eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-03-21

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: e2f428b

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 e2f428b. 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_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	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.
Rmd	3839169	jens-daniel-mueller	2022-01-23	rerun after R upgrade and with talk calc correction
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.
Rmd	0957510	jens-daniel-mueller	2022-01-08	run without sal predictor
html	984b603	jens-daniel-mueller	2022-01-06	Build site.
html	2dc49a1	jens-daniel-mueller	2022-01-06	Build site.
Rmd	fcb5724	jens-daniel-mueller	2022-01-06	test cstar_tco2 target
html	cf50b3e	jens-daniel-mueller	2022-01-06	Build site.
Rmd	c1e3356	jens-daniel-mueller	2022-01-06	plot residuals of best models only
html	edc52d7	jens-daniel-mueller	2022-01-06	Build site.
Rmd	2267d0d	jens-daniel-mueller	2022-01-06	plot residuals of best models only - test
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.
Rmd	3523f32	jens-daniel-mueller	2022-01-03	tco2 target for 2004-2014
html	da28869	jens-daniel-mueller	2021-12-23	Build site.
Rmd	3046f72	jens-daniel-mueller	2021-12-23	rerun without log(phosphate) predictor, test tco2 target
html	6c0fee8	jens-daniel-mueller	2021-12-23	Build site.
Rmd	5e976de	jens-daniel-mueller	2021-12-23	added residual vs predictor plots
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.
Rmd	e56c3c5	jens-daniel-mueller	2021-09-22	rerun with classical rmse vif selection
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
Rmd	ef591b4	jens-daniel-mueller	2021-09-22	rerun with alternative rmse vif selection
html	ce9412c	jens-daniel-mueller	2021-09-22	Build site.
Rmd	73cc280	jens-daniel-mueller	2021-09-22	new vif plots added
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
Rmd	d69f5d5	jens-daniel-mueller	2021-09-22	rerun with 7 predictors
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
Rmd	ec2c293	jens-daniel-mueller	2021-08-30	rerun with surface dic regression approach
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.
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.
Rmd	e675869	jens-daniel-mueller	2021-08-09	without P, AIP basins
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.
Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
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.
Rmd	89d9fcb	jens-daniel-mueller	2021-07-13	complete revision
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.
Rmd	af271b5	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
html	147cb07	jens-daniel-mueller	2021-06-29	Build site.
Rmd	80ae560	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
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.
Rmd	a61014f	jens-daniel-mueller	2021-05-28	test run with cstar target variable
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.
Rmd	e2b3434	jens-daniel-mueller	2021-05-26	generate seperate output
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
Rmd	8adf952	jens-daniel-mueller	2021-05-20	parallelisation tested, not succesful
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.
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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.
html	d3c3fde	jens-daniel-mueller	2021-03-26	Build site.
Rmd	88fa519	jens-daniel-mueller	2021-03-26	included model data
html	594d503	jens-daniel-mueller	2021-03-26	Build site.
Rmd	e4ef0f6	jens-daniel-mueller	2021-03-26	included model data
html	06bfaf7	jens-daniel-mueller	2021-03-26	Build site.
Rmd	6d2102a	jens-daniel-mueller	2021-03-26	included model data
html	2eb881a	jens-daniel-mueller	2021-03-26	Build site.
Rmd	a9e976a	jens-daniel-mueller	2021-03-26	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	de6256b	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.
Rmd	6c5618b	jens-daniel-mueller	2021-03-20	rerun with vif threshold
html	108d6b2	jens-daniel-mueller	2021-03-20	Build site.
Rmd	2b99ba0	jens-daniel-mueller	2021-03-20	included vif removel option
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
Rmd	4df8990	jens-daniel-mueller	2021-03-20	added vif calculation and plots
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.
Rmd	c9cf1fd	jens-daniel-mueller	2021-03-04	rebuild with NA in Cant replaced by 0
html	27ae473	jens-daniel-mueller	2021-02-24	Build site.
Rmd	7f77d91	jens-daniel-mueller	2021-02-24	removed log10 color scale
html	fec3558	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ebedac	jens-daniel-mueller	2021-02-24	latitudinal residual plots
html	4bc00ea	jens-daniel-mueller	2021-02-24	Build site.
Rmd	de11bfe	jens-daniel-mueller	2021-02-24	clean up purrr approach and residual plots
html	42eca5d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	06a2f3b	jens-daniel-mueller	2021-02-24	purrr residual plots by basin
html	a1ba577	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ae7d87	jens-daniel-mueller	2021-02-24	loop residual plots by basin
html	071743d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c45672c	jens-daniel-mueller	2021-02-24	added residual plots
html	ac1a836	jens-daniel-mueller	2021-02-24	Build site.
Rmd	5f655e0	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	b03fbd3	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c69736b	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
Rmd	1b3c171	jens-daniel-mueller	2021-02-24	introduced purrr::map to model fitting, rebuild all
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
Rmd	cbfc388	jens-daniel-mueller	2021-02-23	introduced purrr::map to model fitting
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
Rmd	0ad30ba	jens-daniel-mueller	2021-01-07	removed GLODAP gamma filter, target variable mapped by eras+era
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.
Rmd	bef9220	jens-daniel-mueller	2020-12-23	rebuild before sensitivity test
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.
Rmd	7e1b1c0	jens-daniel-mueller	2020-12-18	rebuild without na predictors
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
Rmd	737d904	jens-daniel-mueller	2020-12-17	rebuild without na predictors
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	a84ff3c	jens-daniel-mueller	2020-12-17	Build site.
Rmd	40369db	jens-daniel-mueller	2020-12-17	model selection criterion added
html	5b48ef5	jens-daniel-mueller	2020-12-17	Build site.
Rmd	e6ed2bc	jens-daniel-mueller	2020-12-17	plotted model results
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
Rmd	7c8ace9	jens-daniel-mueller	2020-12-17	new MLR fitting routine, rmse corrected
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
Rmd	3d5a3e2	jens-daniel-mueller	2020-12-16	new MLR fitting routine
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.
html	e91cebd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	d7992c4	jens-daniel-mueller	2020-12-15	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	ba112d3	jens-daniel-mueller	2020-12-11	Build site.
Rmd	91b2b29	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
Rmd	71c63b0	jens-daniel-mueller	2020-12-09	rerun with variable predictor assignment
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.
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	0895ad6	jens-daniel-mueller	2020-11-30	rebuild with all plot output
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

---

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 combinations

Find all possible combinations of following considered predictor variables:

• sal, temp, aou, oxygen, nitrate, silicate

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

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

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

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)

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

# MLR_predictors <-
#   c(
#     params_local$MLR_predictors,
#     params_local$MLR_predictors_trans
#   )

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

4 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 7

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

This results in a total number of MLR models of:

• 57

5 Fit all models

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

• cstar_tco2_talk_phosphate

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

# prepare nested data frame
GLODAP %>%
  filter_all(any_vars(is.na(.)))

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% params_local$plot_slabs) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions
GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

# fit models and extract tidy model output
if (params_local$MLR_function == "lm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x))
  )
}

if (params_local$MLR_function == "rlm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ MASS::rlm(as.formula(.y), data = .x))
  )
}

# Cautionary note:
# ols_vif_tol requires a lm object with at least 2 predictors

GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
  mutate(
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )

