3934171	53092.5901	959.163075	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	6477	3.0165860	32697.7746	62.941944	9.866509	1982-1999 –> 2000-2009	5.4350277	2.4184417	53213.9381	123.242203	2	5
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6477	3.0240361	32729.7275	62.859369	9.963313	1982-1999 –> 2000-2009	5.4459449	2.4219088	53258.6499	121.498666	3	7
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6477	3.0448889	32816.7478	39.550148	10.178598	1982-1999 –> 2000-2009	5.4774142	2.4325253	53382.6242	66.465216	4	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6477	3.0556546	32862.4678	34.276944	10.094262	1982-1999 –> 2000-2009	5.4788790	2.4232244	53394.2267	57.597900	6	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	6477	3.1148856	33111.1665	135.649550	10.020455	1982-1999 –> 2000-2009	5.5116021	2.3967165	53544.9649	256.003819	7	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate	6477	3.0451216	32817.7377	38.968273	9.831344	1982-1999 –> 2000-2009	5.6152278	2.5701063	53873.5984	61.832489	5	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	6477	3.2647943	33720.0606	278.612759	10.271178	1982-1999 –> 2000-2009	5.7333561	2.4685618	54416.9068	507.559177	9	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	6477	3.2977247	33850.0667	11.112908	10.580587	1982-1999 –> 2000-2009	5.7454257	2.4477010	54471.3322	27.395662	13	20
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	6477	3.2653630	33720.3169	114.926894	10.308431	1982-1999 –> 2000-2009	5.7761167	2.5107537	54566.0954	221.421693	10	21
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	6285	3.3525401	33056.2163	419.173692	11.795016	2000-2009 –> 2010-2019	6.3624469	3.0099069	65725.2769	854.322101	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	6285	3.3581832	33077.3567	71.985202	11.534729	2000-2009 –> 2010-2019	6.3747692	3.0165860	65775.1313	134.927146	2	4
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6285	3.3664457	33108.2463	71.829889	11.661651	2000-2009 –> 2010-2019	6.3904818	3.0240361	65837.9738	134.689259	3	6
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate	6285	3.3671126	33108.7361	34.499128	10.590486	2000-2009 –> 2010-2019	6.4122342	3.0451216	65926.4738	73.467400	4	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6285	3.3766574	33144.3179	30.699916	12.799582	2000-2009 –> 2010-2019	6.4215463	3.0448889	65961.0657	70.250065	5	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6285	3.3788497	33152.4762	25.954514	13.197252	2000-2009 –> 2010-2019	6.4345042	3.0556546	66014.9441	60.231458	6	12
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	6285	3.3948305	33211.7881	105.444527	14.201755	2000-2009 –> 2010-2019	6.5097161	3.1148856	66322.9545	241.094077	7	14
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + silicate	6285	3.4779806	33515.9569	57.776837	10.926363	2000-2009 –> 2010-2019	6.6977312	3.2197507	67056.0497	114.595264	8	16
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	6285	3.4796050	33521.8265	209.144297	15.626118	2000-2009 –> 2010-2019	6.7443993	3.2647943	67241.8871	487.757056	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	6285	3.4988827	33589.2745	81.194963	14.888070	2000-2009 –> 2010-2019	6.7642457	3.2653630	67309.5914	196.121857	12	22
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2455	2.2839150	11036.1134	608.173975	8.663202	1982-1999 –> 2000-2009	4.3347929	2.0508780	18637.1965	1299.512350	1	2
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	2455	2.2843818	11035.1168	454.521483	8.562641	1982-1999 –> 2000-2009	4.3406241	2.0562423	18643.4733	894.853752	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2455	2.2903741	11049.9797	79.894399	8.599934	1982-1999 –> 2000-2009	4.3565570	2.0661829	18677.4568	155.481093	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2455	2.2920824	11053.6404	81.134138	8.587185	1982-1999 –> 2000-2009	4.3608101	2.0687277	18685.4872	154.746252	5	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2455	2.2908514	11049.0029	10.368112	8.648964	1982-1999 –> 2000-2009	4.3626813	2.0718299	18684.1690	36.319057	4	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2455	2.2924057	11052.3330	10.541159	8.669294	1982-1999 –> 2000-2009	4.3680329	2.0756272	18693.9998	37.129473	6	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2455	2.3290013	11130.0964	9.722039	9.395873	1982-1999 –> 2000-2009	4.4146021	2.0856008	18788.7805	32.961875	7	16
