Last updated: 2022-07-04

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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: 15903dc

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 15903dc. 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:


Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Modified:   code/Workflowr_project_managment.R
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	f1f428f	jens-daniel-mueller	2022-06-30	Build site.
html	e743d50	jens-daniel-mueller	2022-06-30	Build site.
html	98ba5c6	jens-daniel-mueller	2022-06-30	Build site.
html	21dbfca	jens-daniel-mueller	2022-06-29	Build site.
html	7e8d2ef	jens-daniel-mueller	2022-06-29	Build site.
html	2911893	jens-daniel-mueller	2022-06-24	Build site.
html	a28c3f7	jens-daniel-mueller	2022-06-16	Build site.
html	469a640	jens-daniel-mueller	2022-06-16	Build site.
html	0c2ca93	jens-daniel-mueller	2022-06-15	Build site.
html	fa647ea	jens-daniel-mueller	2022-05-25	Build site.
html	b7ca0f3	jens-daniel-mueller	2022-05-25	Build site.
html	42feabc	jens-daniel-mueller	2022-05-23	Build site.
html	7290e93	jens-daniel-mueller	2022-05-20	Build site.
Rmd	f3895c6	jens-daniel-mueller	2022-05-20	testrun with annual CESM subset from RECCAP2
html	63b7df0	jens-daniel-mueller	2022-04-11	Build site.
html	debf33d	jens-daniel-mueller	2022-04-11	Build site.
html	6c4f087	jens-daniel-mueller	2022-04-11	Build site.
html	745619a	jens-daniel-mueller	2022-04-11	Build site.
html	f48f95e	jens-daniel-mueller	2022-04-11	Build site.
html	acc478b	jens-daniel-mueller	2022-04-07	Build site.
html	40a3efa	jens-daniel-mueller	2022-04-07	Build site.
html	4af5c45	jens-daniel-mueller	2022-04-07	Build site.
html	36d3277	jens-daniel-mueller	2022-04-07	Build site.
html	1ba3eba	jens-daniel-mueller	2022-04-07	Build site.
html	707b5ac	jens-daniel-mueller	2022-03-24	Build site.
html	72f20e4	jens-daniel-mueller	2022-03-22	Build site.
html	164f90c	jens-daniel-mueller	2022-03-22	Build site.
html	68faa8a	jens-daniel-mueller	2022-03-21	Build site.
html	cb147cc	jens-daniel-mueller	2022-03-21	Build site.
html	1de9aa2	jens-daniel-mueller	2022-03-21	Build site.
html	aaf2d24	jens-daniel-mueller	2022-03-21	Build site.
html	bdc14f1	jens-daniel-mueller	2022-03-21	Build site.
html	5855ede	jens-daniel-mueller	2022-03-14	Build site.
html	6c38fc4	jens-daniel-mueller	2022-03-14	Build site.
html	b18dcee	jens-daniel-mueller	2022-01-27	Build site.
html	1039ef3	jens-daniel-mueller	2022-01-24	Build site.
html	23582a4	jens-daniel-mueller	2022-01-23	Build site.
html	26e57aa	jens-daniel-mueller	2022-01-17	Build site.
html	0a211c9	jens-daniel-mueller	2022-01-17	Build site.
html	035570b	jens-daniel-mueller	2022-01-17	Build site.
html	7a1a2fe	jens-daniel-mueller	2022-01-12	Build site.
html	af4b27f	jens-daniel-mueller	2022-01-12	Build site.
html	ebd7fbc	jens-daniel-mueller	2022-01-09	Build site.
html	013c119	jens-daniel-mueller	2022-01-08	Build site.
html	984b603	jens-daniel-mueller	2022-01-06	Build site.
html	2dc49a1	jens-daniel-mueller	2022-01-06	Build site.
html	8d17c91	jens-daniel-mueller	2022-01-05	Build site.
html	dcb68b6	jens-daniel-mueller	2022-01-05	Build site.
html	719a008	jens-daniel-mueller	2022-01-05	Build site.
html	6450fc1	jens-daniel-mueller	2022-01-05	Build site.
html	dfed6a1	jens-daniel-mueller	2022-01-05	Build site.
html	d5af0d7	jens-daniel-mueller	2022-01-04	Build site.
html	f39db85	jens-daniel-mueller	2022-01-04	Build site.
html	4fa937d	jens-daniel-mueller	2022-01-03	Build site.
html	da28869	jens-daniel-mueller	2021-12-23	Build site.
html	8900388	jens-daniel-mueller	2021-12-23	Build site.
html	afdc482	jens-daniel-mueller	2021-12-21	Build site.
html	2fe7f8e	jens-daniel-mueller	2021-12-08	Build site.
html	a768c5d	jens-daniel-mueller	2021-12-07	Build site.
html	a7c514b	jens-daniel-mueller	2021-12-07	Build site.
html	bc1edbd	jens-daniel-mueller	2021-12-07	Build site.
html	6cfccf7	jens-daniel-mueller	2021-12-06	Build site.
html	3c60929	jens-daniel-mueller	2021-12-06	Build site.
html	3f76ee3	jens-daniel-mueller	2021-12-06	Build site.
html	2ca1313	jens-daniel-mueller	2021-12-05	Build site.
html	6a78608	jens-daniel-mueller	2021-12-02	Build site.
html	a83a09b	jens-daniel-mueller	2021-11-29	Build site.
html	72c1041	jens-daniel-mueller	2021-11-23	Build site.
html	3eba8ac	jens-daniel-mueller	2021-11-23	Build site.
html	ec18ee5	jens-daniel-mueller	2021-11-23	Build site.
html	59cdf58	jens-daniel-mueller	2021-11-22	Build site.
html	3ae2dd1	jens-daniel-mueller	2021-11-21	Build site.
html	5b46219	jens-daniel-mueller	2021-11-21	Build site.
html	99fd72e	jens-daniel-mueller	2021-11-21	Build site.
html	5016fc9	jens-daniel-mueller	2021-11-19	Build site.
html	6562075	jens-daniel-mueller	2021-11-19	Build site.
html	6b80483	jens-daniel-mueller	2021-11-19	Build site.
html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
html	3879a6d	jens-daniel-mueller	2021-11-08	Build site.
html	0e032dc	jens-daniel-mueller	2021-11-04	Build site.
html	abcd28f	jens-daniel-mueller	2021-11-02	Build site.
html	290c8fc	jens-daniel-mueller	2021-11-02	Build site.
html	e02acc9	jens-daniel-mueller	2021-11-01	Build site.
html	58da811	jens-daniel-mueller	2021-11-01	Build site.
html	2781a97	jens-daniel-mueller	2021-10-29	Build site.
html	973192c	jens-daniel-mueller	2021-10-28	Build site.
html	f792cd8	jens-daniel-mueller	2021-10-27	Build site.
html	22750db	jens-daniel-mueller	2021-10-27	Build site.
html	3992e41	jens-daniel-mueller	2021-10-27	Build site.
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
Rmd	4d61e3d	jens-daniel-mueller	2021-04-09	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

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

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>%
  map(plot_fun)

[[1]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[2]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[3]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[4]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[5]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[6]]