6 Tidy models

# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, vif)) %>%
  unnest(glanced) %>% 
  rename(n_predictors = n)

# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, glanced, augmented, vif)) %>%
  unnest(tidied)

# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>% 
  select(-c(data, fit, tidied, glanced, vif)) %>% 
  unnest(augmented) 

# print(object.size(GLODAP_augmented), units = "MB")

# extract VIF from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, glanced)) %>%
  unnest(vif)

# calculte max VIF per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>% 
  group_by(data_source, era, basin, gamma_slab, model, n) %>% 
  summarise(vif_max = max(VIF)) %>% 
  ungroup()

# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
  group_by(data_source, era, basin, gamma_slab, model) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)


# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
  select(-c(fit, tidied, glanced, augmented, vif)) %>%
  unnest(data)

# append input data with augmented data
GLODAP_augmented <- bind_cols(
  GLODAP_data,
  GLODAP_augmented %>% select(.fitted, .resid)
)

rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
   GLODAP_data)

7 Prepare coeffcients

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

7.1 VIF threshold

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

• 500

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

GLODAP_glanced_clean <- GLODAP_glanced %>% 
  filter(vif_max <= params_local$vif_max)

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)

# A tibble: 0 × 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

# calculate RMSE sum for adjacent eras
lm_all <- GLODAP_glanced_clean  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

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

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
} 

if (params_local$MLR_criterion == "bic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = bic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}