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	2455	2.3330966	11138.7226	381.819630	8.855179	1982-1999 –> 2000-2009	4.4243398	2.0912432	18806.9978	784.591600	8	20
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	2455	2.3434590	11158.4820	349.790726	8.400452	1982-1999 –> 2000-2009	4.4790917	2.1356327	18899.3222	688.226207	9	28
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2455	2.3613382	11197.8002	58.617635	8.950976	1982-1999 –> 2000-2009	4.4881004	2.1267622	18925.8645	106.646377	10	27
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2447	2.5147798	11471.4597	796.687331	15.066975	2000-2009 –> 2010-2019	4.7986948	2.2839150	22507.5731	1404.861306	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2447	2.5309544	11502.8363	83.689347	14.981083	2000-2009 –> 2010-2019	4.8213285	2.2903741	22552.8160	163.583746	2	5
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2447	2.5369432	11514.4028	85.225190	14.949536	2000-2009 –> 2010-2019	4.8290255	2.2920824	22568.0432	166.359328	3	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	2447	2.6248106	11679.0379	523.440770	13.354266	2000-2009 –> 2010-2019	4.9091924	2.2843818	22714.1547	977.962252	7	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2447	2.6398084	11706.9220	13.095443	13.244192	2000-2009 –> 2010-2019	4.9306598	2.2908514	22755.9249	23.463555	8	12
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2447	2.6416833	11710.3966	13.331224	13.235919	2000-2009 –> 2010-2019	4.9340890	2.2924057	22762.7296	23.872383	9	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate	2447	2.5901100	11613.9067	796.594563	16.158018	2000-2009 –> 2010-2019	5.0443807	2.4542707	23001.2385	1402.131897	4	29
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2447	2.7239848	11860.5421	11.934988	12.251413	2000-2009 –> 2010-2019	5.0529861	2.3290013	22990.6385	21.657028	11	18
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2447	2.6098044	11650.9784	83.514868	16.069913	2000-2009 –> 2010-2019	5.0719483	2.4621438	23054.0360	163.377950	5	32
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2447	2.6173615	11665.1293	85.093296	16.040078	2000-2009 –> 2010-2019	5.0817015	2.4643400	23072.5644	166.178829	6	35
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2968	1.9825296	12499.2607	693.019170	9.114281	1982-1999 –> 2000-2009	3.7211073	1.7385777	20310.5721	1456.857933	1	2
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2968	1.9837565	12502.9334	68.940360	9.108328	1982-1999 –> 2000-2009	3.7331432	1.7493866	20338.7510	141.731167	2	5
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	2968	1.9919735	12525.4703	604.958095	9.579419	1982-1999 –> 2000-2009	3.7353239	1.7433503	20345.6210	1202.715013	6	8
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2968	1.9841748	12504.1848	72.369720	9.102634	1982-1999 –> 2000-2009	3.7363282	1.7521534	20346.2511	146.289717	3	7
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2968	1.9911355	12522.9726	16.435864	9.541764	1982-1999 –> 2000-2009	3.7440537	1.7529182	20364.7643	43.781965	4	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2968	1.9911638	12523.0568	17.055240	9.525860	1982-1999 –> 2000-2009	3.7470307	1.7558669	20371.4943	45.548009	5	11
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2968	2.0427227	12674.8063	14.848106	7.783393	1982-1999 –> 2000-2009	3.8678719	1.8251492	20676.2598	38.398737	7	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	2968	2.1905485	13089.5452	691.369102	10.703929	1982-1999 –> 2000-2009	3.9786793	1.7881308	21009.9776	1436.707097	19	26
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2968	2.1925809	13095.0500	68.758417	10.687700	1982-1999 –> 2000-2009	3.9903786	1.7977978	21036.8009	140.219796	21	30
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + phosphate	2968	2.1973815	13106.0327	602.730050	11.113209	1982-1999 –> 2000-2009	3.9928225	1.7954410	21040.5969	1189.526098	23	31