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

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

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

3.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9037097	0.8980939	0.9093254
aou + nitrate	Atlantic	(26,26.5]	0.9490355	0.9443127	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9522943	0.9516018	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.9023280	0.8936384	0.9110176
aou + nitrate	Atlantic	(27,27.25]	0.8624892	0.8335451	0.8914332
aou + nitrate	Atlantic	(27.25,27.5]	0.7554032	0.6622036	0.8486028
aou + nitrate	Atlantic	(27.5,27.75]	0.8485197	0.8092970	0.8877425
aou + nitrate	Atlantic	(27.75,27.85]	0.9280352	0.9174723	0.9385982
aou + nitrate	Atlantic	(27.85,27.95]	0.9331878	0.9169553	0.9494203
aou + nitrate	Atlantic	(27.95,28.05]	0.9320120	0.9115122	0.9525119
aou + nitrate	Atlantic	(28.05,28.1]	0.9603371	0.9464739	0.9742002
aou + nitrate	Atlantic	(28.1,28.15]	0.9817640	0.9749879	0.9885401
aou + nitrate	Atlantic	(28.15,28.2]	0.9919741	0.9884664	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.7748305	0.7364286	0.8132325
aou + nitrate	Indian	(-Inf,26]	0.9863453	0.9844767	0.9882139
aou + nitrate	Indian	(26,26.5]	0.9712624	0.9621782	0.9803467
aou + nitrate	Indian	(26.5,26.75]	0.9580482	0.9384069	0.9776894
aou + nitrate	Indian	(26.75,27]	0.9360445	0.9274861	0.9446029
aou + nitrate	Indian	(27,27.25]	0.8901271	0.8877372	0.8925170
aou + nitrate	Indian	(27.25,27.5]	0.8908894	0.8631639	0.9186149
aou + nitrate	Indian	(27.5,27.75]	0.9327140	0.9040153	0.9614126
aou + nitrate	Indian	(27.75,27.85]	0.9208950	0.9131188	0.9286713
aou + nitrate	Indian	(27.85,27.95]	0.9070562	0.8941925	0.9199199
aou + nitrate	Indian	(27.95,28.05]	0.8862835	0.8829043	0.8896627
aou + nitrate	Indian	(28.05,28.1]	0.9485822	0.9414710	0.9556934
aou + nitrate	Indian	(28.1, Inf]	0.7241869	0.7111444	0.7372294
aou + nitrate	Pacific	(-Inf,26]	0.8958950	0.8926708	0.8991192
aou + nitrate	Pacific	(26,26.5]	0.8375748	0.8223792	0.8527703
aou + nitrate	Pacific	(26.5,26.75]	0.8178293	0.7948290	0.8408296
aou + nitrate	Pacific	(26.75,27]	0.9108325	0.8914756	0.9301894
aou + nitrate	Pacific	(27,27.25]	0.9724377	0.9721350	0.9727403
aou + nitrate	Pacific	(27.25,27.5]	0.9747508	0.9710995	0.9784020
aou + nitrate	Pacific	(27.5,27.75]	0.9744242	0.9676222	0.9812261
aou + nitrate	Pacific	(27.75,27.85]	0.9806995	0.9718692	0.9895299
aou + nitrate	Pacific	(27.85,27.95]	0.9798648	0.9700114	0.9897182
aou + nitrate	Pacific	(27.95,28.05]	0.9709239	0.9601604	0.9816874
aou + nitrate	Pacific	(28.05,28.1]	0.9586116	0.9300348	0.9871884
aou + nitrate	Pacific	(28.1, Inf]	0.9390537	0.9258407	0.9522668
aou + oxygen	Atlantic	(-Inf,26]	-0.9398158	-0.9441375	-0.9354941
aou + oxygen	Atlantic	(26,26.5]	-0.9567901	-0.9658492	-0.9477310
aou + oxygen	Atlantic	(26.5,26.75]	-0.9616729	-0.9747381	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9681177	-0.9717357	-0.9644996
aou + oxygen	Atlantic	(27,27.25]	-0.9676717	-0.9730431	-0.9623002
aou + oxygen	Atlantic	(27.25,27.5]	-0.9573445	-0.9626094	-0.9520797
aou + oxygen	Atlantic	(27.5,27.75]	-0.9384309	-0.9464054	-0.9304564
aou + oxygen	Atlantic	(27.75,27.85]	-0.9625353	-0.9649372	-0.9601333
aou + oxygen	Atlantic	(27.85,27.95]	-0.9758522	-0.9819249	-0.9697795
aou + oxygen	Atlantic	(27.95,28.05]	-0.9708022	-0.9853192	-0.9562853
aou + oxygen	Atlantic	(28.05,28.1]	-0.9833999	-0.9894054	-0.9773944
aou + oxygen	Atlantic	(28.1,28.15]	-0.9919920	-0.9944802	-0.9895038
aou + oxygen	Atlantic	(28.15,28.2]	-0.9970810	-0.9976793	-0.9964826
aou + oxygen	Atlantic	(28.2, Inf]	-0.9744060	-0.9792327	-0.9695793
aou + oxygen	Indian	(-Inf,26]	-0.9910297	-0.9915050	-0.9905544
aou + oxygen	Indian	(26,26.5]	-0.9970382	-0.9972742	-0.9968023
aou + oxygen	Indian	(26.5,26.75]	-0.9974352	-0.9979173	-0.9969532
aou + oxygen	Indian	(26.75,27]	-0.9968315	-0.9969074	-0.9967556
aou + oxygen	Indian	(27,27.25]	-0.9961424	-0.9964315	-0.9958534
aou + oxygen	Indian	(27.25,27.5]	-0.9960439	-0.9969384	-0.9951494
aou + oxygen	Indian	(27.5,27.75]	-0.9965180	-0.9972082	-0.9958278
aou + oxygen	Indian	(27.75,27.85]	-0.9978511	-0.9978547	-0.9978476
aou + oxygen	Indian	(27.85,27.95]	-0.9956686	-0.9962798	-0.9950573
aou + oxygen	Indian	(27.95,28.05]	-0.9924993	-0.9930785	-0.9919202
aou + oxygen	Indian	(28.05,28.1]	-0.9958304	-0.9961167	-0.9955441
aou + oxygen	Indian	(28.1, Inf]	-0.9901748	-0.9922302	-0.9881194
aou + oxygen	Pacific	(-Inf,26]	-0.8550791	-0.8625358	-0.8476225
aou + oxygen	Pacific	(26,26.5]	-0.9742088	-0.9790015	-0.9694160
aou + oxygen	Pacific	(26.5,26.75]	-0.9782259	-0.9793471	-0.9771047
aou + oxygen	Pacific	(26.75,27]	-0.9768506	-0.9822127	-0.9714884
aou + oxygen	Pacific	(27,27.25]	-0.9936095	-0.9941065	-0.9931125
aou + oxygen	Pacific	(27.25,27.5]	-0.9953526	-0.9955558	-0.9951494
aou + oxygen	Pacific	(27.5,27.75]	-0.9946309	-0.9951288	-0.9941330
aou + oxygen	Pacific	(27.75,27.85]	-0.9966347	-0.9976901	-0.9955793
aou + oxygen	Pacific	(27.85,27.95]	-0.9972846	-0.9989428	-0.9956264
aou + oxygen	Pacific	(27.95,28.05]	-0.9972069	-0.9981021	-0.9963117
aou + oxygen	Pacific	(28.05,28.1]	-0.9987952	-0.9991201	-0.9984703
aou + oxygen	Pacific	(28.1, Inf]	-0.9948578	-0.9951416	-0.9945740
aou + phosphate	Atlantic	(-Inf,26]	0.6346040	0.5711671	0.6980410
aou + phosphate	Atlantic	(26,26.5]	0.8529628	0.8408767	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8856688	0.8846178	0.8867198
aou + phosphate	Atlantic	(26.75,27]	0.8241663	0.8124114	0.8359213
aou + phosphate	Atlantic	(27,27.25]	0.7925826	0.7433768	0.8417885
aou + phosphate	Atlantic	(27.25,27.5]	0.6785750	0.5510210	0.8061289
aou + phosphate	Atlantic	(27.5,27.75]	0.8185081	0.7739792	0.8630369
aou + phosphate	Atlantic	(27.75,27.85]	0.9109357	0.9015844	0.9202870
aou + phosphate	Atlantic	(27.85,27.95]	0.9272611	0.9094427	0.9450794
aou + phosphate	Atlantic	(27.95,28.05]	0.9260543	0.9034586	0.9486500
aou + phosphate	Atlantic	(28.05,28.1]	0.9537407	0.9410442	0.9664372
aou + phosphate	Atlantic	(28.1,28.15]	0.9734968	0.9680171	0.9789766
aou + phosphate	Atlantic	(28.15,28.2]	0.9917706	0.9876084	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.7734777	0.7379213	0.8090341
aou + phosphate	Indian	(-Inf,26]	0.9918004	0.9905381	0.9930626
aou + phosphate	Indian	(26,26.5]	0.9963572	0.9963439	0.9963704
aou + phosphate	Indian	(26.5,26.75]	0.9838036	0.9748334	0.9927738
aou + phosphate	Indian	(26.75,27]	0.9678816	0.9633998	0.9723634
aou + phosphate	Indian	(27,27.25]	0.9547514	0.9485120	0.9609909
aou + phosphate	Indian	(27.25,27.5]	0.9553282	0.9541447	0.9565118
aou + phosphate	Indian	(27.5,27.75]	0.9645587	0.9642072	0.9649102
aou + phosphate	Indian	(27.75,27.85]	0.9482936	0.9420731	0.9545141
aou + phosphate	Indian	(27.85,27.95]	0.9162403	0.9087061	0.9237745
aou + phosphate	Indian	(27.95,28.05]	0.8941347	0.8730654	0.9152040
aou + phosphate	Indian	(28.05,28.1]	0.9551354	0.9540768	0.9561940
aou + phosphate	Indian	(28.1, Inf]	0.7115420	0.6891622	0.7339217
aou + phosphate	Pacific	(-Inf,26]	0.8873771	0.8809777	0.8937765
aou + phosphate	Pacific	(26,26.5]	0.8748343	0.8735363	0.8761324
aou + phosphate	Pacific	(26.5,26.75]	0.8494505	0.8468764	0.8520246
aou + phosphate	Pacific	(26.75,27]	0.9223398	0.9006633	0.9440163
aou + phosphate	Pacific	(27,27.25]	0.9811840	0.9810375	0.9813306
aou + phosphate	Pacific	(27.25,27.5]	0.9826155	0.9810152	0.9842159
aou + phosphate	Pacific	(27.5,27.75]	0.9765683	0.9721982	0.9809385
aou + phosphate	Pacific	(27.75,27.85]	0.9806434	0.9740067	0.9872800
aou + phosphate	Pacific	(27.85,27.95]	0.9807023	0.9753349	0.9860698
aou + phosphate	Pacific	(27.95,28.05]	0.9745661	0.9693818	0.9797504
aou + phosphate	Pacific	(28.05,28.1]	0.9718696	0.9606211	0.9831180
aou + phosphate	Pacific	(28.1, Inf]	0.9382855	0.9221424	0.9544286
aou + silicate	Atlantic	(-Inf,26]	0.5177831	0.5150871	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.8181860	0.7886050	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8923995	0.8709701	0.9138289
aou + silicate	Atlantic	(26.75,27]	0.8576677	0.8458445	0.8694908
aou + silicate	Atlantic	(27,27.25]	0.7478402	0.6754423	0.8202380
aou + silicate	Atlantic	(27.25,27.5]	0.4545256	0.2288142	0.6802370
aou + silicate	Atlantic	(27.5,27.75]	0.5524037	0.4421752	0.6626322
aou + silicate	Atlantic	(27.75,27.85]	0.7624641	0.7322496	0.7926787
aou + silicate	Atlantic	(27.85,27.95]	0.8435183	0.8223346	0.8647021
aou + silicate	Atlantic	(27.95,28.05]	0.9018338	0.8834734	0.9201943
aou + silicate	Atlantic	(28.05,28.1]	0.9575433	0.9492391	0.9658475
aou + silicate	Atlantic	(28.1,28.15]	0.9719675	0.9692298	0.9747052
aou + silicate	Atlantic	(28.15,28.2]	0.9898255	0.9850650	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8074020	0.7998452	0.8149588
aou + silicate	Indian	(-Inf,26]	0.8665800	0.8653302	0.8678297
aou + silicate	Indian	(26,26.5]	0.9163802	0.9083902	0.9243701
aou + silicate	Indian	(26.5,26.75]	0.9457161	0.9352707	0.9561614
aou + silicate	Indian	(26.75,27]	0.9646842	0.9553324	0.9740360
aou + silicate	Indian	(27,27.25]	0.9037643	0.9009263	0.9066024
aou + silicate	Indian	(27.25,27.5]	0.8416766	0.8373755	0.8459778
aou + silicate	Indian	(27.5,27.75]	0.8146046	0.7923261	0.8368831
aou + silicate	Indian	(27.75,27.85]	0.8978672	0.8787334	0.9170010
aou + silicate	Indian	(27.85,27.95]	0.8822252	0.8780661	0.8863842
aou + silicate	Indian	(27.95,28.05]	0.8966262	0.8897012	0.9035513
aou + silicate	Indian	(28.05,28.1]	0.9545680	0.9523978	0.9567382
aou + silicate	Indian	(28.1, Inf]	0.5346975	0.5341148	0.5352802
aou + silicate	Pacific	(-Inf,26]	0.6407369	0.6004812	0.6809926
aou + silicate	Pacific	(26,26.5]	0.4544475	0.3643498	0.5445453
aou + silicate	Pacific	(26.5,26.75]	0.3331060	0.2592838	0.4069283
aou + silicate	Pacific	(26.75,27]	0.6140096	0.5361329	0.6918864
aou + silicate	Pacific	(27,27.25]	0.8723266	0.8513009	0.8933523
aou + silicate	Pacific	(27.25,27.5]	0.8949016	0.8733376	0.9164656
aou + silicate	Pacific	(27.5,27.75]	0.9017674	0.8876435	0.9158913
aou + silicate	Pacific	(27.75,27.85]	0.9652976	0.9647590	0.9658362
aou + silicate	Pacific	(27.85,27.95]	0.9627184	0.9621530	0.9632837
aou + silicate	Pacific	(27.95,28.05]	0.9529030	0.9466500	0.9591561
aou + silicate	Pacific	(28.05,28.1]	0.9613416	0.9539356	0.9687476
aou + silicate	Pacific	(28.1, Inf]	0.8192108	0.7922327	0.8461889
nitrate + silicate	Atlantic	(-Inf,26]	0.6704415	0.5931415	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8998320	0.8704900	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9533266	0.9423210	0.9643321
nitrate + silicate	Atlantic	(26.75,27]	0.9365751	0.9263246	0.9468256
nitrate + silicate	Atlantic	(27,27.25]	0.9225088	0.8995513	0.9454663
nitrate + silicate	Atlantic	(27.25,27.5]	0.8394616	0.7637043	0.9152189
nitrate + silicate	Atlantic	(27.5,27.75]	0.8565094	0.8204469	0.8925719
nitrate + silicate	Atlantic	(27.75,27.85]	0.9272066	0.9222042	0.9322089
nitrate + silicate	Atlantic	(27.85,27.95]	0.9624584	0.9600944	0.9648224
nitrate + silicate	Atlantic	(27.95,28.05]	0.9800732	0.9766886	0.9834578