if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}


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

data_source	basin	gamma_slab	model	AIC	BIC	rmse	rmse_sum	aic_sum	bic_sum
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	1092.4506	1111.7728	4.4870628	9.1873658	2510.603	2550.733
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	2159.6634	2182.1978	7.2374071	13.8806467	4119.436	4164.072
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	1033.9714	1056.5139	3.8104260	8.4596050	2448.940	2495.759
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	2156.5741	2182.8643	7.1793609	13.2502201	4065.368	4117.443
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	1066.7027	1086.0248	4.1854294	9.0670033	2502.791	2542.922
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	1092.1517	1111.4739	4.4834394	9.4186776	2533.423	2573.553
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	2148.0240	2170.5584	7.1053375	13.6530220	4099.277	4143.913
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	1033.7272	1056.2697	3.8079120	8.6791738	2470.813	2517.632
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2144.8372	2171.1274	7.0472626	13.0640485	4048.370	4100.446
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	1066.2923	1085.6144	4.1807890	9.3222432	2526.966	2567.097
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2232.3176	2254.8521	8.1191237	16.1099809	4300.693	4345.329
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	1072.6810	1092.0031	4.2536048	9.3160117	2526.011	2566.141
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	1092.1449	1111.4670	4.4833563	9.4494054	2536.366	2576.496
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	2144.1534	2166.6878	7.0619543	13.5823860	4092.954	4137.590
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	1033.8491	1056.3916	3.8091665	8.7404251	2476.738	2523.557
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2140.6866	2166.9768	7.0011325	13.0043389	4042.891	4094.966
mod	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	1066.3032	1085.6253	4.1809122	9.3085140	2525.698	2565.829
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2231.4740	2254.0084	8.1082933	16.0937224	4299.450	4344.085
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	2229.9161	2248.6948	8.1139676	15.7896198	4272.627	4309.824
obs	Atlantic	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2227.6436	2250.1781	8.0592996	15.5568416	4258.550	4303.186
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	4512.9863	4540.3779	5.7590361	11.7170196	8561.611	8615.677
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	4648.2288	4675.5009	6.7644816	14.0129629	9107.076	9161.247
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4594.5155	4621.9071	6.0993676	12.4332317	8720.225	8774.291
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4646.7582	4674.0303	6.7573388	13.5632259	9023.196	9077.367
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	4627.9459	4655.3375	6.2446657	12.9129666	8818.488	8872.554
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	4523.8508	4551.1229	6.1862780	12.5704388	8816.619	8870.790
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	4487.6817	4519.6385	5.6493558	11.4004592	8493.778	8556.855
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	4452.5722	4484.3897	5.8690391	12.2395724	8744.545	8807.745
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4665.0296	4692.4212	6.4098948	13.1610199	8871.126	8925.192
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4542.9568	4570.2289	6.2717736	12.6895943	8842.603	8896.774
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4496.6956	4528.6524	5.6853309	11.4541619	8506.670	8569.747
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4467.1838	4499.0012	5.9309699	12.3373742	8766.501	8829.701
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4677.8517	4705.2433	6.4680362	13.2389980	8887.645	8941.711
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4554.3798	4581.6519	6.3234523	12.7764197	8861.170	8915.341
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4508.2590	4540.2158	5.7318170	11.5476151	8528.450	8591.527
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4478.2545	4510.0720	5.9783276	12.4220497	8785.169	8848.368
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4509.4387	4536.8303	5.7446663	11.6675527	8550.619	8604.685
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4647.6993	4674.9714	6.7619086	14.0203035	9108.334	9162.505
mod	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4513.2181	4540.6097	5.7599764	11.6755712	8552.847	8606.913
obs	Atlantic	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4646.9464	4674.2185	6.7582522	14.0078310	9105.992	9160.163
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	4247.1600	4269.5217	6.3950753	11.6003427	7608.082	7651.956
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	4201.7155	4228.5496	6.1648467	11.0401875	7493.132	7545.782
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	4920.8644	4944.1287	5.7509272	12.6412432	9237.750	9283.345
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4230.6698	4257.5038	6.3043446	11.5806539	7608.394	7661.044
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4906.7278	4934.6450	5.6913666	12.5340671	9216.695	9271.409
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	4940.5491	4963.8134	5.8244286	12.9198573	9295.158	9340.753
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	4928.0735	4955.9907	5.7702869	12.8515183	9282.106	9336.820
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4261.8327	4288.6668	6.4580128	11.7157237	7635.701	7688.351
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4865.0518	4892.9690	5.5403775	11.8086691	9062.265	9116.979
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4217.0692	4248.3757	6.2287955	11.0969892	7508.884	7570.308
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4844.6320	4877.2020	5.4608160	11.6257347	9022.460	9086.293
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate	5029.9991	5053.2635	6.1704427	12.9092813	9318.298	9363.893
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	5029.0525	5056.9697	6.1587236	12.8895945	9317.830	9372.544
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4278.1267	4304.9608	6.5398461	11.9191657	7676.965	7729.615
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4858.6764	4886.5935	5.5176357	11.7834038	9055.371	9110.086
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4236.6529	4267.9593	6.3237802	11.3226310	7557.389	7618.814
obs	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4834.2991	4866.8691	5.4245330	11.5900721	9012.257	9076.090
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	4260.0456	4282.4073	6.4590753	11.7684894	7642.600	7686.475
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4215.1158	4241.9498	6.2290195	11.1834761	7524.111	7576.760
mod	Atlantic	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4234.6611	4261.4952	6.3238206	11.4010175	7570.379	7623.029
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	6056.3315	6080.7488	5.3578745	10.2114832	11068.098	11116.147
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	5457.4313	5486.7321	3.9382212	7.8879615	10127.469	10185.127
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	6114.4825	6143.3102	7.1264435	15.8847433	11351.980	11408.349
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	6096.4643	6120.4874	7.0634460	15.9881341	11359.363	11406.337
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	5631.6054	5660.9062	4.3057773	8.7862018	10511.924	10569.582
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6074.5657	6103.3934	6.9704898	15.7637231	11317.859	11374.228
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	5917.9295	5946.7572	6.3907928	13.8644479	10924.479	10980.849
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	5844.1312	5877.7635	6.1278350	13.3715226	10807.176	10872.940
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	5807.2996	5836.6004	4.7113050	9.8540221	10917.575	10975.233
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	6053.3984	6082.6992	5.3443512	10.1550096	11052.339	11109.997
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	5925.7241	5954.5518	6.4184653	13.8908812	10932.033	10988.402
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	5442.3902	5476.5744	3.9039898	7.6259477	10015.348	10082.616
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	5823.5947	5857.2270	6.0584723	13.2316003	10772.387	10838.151
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	5940.1124	5968.9401	6.4698624	13.9811554	10953.976	11010.346
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	5483.2981	5517.4824	3.9866688	7.7954392	10094.715	10161.983
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	5825.4763	5859.1086	6.0647946	13.2605383	10778.852	10844.616
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	6078.2386	6102.6559	5.4183441	10.3604226	11120.135	11168.184
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	5492.2061	5521.5069	4.0090090	8.0152068	10185.917	10243.575
obs	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	6117.2287	6146.0564	7.1373002	15.9482838	11363.458	11419.827
mod	Atlantic	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	5529.3799	5558.6807	4.0860880	8.1895200	10263.091	10320.749
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	9899.9397	9926.1644	8.2537006	17.6631136	17765.693	17816.808
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	6676.5366	6707.4830	3.2423099	6.1547981	12112.260	12173.170
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	9900.0813	9931.5509	8.2482281	17.6292842	17761.357	17822.696
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6670.3617	6701.3081	3.2345229	6.3840151	12276.634	12337.544
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	9851.5353	9883.0049	8.1065543	17.0096429	17600.588	17661.927
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	10015.7692	10047.2389	8.5959059	16.6210490	17542.027	17603.366
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	9592.1030	9628.8175	7.3844089	15.2605770	17080.149	17151.711
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	7107.2293	7138.1758	3.8343550	7.4636544	13022.622	13083.532
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	10034.1406	10065.6103	8.6524503	16.7040445	17567.460	17628.799
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	6443.7860	6479.8902	2.9590617	5.4569672	11546.759	11617.820