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2999	1.9775899	12614.7029	802.471809	13.398343	2000-2009 –> 2010-2019	3.9601195	1.9825296	25113.9637	1495.490980	1	2
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2999	1.9801636	12622.5036	65.529240	13.405968	2000-2009 –> 2010-2019	3.9639201	1.9837565	25125.4370	134.469601	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2999	1.9813259	12626.0234	66.381343	13.407823	2000-2009 –> 2010-2019	3.9655007	1.9841748	25130.2081	138.751062	3	6
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	2999	2.0130077	12719.1739	732.622713	12.614957	2000-2009 –> 2010-2019	4.0049812	1.9919735	25244.6442	1337.580807	4	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2999	2.0220593	12746.0839	24.180819	12.480411	2000-2009 –> 2010-2019	4.0131949	1.9911355	25269.0565	40.616683	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2999	2.0240598	12752.0149	25.080714	12.463765	2000-2009 –> 2010-2019	4.0152236	1.9911638	25275.0717	42.135955	6	11
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2999	2.1834642	13206.7076	21.498258	10.563126	2000-2009 –> 2010-2019	4.2261868	2.0427227	25881.5139	36.346364	15	22
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	2999	2.0745098	12899.6831	800.995768	14.903471	2000-2009 –> 2010-2019	4.2650583	2.1905485	25989.2283	1492.364870	7	26
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2999	2.0773024	12907.7520	64.838176	14.910860	2000-2009 –> 2010-2019	4.2698833	2.1925809	26002.8020	133.596593	8	29
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2999	2.0786116	12911.5309	65.686891	14.914239	2000-2009 –> 2010-2019	4.2717241	2.1931126	26008.0202	137.857948	9	31
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3280	1.6521115	12615.7119	619.084665	9.716730	1982-1999 –> 2000-2009	3.1207397	1.4686283	21115.8881	1239.884803	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3280	1.6527372	12618.1960	78.538723	9.592915	1982-1999 –> 2000-2009	3.1348981	1.4821609	21161.5369	156.637984	2	5
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3280	1.6531102	12619.6764	82.880854	9.562704	1982-1999 –> 2000-2009	3.1384804	1.4853702	21173.1960	166.911077	3	7
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	3280	1.6702095	12685.1826	567.016320	10.377465	1982-1999 –> 2000-2009	3.1493304	1.4791209	21216.8613	1064.432549	6	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3280	1.6679263	12676.2088	22.537029	10.220834	1982-1999 –> 2000-2009	3.1579303	1.4900040	21242.3868	44.278476	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3280	1.6676831	12675.2524	23.776341	10.170349	1982-1999 –> 2000-2009	3.1609789	1.4932958	21251.8153	46.996898	4	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3280	1.7578030	13020.5013	19.462716	7.251181	1982-1999 –> 2000-2009	3.3565173	1.5987144	21918.0802	37.180617	7	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	3280	1.8368032	13308.8916	617.318402	11.755361	1982-1999 –> 2000-2009	3.4398405	1.6030373	22219.1785	1235.879025	8	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate	3280	1.8368385	13307.0180	566.356074	11.778648	1982-1999 –> 2000-2009	3.4490844	1.6122458	22242.2606	1061.331660	9	18
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3280	1.8481141	13349.1639	75.685745	11.601557	1982-1999 –> 2000-2009	3.4654370	1.6173229	22301.2028	153.420680	10	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4414	1.6911254	17178.5697	682.305911	5.858595	2000-2009 –> 2010-2019	3.3432369	1.6521115	29794.2816	1301.390576	3	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4414	1.6909545	17177.6772	110.681801	5.847936	2000-2009 –> 2010-2019	3.3436917	1.6527372	29795.8733	189.220524	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4414	1.6909491	17177.6490	107.223412	5.842615	2000-2009 –> 2010-2019	3.3440592	1.6531102	29797.3253	190.104266	1	4