nitrate + silicate	Atlantic	(28.05,28.1]	0.9889155	0.9867246	0.9911065
nitrate + silicate	Atlantic	(28.1,28.15]	0.9902210	0.9893969	0.9910452
nitrate + silicate	Atlantic	(28.15,28.2]	0.9941819	0.9926149	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9586251	0.9445606	0.9726895
nitrate + silicate	Indian	(-Inf,26]	0.8970922	0.8968848	0.8972997
nitrate + silicate	Indian	(26,26.5]	0.9394174	0.9371471	0.9416878
nitrate + silicate	Indian	(26.5,26.75]	0.9430874	0.9353475	0.9508273
nitrate + silicate	Indian	(26.75,27]	0.9428659	0.9427337	0.9429981
nitrate + silicate	Indian	(27,27.25]	0.9283821	0.9238627	0.9329014
nitrate + silicate	Indian	(27.25,27.5]	0.9154157	0.9133211	0.9175103
nitrate + silicate	Indian	(27.5,27.75]	0.8349170	0.8256509	0.8441830
nitrate + silicate	Indian	(27.75,27.85]	0.8203289	0.8005708	0.8400870
nitrate + silicate	Indian	(27.85,27.95]	0.8616790	0.8572300	0.8661281
nitrate + silicate	Indian	(27.95,28.05]	0.9115893	0.9103719	0.9128067
nitrate + silicate	Indian	(28.05,28.1]	0.9670470	0.9639241	0.9701699
nitrate + silicate	Indian	(28.1, Inf]	0.8035296	0.7987158	0.8083434
nitrate + silicate	Pacific	(-Inf,26]	0.8218061	0.8030060	0.8406062
nitrate + silicate	Pacific	(26,26.5]	0.7584192	0.7219131	0.7949254
nitrate + silicate	Pacific	(26.5,26.75]	0.6846681	0.6634011	0.7059352
nitrate + silicate	Pacific	(26.75,27]	0.7912130	0.7749212	0.8075048
nitrate + silicate	Pacific	(27,27.25]	0.8818591	0.8643711	0.8993472
nitrate + silicate	Pacific	(27.25,27.5]	0.8554913	0.8186396	0.8923430
nitrate + silicate	Pacific	(27.5,27.75]	0.8513137	0.8164848	0.8861426
nitrate + silicate	Pacific	(27.75,27.85]	0.9339001	0.9201363	0.9476638
nitrate + silicate	Pacific	(27.85,27.95]	0.9500687	0.9336270	0.9665104
nitrate + silicate	Pacific	(27.95,28.05]	0.9477025	0.9247968	0.9706083
nitrate + silicate	Pacific	(28.05,28.1]	0.9323303	0.8920093	0.9726513
nitrate + silicate	Pacific	(28.1, Inf]	0.8948538	0.8945114	0.8951963
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8414856	-0.8714265	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8346929	-0.8544367	-0.8149492
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8439190	-0.8626751	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7822763	-0.7828048	-0.7817477
oxygen + nitrate	Atlantic	(27,27.25]	-0.7271402	-0.7550213	-0.6992592
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5517439	-0.6566185	-0.4468694
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6354353	-0.7104606	-0.5604099
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7992494	-0.8221722	-0.7763265
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8383880	-0.8784873	-0.7982887
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8300213	-0.9003187	-0.7597238
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9022102	-0.9397896	-0.8646308
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9553996	-0.9731026	-0.9376966
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9850639	-0.9915477	-0.9785802
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6383045	-0.6972672	-0.5793417
oxygen + nitrate	Indian	(-Inf,26]	-0.9708203	-0.9756535	-0.9659870
oxygen + nitrate	Indian	(26,26.5]	-0.9537568	-0.9635534	-0.9439601
oxygen + nitrate	Indian	(26.5,26.75]	-0.9375941	-0.9634766	-0.9117115
oxygen + nitrate	Indian	(26.75,27]	-0.9070481	-0.9175412	-0.8965551
oxygen + nitrate	Indian	(27,27.25]	-0.8500118	-0.8536409	-0.8463827
oxygen + nitrate	Indian	(27.25,27.5]	-0.8512526	-0.8879297	-0.8145756
oxygen + nitrate	Indian	(27.5,27.75]	-0.9113932	-0.9472008	-0.8755856
oxygen + nitrate	Indian	(27.75,27.85]	-0.9067539	-0.9131832	-0.9003246
oxygen + nitrate	Indian	(27.85,27.95]	-0.8736536	-0.8910925	-0.8562146
oxygen + nitrate	Indian	(27.95,28.05]	-0.8300138	-0.8330164	-0.8270111
oxygen + nitrate	Indian	(28.05,28.1]	-0.9217818	-0.9276405	-0.9159231
oxygen + nitrate	Indian	(28.1, Inf]	-0.6312981	-0.6521922	-0.6104040
oxygen + nitrate	Pacific	(-Inf,26]	-0.6188129	-0.6426288	-0.5949971
oxygen + nitrate	Pacific	(26,26.5]	-0.7097603	-0.7100034	-0.7095173
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6985249	-0.7196472	-0.6774026
oxygen + nitrate	Pacific	(26.75,27]	-0.8155092	-0.8559124	-0.7751060
oxygen + nitrate	Pacific	(27,27.25]	-0.9490513	-0.9500097	-0.9480929
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9645802	-0.9660585	-0.9631020
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9676696	-0.9711509	-0.9641884
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9760197	-0.9821444	-0.9698950
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9744848	-0.9788611	-0.9701086
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9608470	-0.9673478	-0.9543462
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9521404	-0.9804035	-0.9238773
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9095618	-0.9192371	-0.8998866
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4690578	-0.5589766	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6787497	-0.7169125	-0.6405869
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7352653	-0.7630256	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6701673	-0.6715159	-0.6688186
oxygen + phosphate	Atlantic	(27,27.25]	-0.6317019	-0.6796789	-0.5837250
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4550496	-0.5952508	-0.3148485
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5876777	-0.6691778	-0.5061776
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7703737	-0.7906939	-0.7500535
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8282618	-0.8707810	-0.7857426
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8206485	-0.8943248	-0.7469722
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8929449	-0.9304183	-0.8554715
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9423410	-0.9586683	-0.9260137
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9844823	-0.9922437	-0.9767209
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6347378	-0.6918479	-0.5776277
oxygen + phosphate	Indian	(-Inf,26]	-0.9833555	-0.9852022	-0.9815087
oxygen + phosphate	Indian	(26,26.5]	-0.9902386	-0.9908543	-0.9896230
oxygen + phosphate	Indian	(26.5,26.75]	-0.9715494	-0.9854662	-0.9576325
oxygen + phosphate	Indian	(26.75,27]	-0.9481409	-0.9545171	-0.9417646
oxygen + phosphate	Indian	(27,27.25]	-0.9304927	-0.9374394	-0.9235460
oxygen + phosphate	Indian	(27.25,27.5]	-0.9331216	-0.9354515	-0.9307917
oxygen + phosphate	Indian	(27.5,27.75]	-0.9524643	-0.9541852	-0.9507433
oxygen + phosphate	Indian	(27.75,27.85]	-0.9322997	-0.9396198	-0.9249796
oxygen + phosphate	Indian	(27.85,27.95]	-0.8810278	-0.8882772	-0.8737783
oxygen + phosphate	Indian	(27.95,28.05]	-0.8393007	-0.8640247	-0.8145766
oxygen + phosphate	Indian	(28.05,28.1]	-0.9299979	-0.9333951	-0.9266007
oxygen + phosphate	Indian	(28.1, Inf]	-0.6186607	-0.6358356	-0.6014858
oxygen + phosphate	Pacific	(-Inf,26]	-0.6527351	-0.6681547	-0.6373156
oxygen + phosphate	Pacific	(26,26.5]	-0.7508918	-0.7630058	-0.7387777
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7286365	-0.7293837	-0.7278892
oxygen + phosphate	Pacific	(26.75,27]	-0.8245118	-0.8706889	-0.7783347
oxygen + phosphate	Pacific	(27,27.25]	-0.9585874	-0.9596247	-0.9575501
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9722312	-0.9736909	-0.9707715
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9692408	-0.9702575	-0.9682240
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9753192	-0.9794421	-0.9711963
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9745300	-0.9745424	-0.9745175
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9645192	-0.9652762	-0.9637622
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9666494	-0.9757033	-0.9575954
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9089088	-0.9238641	-0.8939536
oxygen + silicate	Atlantic	(-Inf,26]	-0.3593488	-0.3950821	-0.3236154
oxygen + silicate	Atlantic	(26,26.5]	-0.6543483	-0.7117835	-0.5969131
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7588953	-0.8215009	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.7283982	-0.7582855	-0.6985110
oxygen + silicate	Atlantic	(27,27.25]	-0.5887364	-0.6609931	-0.5164797
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2182149	-0.4480215	0.0115917
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2732607	-0.4239339	-0.1225875
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5797748	-0.6298913	-0.5296582
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7156409	-0.7631230	-0.6681587
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7809569	-0.8465091	-0.7154047
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8946916	-0.9224616	-0.8669216
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9392115	-0.9494827	-0.9289402
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9841672	-0.9910614	-0.9772730
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6804936	-0.6861846	-0.6748026
oxygen + silicate	Indian	(-Inf,26]	-0.8208309	-0.8308151	-0.8108467
oxygen + silicate	Indian	(26,26.5]	-0.8936154	-0.9040419	-0.8831888
oxygen + silicate	Indian	(26.5,26.75]	-0.9309191	-0.9427873	-0.9190509
oxygen + silicate	Indian	(26.75,27]	-0.9514055	-0.9617473	-0.9410638
oxygen + silicate	Indian	(27,27.25]	-0.8723814	-0.8762029	-0.8685600
oxygen + silicate	Indian	(27.25,27.5]	-0.7978257	-0.8078226	-0.7878287
oxygen + silicate	Indian	(27.5,27.75]	-0.7728406	-0.8019643	-0.7437170
oxygen + silicate	Indian	(27.75,27.85]	-0.8793592	-0.9013707	-0.8573477
oxygen + silicate	Indian	(27.85,27.95]	-0.8508653	-0.8552628	-0.8464677
oxygen + silicate	Indian	(27.95,28.05]	-0.8510563	-0.8590430	-0.8430697
oxygen + silicate	Indian	(28.05,28.1]	-0.9349925	-0.9361027	-0.9338822
oxygen + silicate	Indian	(28.1, Inf]	-0.4342761	-0.4507827	-0.4177694
oxygen + silicate	Pacific	(-Inf,26]	-0.3095448	-0.3541660	-0.2649236
oxygen + silicate	Pacific	(26,26.5]	-0.2774905	-0.3633443	-0.1916367
oxygen + silicate	Pacific	(26.5,26.75]	-0.1572401	-0.2328059	-0.0816743
oxygen + silicate	Pacific	(26.75,27]	-0.4487814	-0.5614253	-0.3361374
oxygen + silicate	Pacific	(27,27.25]	-0.8202666	-0.8486690	-0.7918643
oxygen + silicate	Pacific	(27.25,27.5]	-0.8551196	-0.8817868	-0.8284523
oxygen + silicate	Pacific	(27.5,27.75]	-0.8611626	-0.8762511	-0.8460741
oxygen + silicate	Pacific	(27.75,27.85]	-0.9495423	-0.9523621	-0.9467225
oxygen + silicate	Pacific	(27.85,27.95]	-0.9494229	-0.9547161	-0.9441297
oxygen + silicate	Pacific	(27.95,28.05]	-0.9362478	-0.9403295	-0.9321661
oxygen + silicate	Pacific	(28.05,28.1]	-0.9526950	-0.9587908	-0.9465993
oxygen + silicate	Pacific	(28.1, Inf]	-0.7666392	-0.7967769	-0.7365016
phosphate + nitrate	Atlantic	(-Inf,26]	0.7724930	0.7715051	0.7734810
phosphate + nitrate	Atlantic	(26,26.5]	0.9453657	0.9290829	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9770067	0.9742041	0.9798093
phosphate + nitrate	Atlantic	(26.75,27]	0.9800511	0.9795038	0.9805985
phosphate + nitrate	Atlantic	(27,27.25]	0.9870618	0.9835948	0.9905288