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	9595.8035	9632.5181	7.3941678	15.3005230	17092.059	17163.621
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	7037.6144	7068.5608	3.7318071	7.3332230	12936.193	12997.103
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	10052.5850	10084.0547	8.7095938	16.7969721	17595.421	17656.760
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	6336.8809	6372.9851	2.8384057	5.2931972	11401.898	11472.960
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	9607.9709	9644.6855	7.4263461	15.3735529	17115.286	17186.848
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	7108.2349	7134.0236	3.8388453	7.4748983	13025.680	13076.438
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	6466.3222	6497.2686	2.9874698	5.4860462	11567.880	11628.790
obs	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	9901.7236	9933.1933	8.2530640	17.6063346	17756.634	17817.973
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	7039.4663	7065.2550	3.7374090	7.3726457	12956.422	13007.180
mod	Atlantic	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	6363.5421	6394.4885	2.8702623	5.3384151	11438.393	11499.303
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	10209.5141	10242.2977	4.5026256	8.2457060	19582.895	19648.340
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	10822.0648	10854.3650	6.9609151	14.3217205	20587.613	20651.497
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	10804.4520	10831.3689	6.9272246	14.1999759	20533.629	20586.866
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	9915.9437	9948.7273	4.1391682	7.7436420	19160.352	19225.798
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	10739.8587	10772.1589	6.7853457	14.0566910	20470.484	20534.368
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	10784.5575	10816.8577	6.8802533	13.8312504	20386.502	20450.386
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	10602.8820	10640.5656	6.4985427	13.2977719	20143.778	20218.310
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	10085.7760	10118.5597	4.3456934	8.6350252	19924.764	19990.209
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	10818.2307	10851.0143	5.3611477	9.6394171	20648.392	20713.837
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	10794.6913	10826.9915	6.9019541	13.8616623	20400.213	20464.097
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	9863.5308	9901.7784	4.0750982	7.3991679	18833.130	18909.483
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	10629.1312	10666.8148	6.5517680	13.3763852	20180.671	20255.203
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	10728.5890	10761.3727	5.2251215	9.2798626	20375.334	20440.780
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	10813.2533	10845.5536	6.9418809	13.9190032	20425.912	20489.796
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	9707.3116	9745.5591	3.8966110	7.0519868	18498.893	18575.246
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	10646.8662	10684.5498	6.5879757	13.4365785	20208.426	20282.958
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	9998.2580	10031.0416	4.2380114	7.6048049	19009.508	19074.954
obs	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	10822.9716	10855.2719	6.9628769	14.3242676	20588.747	20652.631
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	10763.0252	10790.3449	5.2799900	9.3418150	20413.737	20468.275
mod	Atlantic	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	9880.3024	9913.0860	4.0970885	7.2911810	18711.568	18777.014
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	14811.0525	14846.3938	3.8627603	7.2129663	29728.844	29799.886
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	10484.1580	10511.1733	5.8852919	12.6037447	20684.918	20738.608
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	14519.2369	14554.5782	3.6574105	6.7953105	29065.693	29136.735
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	10463.3191	10495.7374	5.8444793	12.4773254	20626.761	20691.189
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	16072.3410	16107.6822	4.8914557	8.3856884	31228.878	31299.920
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	10470.1641	10502.5825	5.8566814	12.2299949	20511.228	20575.656
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	14238.3591	14279.5906	3.4687762	6.3737300	28349.298	28432.181
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	10463.7801	10501.6015	5.8417394	12.2101281	20504.474	20579.640
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	15217.0941	15252.4353	4.1678125	7.9837146	30873.126	30944.168
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	10470.3329	10502.7512	5.8569826	12.6767146	20718.967	20783.395
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	16197.0161	16232.3574	5.0069583	8.6279060	31555.601	31626.643
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	10463.8717	10496.2901	5.8454635	12.1951635	20493.555	20557.983
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	14316.7539	14357.9853	3.5200564	6.5347600	28638.034	28720.916
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	10460.2212	10498.0427	5.8354083	12.1832982	20491.030	20566.197
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	10505.7110	10538.1293	5.9204590	12.6564549	20716.466	20780.894
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	10461.3694	10493.7878	5.8410084	12.1873930	20489.451	20553.880
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	14446.5055	14487.7369	3.6066017	6.7894235	29075.586	29158.468
obs	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	10456.9503	10494.7717	5.8295954	12.1752845	20486.696	20561.862
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	15049.8839	15085.2251	4.0393762	7.6734786	30429.037	30500.079
mod	Atlantic	(27.5,27.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	15220.5373	15255.8785	4.1704997	7.9851734	30874.743	30945.785
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	6634.0488	6659.2863	4.3106240	7.0419326	12296.162	12346.707
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	5997.3119	6027.5970	3.2653632	5.4387342	11128.560	11189.213
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	6374.3471	6403.6356	6.3417414	12.4316171	13263.254	13322.373
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ oxygen + nitrate + silicate	6398.9472	6423.3542	6.4289322	12.5465833	13295.556	13344.821
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6164.5133	6194.7984	3.5115841	5.5364863	11130.754	11191.407
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6413.7920	6443.0805	6.4714639	12.5473961	13297.812	13356.931
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	6613.8832	6644.1683	4.2692812	6.9700211	12251.750	12312.403
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	5946.4196	5981.7522	3.1911276	5.0464512	10710.698	10781.460
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	6288.9603	6319.2454	3.7068210	5.9979062	11543.213	11603.866
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	6399.3452	6428.6337	6.4236477	12.4982185	13282.888	13342.006
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	6019.1292	6054.4618	3.2936198	5.2230745	10874.772	10945.533
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	6384.1473	6418.3171	6.3671859	12.4431176	13270.167	13339.139
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	6384.0241	6413.3126	6.3733235	12.4771468	13277.809	13336.927
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	6054.8323	6090.1649	3.3451459	5.3464766	10995.767	11066.529
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	6382.9177	6417.0876	6.3631682	12.4361678	13267.909	13336.880
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	6091.5305	6121.8156	3.4019051	5.7452691	11398.397	11459.050
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	6388.9619	6418.2504	6.3894992	12.4823247	13278.902	13338.020
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + nitrate + silicate	6388.8944	6413.3014	6.3958408	12.5150212	13286.036	13335.302
mod	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	6125.1424	6155.4275	3.4519851	5.8714183	11506.507	11567.160
obs	Atlantic	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	6387.1788	6416.4673	6.3836531	12.4753999	13276.741	13335.859
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	6204.2135	6234.9069	2.9927018	6.0025904	12503.192	12564.657
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	11172.7441	11205.3426	6.5607445	12.5896773	22754.144	22819.712
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6280.9755	6311.6690	3.0874803	5.7877127	12309.193	12370.657
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	6436.9860	6467.6795	3.2894577	6.2638396	12706.369	12767.834
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	11331.3671	11363.9655	6.8757876	13.1930653	23080.859	23146.428
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	6059.4337	6095.2427	2.8194970	5.4722119	12045.372	12117.080
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	10839.6005	10877.6320	5.9417743	11.7346767	22279.308	22355.805
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	6409.7924	6440.4859	3.2533245	6.0685788	12542.046	12603.511
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	11317.1898	11349.7883	6.8470248	13.0602020	23006.898	23072.466
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	6490.4654	6521.1589	3.3616928	6.3497004	12771.247	12832.712
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	6109.0972	6144.9063	2.8769494	5.5488310	12112.990	12184.699
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	10915.3289	10953.3605	6.0763210	11.9026063	22375.712	22452.208
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	10950.1637	10982.7621	6.1428624	12.0639221	22466.603	22532.171
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	6137.3480	6173.1571	2.9101519	5.6078102	12165.187	12236.895
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	10922.6913	10960.7228	6.0895631	11.9226981	22387.302	22463.798
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	6290.9234	6321.6169	3.0999807	6.2186060	12678.412	12739.877
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	11260.4940	11293.0924	6.7331980	12.8050801	22867.434	22933.003
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + nitrate + silicate	11312.9716	11340.1369	6.8425353	13.0146010	22976.793	23031.434
mod	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	6322.1293	6352.8228	3.1395232	6.3061287	12747.697	12809.161
obs	Atlantic	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	11277.5670	11310.1655	6.7672746	12.8543957	22893.526	22959.095