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4414	1.6947532	17195.4869	34.913244	6.030329	2000-2009 –> 2010-2019	3.3624363	1.6676831	29870.7393	58.689585	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4414	1.6951795	17197.7075	33.199478	6.046378	2000-2009 –> 2010-2019	3.3631058	1.6679263	29873.9163	55.736507	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	4414	1.6961482	17202.7507	677.946061	6.065596	2000-2009 –> 2010-2019	3.3663577	1.6702095	29887.9333	1244.962381	6	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	4414	1.7522736	17490.1395	30.598524	6.906760	2000-2009 –> 2010-2019	3.5100766	1.7578030	30510.6408	50.061240	7	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	4414	1.8737427	18081.8248	674.360037	7.963361	2000-2009 –> 2010-2019	3.7105458	1.8368032	31390.7163	1291.678439	13	21
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate	4414	1.8832044	18124.2909	662.757405	7.705423	2000-2009 –> 2010-2019	3.7200429	1.8368385	31431.3088	1229.113480	16	25
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4414	1.8749211	18087.3751	102.672361	7.911290	2000-2009 –> 2010-2019	3.7230352	1.8481141	31436.5390	178.358106	14	24
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1911	1.3104063	6470.4120	566.859405	5.692556	1982-1999 –> 2000-2009	2.3518021	1.0413958	10816.2095	1196.546918	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1911	1.3195362	6496.9485	116.038716	5.629742	1982-1999 –> 2000-2009	2.3713956	1.0518593	10872.4184	248.287639	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1911	1.3209022	6500.9029	128.152667	5.622767	1982-1999 –> 2000-2009	2.3746505	1.0537483	10881.6980	277.571849	3	6
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	1911	1.3730440	6646.8723	469.800180	6.746599	1982-1999 –> 2000-2009	2.4524700	1.0794260	11097.1244	921.832540	5	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1911	1.3813368	6669.8866	20.137679	6.636243	1982-1999 –> 2000-2009	2.4688807	1.0875440	11142.3765	46.868739	7	12
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1911	1.3840231	6677.3122	20.953677	6.609310	1982-1999 –> 2000-2009	2.4739641	1.0899410	11156.3366	49.325583	8	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1911	1.3788329	6662.9525	556.389854	6.485828	1982-1999 –> 2000-2009	2.4906827	1.1118498	11201.0445	1184.817022	6	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1911	1.3657560	6626.5315	19.029425	5.020265	1982-1999 –> 2000-2009	2.5047324	1.1389764	11236.1669	43.232483	4	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1911	1.3921311	6699.6372	114.035717	6.528234	1982-1999 –> 2000-2009	2.5143266	1.1221955	11265.2188	243.936902	9	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1911	1.3937999	6704.2160	125.722532	6.514305	1982-1999 –> 2000-2009	2.5175837	1.1237838	11273.9953	272.480423	10	19
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2498	1.4100375	8819.7241	632.157737	5.691760	2000-2009 –> 2010-2019	2.7204439	1.3104063	15290.1361	1199.017141	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2498	1.4102704	8820.5491	193.548194	5.853526	2000-2009 –> 2010-2019	2.7298066	1.3195362	15317.4976	309.586909	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2498	1.4102874	8820.6094	202.335200	5.857945	2000-2009 –> 2010-2019	2.7311896	1.3209022	15321.5124	330.487867	3	6
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2498	1.4110639	8821.3592	24.111717	5.768583	2000-2009 –> 2010-2019	2.7768199	1.3657560	15447.8907	43.141142	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	2498	1.4897178	9092.3559	587.636633	6.245220	2000-2009 –> 2010-2019	2.8627617	1.3730440	15739.2282	1057.436813	7	12
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2498	1.4885449	9088.4211	24.373327	6.385038	2000-2009 –> 2010-2019	2.8698817	1.3813368	15758.3078	44.511006	6	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2498	1.4881537	9087.1079	25.675787	6.441735	2000-2009 –> 2010-2019	2.8721768	1.3840231	15764.4201	46.629463	5	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	2498	1.5726410	9362.9877	589.428255	6.074722	2000-2009 –> 2010-2019	2.9514739	1.3788329	16025.9402	1145.818109	8	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2498	1.5734848	9365.6678	185.128154	6.017112	2000-2009 –> 2010-2019	2.9656159	1.3921311	16065.3049	299.163871	10	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2498	1.5734035	9365.4094	193.441887	6.019911	2000-2009 –> 2010-2019	2.9672033	1.3937999	16069.6254	319.164419	9	19