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9897288	0.9849188	0.9945388
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950958	0.9947004	0.9954912
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9956183	0.9942288	0.9970079
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9951490	0.9934376	0.9968604
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9947737	0.9926690	0.9968783
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9933045	0.9902661	0.9963428
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946604	0.9928644	0.9964564
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975950	0.9969305	0.9982595
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9884768	0.9809402	0.9960134
phosphate + nitrate	Indian	(-Inf,26]	0.9859891	0.9811453	0.9908330
phosphate + nitrate	Indian	(26,26.5]	0.9708922	0.9593860	0.9823984
phosphate + nitrate	Indian	(26.5,26.75]	0.9726476	0.9598295	0.9854656
phosphate + nitrate	Indian	(26.75,27]	0.9707197	0.9643854	0.9770541
phosphate + nitrate	Indian	(27,27.25]	0.9423001	0.9345258	0.9500744
phosphate + nitrate	Indian	(27.25,27.5]	0.9401687	0.9256908	0.9546466
phosphate + nitrate	Indian	(27.5,27.75]	0.9519161	0.9318155	0.9720167
phosphate + nitrate	Indian	(27.75,27.85]	0.9531276	0.9317359	0.9745194
phosphate + nitrate	Indian	(27.85,27.95]	0.9664347	0.9556214	0.9772481
phosphate + nitrate	Indian	(27.95,28.05]	0.9823399	0.9756925	0.9889873
phosphate + nitrate	Indian	(28.05,28.1]	0.9880502	0.9839906	0.9921098
phosphate + nitrate	Indian	(28.1, Inf]	0.9432994	0.9177334	0.9688654
phosphate + nitrate	Pacific	(-Inf,26]	0.9520179	0.9444608	0.9595750
phosphate + nitrate	Pacific	(26,26.5]	0.9469458	0.9238304	0.9700612
phosphate + nitrate	Pacific	(26.5,26.75]	0.9402736	0.9197506	0.9607967
phosphate + nitrate	Pacific	(26.75,27]	0.9733716	0.9663671	0.9803761
phosphate + nitrate	Pacific	(27,27.25]	0.9870235	0.9845292	0.9895179
phosphate + nitrate	Pacific	(27.25,27.5]	0.9878581	0.9842791	0.9914371
phosphate + nitrate	Pacific	(27.5,27.75]	0.9867402	0.9803854	0.9930950
phosphate + nitrate	Pacific	(27.75,27.85]	0.9807302	0.9680274	0.9934330
phosphate + nitrate	Pacific	(27.85,27.95]	0.9768316	0.9598084	0.9938547
phosphate + nitrate	Pacific	(27.95,28.05]	0.9708826	0.9500496	0.9917156
phosphate + nitrate	Pacific	(28.05,28.1]	0.9469296	0.9073461	0.9865131
phosphate + nitrate	Pacific	(28.1, Inf]	0.9535061	0.9254577	0.9815544
phosphate + silicate	Atlantic	(-Inf,26]	0.8270470	0.8058736	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9525055	0.9423622	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9579381	0.9568987	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9358198	0.9197270	0.9519125
phosphate + silicate	Atlantic	(27,27.25]	0.9412927	0.9282877	0.9542977
phosphate + silicate	Atlantic	(27.25,27.5]	0.8793184	0.8272152	0.9314216
phosphate + silicate	Atlantic	(27.5,27.75]	0.8793769	0.8511761	0.9075777
phosphate + silicate	Atlantic	(27.75,27.85]	0.9383346	0.9356869	0.9409823
phosphate + silicate	Atlantic	(27.85,27.95]	0.9667571	0.9629230	0.9705912
phosphate + silicate	Atlantic	(27.95,28.05]	0.9817333	0.9779528	0.9855138
phosphate + silicate	Atlantic	(28.05,28.1]	0.9890126	0.9857915	0.9922337
phosphate + silicate	Atlantic	(28.1,28.15]	0.9927397	0.9927392	0.9927403
phosphate + silicate	Atlantic	(28.15,28.2]	0.9937475	0.9919217	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9637003	0.9566052	0.9707953
phosphate + silicate	Indian	(-Inf,26]	0.8695402	0.8686163	0.8704641
phosphate + silicate	Indian	(26,26.5]	0.9289022	0.9230692	0.9347352
phosphate + silicate	Indian	(26.5,26.75]	0.9471624	0.9458620	0.9484628
phosphate + silicate	Indian	(26.75,27]	0.9548106	0.9506794	0.9589417
phosphate + silicate	Indian	(27,27.25]	0.9215641	0.9192803	0.9238479
phosphate + silicate	Indian	(27.25,27.5]	0.8719817	0.8690558	0.8749076
phosphate + silicate	Indian	(27.5,27.75]	0.8016428	0.7941034	0.8091822
phosphate + silicate	Indian	(27.75,27.85]	0.8701392	0.8665268	0.8737516
phosphate + silicate	Indian	(27.85,27.95]	0.9050978	0.9049587	0.9052370
phosphate + silicate	Indian	(27.95,28.05]	0.9222139	0.9128408	0.9315870
phosphate + silicate	Indian	(28.05,28.1]	0.9667022	0.9624494	0.9709549
phosphate + silicate	Indian	(28.1, Inf]	0.7770298	0.7632826	0.7907770
phosphate + silicate	Pacific	(-Inf,26]	0.7270050	0.6855908	0.7684192
phosphate + silicate	Pacific	(26,26.5]	0.7191765	0.6856878	0.7526652
phosphate + silicate	Pacific	(26.5,26.75]	0.6526401	0.6259129	0.6793673
phosphate + silicate	Pacific	(26.75,27]	0.7944696	0.7817510	0.8071882
phosphate + silicate	Pacific	(27,27.25]	0.8945492	0.8823136	0.9067849
phosphate + silicate	Pacific	(27.25,27.5]	0.8719562	0.8465783	0.8973342
phosphate + silicate	Pacific	(27.5,27.75]	0.8594086	0.8284094	0.8904079
phosphate + silicate	Pacific	(27.75,27.85]	0.9428949	0.9321474	0.9536424
phosphate + silicate	Pacific	(27.85,27.95]	0.9598245	0.9490145	0.9706345
phosphate + silicate	Pacific	(27.95,28.05]	0.9549508	0.9393354	0.9705662
phosphate + silicate	Pacific	(28.05,28.1]	0.9525675	0.9320935	0.9730415
phosphate + silicate	Pacific	(28.1, Inf]	0.8856916	0.8717698	0.8996133
sal + aou	Atlantic	(-Inf,26]	-0.1642936	-0.3771551	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.2442229	-0.2819604	-0.2064854
sal + aou	Atlantic	(26.5,26.75]	-0.3332040	-0.3914307	-0.2749773
sal + aou	Atlantic	(26.75,27]	-0.1198920	-0.2324474	-0.0073366
sal + aou	Atlantic	(27,27.25]	-0.1181569	-0.3376303	0.1013165
sal + aou	Atlantic	(27.25,27.5]	-0.0372205	-0.3508775	0.2764365
sal + aou	Atlantic	(27.5,27.75]	-0.3300259	-0.3998208	-0.2602311
sal + aou	Atlantic	(27.75,27.85]	-0.4033153	-0.4507841	-0.3558465
sal + aou	Atlantic	(27.85,27.95]	-0.3644194	-0.4901242	-0.2387146
sal + aou	Atlantic	(27.95,28.05]	-0.4576109	-0.5783742	-0.3368476
sal + aou	Atlantic	(28.05,28.1]	-0.6924318	-0.7180349	-0.6668286
sal + aou	Atlantic	(28.1,28.15]	-0.7961473	-0.8021082	-0.7901864
sal + aou	Atlantic	(28.15,28.2]	-0.9285834	-0.9324561	-0.9247107
sal + aou	Atlantic	(28.2, Inf]	-0.4141060	-0.5373226	-0.2908894
sal + aou	Indian	(-Inf,26]	-0.3782233	-0.4482133	-0.3082332
sal + aou	Indian	(26,26.5]	-0.5316941	-0.5782057	-0.4851824
sal + aou	Indian	(26.5,26.75]	-0.0191312	-0.1742330	0.1359707
sal + aou	Indian	(26.75,27]	0.6183722	0.5808956	0.6558487
sal + aou	Indian	(27,27.25]	0.8514510	0.8206414	0.8822605
sal + aou	Indian	(27.25,27.5]	0.8852356	0.8435114	0.9269599
sal + aou	Indian	(27.5,27.75]	0.9172677	0.8774314	0.9571041
sal + aou	Indian	(27.75,27.85]	0.9628671	0.9561717	0.9695624
sal + aou	Indian	(27.85,27.95]	0.9195891	0.8959046	0.9432736
sal + aou	Indian	(27.95,28.05]	0.6983066	0.5913854	0.8052277
sal + aou	Indian	(28.05,28.1]	0.1863568	-0.0727048	0.4454185
sal + aou	Indian	(28.1, Inf]	0.6906790	0.5643098	0.8170483
sal + aou	Pacific	(-Inf,26]	-0.1205310	-0.1439296	-0.0971325
sal + aou	Pacific	(26,26.5]	0.1609615	-0.0161470	0.3380701
sal + aou	Pacific	(26.5,26.75]	0.3370143	0.2748368	0.3991918
sal + aou	Pacific	(26.75,27]	-0.0117602	-0.0919637	0.0684433
sal + aou	Pacific	(27,27.25]	-0.1713794	-0.1948675	-0.1478912
sal + aou	Pacific	(27.25,27.5]	0.0966554	0.0264027	0.1669081
sal + aou	Pacific	(27.5,27.75]	0.1694521	0.0566063	0.2822980
sal + aou	Pacific	(27.75,27.85]	0.0600487	-0.1540227	0.2741200
sal + aou	Pacific	(27.85,27.95]	-0.1921474	-0.5604011	0.1761062
sal + aou	Pacific	(27.95,28.05]	-0.4777059	-0.6448071	-0.3106047
sal + aou	Pacific	(28.05,28.1]	-0.8591387	-0.8846761	-0.8336012
sal + aou	Pacific	(28.1, Inf]	-0.5891525	-0.7205679	-0.4577372
sal + nitrate	Atlantic	(-Inf,26]	-0.2417072	-0.3416670	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4545628	-0.4746104	-0.4345152
sal + nitrate	Atlantic	(26.5,26.75]	-0.5737990	-0.6185079	-0.5290902
sal + nitrate	Atlantic	(26.75,27]	-0.4861400	-0.5766041	-0.3956759
sal + nitrate	Atlantic	(27,27.25]	-0.5462142	-0.6802932	-0.4121352
sal + nitrate	Atlantic	(27.25,27.5]	-0.6350629	-0.7683909	-0.5017350
sal + nitrate	Atlantic	(27.5,27.75]	-0.7302372	-0.7344224	-0.7260520
sal + nitrate	Atlantic	(27.75,27.85]	-0.6803276	-0.7366586	-0.6239965
sal + nitrate	Atlantic	(27.85,27.95]	-0.6315224	-0.7686397	-0.4944051
sal + nitrate	Atlantic	(27.95,28.05]	-0.7012822	-0.8407862	-0.5617783
sal + nitrate	Atlantic	(28.05,28.1]	-0.8257696	-0.8798049	-0.7717342
sal + nitrate	Atlantic	(28.1,28.15]	-0.8655694	-0.8931424	-0.8379964
sal + nitrate	Atlantic	(28.15,28.2]	-0.9423314	-0.9490733	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8636381	-0.9077571	-0.8195191
sal + nitrate	Indian	(-Inf,26]	-0.4196312	-0.4923249	-0.3469375
sal + nitrate	Indian	(26,26.5]	-0.6941411	-0.7556941	-0.6325880
sal + nitrate	Indian	(26.5,26.75]	-0.2751033	-0.3583312	-0.1918754
sal + nitrate	Indian	(26.75,27]	0.3218388	0.3041036	0.3395740
sal + nitrate	Indian	(27,27.25]	0.5483839	0.5012630	0.5955049
sal + nitrate	Indian	(27.25,27.5]	0.6297520	0.5149704	0.7445336
sal + nitrate	Indian	(27.5,27.75]	0.7798552	0.6628369	0.8968735
sal + nitrate	Indian	(27.75,27.85]	0.8192664	0.7959067	0.8426260
sal + nitrate	Indian	(27.85,27.95]	0.7009656	0.6386932	0.7632380
sal + nitrate	Indian	(27.95,28.05]	0.3219698	0.1890433	0.4548963
sal + nitrate	Indian	(28.05,28.1]	-0.0760952	-0.3517592	0.1995687
sal + nitrate	Indian	(28.1, Inf]	0.1002607	-0.0830614	0.2835828
sal + nitrate	Pacific	(-Inf,26]	-0.3705984	-0.4020927	-0.3391042
sal + nitrate	Pacific	(26,26.5]	-0.2917914	-0.4545325	-0.1290503
sal + nitrate	Pacific	(26.5,26.75]	-0.1665646	-0.2033569	-0.1297723
sal + nitrate	Pacific	(26.75,27]	-0.3398053	-0.3658879	-0.3137227
sal + nitrate	Pacific	(27,27.25]	-0.2863802	-0.3206243	-0.2521361
sal + nitrate	Pacific	(27.25,27.5]	0.0844277	-0.0072844	0.1761398
sal + nitrate	Pacific	(27.5,27.75]	0.1652004	0.0814985	0.2489023
sal + nitrate	Pacific	(27.75,27.85]	0.0440411	-0.1445151	0.2325972
sal + nitrate	Pacific	(27.85,27.95]	-0.2181648	-0.5368503	0.1005206
sal + nitrate	Pacific	(27.95,28.05]	-0.5558434	-0.6802288	-0.4314580
sal + nitrate	Pacific	(28.05,28.1]	-0.8845743	-0.8943171	-0.8748315
sal + nitrate	Pacific	(28.1, Inf]	-0.7309820	-0.8216367	-0.6403272
sal + oxygen	Atlantic	(-Inf,26]	-0.1161646	-0.3305192	0.0981900
sal + oxygen	Atlantic	(26,26.5]	-0.0363530	-0.0452782	-0.0274279
sal + oxygen	Atlantic	(26.5,26.75]	0.0760735	0.0565673	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1222517	-0.2197046	-0.0247989
sal + oxygen	Atlantic	(27,27.25]	-0.1229645	-0.3218790	0.0759500
sal + oxygen	Atlantic	(27.25,27.5]	-0.2316401	-0.5175884	0.0543082
sal + oxygen	Atlantic	(27.5,27.75]	-0.0014366	-0.0973001	0.0944270
sal + oxygen	Atlantic	(27.75,27.85]	0.1487468	0.1044056	0.1930880
sal + oxygen	Atlantic	(27.85,27.95]	0.1672361	0.0611948	0.2732774
sal + oxygen	Atlantic	(27.95,28.05]	0.2586047	0.1926426	0.3245667
sal + oxygen	Atlantic	(28.05,28.1]	0.5604407	0.5598750	0.5610065
sal + oxygen	Atlantic	(28.1,28.15]	0.7173145	0.7094615	0.7251676
sal + oxygen	Atlantic	(28.15,28.2]	0.8998614	0.8927271	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.2230302	0.0694842	0.3765762