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	7940.9845	7967.3116	3.8734011	7.8222790	16763.704	16816.851
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	7768.5348	7800.1273	3.6441989	7.3739963	16413.118	16476.894
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	13384.2597	13418.0831	6.0790373	12.5568824	27419.994	27487.809
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	7846.9042	7878.4968	3.7454376	7.5328118	16539.834	16603.610
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	13394.5375	13428.3609	6.0941185	12.4836874	27371.738	27439.553
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	7679.8296	7716.6876	3.5304363	7.1697433	16248.899	16323.305
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	13143.8294	13183.2901	5.7339305	11.8855719	26961.144	27040.262
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	13404.1447	13432.3308	6.1111953	12.5746130	27428.367	27484.880
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	13259.0542	13292.8776	5.8982861	12.3062787	27248.537	27316.353
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	7831.2689	7862.8615	3.7250176	7.4894480	16505.022	16568.798
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	13429.4581	13463.2815	6.1456393	12.5718625	27431.061	27498.876
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	7609.2864	7646.1444	3.4444217	7.0101921	16113.932	16188.338
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	13187.0991	13226.5597	5.7940568	11.9901383	27035.121	27114.239
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	13217.7470	13251.5704	5.8398403	12.0516616	27074.592	27142.407
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	7823.9914	7855.5840	3.7155511	7.4665267	16486.444	16550.220
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	13405.0955	13438.9189	6.1096498	12.5284746	27401.784	27469.599
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	7573.2601	7610.1181	3.4013057	6.9288915	16043.927	16118.332
obs	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	13179.7402	13219.2009	5.7837868	11.9840772	27030.659	27109.777
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	7709.5830	7741.1756	3.5698517	7.2403242	16303.564	16367.340
mod	Atlantic	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	7688.7417	7720.3343	3.5439321	7.1945509	16265.606	16329.382
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	3460.0586	3485.0830	1.1576867	2.3222937	7448.646	7499.389
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	3227.7834	3257.8127	1.0409444	2.0648400	6892.328	6953.219
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	9432.7580	9459.3474	5.5145566	12.3250183	19194.636	19247.660
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	9428.7122	9460.6194	5.5035060	12.3079145	19189.992	19253.621
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	3449.1175	3479.1468	1.1509091	2.1871869	7144.098	7204.989
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	9409.6378	9436.2272	5.4724167	12.2775011	19169.208	19222.232
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	9405.4491	9437.3564	5.4611916	12.2632478	19165.719	19229.347
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3488.3703	3518.3996	1.1715902	2.2237667	7221.902	7282.793
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	9432.7593	9464.6666	5.5109010	12.3099873	19191.753	19255.381
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3277.3268	3312.3610	1.0636430	2.0632920	6883.190	6954.230
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	9428.1613	9465.3864	5.4988501	12.2844680	19183.361	19257.594
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3506.5634	3536.5927	1.1813012	2.2513881	7282.833	7343.724
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	9406.0591	9437.9664	5.4622971	12.2325980	19152.656	19216.284
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3296.5521	3331.5863	1.0729616	2.0913465	6949.432	7020.472
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	9403.9684	9441.1936	5.4548885	12.2039305	19143.375	19217.609
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	3509.8746	3534.8990	1.1841514	2.3921601	7591.107	7641.850
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	3275.3560	3305.3853	1.0636570	2.1306485	7044.291	7105.182
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	9490.2058	9516.7952	5.6206739	12.4432099	19257.260	19310.284
mod	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3294.6375	3324.6668	1.0730032	2.1660357	7124.626	7185.517
obs	Atlantic	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	9472.8783	9504.7856	5.5847463	12.3915938	19235.205	19298.834
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	3971.9900	4005.5744	0.6534666	1.3834957	8471.734	8539.019
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4823.2075	4856.7919	0.8090358	1.6447222	9872.278	9939.563
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	11328.8260	11361.8623	5.4291837	11.5044362	21190.809	21255.836
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	4418.0303	4451.6147	0.7308390	1.5109849	9187.610	9254.895
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	3937.7089	3976.8907	0.6475456	1.3767205	8434.694	8513.193
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	11312.7362	11345.7725	5.4052251	11.4780230	21173.485	21238.511
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4491.1805	4524.7648	0.7443750	1.5369795	9325.147	9392.432
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	11315.7034	11348.7396	5.4096353	11.4984888	21184.521	21249.547
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4023.8507	4063.0325	0.6616921	1.4039957	8593.357	8671.857
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	11287.8506	11326.3929	5.3654265	11.3014130	21080.964	21156.829
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4539.7219	4573.3063	0.7534954	1.5588193	9438.389	9505.674
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	11276.3032	11309.3395	5.3513642	11.3868669	21118.226	21183.252
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4059.1210	4098.3028	0.6675731	1.4196742	8681.916	8760.416
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	11247.4108	11285.9531	5.3061150	11.1726595	21004.563	21080.428
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	11320.4730	11348.0033	5.4197111	11.5117912	21188.909	21243.098
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4045.2027	4078.7871	0.6655800	1.4100419	8624.509	8691.794
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	11285.9344	11318.9706	5.3655500	11.3019205	21077.246	21142.272
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	11277.4707	11305.0009	5.3560255	11.3945637	21118.930	21173.119
mod	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4081.5409	4115.1253	0.6716755	1.4259526	8714.078	8781.363
obs	Atlantic	(28.1,28.15]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	11245.7644	11278.8006	5.3066307	11.1743752	21001.542	21066.568
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	1370.9527	1395.3030	0.4905063	1.1048562	2493.460	2539.770
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	576.7717	605.9920	0.3244243	0.8663781	1551.570	1607.142
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	4557.7025	4585.3908	5.0925514	11.0272676	8639.794	8694.214
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	1464.8596	1489.2099	0.5150148	1.1665907	2657.609	2703.919
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	983.7009	1012.9213	0.4007486	0.8883926	1832.419	1887.991
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	1007.2911	1036.5115	0.4056873	0.8966901	1864.205	1919.777
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4461.7255	4489.4139	4.7752734	10.7846104	8559.711	8614.131
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4444.7004	4477.0035	4.7147684	10.4607086	8487.674	8551.163
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	4524.4185	4552.1069	4.9802031	11.1599359	8657.970	8712.390
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	1019.6453	1048.8656	0.4082979	0.9019562	1882.999	1938.571
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4451.9586	4479.6470	4.7441157	10.6889547	8536.218	8590.638
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4432.6190	4464.9220	4.6767449	10.3520657	8459.862	8523.352
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	1430.2979	1454.6482	0.5058554	1.1372200	2585.424	2631.734
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	4471.6037	4494.6773	4.8134421	10.8292147	8568.951	8614.301
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	594.6342	623.8546	0.3274472	0.8743361	1580.256	1635.828
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4458.7254	4486.4138	4.7656810	10.5297110	8503.697	8558.117
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	1444.0031	1468.3533	0.5094678	1.1490126	2614.499	2660.809
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	4459.5684	4482.6420	4.7747705	10.7274048	8543.495	8588.844
mod	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	601.0519	630.2722	0.3285401	0.8783326	1592.997	1648.569
obs	Atlantic	(28.15,28.2]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4444.0469	4471.7353	4.7190254	10.4116642	8473.166	8527.585
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	8343.6151	8375.2703	4.3231023	8.9692852	16251.334	16314.174
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	3112.8092	3141.0410	0.5077817	1.1129355	6193.640	6248.989
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2913.7522	2947.6303	0.4839690	1.0147472	5557.269	5623.689
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	8330.6683	8362.3234	4.3037786	8.8807955	16198.311	16261.151
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	2832.2253	2866.1034	0.4746343	0.9894456	5373.420	5439.840
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	8317.7445	8349.3997	4.2845756	9.0272456	16280.384	16343.224
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	2644.6484	2684.1729	0.4536184	0.9644170	5161.630	5239.119
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	8318.3215	8355.2525	4.2824664	8.8431041	16178.385	16251.698
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	2935.4851	2963.7168	0.4867207	1.0566479	5815.403	5870.753
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2710.6218	2744.5000	0.4610446	1.0203683	5529.626	5596.045
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	2821.9498	2855.8279	0.4734707	0.9877541	5359.708	5426.128
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	8319.4735	8351.1287	4.2871397	8.9770135	16252.201	16315.041