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4810	1.0590197	14215.8346	368.329893	5.087942	1982-1999 –> 2000-2009	2.0131560	0.9541364	24086.2096	748.391642	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4810	1.0640010	14260.9779	50.432478	5.100374	1982-1999 –> 2000-2009	2.0207694	0.9567685	24151.1436	114.574381	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4810	1.0645261	14265.7243	57.708788	5.098966	1982-1999 –> 2000-2009	2.0216725	0.9571464	24158.7272	133.401183	3	6
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	4810	1.1020902	14597.3350	10.459824	5.576846	1982-1999 –> 2000-2009	2.1066976	1.0046074	24836.0127	22.832732	4	8
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4810	1.3543347	16580.0340	17.664117	6.349761	1982-1999 –> 2000-2009	2.5815706	1.2272359	28256.7158	38.909541	7	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4810	1.3540102	16577.7287	15.614154	6.344962	1982-1999 –> 2000-2009	2.5838203	1.2298101	28269.4636	34.464480	6	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	4810	1.3536570	16575.2193	350.648093	6.329578	1982-1999 –> 2000-2009	2.5931333	1.2394762	28323.1988	648.993814	5	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	4810	1.3773809	16742.3571	365.704559	6.786549	1982-1999 –> 2000-2009	2.6298123	1.2524314	28565.0349	726.959231	8	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4810	1.3955543	16868.4544	45.684876	6.676211	1982-1999 –> 2000-2009	2.6612252	1.2656710	28766.6763	99.327913	9	18
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4810	1.3996523	16896.6621	52.565808	6.680499	1982-1999 –> 2000-2009	2.6681987	1.2685464	28811.1867	116.145996	10	20
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	5436	1.0310223	15772.8488	636.755230	7.140401	2000-2009 –> 2010-2019	2.0900420	1.0590197	29988.6834	1005.085124	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5436	1.0332853	15796.6857	82.093874	7.267476	2000-2009 –> 2010-2019	2.0972863	1.0640010	30057.6636	132.526351	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	5436	1.0334583	15798.5059	90.804400	7.272684	2000-2009 –> 2010-2019	2.0979844	1.0645261	30064.2302	148.513189	3	6
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	5436	1.0434631	15901.2498	18.404694	6.893091	2000-2009 –> 2010-2019	2.1455533	1.1020902	30498.5848	28.864518	4	8
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	5436	1.2821742	18141.0139	32.106966	8.422038	2000-2009 –> 2010-2019	2.6365089	1.3543347	34721.0478	49.771083	5	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5436	1.2830040	18148.0477	28.591862	8.376073	2000-2009 –> 2010-2019	2.6370142	1.3540102	34725.7764	44.206015	6	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	5436	1.2857264	18171.0923	590.184790	8.237994	2000-2009 –> 2010-2019	2.6393834	1.3536570	34746.3116	940.832882	7	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	5436	1.3532755	18727.7838	623.509449	8.311336	2000-2009 –> 2010-2019	2.7306565	1.3773809	35470.1409	989.214007	8	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	5436	1.3675588	18841.9323	61.623910	8.371171	2000-2009 –> 2010-2019	2.7631131	1.3955543	35710.3867	107.308786	11	20
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	5436	1.3715199	18873.3768	68.763298	8.393719	2000-2009 –> 2010-2019	2.7711722	1.3996523	35770.0388	121.329106	12	22
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	11074	0.7277407	24401.7852	145.495947	3.947317	1982-1999 –> 2000-2009	1.5663404	0.8385997	44856.7941	271.747123	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	11074	0.7288884	24436.6861	15.173956	3.928309	1982-1999 –> 2000-2009	1.5714181	0.8425297	44968.5871	34.283683	2	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	11074	0.7289067	24437.2423	15.160712	3.927243	1982-1999 –> 2000-2009	1.5715696	0.8426629	44971.7425	31.605240	3	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	11074	0.7299452	24466.7740	10.768255	3.939776	1982-1999 –> 2000-2009	1.5786602	0.8487150	45116.9693	21.808898	4	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	11074	0.8552363	27975.2027	123.062834	6.108703	1982-1999 –> 2000-2009	1.8746973	1.0194610	51640.0469	221.772119	5	10