sal + oxygen	Indian	(-Inf,26]	0.3552274	0.2764471	0.4340077
sal + oxygen	Indian	(26,26.5]	0.4741680	0.4222151	0.5261210
sal + oxygen	Indian	(26.5,26.75]	-0.0479158	-0.2092988	0.1134673
sal + oxygen	Indian	(26.75,27]	-0.6756020	-0.7116542	-0.6395498
sal + oxygen	Indian	(27,27.25]	-0.8880489	-0.9134470	-0.8626507
sal + oxygen	Indian	(27.25,27.5]	-0.9140308	-0.9453639	-0.8826978
sal + oxygen	Indian	(27.5,27.75]	-0.9320809	-0.9630104	-0.9011513
sal + oxygen	Indian	(27.75,27.85]	-0.9671769	-0.9744360	-0.9599178
sal + oxygen	Indian	(27.85,27.95]	-0.9365326	-0.9537179	-0.9193473
sal + oxygen	Indian	(27.95,28.05]	-0.7656827	-0.8572463	-0.6741192
sal + oxygen	Indian	(28.05,28.1]	-0.2642005	-0.5212246	-0.0071764
sal + oxygen	Indian	(28.1, Inf]	-0.7728363	-0.8712954	-0.6743772
sal + oxygen	Pacific	(-Inf,26]	-0.2868683	-0.3350250	-0.2387117
sal + oxygen	Pacific	(26,26.5]	-0.3631791	-0.5136373	-0.2127210
sal + oxygen	Pacific	(26.5,26.75]	-0.5171632	-0.5688924	-0.4654341
sal + oxygen	Pacific	(26.75,27]	-0.1942973	-0.2979390	-0.0906556
sal + oxygen	Pacific	(27,27.25]	0.0651548	0.0359701	0.0943396
sal + oxygen	Pacific	(27.25,27.5]	-0.1760969	-0.2491805	-0.1030134
sal + oxygen	Pacific	(27.5,27.75]	-0.2384474	-0.3544833	-0.1224116
sal + oxygen	Pacific	(27.75,27.85]	-0.1260527	-0.3526641	0.1005588
sal + oxygen	Pacific	(27.85,27.95]	0.1452077	-0.2551487	0.5455641
sal + oxygen	Pacific	(27.95,28.05]	0.4371809	0.2462482	0.6281137
sal + oxygen	Pacific	(28.05,28.1]	0.8432258	0.8098891	0.8765626
sal + oxygen	Pacific	(28.1, Inf]	0.5188163	0.3788954	0.6587372
sal + phosphate	Atlantic	(-Inf,26]	-0.6086315	-0.6811723	-0.5360908
sal + phosphate	Atlantic	(26,26.5]	-0.6799927	-0.7211921	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.7182731	-0.7598633	-0.6766828
sal + phosphate	Atlantic	(26.75,27]	-0.6322785	-0.7105662	-0.5539908
sal + phosphate	Atlantic	(27,27.25]	-0.6557865	-0.7623884	-0.5491846
sal + phosphate	Atlantic	(27.25,27.5]	-0.7192160	-0.8176799	-0.6207522
sal + phosphate	Atlantic	(27.5,27.75]	-0.7729275	-0.7753538	-0.7705013
sal + phosphate	Atlantic	(27.75,27.85]	-0.7158383	-0.7647780	-0.6668986
sal + phosphate	Atlantic	(27.85,27.95]	-0.6475485	-0.7826898	-0.5124071
sal + phosphate	Atlantic	(27.95,28.05]	-0.7112594	-0.8512865	-0.5712322
sal + phosphate	Atlantic	(28.05,28.1]	-0.8366534	-0.8913365	-0.7819703
sal + phosphate	Atlantic	(28.1,28.15]	-0.8842822	-0.9088143	-0.8597502
sal + phosphate	Atlantic	(28.15,28.2]	-0.9439286	-0.9537874	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8678421	-0.9111712	-0.8245130
sal + phosphate	Indian	(-Inf,26]	-0.3364457	-0.4271691	-0.2457223
sal + phosphate	Indian	(26,26.5]	-0.5503989	-0.5921612	-0.5086366
sal + phosphate	Indian	(26.5,26.75]	-0.1315410	-0.2383849	-0.0246971
sal + phosphate	Indian	(26.75,27]	0.4627765	0.4415260	0.4840271
sal + phosphate	Indian	(27,27.25]	0.7386065	0.7127076	0.7645054
sal + phosphate	Indian	(27.25,27.5]	0.8061722	0.7408388	0.8715057
sal + phosphate	Indian	(27.5,27.75]	0.8804364	0.8223171	0.9385557
sal + phosphate	Indian	(27.75,27.85]	0.8893263	0.8837924	0.8948602
sal + phosphate	Indian	(27.85,27.95]	0.7551669	0.7309863	0.7793475
sal + phosphate	Indian	(27.95,28.05]	0.3587548	0.2671628	0.4503468
sal + phosphate	Indian	(28.05,28.1]	-0.0511427	-0.3055007	0.2032153
sal + phosphate	Indian	(28.1, Inf]	0.0870980	-0.0536592	0.2278552
sal + phosphate	Pacific	(-Inf,26]	-0.2848260	-0.3326019	-0.2370500
sal + phosphate	Pacific	(26,26.5]	-0.2604347	-0.4222687	-0.0986007
sal + phosphate	Pacific	(26.5,26.75]	-0.1520327	-0.2080826	-0.0959828
sal + phosphate	Pacific	(26.75,27]	-0.3503217	-0.3687294	-0.3319140
sal + phosphate	Pacific	(27,27.25]	-0.2895267	-0.3129189	-0.2661346
sal + phosphate	Pacific	(27.25,27.5]	0.0735749	0.0003210	0.1468289
sal + phosphate	Pacific	(27.5,27.75]	0.1617984	0.0763601	0.2472367
sal + phosphate	Pacific	(27.75,27.85]	0.0418525	-0.1535245	0.2372295
sal + phosphate	Pacific	(27.85,27.95]	-0.2316565	-0.5569497	0.0936368
sal + phosphate	Pacific	(27.95,28.05]	-0.5624118	-0.6924146	-0.4324091
sal + phosphate	Pacific	(28.05,28.1]	-0.8797279	-0.8808899	-0.8785659
sal + phosphate	Pacific	(28.1, Inf]	-0.7292566	-0.8224247	-0.6360885
sal + silicate	Atlantic	(-Inf,26]	-0.5974693	-0.6040665	-0.5908720
sal + silicate	Atlantic	(26,26.5]	-0.6531443	-0.7051097	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.6330224	-0.7195788	-0.5464659
sal + silicate	Atlantic	(26.75,27]	-0.4970804	-0.6241628	-0.3699980
sal + silicate	Atlantic	(27,27.25]	-0.6251665	-0.7226063	-0.5277268
sal + silicate	Atlantic	(27.25,27.5]	-0.7559973	-0.8114865	-0.7005080
sal + silicate	Atlantic	(27.5,27.75]	-0.8113131	-0.8154150	-0.8072112
sal + silicate	Atlantic	(27.75,27.85]	-0.7859513	-0.8452866	-0.7266160
sal + silicate	Atlantic	(27.85,27.95]	-0.7376058	-0.8496983	-0.6255132
sal + silicate	Atlantic	(27.95,28.05]	-0.7539774	-0.8682152	-0.6397397
sal + silicate	Atlantic	(28.05,28.1]	-0.8510004	-0.8852145	-0.8167864
sal + silicate	Atlantic	(28.1,28.15]	-0.8931726	-0.9036050	-0.8827402
sal + silicate	Atlantic	(28.15,28.2]	-0.9329881	-0.9357855	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8024183	-0.8742031	-0.7306334
sal + silicate	Indian	(-Inf,26]	-0.6383365	-0.7163299	-0.5603431
sal + silicate	Indian	(26,26.5]	-0.7334008	-0.7648528	-0.7019488
sal + silicate	Indian	(26.5,26.75]	-0.2095599	-0.3923544	-0.0267654
sal + silicate	Indian	(26.75,27]	0.4897314	0.4285335	0.5509294
sal + silicate	Indian	(27,27.25]	0.6133432	0.5663341	0.6603523
sal + silicate	Indian	(27.25,27.5]	0.5647826	0.4976340	0.6319312
sal + silicate	Indian	(27.5,27.75]	0.6178351	0.5329266	0.7027435
sal + silicate	Indian	(27.75,27.85]	0.8490727	0.8187413	0.8794041
sal + silicate	Indian	(27.85,27.95]	0.7932610	0.7540577	0.8324643
sal + silicate	Indian	(27.95,28.05]	0.4955274	0.3857099	0.6053448
sal + silicate	Indian	(28.05,28.1]	0.0400592	-0.2202891	0.3004075
sal + silicate	Indian	(28.1, Inf]	0.0111168	-0.1924114	0.2146450
sal + silicate	Pacific	(-Inf,26]	-0.6040747	-0.6093918	-0.5987575
sal + silicate	Pacific	(26,26.5]	-0.6385314	-0.6729404	-0.6041223
sal + silicate	Pacific	(26.5,26.75]	-0.6663012	-0.6865483	-0.6460541
sal + silicate	Pacific	(26.75,27]	-0.7273638	-0.7551005	-0.6996271
sal + silicate	Pacific	(27,27.25]	-0.5599065	-0.5870878	-0.5327251
sal + silicate	Pacific	(27.25,27.5]	-0.2307753	-0.2419896	-0.2195610
sal + silicate	Pacific	(27.5,27.75]	-0.0160812	-0.1386639	0.1065015
sal + silicate	Pacific	(27.75,27.85]	-0.0170380	-0.2126549	0.1785789
sal + silicate	Pacific	(27.85,27.95]	-0.2021842	-0.4907968	0.0864284
sal + silicate	Pacific	(27.95,28.05]	-0.4652570	-0.5728305	-0.3576835
sal + silicate	Pacific	(28.05,28.1]	-0.8270631	-0.8379702	-0.8161560
sal + silicate	Pacific	(28.1, Inf]	-0.7504884	-0.8776958	-0.6232811
sal + temp	Atlantic	(-Inf,26]	0.8009830	0.7723081	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9613694	0.9598759	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9833232	0.9787372	0.9879092
sal + temp	Atlantic	(26.75,27]	0.9780651	0.9753485	0.9807816
sal + temp	Atlantic	(27,27.25]	0.9775749	0.9775222	0.9776277
sal + temp	Atlantic	(27.25,27.5]	0.9750565	0.9711969	0.9789161
sal + temp	Atlantic	(27.5,27.75]	0.9605002	0.9570673	0.9639331
sal + temp	Atlantic	(27.75,27.85]	0.9722536	0.9669124	0.9775948
sal + temp	Atlantic	(27.85,27.95]	0.9527305	0.9459535	0.9595076
sal + temp	Atlantic	(27.95,28.05]	0.9257697	0.8968491	0.9546902
sal + temp	Atlantic	(28.05,28.1]	0.9594696	0.9444719	0.9744672
sal + temp	Atlantic	(28.1,28.15]	0.9671506	0.9548169	0.9794843
sal + temp	Atlantic	(28.15,28.2]	0.9224312	0.9181371	0.9267253
sal + temp	Atlantic	(28.2, Inf]	0.5842665	0.4541827	0.7143504
sal + temp	Indian	(-Inf,26]	0.2272792	0.2225713	0.2319872
sal + temp	Indian	(26,26.5]	0.8749344	0.8603551	0.8895136
sal + temp	Indian	(26.5,26.75]	0.9499220	0.9478912	0.9519527
sal + temp	Indian	(26.75,27]	0.9609597	0.9594868	0.9624327
sal + temp	Indian	(27,27.25]	0.9586344	0.9568345	0.9604343
sal + temp	Indian	(27.25,27.5]	0.9607759	0.9583313	0.9632205
sal + temp	Indian	(27.5,27.75]	0.9347070	0.9305463	0.9388676
sal + temp	Indian	(27.75,27.85]	0.9507454	0.9409658	0.9605250
sal + temp	Indian	(27.85,27.95]	0.9319817	0.9209370	0.9430264
sal + temp	Indian	(27.95,28.05]	0.9310093	0.9187407	0.9432779
sal + temp	Indian	(28.05,28.1]	0.8953397	0.8699508	0.9207287
sal + temp	Indian	(28.1, Inf]	0.9356736	0.9171115	0.9542357
sal + temp	Pacific	(-Inf,26]	0.7016476	0.6228725	0.7804228
sal + temp	Pacific	(26,26.5]	0.9461239	0.9367012	0.9555467
sal + temp	Pacific	(26.5,26.75]	0.9757321	0.9741959	0.9772683
sal + temp	Pacific	(26.75,27]	0.9747265	0.9680690	0.9813839
sal + temp	Pacific	(27,27.25]	0.9406656	0.9296546	0.9516767
sal + temp	Pacific	(27.25,27.5]	0.8256252	0.8023369	0.8489135
sal + temp	Pacific	(27.5,27.75]	0.6939106	0.6589576	0.7288637
sal + temp	Pacific	(27.75,27.85]	0.8346086	0.7814987	0.8877186
sal + temp	Pacific	(27.85,27.95]	0.6558552	0.4621281	0.8495824
sal + temp	Pacific	(27.95,28.05]	0.5033556	0.3760242	0.6306871
sal + temp	Pacific	(28.05,28.1]	0.1112214	0.0960144	0.1264284
sal + temp	Pacific	(28.1, Inf]	-0.1182693	-0.2299620	-0.0065765
temp + aou	Atlantic	(-Inf,26]	-0.2438295	-0.4851823	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2849981	-0.3028958	-0.2671005
temp + aou	Atlantic	(26.5,26.75]	-0.3214714	-0.3699791	-0.2729637
temp + aou	Atlantic	(26.75,27]	-0.0852950	-0.2063143	0.0357243
temp + aou	Atlantic	(27,27.25]	-0.0407929	-0.2561664	0.1745807
temp + aou	Atlantic	(27.25,27.5]	0.0119805	-0.3153966	0.3393576
temp + aou	Atlantic	(27.5,27.75]	-0.2538018	-0.3509332	-0.1566704
temp + aou	Atlantic	(27.75,27.85]	-0.3009868	-0.3244154	-0.2775582
temp + aou	Atlantic	(27.85,27.95]	-0.2489711	-0.3770941	-0.1208481
temp + aou	Atlantic	(27.95,28.05]	-0.3943212	-0.4210150	-0.3676274
temp + aou	Atlantic	(28.05,28.1]	-0.5647941	-0.6019201	-0.5276682
temp + aou	Atlantic	(28.1,28.15]	-0.6521606	-0.6915160	-0.6128052
temp + aou	Atlantic	(28.15,28.2]	-0.7574239	-0.7811251	-0.7337227
temp + aou	Atlantic	(28.2, Inf]	0.3145458	0.3027861	0.3263054
temp + aou	Indian	(-Inf,26]	-0.3822653	-0.4719662	-0.2925644
temp + aou	Indian	(26,26.5]	-0.4451369	-0.4659413	-0.4243324
temp + aou	Indian	(26.5,26.75]	0.0080461	-0.1431808	0.1592730
temp + aou	Indian	(26.75,27]	0.5171866	0.4898880	0.5444853
temp + aou	Indian	(27,27.25]	0.7848642	0.7561329	0.8135956
temp + aou	Indian	(27.25,27.5]	0.8693612	0.8352486	0.9034738
temp + aou	Indian	(27.5,27.75]	0.9072945	0.8838593	0.9307298
temp + aou	Indian	(27.75,27.85]	0.9486985	0.9451323	0.9522647
temp + aou	Indian	(27.85,27.95]	0.8917186	0.8560515	0.9273856
temp + aou	Indian	(27.95,28.05]	0.7189089	0.6262428	0.8115751
temp + aou	Indian	(28.05,28.1]	0.4326825	0.2553589	0.6100061
temp + aou	Indian	(28.1, Inf]	0.8279571	0.7812321	0.8746821
temp + aou	Pacific	(-Inf,26]	-0.2602377	-0.2713957	-0.2490797
temp + aou	Pacific	(26,26.5]	0.0981153	-0.0490652	0.2452957
temp + aou	Pacific	(26.5,26.75]	0.3310033	0.2722268	0.3897797