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2632.9476	2672.4721	0.4523522	0.9629379	5148.532	5226.022
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	8321.2110	8358.1421	4.2867503	8.8116456	16160.251	16233.564
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	2839.1081	2872.9862	0.4754154	0.9907346	5383.607	5450.026
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	8335.2935	8366.9487	4.3106721	8.9705511	16250.877	16313.717
mod	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2651.0553	2690.5797	0.4543133	0.9654557	5170.291	5247.781
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	8336.7172	8373.6482	4.3098125	8.8105711	16161.466	16234.779
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	8348.2329	8379.8881	4.3300156	8.9662413	16250.219	16313.059
obs	Atlantic	(28.2, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	8362.7560	8394.4112	4.3518298	8.9519464	16243.850	16306.690
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	2995.7030	3025.2332	4.7156425	9.1760422	6471.745	6531.984
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	3140.8012	3166.1128	5.4597191	10.2060630	6688.661	6740.294
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	2822.5701	2847.1855	5.6118246	12.7094819	6429.510	6479.786
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2937.4419	2966.9721	4.4497866	8.7493883	6369.865	6430.104
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2804.4729	2833.1908	5.4870778	12.4273810	6389.559	6448.214
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	3091.0413	3116.3529	5.1957223	9.7839825	6598.659	6650.292
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2802.5219	2827.1373	5.4873784	12.4621463	6390.879	6441.154
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3052.5693	3077.8809	5.0003950	9.4744981	6530.256	6581.889
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	2840.4056	2865.0209	5.7249058	12.6763086	6425.192	6475.467
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2939.9377	2969.4679	4.4608623	8.7691333	6374.754	6434.993
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2805.2807	2833.9986	5.4920380	12.4275957	6389.639	6448.294
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	3091.3240	3116.6356	5.1971854	9.7850137	6598.830	6650.463
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2803.3954	2828.0107	5.4927424	12.4706757	6392.235	6442.510
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + silicate	3093.2748	3114.3678	5.2176772	9.8072716	6599.238	6642.266
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	3055.6668	3080.9784	5.0158462	11.8933906	7044.141	7095.774
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	2903.5195	2928.1349	6.1436766	13.1152950	6491.396	6541.671
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + silicate	2902.1960	2922.7088	6.1483273	13.2028418	6500.649	6542.545
mod	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3060.7609	3086.0725	5.0413602	11.9203426	7049.483	7101.116
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2900.9960	2925.6114	6.1263591	13.0871403	6487.217	6537.492
obs	Indian	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + silicate	2899.5408	2920.0536	6.1300936	13.1880920	6498.519	6540.415
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	2462.2773	2482.5378	4.3322784	8.3104687	6453.544	6496.638
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ oxygen + nitrate + silicate	2476.2746	2496.5350	4.4042103	8.4100610	6477.394	6520.488
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2460.0865	2484.3991	4.3109714	7.5040761	6140.750	6192.463
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2276.3782	2299.8592	5.1604925	10.7577541	6302.852	6353.093
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2469.4311	2493.7437	4.3586262	7.4581625	6107.803	6159.515
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2280.6557	2304.1367	5.1904087	10.7680458	6302.641	6352.882
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	2292.5046	2315.9856	5.2741864	10.6339514	6263.568	6313.808
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2456.4128	2484.7774	4.2822915	7.2978034	6057.704	6118.035
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2276.9238	2304.3183	5.1503601	10.1339406	6156.985	6215.599
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2569.9947	2594.3073	4.9060398	8.2984693	6336.764	6388.477
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2280.4372	2303.9182	5.1888761	10.6022982	6264.231	6314.472
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	2293.0350	2316.5160	5.2779681	10.6394166	6264.500	6314.740
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2456.2854	2484.6500	4.2816497	7.2984499	6058.184	6118.515
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2275.9527	2303.3472	5.1436053	10.1241841	6155.244	6213.858
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2569.9504	2594.2629	4.9057838	8.2984332	6336.812	6388.525
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2279.5870	2303.0681	5.1829183	10.6051916	6265.469	6315.709
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	2454.5046	2478.8171	4.2827539	8.2448924	6442.022	6493.734
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	2281.8226	2305.3036	5.1985999	10.1823242	6159.921	6210.161
mod	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2454.4525	2478.7650	4.2824914	8.2522831	6444.714	6496.426
obs	Indian	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2281.2887	2304.7697	5.1948503	10.1757188	6158.654	6208.895
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	3124.8253	3145.3604	7.7654662	13.2041410	8724.828	8769.364
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2073.6385	2097.3890	3.4718135	5.9730147	5542.489	5593.879
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	3118.1463	3142.7884	7.6907761	13.1022557	8711.146	8764.590
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	2093.1806	2112.9728	3.5697991	6.3405994	5711.531	5754.357
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2084.5144	2108.2650	3.5209424	6.0439712	5566.224	5617.615
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + silicate	2098.7603	2118.5524	3.5956261	6.3595124	5713.413	5756.239
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3100.3014	3124.9436	7.5394553	12.9545865	8694.513	8747.956
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2058.2486	2085.9575	3.3946799	5.8952300	5528.713	5588.669
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3098.9872	3127.7363	7.5116805	12.9059914	8688.280	8750.631
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2088.2243	2111.9749	3.5378593	6.2986110	5703.198	5754.588
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3112.7955	3137.4376	7.6450861	13.0472395	8702.698	8756.141
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2057.7816	2085.4906	3.3926326	5.8959551	5529.887	5589.842
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3112.3732	3141.1223	7.6244916	13.0004494	8695.545	8757.896
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2087.8910	2111.6416	3.5363361	6.2986847	5703.720	5755.111
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	3116.7916	3137.3267	7.6963046	13.1883972	8734.349	8778.885
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	2064.2991	2088.0496	3.4301730	6.5035097	5838.019	5889.409
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	3118.7901	3143.4322	7.6962917	13.1432321	8723.521	8776.964
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	3127.7667	3148.3019	7.7909443	13.2617545	8738.351	8782.887
mod	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2064.4383	2088.1889	3.4307901	6.5136286	5842.727	5894.117
obs	Indian	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3129.6985	3154.3406	7.7903519	13.2093758	8725.201	8778.644
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ aou + oxygen + silicate	4877.9354	4900.9143	6.7271658	12.4579128	13597.422	13646.536
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2511.7504	2537.2618	2.6893481	5.5611181	7159.777	7214.345
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	2519.4536	2540.7131	2.7146059	5.6033497	7176.524	7221.997
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2531.5046	2557.0160	2.7410194	5.5744367	7154.336	7208.903
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + oxygen + silicate	2533.2663	2554.5258	2.7509708	5.5973127	7162.626	7208.099
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	2553.2235	2578.7349	2.7989760	6.0045746	7407.335	7461.902
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4852.2060	4879.7807	6.6009470	12.0548523	13437.430	13496.367
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2504.2623	2534.0256	2.6648775	5.3872016	7054.138	7117.800
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4828.7952	4860.9657	6.4873624	11.8863655	13388.176	13456.935
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2517.9577	2543.4691	2.7054788	5.4684785	7093.626	7148.194
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	4869.9519	4897.5266	6.6814473	12.4333568	13601.583	13660.519
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	2553.0722	2578.5837	2.7985682	6.0073145	7409.023	7463.590
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4880.6719	4908.2466	6.7305510	12.1713921	13459.296	13518.232
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2503.5461	2533.3094	2.6630395	5.3854593	7053.488	7117.150
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4861.0748	4893.2452	6.6319898	12.0099364	13409.701	13478.460
mod	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2517.2068	2542.7182	2.7035222	5.4666883	7092.988	7147.556
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	4881.6339	4904.6128	6.7441824	12.2150199	13473.389	13522.502
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4852.9703	4880.5450	6.6043940	12.0107382	13414.090	13473.027
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	4913.2357	4936.2146	6.8913444	12.3448242	13496.245	13545.359
obs	Indian	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4887.2469	4914.8216	6.7608469	12.1427898	13435.918	13494.854
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	2871.7980	2893.8407	2.5558657	5.3190811	7387.165	7433.357
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	2861.6716	2888.1227	2.5304626	5.1390554	7272.508	7327.938
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2886.5424	2912.9936	2.5828381	5.1793839	7288.815	7344.245