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	11074	0.8703832	28364.0273	851.129582	8.203905	1982-1999 –> 2000-2009	1.9349323	1.0645491	52740.6098	1457.506019	6	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate	11074	0.8919567	28906.2996	140.167735	9.002308	1982-1999 –> 2000-2009	1.9669311	1.0749744	53443.1561	266.376756	7	14
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	11074	0.9001328	29108.3932	10.395975	9.219748	1982-1999 –> 2000-2009	1.9824474	1.0823146	53757.1668	20.970608	8	16
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	11074	0.9011626	29133.7182	10.851157	9.249859	1982-1999 –> 2000-2009	1.9840798	1.0829171	53791.6442	22.626356	9	18
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + silicate + phosphate_star	11074	0.9774899	30932.3999	9.928582	8.460187	1982-1999 –> 2000-2009	2.1103857	1.1328958	56330.3454	19.129008	12	22
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	14742	0.7253222	32381.5110	193.229851	5.134491	2000-2009 –> 2010-2019	1.4530629	0.7277407	56783.2962	338.725798	3	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	14742	0.7249900	32368.0052	16.835036	5.148674	2000-2009 –> 2010-2019	1.4538967	0.7289067	56805.2476	31.995748	1	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	14742	0.7250093	32368.7917	16.836568	5.147806	2000-2009 –> 2010-2019	1.4538977	0.7288884	56805.4778	32.010524	2	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	14742	0.7446451	33154.6973	12.416477	5.079249	2000-2009 –> 2010-2019	1.4745903	0.7299452	57621.4712	23.184732	4	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	14742	0.8135091	35762.5397	186.520994	5.935925	2000-2009 –> 2010-2019	1.6687454	0.8552363	63737.7424	309.583828	5	10
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	14742	0.9414172	40068.0670	763.899018	7.226686	2000-2009 –> 2010-2019	1.8118004	0.8703832	68432.0944	1615.028600	13	19
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	14742	0.8757295	37935.5164	16.812870	6.930582	2000-2009 –> 2010-2019	1.8157619	0.9400324	68004.5131	31.964921	6	16
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	14742	0.8952555	38585.6927	16.642841	7.001607	2000-2009 –> 2010-2019	1.8551390	0.9598835	69117.5305	31.622443	8	19
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate	14742	0.9679187	40886.5936	185.955683	8.169506	2000-2009 –> 2010-2019	1.8598754	0.8919567	69792.8932	326.123418	14	21
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	14742	0.9743597	41082.1452	10.228771	8.281962	2000-2009 –> 2010-2019	1.8744925	0.9001328	70190.5384	20.624745	15	23
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	5254	1.2908736	17607.1006	324.954420	4.341817	1982-1999 –> 2000-2009	2.2887069	0.9978333	32069.3157	743.366200	4	5
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	5254	1.2805265	17522.5331	73.020227	4.172776	1982-1999 –> 2000-2009	2.3020036	1.0214771	32223.5730	148.014468	1	3
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5254	1.2871073	17576.3971	48.923406	4.115306	1982-1999 –> 2000-2009	2.3136628	1.0265555	32328.0115	111.967333	3	6
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	5254	1.2923654	17619.2369	49.381085	4.149859	1982-1999 –> 2000-2009	2.3275615	1.0351961	32456.3299	112.098943	6	11
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + silicate	5254	1.2975530	17659.3317	24.299711	3.856791	1982-1999 –> 2000-2009	2.3324426	1.0348896	32491.4048	42.792839	11	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5254	1.2910837	17606.8103	46.585804	4.405539	1982-1999 –> 2000-2009	2.3856787	1.0945950	33010.8857	74.185746	5	11
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	5254	1.2967838	17653.1007	321.956866	4.484078	1982-1999 –> 2000-2009	2.3915822	1.0947984	33059.0708	562.991093	9	16
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	5254	1.2845350	17553.3752	22.761222	4.280904	1982-1999 –> 2000-2009	2.4146673	1.1301323	33283.2801	52.381797	2	10
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5254	1.2924930	17618.2743	49.104938	4.176355	1982-1999 –> 2000-2009	2.4434099	1.1509169	33534.0294	69.935847	7	19