temp + aou	Pacific	(26.75,27]	-0.0224749	-0.0930180	0.0480682
temp + aou	Pacific	(27,27.25]	-0.2377426	-0.2635281	-0.2119570
temp + aou	Pacific	(27.25,27.5]	0.0240112	-0.0479877	0.0960101
temp + aou	Pacific	(27.5,27.75]	0.2381631	0.1160361	0.3602900
temp + aou	Pacific	(27.75,27.85]	0.1981920	-0.0044113	0.4007953
temp + aou	Pacific	(27.85,27.95]	0.0794787	-0.2633549	0.4223123
temp + aou	Pacific	(27.95,28.05]	0.0913025	-0.0897948	0.2723998
temp + aou	Pacific	(28.05,28.1]	0.1176608	-0.0186360	0.2539576
temp + aou	Pacific	(28.1, Inf]	0.7892464	0.7589522	0.8195406
temp + nitrate	Atlantic	(-Inf,26]	-0.2446275	-0.3499290	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.5142907	-0.5264267	-0.5021547
temp + nitrate	Atlantic	(26.5,26.75]	-0.5668811	-0.5967973	-0.5369649
temp + nitrate	Atlantic	(26.75,27]	-0.4504609	-0.5527260	-0.3481959
temp + nitrate	Atlantic	(27,27.25]	-0.4716891	-0.6039493	-0.3394289
temp + nitrate	Atlantic	(27.25,27.5]	-0.5866144	-0.7361645	-0.4370643
temp + nitrate	Atlantic	(27.5,27.75]	-0.6616498	-0.6826784	-0.6406212
temp + nitrate	Atlantic	(27.75,27.85]	-0.6060614	-0.6488892	-0.5632337
temp + nitrate	Atlantic	(27.85,27.95]	-0.5432682	-0.6905610	-0.3959755
temp + nitrate	Atlantic	(27.95,28.05]	-0.6459610	-0.7307187	-0.5612033
temp + nitrate	Atlantic	(28.05,28.1]	-0.7274364	-0.7982254	-0.6566474
temp + nitrate	Atlantic	(28.1,28.15]	-0.7426369	-0.8053841	-0.6798897
temp + nitrate	Atlantic	(28.15,28.2]	-0.7732573	-0.8050080	-0.7415067
temp + nitrate	Atlantic	(28.2, Inf]	-0.2010348	-0.2672455	-0.1348240
temp + nitrate	Indian	(-Inf,26]	-0.4169113	-0.4865015	-0.3473211
temp + nitrate	Indian	(26,26.5]	-0.6006744	-0.6324561	-0.5688926
temp + nitrate	Indian	(26.5,26.75]	-0.2404652	-0.3269656	-0.1539648
temp + nitrate	Indian	(26.75,27]	0.2031113	0.1950162	0.2112064
temp + nitrate	Indian	(27,27.25]	0.4388664	0.3983489	0.4793839
temp + nitrate	Indian	(27.25,27.5]	0.5748129	0.4728227	0.6768031
temp + nitrate	Indian	(27.5,27.75]	0.7523310	0.6674946	0.8371674
temp + nitrate	Indian	(27.75,27.85]	0.8083241	0.8000518	0.8165965
temp + nitrate	Indian	(27.85,27.95]	0.6617076	0.5859554	0.7374598
temp + nitrate	Indian	(27.95,28.05]	0.3597913	0.2510657	0.4685168
temp + nitrate	Indian	(28.05,28.1]	0.1983717	0.0047767	0.3919667
temp + nitrate	Indian	(28.1, Inf]	0.2736796	0.1950337	0.3523255
temp + nitrate	Pacific	(-Inf,26]	-0.4777566	-0.5034927	-0.4520206
temp + nitrate	Pacific	(26,26.5]	-0.3822291	-0.5147446	-0.2497136
temp + nitrate	Pacific	(26.5,26.75]	-0.1913130	-0.2301293	-0.1524968
temp + nitrate	Pacific	(26.75,27]	-0.3683835	-0.3936799	-0.3430870
temp + nitrate	Pacific	(27,27.25]	-0.3811490	-0.4197730	-0.3425249
temp + nitrate	Pacific	(27.25,27.5]	-0.0369671	-0.1331212	0.0591870
temp + nitrate	Pacific	(27.5,27.75]	0.2205877	0.1263922	0.3147833
temp + nitrate	Pacific	(27.75,27.85]	0.1828299	0.0003013	0.3653586
temp + nitrate	Pacific	(27.85,27.95]	0.0621298	-0.2313854	0.3556449
temp + nitrate	Pacific	(27.95,28.05]	0.0110454	-0.1363320	0.1584227
temp + nitrate	Pacific	(28.05,28.1]	0.0635743	-0.0705792	0.1977277
temp + nitrate	Pacific	(28.1, Inf]	0.6143930	0.5835659	0.6452202
temp + oxygen	Atlantic	(-Inf,26]	-0.0901228	-0.3263381	0.1460924
temp + oxygen	Atlantic	(26,26.5]	-0.0040980	-0.0166880	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0554362	0.0514275	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1640879	-0.2696688	-0.0585070
temp + oxygen	Atlantic	(27,27.25]	-0.2061961	-0.3965532	-0.0158390
temp + oxygen	Atlantic	(27.25,27.5]	-0.2854830	-0.5812211	0.0102551
temp + oxygen	Atlantic	(27.5,27.75]	-0.0927564	-0.2156581	0.0301453
temp + oxygen	Atlantic	(27.75,27.85]	0.0317362	0.0159122	0.0475601
temp + oxygen	Atlantic	(27.85,27.95]	0.0356601	-0.0688120	0.1401322
temp + oxygen	Atlantic	(27.95,28.05]	0.1706731	0.1375359	0.2038103
temp + oxygen	Atlantic	(28.05,28.1]	0.4098792	0.3996640	0.4200945
temp + oxygen	Atlantic	(28.1,28.15]	0.5562161	0.5301637	0.5822684
temp + oxygen	Atlantic	(28.15,28.2]	0.7077819	0.6872413	0.7283226
temp + oxygen	Atlantic	(28.2, Inf]	-0.5122924	-0.5209812	-0.5036036
temp + oxygen	Indian	(-Inf,26]	0.2565179	0.1591729	0.3538629
temp + oxygen	Indian	(26,26.5]	0.3750965	0.3507237	0.3994692
temp + oxygen	Indian	(26.5,26.75]	-0.0782738	-0.2356379	0.0790904
temp + oxygen	Indian	(26.75,27]	-0.5834495	-0.6101045	-0.5567946
temp + oxygen	Indian	(27,27.25]	-0.8359352	-0.8595708	-0.8122996
temp + oxygen	Indian	(27.25,27.5]	-0.9094873	-0.9339616	-0.8850130
temp + oxygen	Indian	(27.5,27.75]	-0.9388439	-0.9551860	-0.9225017
temp + oxygen	Indian	(27.75,27.85]	-0.9671322	-0.9700350	-0.9642294
temp + oxygen	Indian	(27.85,27.95]	-0.9293438	-0.9558711	-0.9028164
temp + oxygen	Indian	(27.95,28.05]	-0.7967690	-0.8740969	-0.7194411
temp + oxygen	Indian	(28.05,28.1]	-0.5088149	-0.6803546	-0.3372752
temp + oxygen	Indian	(28.1, Inf]	-0.8944148	-0.9248821	-0.8639475
temp + oxygen	Pacific	(-Inf,26]	-0.2733166	-0.2756617	-0.2709716
temp + oxygen	Pacific	(26,26.5]	-0.3169120	-0.4370837	-0.1967402
temp + oxygen	Pacific	(26.5,26.75]	-0.5188021	-0.5673713	-0.4702328
temp + oxygen	Pacific	(26.75,27]	-0.1892805	-0.2831833	-0.0953778
temp + oxygen	Pacific	(27,27.25]	0.1267711	0.0960879	0.1574544
temp + oxygen	Pacific	(27.25,27.5]	-0.1198162	-0.1934045	-0.0462279
temp + oxygen	Pacific	(27.5,27.75]	-0.3361143	-0.4589412	-0.2132874
temp + oxygen	Pacific	(27.75,27.85]	-0.2742086	-0.4849706	-0.0634467
temp + oxygen	Pacific	(27.85,27.95]	-0.1429682	-0.5049446	0.2190083
temp + oxygen	Pacific	(27.95,28.05]	-0.1609415	-0.3525615	0.0306786
temp + oxygen	Pacific	(28.05,28.1]	-0.1539176	-0.2967805	-0.0110547
temp + oxygen	Pacific	(28.1, Inf]	-0.8403621	-0.8685029	-0.8122214
temp + phosphate	Atlantic	(-Inf,26]	-0.5074599	-0.5425148	-0.4724050
temp + phosphate	Atlantic	(26,26.5]	-0.6938198	-0.7178070	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.7041050	-0.7311386	-0.6770715
temp + phosphate	Atlantic	(26.75,27]	-0.5905004	-0.6822156	-0.4987853
temp + phosphate	Atlantic	(27,27.25]	-0.5823266	-0.6889868	-0.4756664
temp + phosphate	Atlantic	(27.25,27.5]	-0.6751729	-0.7877724	-0.5625733
temp + phosphate	Atlantic	(27.5,27.75]	-0.7094808	-0.7260343	-0.6929274
temp + phosphate	Atlantic	(27.75,27.85]	-0.6450735	-0.6813197	-0.6088273
temp + phosphate	Atlantic	(27.85,27.95]	-0.5606940	-0.7075550	-0.4138331
temp + phosphate	Atlantic	(27.95,28.05]	-0.6571888	-0.7431659	-0.5712117
temp + phosphate	Atlantic	(28.05,28.1]	-0.7365387	-0.8103391	-0.6627382
temp + phosphate	Atlantic	(28.1,28.15]	-0.7679673	-0.8254547	-0.7104799
temp + phosphate	Atlantic	(28.15,28.2]	-0.7747358	-0.8119267	-0.7375449
temp + phosphate	Atlantic	(28.2, Inf]	-0.2089448	-0.2732966	-0.1445931
temp + phosphate	Indian	(-Inf,26]	-0.3751937	-0.4426661	-0.3077212
temp + phosphate	Indian	(26,26.5]	-0.4804182	-0.4982051	-0.4626313
temp + phosphate	Indian	(26.5,26.75]	-0.1207323	-0.2216784	-0.0197862
temp + phosphate	Indian	(26.75,27]	0.3257311	0.3152896	0.3361725
temp + phosphate	Indian	(27,27.25]	0.6118179	0.5926953	0.6309406
temp + phosphate	Indian	(27.25,27.5]	0.7360597	0.6871832	0.7849362
temp + phosphate	Indian	(27.5,27.75]	0.8359293	0.8038985	0.8679601
temp + phosphate	Indian	(27.75,27.85]	0.8348010	0.8287394	0.8408626
temp + phosphate	Indian	(27.85,27.95]	0.6708082	0.6339291	0.7076872
temp + phosphate	Indian	(27.95,28.05]	0.3793140	0.3087698	0.4498581
temp + phosphate	Indian	(28.05,28.1]	0.2198284	0.0471902	0.3924666
temp + phosphate	Indian	(28.1, Inf]	0.2617991	0.2299066	0.2936916
temp + phosphate	Pacific	(-Inf,26]	-0.3922423	-0.4230006	-0.3614840
temp + phosphate	Pacific	(26,26.5]	-0.3507451	-0.4860504	-0.2154398
temp + phosphate	Pacific	(26.5,26.75]	-0.1789788	-0.2355920	-0.1223656
temp + phosphate	Pacific	(26.75,27]	-0.3754721	-0.3877438	-0.3632004
temp + phosphate	Pacific	(27,27.25]	-0.3747241	-0.4011430	-0.3483052
temp + phosphate	Pacific	(27.25,27.5]	-0.0372178	-0.1131060	0.0386704
temp + phosphate	Pacific	(27.5,27.75]	0.2173866	0.1229897	0.3117836
temp + phosphate	Pacific	(27.75,27.85]	0.1754081	-0.0111810	0.3619971
temp + phosphate	Pacific	(27.85,27.95]	0.0503862	-0.2485853	0.3493577
temp + phosphate	Pacific	(27.95,28.05]	0.0054503	-0.1461329	0.1570334
temp + phosphate	Pacific	(28.05,28.1]	0.0737934	-0.0506568	0.1982436
temp + phosphate	Pacific	(28.1, Inf]	0.6105118	0.5566331	0.6643906
temp + silicate	Atlantic	(-Inf,26]	-0.4602308	-0.4903625	-0.4300990
temp + silicate	Atlantic	(26,26.5]	-0.6538102	-0.6843465	-0.6232738
temp + silicate	Atlantic	(26.5,26.75]	-0.6286523	-0.7073827	-0.5499218
temp + silicate	Atlantic	(26.75,27]	-0.4796782	-0.6147309	-0.3446255
temp + silicate	Atlantic	(27,27.25]	-0.5820448	-0.6741807	-0.4899089
temp + silicate	Atlantic	(27.25,27.5]	-0.7787702	-0.8308892	-0.7266512
temp + silicate	Atlantic	(27.5,27.75]	-0.8231176	-0.8385086	-0.8077266
temp + silicate	Atlantic	(27.75,27.85]	-0.7611909	-0.8186620	-0.7037199
temp + silicate	Atlantic	(27.85,27.95]	-0.6780320	-0.8021228	-0.5539413
temp + silicate	Atlantic	(27.95,28.05]	-0.7222424	-0.7753450	-0.6691399
temp + silicate	Atlantic	(28.05,28.1]	-0.7540184	-0.8022662	-0.7057706
temp + silicate	Atlantic	(28.1,28.15]	-0.7782550	-0.8166721	-0.7398379
temp + silicate	Atlantic	(28.15,28.2]	-0.7584993	-0.7829575	-0.7340411
temp + silicate	Atlantic	(28.2, Inf]	-0.1342049	-0.1555424	-0.1128674
temp + silicate	Indian	(-Inf,26]	-0.5655920	-0.5715847	-0.5595993
temp + silicate	Indian	(26,26.5]	-0.6297723	-0.6336749	-0.6258696
temp + silicate	Indian	(26.5,26.75]	-0.1646109	-0.3464697	0.0172480
temp + silicate	Indian	(26.75,27]	0.3862682	0.3403863	0.4321500
temp + silicate	Indian	(27,27.25]	0.5071908	0.4700492	0.5443323
temp + silicate	Indian	(27.25,27.5]	0.5037140	0.4437599	0.5636681
temp + silicate	Indian	(27.5,27.75]	0.5408600	0.4689641	0.6127558
temp + silicate	Indian	(27.75,27.85]	0.7744691	0.7363122	0.8126260
temp + silicate	Indian	(27.85,27.95]	0.6659103	0.6200642	0.7117563
temp + silicate	Indian	(27.95,28.05]	0.4441250	0.3533279	0.5349220
temp + silicate	Indian	(28.05,28.1]	0.2978448	0.1171227	0.4785669
temp + silicate	Indian	(28.1, Inf]	0.1246936	0.0225734	0.2268138
temp + silicate	Pacific	(-Inf,26]	-0.5640546	-0.5895341	-0.5385751
temp + silicate	Pacific	(26,26.5]	-0.6904445	-0.6930610	-0.6878280
temp + silicate	Pacific	(26.5,26.75]	-0.6660041	-0.6908126	-0.6411956
temp + silicate	Pacific	(26.75,27]	-0.7237747	-0.7566488	-0.6909007
temp + silicate	Pacific	(27,27.25]	-0.6063373	-0.6269231	-0.5857514
temp + silicate	Pacific	(27.25,27.5]	-0.3490825	-0.3694427	-0.3287224
temp + silicate	Pacific	(27.5,27.75]	-0.1218709	-0.2745188	0.0307770
temp + silicate	Pacific	(27.75,27.85]	0.0461824	-0.1518515	0.2442163
temp + silicate	Pacific	(27.85,27.95]	-0.0513381	-0.3723255	0.2696492
temp + silicate	Pacific	(27.95,28.05]	-0.0637457	-0.2478575	0.1203660
temp + silicate	Pacific	(28.05,28.1]	0.0592821	-0.0792282	0.1977924
temp + silicate	Pacific	(28.1, Inf]	0.4057573	0.3954249	0.4160898