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	3530.0071	3556.1019	5.2395861	10.1561269	8408.662	8462.924
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou	3526.0622	3547.8079	5.2306859	10.4201435	8490.020	8535.238
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	2795.3882	2821.8394	2.3960056	5.1344145	7296.072	7351.502
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3451.7271	3477.8219	4.8930503	9.8190482	8333.487	8387.749
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	2785.7944	2816.6541	2.3732324	4.9285394	7160.450	7225.118
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3450.4411	3480.8851	4.8790160	9.7912988	8329.696	8393.002
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2818.2731	2844.7243	2.4416006	5.1587695	7304.552	7359.982
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	3496.5221	3522.6170	5.0884457	10.2753260	8461.677	8515.939
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate	3470.3583	3492.1040	4.9820934	9.9451228	8362.221	8407.440
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3451.9752	3478.0700	4.8941115	9.8569730	8345.784	8400.046
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	2826.9814	2849.0240	2.4632324	5.3055617	7394.572	7440.764
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	2791.1181	2817.5693	2.3875927	5.1224004	7289.367	7344.797
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3443.9972	3470.0920	4.8600999	9.7874412	8326.198	8380.460
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	2780.1113	2810.9710	2.3621485	4.9178042	7155.019	7219.687
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3445.1809	3475.6249	4.8566335	9.7709848	8325.116	8388.422
mod	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2810.8088	2837.2600	2.4266344	5.1409285	7295.129	7350.559
obs	Indian	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	3507.5411	3533.6360	5.1376944	10.3353355	8476.045	8530.307
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4534.0902	4561.9607	4.5781828	9.3820839	10869.474	10927.130
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	4500.2921	4523.5175	4.4845007	9.3375426	10855.212	10903.258
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	4490.4823	4518.3528	4.4501977	9.2486739	10823.476	10881.131
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou	3229.4065	3252.8171	1.8189028	3.7799878	8344.951	8393.895
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3160.3098	3188.4024	1.7396547	3.6555600	8220.984	8279.716
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4507.7753	4535.6458	4.5005172	9.3459529	10861.376	10919.031
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3128.4511	3161.2258	1.7031371	3.6096744	8179.165	8247.686
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4468.4252	4500.9408	4.3811300	9.1591314	10794.370	10861.635
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	3222.1648	3250.2574	1.8084008	3.7657325	8335.035	8393.768
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	4499.2135	4527.0840	4.4755333	9.3814277	10879.053	10936.708
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate	3203.6260	3227.0365	1.7897577	3.7166867	8276.299	8325.243
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3192.6594	3220.7521	1.7752759	3.6982780	8262.355	8321.087
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	4469.2150	4497.0855	4.3890843	9.1707179	10794.768	10852.423
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	3227.9941	3251.4046	1.8172938	3.7728465	8336.646	8385.589
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3160.5609	3188.6536	1.7399284	3.6552048	8220.434	8279.166
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4501.9884	4529.8590	4.4836155	9.3328114	10857.230	10914.886
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3126.6581	3159.4328	1.7012248	3.6068252	8176.173	8244.694
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4466.5533	4499.0689	4.3758011	9.1521449	10791.764	10859.029
mod	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	3218.2324	3246.3250	1.8039505	3.7548173	8323.030	8381.763
obs	Indian	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	4503.6714	4531.5419	4.4885244	9.3965482	10884.429	10942.085
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	5125.8830	5151.0151	2.3461319	4.7887057	12353.918	12405.816
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	5739.1943	5768.4950	4.5497620	9.3617523	13704.725	13765.184
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	5798.2747	5827.5755	4.6895731	9.3261565	13665.032	13725.490
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	5073.4441	5103.6026	2.2900974	4.7517116	12327.722	12389.999
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	5744.0466	5773.3474	4.5610860	9.3154479	13677.529	13737.988
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + silicate	5076.1356	5101.2677	2.2948733	4.7754618	12352.386	12404.283
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou	5126.5253	5151.6574	2.3468011	4.7770494	12338.767	12390.664
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	5777.6316	5806.9324	4.6402404	9.2681956	13639.434	13699.893
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	5731.4978	5765.6820	4.5272172	9.1479691	13591.157	13661.692
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	4959.1476	4989.3062	2.1767676	4.5753146	12132.396	12194.673
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	5812.7780	5842.0787	4.7245461	9.4758789	13744.565	13805.024
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	4948.3085	4978.4671	2.1663158	4.5859508	12148.886	12211.163
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	5756.1973	5785.4981	4.5895661	9.2352542	13628.173	13688.631
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	5112.4913	5137.6234	2.3322218	4.7358746	12290.379	12342.276
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	5767.0087	5796.3095	4.6150565	9.2423421	13628.427	13688.885
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	5725.9749	5760.1592	4.5144264	9.1349853	13585.523	13656.058
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	4960.9439	4991.1025	2.1785047	4.5623782	12115.035	12177.312
obs	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	5814.2542	5843.5550	4.7281206	9.4807778	13746.783	13807.241
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + silicate	4960.1917	4985.3238	2.1797120	4.6008767	12160.742	12212.640
mod	Indian	(27.5,27.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4997.7195	5027.8781	2.2143721	4.3194560	11763.523	11825.800
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	2686.2951	2708.2379	2.2934310	4.7866214	6181.053	6226.076
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ oxygen + nitrate + silicate	2711.3103	2733.2531	2.3421520	4.8064191	6188.635	6233.658
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	2772.1077	2794.0505	2.4649225	4.7429488	6132.026	6177.049
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	3078.9521	3104.6007	4.3447301	8.9871503	7244.521	7297.502
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	3089.1472	3114.7957	4.3866397	8.9906159	7243.025	7296.005
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	2781.0215	2802.9643	2.4834556	4.7641702	6142.702	6187.725
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	2655.9813	2682.3127	2.2319921	4.1178772	5735.665	5789.693
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	3083.9921	3109.6406	4.3653980	8.9790468	7240.820	7293.801
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3082.8078	3108.4564	4.3605327	8.9337936	7227.274	7280.255
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3078.6942	3108.6175	4.3355026	8.7665554	7180.746	7242.557
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	2808.0064	2834.3378	2.5361488	4.9022998	6226.630	6280.658
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3113.6593	3139.3079	4.4890659	8.9469430	7222.197	7275.177
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	2801.6285	2823.5713	2.5268355	4.8930748	6218.308	6263.331
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3072.8732	3098.5218	4.3199317	8.8850766	7214.842	7267.823
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3069.5153	3099.4386	4.2981921	8.7197083	7168.537	7230.348
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	2803.4891	2829.8205	2.5265396	4.8804529	6214.366	6268.393
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	2686.8856	2713.2169	2.2907161	4.7581832	6168.149	6222.177
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	3115.1799	3140.8285	4.4954980	9.0686156	7259.602	7312.583
mod	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	2682.8570	2709.1883	2.2829742	4.7442902	6160.391	6214.419
obs	Indian	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3108.6779	3134.3265	4.4680589	9.0221663	7247.243	7300.224
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	4528.2921	4551.6964	4.1190545	8.7125517	10254.725	10302.521
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	4528.2437	4556.3288	4.1137645	8.7054811	10255.923	10313.279
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	3066.2114	3093.7779	1.9544823	4.0722918	6700.977	6756.908
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3134.9362	3162.5027	2.0485511	4.0074913	6639.478	6695.409
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	4507.5932	4535.6783	4.0608139	8.5686658	10199.476	10256.831
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3065.7947	3097.9555	1.9512541	3.7774059	6455.114	6520.367
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	4503.3307	4536.0967	4.0448911	8.3512829	10108.424	10175.339
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	3119.6764	3147.2429	2.0272803	3.8550751	6508.498	6564.429
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3231.4521	3259.0186	2.1883528	4.0164496	6620.549	6676.481
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3128.6835	3156.2500	2.0398085	4.0017368	6635.770	6691.701
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	4479.5885	4507.6737	3.9900934	8.4530604	10152.038	10209.393
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3059.0211	3091.1820	1.9422347	3.7692002	6449.085	6514.337
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	4476.9172	4509.6832	3.9784172	8.2524735	10067.374	10134.288
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	3114.3874	3141.9539	2.0199595	3.8479981	6503.432	6559.363
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + silicate	3259.1697	3282.1417	2.2332898	4.0615345	6646.402	6693.011