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5254	1.2955341	17642.9694	28.623785	4.280276	1982-1999 –> 2000-2009	2.4476923	1.1521582	33569.7171	50.544135	8	22
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	6299	1.4472871	22547.1527	79.166571	6.778421	2000-2009 –> 2010-2019	2.7278136	1.2805265	40069.6857	152.186798	7	8
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6299	1.4427381	22507.4936	41.519450	6.812515	2000-2009 –> 2010-2019	2.7298454	1.2871073	40083.8907	90.442856	1	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	6299	1.4442832	22520.9780	419.324887	6.776744	2000-2009 –> 2010-2019	2.7351568	1.2908736	40128.0786	744.279306	3	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6299	1.4442834	22518.9800	30.917190	6.777570	2000-2009 –> 2010-2019	2.7353671	1.2910837	40125.7904	77.502994	4	9
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	6299	1.4518687	22586.9706	43.550646	6.870095	2000-2009 –> 2010-2019	2.7442341	1.2923654	40206.2074	92.931731	11	17
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	6299	1.4483604	22554.4917	76.584228	6.736859	2000-2009 –> 2010-2019	2.7490263	1.3006660	40239.0032	148.585386	9	23
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6299	1.4568424	22628.0540	38.657106	6.864841	2000-2009 –> 2010-2019	2.7493354	1.2924930	40246.3283	87.762044	13	20
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + silicate	6299	1.4580173	22638.2097	23.774941	6.333976	2000-2009 –> 2010-2019	2.7555703	1.2975530	40297.5415	48.074652	15	26
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	6299	1.4438497	22515.1959	40.141566	6.627722	2000-2009 –> 2010-2019	2.7605845	1.3167349	40328.7317	71.246459	2	19
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	6299	1.4456289	22530.7110	400.487265	6.575643	2000-2009 –> 2010-2019	2.7642360	1.3186070	40359.1765	698.990053	5	25

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	3.720783	748.6592
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	3.316563	685.4636
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	7.836516	3554.7416
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	7.897739	3349.2446
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	6.237198	4804.7097
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.872870	4948.8261
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	4.411769	7743.5990
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	5.545164	7554.2515
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	4.368765	10556.2586
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	5.128698	11409.0606
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.537024	19959.4318
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.482661	21722.0370
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	4.123254	31890.5240
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	4.727651	35809.2749
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	2.336107	8566.8638
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	2.807187	10374.0262
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	3.496444	10608.7777
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	4.095240	12309.3433
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	6.863513	17606.3475
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	6.565945	17538.1891
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	1.072064	2810.9032
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	1.379544	3997.5302
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	1.095456	4300.6272
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	1.278252	5753.2333
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.512435	10329.4797
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.649743	13286.3334
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	1.832574	17178.1639
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	1.881831	20778.0895
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	11.726323	24473.3485
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	12.163776	39723.8537
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	8.678919	26691.5133