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Version	Author	Date
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.5199489	0.4964379	0.5434599
aou	Atlantic	(26,26.5]	-0.4342911	-0.4809610	-0.3876211
aou	Atlantic	(26.5,26.75]	-0.5921578	-0.6000584	-0.5842572
aou	Atlantic	(26.75,27]	-0.4322396	-0.4776908	-0.3867883
aou	Atlantic	(27,27.25]	-0.4604183	-0.5971360	-0.3237006
aou	Atlantic	(27.25,27.5]	-0.4229455	-0.6190057	-0.2268852
aou	Atlantic	(27.5,27.75]	-0.7579524	-0.7937260	-0.7221788
aou	Atlantic	(27.75,27.85]	-0.8973607	-0.8974456	-0.8972757
aou	Atlantic	(27.85,27.95]	-0.9102026	-0.9227527	-0.8976526
aou	Atlantic	(27.95,28.05]	-0.8818022	-0.9112605	-0.8523439
aou	Atlantic	(28.05,28.1]	-0.8885698	-0.8905368	-0.8866028
aou	Atlantic	(28.1,28.15]	-0.9208470	-0.9210474	-0.9206465
aou	Atlantic	(28.15,28.2]	-0.9627785	-0.9694471	-0.9561098
aou	Atlantic	(28.2, Inf]	-0.6022349	-0.6863165	-0.5181534
aou	Indian	(-Inf,26]	-0.8039513	-0.8774470	-0.7304556
aou	Indian	(26,26.5]	-0.9760595	-0.9809438	-0.9711752
aou	Indian	(26.5,26.75]	-0.9270745	-0.9543896	-0.8997593
aou	Indian	(26.75,27]	-0.8089782	-0.8117616	-0.8061948
aou	Indian	(27,27.25]	-0.6235725	-0.6489287	-0.5982164
aou	Indian	(27.25,27.5]	-0.1866749	-0.2033230	-0.1700269
aou	Indian	(27.5,27.75]	-0.1415511	-0.1579307	-0.1251715
aou	Indian	(27.75,27.85]	-0.3735048	-0.4047373	-0.3422723
aou	Indian	(27.85,27.95]	-0.3521072	-0.3631455	-0.3410689
aou	Indian	(27.95,28.05]	-0.3850263	-0.4064178	-0.3636349
aou	Indian	(28.05,28.1]	-0.3886173	-0.4141296	-0.3631050
aou	Indian	(28.1, Inf]	0.2507808	0.1862174	0.3153442
aou	Pacific	(-Inf,26]	-0.2171395	-0.2923712	-0.1419079
aou	Pacific	(26,26.5]	-0.6006658	-0.6807575	-0.5205741
aou	Pacific	(26.5,26.75]	-0.5262713	-0.5939234	-0.4586191
aou	Pacific	(26.75,27]	-0.7511034	-0.8534549	-0.6487518
aou	Pacific	(27,27.25]	-0.6629444	-0.7336873	-0.5922016
aou	Pacific	(27.25,27.5]	0.0060616	-0.0515861	0.0637093
aou	Pacific	(27.5,27.75]	0.3203918	0.2330683	0.4077152
aou	Pacific	(27.75,27.85]	0.4308317	0.3088435	0.5528198
aou	Pacific	(27.85,27.95]	0.2421027	0.0324423	0.4517631
aou	Pacific	(27.95,28.05]	-0.1203078	-0.3882713	0.1476557
aou	Pacific	(28.05,28.1]	-0.3076576	-0.5734657	-0.0418495
aou	Pacific	(28.1, Inf]	-0.1337161	-0.4484876	0.1810554
nitrate	Atlantic	(-Inf,26]	0.2528060	0.2430253	0.2625867
nitrate	Atlantic	(26,26.5]	-0.6336411	-0.6860406	-0.5812417
nitrate	Atlantic	(26.5,26.75]	-0.7853354	-0.7999640	-0.7707069
nitrate	Atlantic	(26.75,27]	-0.7557152	-0.7741452	-0.7372853
nitrate	Atlantic	(27,27.25]	-0.8260690	-0.8812791	-0.7708589
nitrate	Atlantic	(27.25,27.5]	-0.8975840	-0.9329472	-0.8622207
nitrate	Atlantic	(27.5,27.75]	-0.9767250	-0.9785532	-0.9748968
nitrate	Atlantic	(27.75,27.85]	-0.9787399	-0.9814056	-0.9760741
nitrate	Atlantic	(27.85,27.95]	-0.9612278	-0.9675862	-0.9548693
nitrate	Atlantic	(27.95,28.05]	-0.9478786	-0.9552732	-0.9404839
nitrate	Atlantic	(28.05,28.1]	-0.9382829	-0.9509205	-0.9256452
nitrate	Atlantic	(28.1,28.15]	-0.9492881	-0.9541800	-0.9443962
nitrate	Atlantic	(28.15,28.2]	-0.9750230	-0.9752357	-0.9748103
nitrate	Atlantic	(28.2, Inf]	-0.9354631	-0.9626888	-0.9082375
nitrate	Indian	(-Inf,26]	-0.8018867	-0.8540567	-0.7497167
nitrate	Indian	(26,26.5]	-0.9583891	-0.9689784	-0.9477997
nitrate	Indian	(26.5,26.75]	-0.9509820	-0.9702711	-0.9316928
nitrate	Indian	(26.75,27]	-0.9005203	-0.9029392	-0.8981013
nitrate	Indian	(27,27.25]	-0.7354561	-0.7583480	-0.7125642
nitrate	Indian	(27.25,27.5]	-0.2421626	-0.2609827	-0.2233425
nitrate	Indian	(27.5,27.75]	-0.1379040	-0.1512845	-0.1245236
nitrate	Indian	(27.75,27.85]	-0.4592618	-0.4659922	-0.4525313
nitrate	Indian	(27.85,27.95]	-0.5255863	-0.5498768	-0.5012958
nitrate	Indian	(27.95,28.05]	-0.6187058	-0.6247940	-0.6126175
nitrate	Indian	(28.05,28.1]	-0.5327693	-0.5384597	-0.5270789
nitrate	Indian	(28.1, Inf]	-0.1599668	-0.1876552	-0.1322783
nitrate	Pacific	(-Inf,26]	-0.2860246	-0.3395539	-0.2324952
nitrate	Pacific	(26,26.5]	-0.8182722	-0.9072007	-0.7293436
nitrate	Pacific	(26.5,26.75]	-0.7940655	-0.8590811	-0.7290499
nitrate	Pacific	(26.75,27]	-0.8636964	-0.9245007	-0.8028922
nitrate	Pacific	(27,27.25]	-0.6983204	-0.7680587	-0.6285821
nitrate	Pacific	(27.25,27.5]	-0.0899236	-0.1283975	-0.0514498
nitrate	Pacific	(27.5,27.75]	0.2168770	0.1502148	0.2835391
nitrate	Pacific	(27.75,27.85]	0.3705807	0.2610413	0.4801200
nitrate	Pacific	(27.85,27.95]	0.2038555	0.0025707	0.4051404
nitrate	Pacific	(27.95,28.05]	-0.1652599	-0.4360168	0.1054971
nitrate	Pacific	(28.05,28.1]	-0.3225035	-0.5875139	-0.0574932
nitrate	Pacific	(28.1, Inf]	-0.2069835	-0.5017310	0.0877640
oxygen	Atlantic	(-Inf,26]	-0.4421850	-0.4538508	-0.4305192
oxygen	Atlantic	(26,26.5]	0.2075865	0.1317003	0.2834726
oxygen	Atlantic	(26.5,26.75]	0.3937871	0.3678156	0.4197586
oxygen	Atlantic	(26.75,27]	0.2351442	0.2054822	0.2648063
oxygen	Atlantic	(27,27.25]	0.2640302	0.1281802	0.3998802
oxygen	Atlantic	(27.25,27.5]	0.1717376	-0.0250979	0.3685730
oxygen	Atlantic	(27.5,27.75]	0.5156962	0.4459320	0.5854604
oxygen	Atlantic	(27.75,27.85]	0.7604962	0.7550043	0.7659882
oxygen	Atlantic	(27.85,27.95]	0.8217739	0.7855525	0.8579953
oxygen	Atlantic	(27.95,28.05]	0.7869162	0.7017040	0.8721283
oxygen	Atlantic	(28.05,28.1]	0.8378928	0.8169885	0.8587970
oxygen	Atlantic	(28.1,28.15]	0.8964618	0.8880274	0.9048963
oxygen	Atlantic	(28.15,28.2]	0.9619828	0.9533373	0.9706284
oxygen	Atlantic	(28.2, Inf]	0.4534515	0.3494540	0.5574491
oxygen	Indian	(-Inf,26]	0.8507991	0.7846646	0.9169336
oxygen	Indian	(26,26.5]	0.9696108	0.9627623	0.9764592
oxygen	Indian	(26.5,26.75]	0.9059337	0.8714385	0.9404288
oxygen	Indian	(26.75,27]	0.7695015	0.7678937	0.7711093
oxygen	Indian	(27,27.25]	0.5779774	0.5497542	0.6062005
oxygen	Indian	(27.25,27.5]	0.1721563	0.1470457	0.1972669
oxygen	Indian	(27.5,27.75]	0.1669650	0.1532654	0.1806646
oxygen	Indian	(27.75,27.85]	0.3677520	0.3365759	0.3989282
oxygen	Indian	(27.85,27.95]	0.3136866	0.2979068	0.3294663
oxygen	Indian	(27.95,28.05]	0.3255013	0.3028216	0.3481810
oxygen	Indian	(28.05,28.1]	0.3627799	0.3357419	0.3898179
oxygen	Indian	(28.1, Inf]	-0.3086922	-0.3654255	-0.2519588
oxygen	Pacific	(-Inf,26]	0.4102349	0.3268922	0.4935776
oxygen	Pacific	(26,26.5]	0.4415235	0.3762292	0.5068177
oxygen	Pacific	(26.5,26.75]	0.3722309	0.3088003	0.4356616
oxygen	Pacific	(26.75,27]	0.6459356	0.5115811	0.7802900
oxygen	Pacific	(27,27.25]	0.6671188	0.6006561	0.7335815
oxygen	Pacific	(27.25,27.5]	0.0417308	-0.0140492	0.0975107
oxygen	Pacific	(27.5,27.75]	-0.2605122	-0.3493034	-0.1717210
oxygen	Pacific	(27.75,27.85]	-0.3965207	-0.5296975	-0.2633439
oxygen	Pacific	(27.85,27.95]	-0.2198340	-0.4404183	0.0007502
oxygen	Pacific	(27.95,28.05]	0.1191890	-0.1440329	0.3824108
oxygen	Pacific	(28.05,28.1]	0.3022738	0.0407326	0.5638150
oxygen	Pacific	(28.1, Inf]	0.1139183	-0.1923951	0.4202316
phosphate	Atlantic	(-Inf,26]	-0.0203753	-0.0729239	0.0321734
phosphate	Atlantic	(26,26.5]	-0.8060434	-0.8240424	-0.7880445
phosphate	Atlantic	(26.5,26.75]	-0.8777745	-0.8865228	-0.8690261
phosphate	Atlantic	(26.75,27]	-0.8514214	-0.8666840	-0.8361588
phosphate	Atlantic	(27,27.25]	-0.8934703	-0.9251350	-0.8618056
phosphate	Atlantic	(27.25,27.5]	-0.9433443	-0.9588245	-0.9278642
phosphate	Atlantic	(27.5,27.75]	-0.9877311	-0.9889474	-0.9865147
phosphate	Atlantic	(27.75,27.85]	-0.9860220	-0.9881252	-0.9839187
phosphate	Atlantic	(27.85,27.95]	-0.9701940	-0.9702018	-0.9701862
phosphate	Atlantic	(27.95,28.05]	-0.9586458	-0.9595703	-0.9577214
phosphate	Atlantic	(28.05,28.1]	-0.9518046	-0.9542181	-0.9493911
phosphate	Atlantic	(28.1,28.15]	-0.9598980	-0.9611519	-0.9586441
phosphate	Atlantic	(28.15,28.2]	-0.9794867	-0.9817387	-0.9772348
phosphate	Atlantic	(28.2, Inf]	-0.9516571	-0.9706652	-0.9326491
phosphate	Indian	(-Inf,26]	-0.8262709	-0.8854572	-0.7670845
phosphate	Indian	(26,26.5]	-0.9842314	-0.9884398	-0.9800230
phosphate	Indian	(26.5,26.75]	-0.9731351	-0.9776504	-0.9686197
phosphate	Indian	(26.75,27]	-0.9215323	-0.9310911	-0.9119734
phosphate	Indian	(27,27.25]	-0.8022391	-0.8306285	-0.7738497
phosphate	Indian	(27.25,27.5]	-0.3732836	-0.3845468	-0.3620204
phosphate	Indian	(27.5,27.75]	-0.2755143	-0.2938268	-0.2572018
phosphate	Indian	(27.75,27.85]	-0.5430857	-0.5578995	-0.5282719
phosphate	Indian	(27.85,27.95]	-0.5849009	-0.6057926	-0.5640092
phosphate	Indian	(27.95,28.05]	-0.6565102	-0.6621260	-0.6508944
phosphate	Indian	(28.05,28.1]	-0.5624694	-0.5714007	-0.5535381
phosphate	Indian	(28.1, Inf]	-0.2941993	-0.3419304	-0.2464682
phosphate	Pacific	(-Inf,26]	-0.3541649	-0.3965382	-0.3117916
phosphate	Pacific	(26,26.5]	-0.8772416	-0.9257289	-0.8287544
phosphate	Pacific	(26.5,26.75]	-0.8603181	-0.9008810	-0.8197553
phosphate	Pacific	(26.75,27]	-0.8991325	-0.9431024	-0.8551625
phosphate	Pacific	(27,27.25]	-0.7185640	-0.7865560	-0.6505721
phosphate	Pacific	(27.25,27.5]	-0.0996422	-0.1481461	-0.0511384
phosphate	Pacific	(27.5,27.75]	0.1867376	0.1251130	0.2483622
phosphate	Pacific	(27.75,27.85]	0.3104015	0.2201419	0.4006610
phosphate	Pacific	(27.85,27.95]	0.1245766	-0.0469296	0.2960829
phosphate	Pacific	(27.95,28.05]	-0.2614882	-0.4957800	-0.0271965
phosphate	Pacific	(28.05,28.1]	-0.4475254	-0.6645287	-0.2305222
phosphate	Pacific	(28.1, Inf]	-0.3216179	-0.5845344	-0.0587014
sal	Atlantic	(-Inf,26]	0.1303894	0.0346606	0.2261181
sal	Atlantic	(26,26.5]	0.8462282	0.8320335	0.8604229
sal	Atlantic	(26.5,26.75]	0.8710847	0.8690159	0.8731535
sal	Atlantic	(26.75,27]	0.8488409	0.8062133	0.8914684
sal	Atlantic	(27,27.25]	0.8400874	0.8146026	0.8655722
sal	Atlantic	(27.25,27.5]	0.8679631	0.8240250	0.9119012
sal	Atlantic	(27.5,27.75]	0.8077471	0.8013958	0.8140985
sal	Atlantic	(27.75,27.85]	0.7050565	0.6735548	0.7365583
sal	Atlantic	(27.85,27.95]	0.5753162	0.4381334	0.7124991
sal	Atlantic	(27.95,28.05]	0.6152784	0.4413927	0.7891640
sal	Atlantic	(28.05,28.1]	0.7418302	0.6789765	0.8046839
sal	Atlantic	(28.1,28.15]	0.8008853	0.7738472	0.8279234
sal	Atlantic	(28.15,28.2]	0.8897843	0.8828663	0.8967023
sal	Atlantic	(28.2, Inf]	0.8894254	0.8582746	0.9205761
sal	Indian	(-Inf,26]	0.4261912	0.2764101	0.5759722
sal	Indian	(26,26.5]	0.5821722	0.5566947	0.6076497
sal	Indian	(26.5,26.75]	0.2583094	0.1762205	0.3403983
sal	Indian	(26.75,27]	-0.1949131	-0.2326747	-0.1571514
sal	Indian	(27,27.25]	-0.4092614	-0.4862826	-0.3322403
sal	Indian	(27.25,27.5]	-0.2296765	-0.3495684	-0.1097845
sal	Indian	(27.5,27.75]	-0.2393642	-0.2829758	-0.1957525
sal	Indian	(27.75,27.85]	-0.3504134	-0.3639975	-0.3368293
sal	Indian	(27.85,27.95]	-0.1853354	-0.2276041	-0.1430667
sal	Indian	(27.95,28.05]	0.0952201	0.0275177	0.1629224
sal	Indian	(28.05,28.1]	0.2260415	0.0213391	0.4307439
sal	Indian	(28.1, Inf]	0.4481123	0.4402735	0.4559510
sal	Pacific	(-Inf,26]	-0.0199512	-0.1340278	0.0941254
sal	Pacific	(26,26.5]	0.5039453	0.3919655	0.6159252
sal	Pacific	(26.5,26.75]	0.4445098	0.4328415	0.4561781
sal	Pacific	(26.75,27]	0.3957573	0.3598255	0.4316890
sal	Pacific	(27,27.25]	-0.0556830	-0.1145295	0.0031635
sal	Pacific	(27.25,27.5]	-0.5918892	-0.6031367	-0.5806418
sal	Pacific	(27.5,27.75]	-0.4090150	-0.4366080	-0.3814220
sal	Pacific	(27.75,27.85]	-0.3272274	-0.3312126	-0.3232421
sal	Pacific	(27.85,27.95]	-0.2300083	-0.2371963	-0.2228203
sal	Pacific	(27.95,28.05]	0.1805045	0.0622221	0.2987869
sal	Pacific	(28.05,28.1]	0.3346144	0.1104806	0.5587481
sal	Pacific	(28.1, Inf]	0.1778013	-0.0023434	0.3579460
silicate	Atlantic	(-Inf,26]	-0.0524122	-0.0536181	-0.0512064
silicate	Atlantic	(26,26.5]	-0.7769839	-0.7956442	-0.7583237
silicate	Atlantic	(26.5,26.75]	-0.8042683	-0.8043822	-0.8041544
silicate	Atlantic	(26.75,27]	-0.7198732	-0.7741288	-0.6656175
silicate	Atlantic	(27,27.25]	-0.8436709	-0.8639756	-0.8233662
silicate	Atlantic	(27.25,27.5]	-0.8848057	-0.9129898	-0.8566215
silicate	Atlantic	(27.5,27.75]	-0.8746919	-0.9078165	-0.8415672
silicate	Atlantic	(27.75,27.85]	-0.9003157	-0.9107121	-0.8899193
silicate	Atlantic	(27.85,27.95]	-0.9036850	-0.9090970	-0.8982731
silicate	Atlantic	(27.95,28.05]	-0.9109161	-0.9202907	-0.9015415
silicate	Atlantic	(28.05,28.1]	-0.9156912	-0.9290074	-0.9023749
silicate	Atlantic	(28.1,28.15]	-0.9413790	-0.9426340	-0.9401239
silicate	Atlantic	(28.15,28.2]	-0.9691484	-0.9707816	-0.9675152
silicate	Atlantic	(28.2, Inf]	-0.8857264	-0.9357824	-0.8356704
silicate	Indian	(-Inf,26]	-0.7111882	-0.7166512	-0.7057253
silicate	Indian	(26,26.5]	-0.9386254	-0.9389742	-0.9382766
silicate	Indian	(26.5,26.75]	-0.9208305	-0.9424336	-0.8992274
silicate	Indian	(26.75,27]	-0.8283135	-0.8345705	-0.8220566
silicate	Indian	(27,27.25]	-0.6827366	-0.7152772	-0.6501960
silicate	Indian	(27.25,27.5]	-0.1079625	-0.1302418	-0.0856833
silicate	Indian	(27.5,27.75]	0.1664514	0.1341145	0.1987883
silicate	Indian	(27.75,27.85]	-0.2398313	-0.2676914	-0.2119713
silicate	Indian	(27.85,27.95]	-0.3832536	-0.3839609	-0.3825463
silicate	Indian	(27.95,28.05]	-0.4874346	-0.5053762	-0.4694930
silicate	Indian	(28.05,28.1]	-0.4965133	-0.5019112	-0.4911154
silicate	Indian	(28.1, Inf]	-0.2094980	-0.2314755	-0.1875206
silicate	Pacific	(-Inf,26]	-0.2398567	-0.3201558	-0.1595577
silicate	Pacific	(26,26.5]	-0.7766040	-0.8106248	-0.7425831
silicate	Pacific	(26.5,26.75]	-0.6951694	-0.7135598	-0.6767789
silicate	Pacific	(26.75,27]	-0.6952461	-0.7127631	-0.6777290
silicate	Pacific	(27,27.25]	-0.4340807	-0.5243973	-0.3437642
silicate	Pacific	(27.25,27.5]	0.3292802	0.2510351	0.4075252
silicate	Pacific	(27.5,27.75]	0.5839292	0.5023931	0.6654653
silicate	Pacific	(27.75,27.85]	0.5147891	0.4167162	0.6128620
silicate	Pacific	(27.85,27.95]	0.2617193	0.0711528	0.4522857
silicate	Pacific	(27.95,28.05]	-0.1279134	-0.4023801	0.1465533
silicate	Pacific	(28.05,28.1]	-0.3209982	-0.6051890	-0.0368075
silicate	Pacific	(28.1, Inf]	-0.2110604	-0.5102893	0.0881686
temp	Atlantic	(-Inf,26]	-0.2991297	-0.4420726	-0.1561867
temp	Atlantic	(26,26.5]	0.8073339	0.7982297	0.8164380
temp	Atlantic	(26.5,26.75]	0.8383183	0.8056931	0.8709435
temp	Atlantic	(26.75,27]	0.7936577	0.7408684	0.8464470
temp	Atlantic	(27,27.25]	0.7735545	0.7565352	0.7905737
temp	Atlantic	(27.25,27.5]	0.8247939	0.7716356	0.8779522
temp	Atlantic	(27.5,27.75]	0.7350324	0.7172214	0.7528433
temp	Atlantic	(27.75,27.85]	0.6308816	0.6133712	0.6483920
temp	Atlantic	(27.85,27.95]	0.5079141	0.3603569	0.6554712
temp	Atlantic	(27.95,28.05]	0.5885379	0.4711076	0.7059683
temp	Atlantic	(28.05,28.1]	0.6500002	0.5702262	0.7297742
temp	Atlantic	(28.1,28.15]	0.6798934	0.6257620	0.7340249
temp	Atlantic	(28.15,28.2]	0.6847596	0.6602035	0.7093157
temp	Atlantic	(28.2, Inf]	0.3093799	0.2317499	0.3870099
temp	Indian	(-Inf,26]	-0.0926973	-0.0967990	-0.0885956
temp	Indian	(26,26.5]	0.4711320	0.4662502	0.4760138
temp	Indian	(26.5,26.75]	0.2425671	0.1689005	0.3162337
temp	Indian	(26.75,27]	-0.0310109	-0.0555301	-0.0064917
temp	Indian	(27,27.25]	-0.2037000	-0.2672511	-0.1401489
temp	Indian	(27.25,27.5]	-0.1086468	-0.1857871	-0.0315065
temp	Indian	(27.5,27.75]	-0.2653320	-0.2715537	-0.2591103
temp	Indian	(27.75,27.85]	-0.3358661	-0.3617381	-0.3099940
temp	Indian	(27.85,27.95]	-0.1444980	-0.2015320	-0.0874639
temp	Indian	(27.95,28.05]	0.0281190	-0.0124765	0.0687145
temp	Indian	(28.05,28.1]	0.0285334	-0.0941895	0.1512563
temp	Indian	(28.1, Inf]	0.4259269	0.3850683	0.4667856
temp	Pacific	(-Inf,26]	-0.4439585	-0.4560110	-0.4319060
temp	Pacific	(26,26.5]	0.5643929	0.4839332	0.6448526
temp	Pacific	(26.5,26.75]	0.4689108	0.4544425	0.4833790
temp	Pacific	(26.75,27]	0.4286135	0.3896062	0.4676209
temp	Pacific	(27,27.25]	0.0956416	0.0276125	0.1636707
temp	Pacific	(27.25,27.5]	-0.4864696	-0.4916013	-0.4813379
temp	Pacific	(27.5,27.75]	-0.4834054	-0.5254170	-0.4413938
temp	Pacific	(27.75,27.85]	-0.3196954	-0.3269756	-0.3124152
temp	Pacific	(27.85,27.95]	-0.3358681	-0.3520728	-0.3196634
temp	Pacific	(27.95,28.05]	-0.0649868	-0.0919288	-0.0380448
temp	Pacific	(28.05,28.1]	-0.0363024	-0.1352430	0.0626382
temp	Pacific	(28.1, Inf]	-0.0360053	-0.2697342	0.1977237

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  colorspace_2.0-2
 [9] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1

eMLR - assumption testing

Jens Daniel Müller

04 July, 2022