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	8.556692	30861.5620
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	7.987804	23170.6663
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	8.251643	27406.6521
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	8.028664	32441.6066
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	8.421079	37636.2747
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	7.635546	39287.9218
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	8.388763	49156.0423
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	6.428672	49821.4933
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.369540	60710.1991
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	5.562232	53721.4927
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	6.511208	66317.1348
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	4.392963	18744.2748
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	4.947401	22797.9719
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	3.824674	20584.1089
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	4.095579	25503.9946
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.257324	21584.2407
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.478659	30378.9274
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.452049	11094.2589
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.844737	15679.9864
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.388006	26822.4369
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.460871	33175.2864
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	1.814146	50161.7062
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.672126	63729.0805
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	2.364741	32802.5618
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	2.745117	40208.4434

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
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
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
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
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	phosphate	phosphate_star	sal	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	6	7	10	7	8
(26,26.5]	7	6	7	6	10	8
(26.5,26.75]	7	7	7	6	10	6
(26.75,27]	7	7	7	6	10	6
(27,27.25]	8	8	6	10	7	4
(27.25,27.5]	7	6	8	9	6	8
(27.5,27.75]	7	7	7	10	6	7
(27.75,27.85]	6	7	6	10	6	7
(27.85,27.95]	6	6	6	10	5	8
(27.95,28.05]	6	6	8	8	5	8
(28.05,28.1]	6	6	6	8	5	10
(28.1,28.15]	7	7	6	6	6	10
(28.15,28.2]	5	6	7	8	6	10
(28.2, Inf]	8	8	7	6	9	6
total	93.00	93.00	95.00	113.00	98.00	106.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	6	6	7	10	7	8
(26,26.5]	5	5	6	8	10	9
(26.5,26.75]	7	7	7	6	10	6
(26.75,27]	7	7	7	6	10	6
(27,27.25]	6	6	7	10	9	5
(27.25,27.5]	7	7	7	10	6	7
(27.5,27.75]	8	8	6	10	5	6
(27.75,27.85]	6	6	6	10	8	5
(27.85,27.95]	6	7	6	10	6	7
(27.95,28.05]	6	6	8	8	5	8
(28.05,28.1]	6	6	6	8	5	10
(28.1,28.15]	6	6	6	8	5	10
(28.15,28.2]	5	6	7	8	6	10
(28.2, Inf]	7	8	5	8	6	8
total	88.00	91.00	91.00	120.00	98.00	105.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	6	6	8	10	5	8
(26,26.5]	7	7	8	6	9	7
(26.5,26.75]	6	7	7	6	8	9
(26.75,27]	7	7	7	7	6	8
(27,27.25]	8	8	6	6	5	8
(27.25,27.5]	7	7	6	9	7	7
(27.5,27.75]	6	7	5	10	8	6
(27.75,27.85]	7	6	6	10	6	7
(27.85,27.95]	7	6	6	7	6	10
(27.95,28.05]	7	6	6	7	6	10
(28.05,28.1]	6	6	7	7	7	10
(28.1,28.2]	6	6	7	7	7	10
(28.2,28.3]	6	6	7	5	10	8
(28.3, Inf]	8	6	7	10	7	6
total	94.00	91.00	93.00	107.00	97.00	114.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	6	6	8	10	5	8
(26,26.5]	7	7	8	6	9	7
(26.5,26.75]	6	6	7	5	9	9
(26.75,27]	6	6	7	5	9	9
(27,27.25]	8	8	6	4	7	8
(27.25,27.5]	6	8	5	9	8	7
(27.5,27.75]	7	7	4	10	8	6
(27.75,27.85]	6	6	7	7	7	10
(27.85,27.95]	6	6	7	7	7	10
(27.95,28.05]	7	6	6	7	6	10
(28.05,28.1]	6	6	7	7	7	10
(28.1,28.2]	6	6	7	7	7	10
(28.2,28.3]	7	6	7	7	10	6
(28.3, Inf]	8	6	7	8	10	5
total	92.00	90.00	93.00	99.00	109.00	115.00

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
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
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
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
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