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	4542.1938	4565.5980	4.1551348	8.6640787	10232.547	10280.343
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	4528.4975	4556.5826	4.1144196	8.4865927	10161.031	10218.386
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	4525.0387	4548.4430	4.1106561	8.5736347	10195.493	10243.289
mod	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3140.2210	3167.7875	2.0559695	4.1126233	6726.052	6781.984
obs	Indian	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	4507.3350	4535.4201	4.0601562	8.3886040	10120.350	10177.705
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	7158.4089	7184.2634	3.7747578	8.1046837	15141.136	15193.147
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	7113.8266	7144.8519	3.7077815	8.0183338	15086.159	15148.572
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	3387.0305	3416.6950	1.2316644	2.3089485	6959.252	7019.417
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	7003.8654	7034.8907	3.5543544	7.5649345	14776.830	14839.243
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	3386.2979	3420.9065	1.2300427	2.3070018	6959.801	7029.993
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	7005.8488	7042.0450	3.5543317	7.3965952	14662.309	14735.124
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate	3409.6400	3434.3605	1.2463661	2.4242171	7192.630	7242.768
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	3401.0465	3430.7111	1.2400162	2.3941370	7137.516	7197.681
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	3385.6080	3415.2726	1.2308200	2.3094350	6960.774	7020.938
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	7007.8484	7038.8737	3.5597994	7.5397743	14759.640	14822.053
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	3384.9774	3419.5860	1.2292598	2.3074917	6961.296	7031.488
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	7004.6057	7040.8019	3.5526341	7.4050284	14668.344	14741.160
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	3403.7221	3428.4425	1.2428148	2.3219359	6978.006	7028.143
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	7077.9414	7103.7958	3.6598090	7.7118060	14877.304	14929.314
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	3402.2032	3431.8678	1.2407079	2.3193037	6977.326	7037.491
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	7059.0279	7090.0532	3.6305113	7.6382267	14830.018	14892.431
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	3400.6492	3425.3696	1.2409747	2.3211642	6977.292	7027.429
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	7067.6545	7093.5089	3.6453687	7.6626799	14843.254	14895.265
mod	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	3399.6037	3429.2682	1.2391538	2.3189658	6977.413	7037.578
obs	Indian	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	7062.0348	7093.0601	3.6347092	7.6253238	14821.206	14883.619
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	5121.7620	5145.9754	3.7016895	7.9215564	10386.130	10434.460
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	1398.7527	1426.0162	0.6562098	1.3773961	3321.894	3377.803
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	5123.1055	5152.1616	3.7003929	7.9184303	10388.676	10446.672
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	1470.4116	1497.6751	0.6909267	1.2494474	2946.243	3002.152
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	5109.4420	5138.4981	3.6735110	7.6445188	10264.090	10322.085
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	1358.1892	1389.9966	0.6364204	1.1941354	2833.494	2898.721
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	5110.7847	5144.6835	3.6722228	7.6197660	10256.539	10324.201
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	1386.7810	1414.0445	0.6505823	1.2721145	3049.680	3105.589
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	1470.4464	1497.7099	0.6909440	1.2495901	2946.670	3002.579
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	5141.2454	5170.3015	3.7363857	7.7213676	10302.350	10360.345
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	1358.5116	1390.3190	0.6365680	1.1943975	2834.176	2899.403
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	5135.9670	5169.8658	3.7219022	7.7018001	10296.725	10364.387
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	1520.2421	1542.9617	0.7171764	1.2762342	2995.755	3042.346
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	5151.8260	5176.0395	3.7615535	7.8004432	10335.628	10383.957
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	1519.2035	1546.4669	0.7156103	1.2746622	2996.698	3052.607
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	5153.5858	5182.6419	3.7610713	7.7910815	10335.342	10393.338
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	1519.7518	1542.4714	0.7169235	1.2759896	2995.291	3041.882
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	5177.1267	5201.3401	3.8126822	7.8604617	10364.969	10413.299
mod	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	1518.6089	1545.8723	0.7153043	1.2743704	2996.148	3052.057
obs	Indian	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	5177.8104	5206.8665	3.8100052	7.8576585	10367.596	10425.592
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	7130.3944	7160.1045	0.8578589	1.7361910	13939.678	13998.775
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	7119.9954	7155.6474	0.8559704	1.6921240	13671.732	13742.649
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ oxygen + nitrate + silicate	7234.2935	7264.0035	0.8738488	1.7107787	13788.925	13848.022
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	13446.4683	13475.6224	3.4910584	7.6013524	27799.909	27858.247
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	7119.6954	7155.3474	0.8559247	1.6677178	13515.496	13586.413
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	13448.2629	13483.2478	3.4909159	7.5645164	27758.294	27828.299
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	7079.9362	7121.5303	0.8495951	1.6588420	13461.169	13543.905
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	7192.1568	7227.8088	0.8670201	1.6763251	13571.769	13642.685
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	13448.4293	13483.4142	3.4910313	7.5270138	27711.479	27781.484
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	7076.1133	7117.7074	0.8490180	1.6580789	13456.134	13538.870
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	13450.2234	13491.0391	3.4908885	7.4511070	27619.307	27700.980
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	13513.6141	13548.5990	3.5365303	7.5707303	27774.427	27844.432
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	7086.5324	7128.1264	0.8505918	1.6598625	13467.921	13550.656
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	13509.6496	13550.4654	3.5323426	7.5325920	27729.665	27811.338
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	13548.9580	13578.1122	3.5628631	7.6134406	27828.287	27886.625
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	7117.7573	7153.4094	0.8556299	1.6916783	13668.830	13739.747
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	13547.6426	13582.6275	3.5605173	7.5598448	27764.491	27834.496
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	13606.8144	13635.9685	3.6040477	7.6527498	27883.798	27942.136
mod	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	7128.2477	7163.8997	0.8572268	1.6933619	13679.867	13750.784
obs	Indian	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	13608.7333	13643.7183	3.6039897	7.6334661	27863.613	27933.619
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	23655.4499	23692.0962	8.5149377	17.5100712	47053.295	47126.430
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	22323.3168	22365.9496	7.3860268	16.3033265	45169.195	45254.247
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	23568.4193	23611.1733	8.4015295	17.3191352	46912.276	46997.600
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	22769.9757	22806.5181	7.9116740	16.3894363	45293.893	45366.795
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	23168.9881	23205.6344	7.9134170	16.0202306	45894.298	45967.433
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	21759.1549	21801.7878	6.7743376	14.2282842	43470.383	43555.435
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	23104.1542	23146.9082	7.8341652	15.8945621	45794.324	45879.648
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	22988.6727	23025.2152	8.1812998	16.7642360	45590.636	45663.538
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	22780.0247	22816.5671	7.9238661	16.3475816	45263.458	45336.360
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	23098.4936	23135.1400	7.8298475	15.7716974	45690.830	45763.965
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	21782.0589	21824.6917	6.7981549	14.1715079	43424.473	43509.525
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	23040.9683	23083.7223	7.7599693	15.6651601	45605.380	45690.704
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	22952.1294	22988.6718	8.1356154	16.6503009	45503.556	45576.458
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	22726.4077	22762.9502	7.8590311	16.6283909	45464.389	45537.290
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	24168.9813	24205.6276	9.1996097	18.5084041	47788.522	47861.658
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + oxygen + nitrate	23596.9499	23633.5962	8.4402485	16.7366159	46471.754	46544.889
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + aou + oxygen + nitrate + silicate	22359.4557	22402.0885	7.4270416	15.5289826	44598.353	44683.405
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	24322.5412	24353.0798	9.4176798	18.6767298	47905.426	47966.372
mod	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	22532.5408	22569.0832	7.6289977	16.0508002	45014.537	45087.439
obs	Pacific	(-Inf,26]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	23908.2269	23944.8732	8.8453404	17.7764778	47259.890	47333.025
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	17987.6184	18023.2896	5.8472359	10.8771504	33025.678	33096.235
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	18081.4943	18116.4000	9.1911242	19.0705230	33413.276	33481.979
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	17969.5873	17998.6754	8.9900217	19.0906816	33390.845	33448.097
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	17971.5093	18006.4151	8.9898806	19.0144128	33363.521	33432.224
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	17964.8307	17999.7365	8.9778035	18.8564144	33296.283	33364.986
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	17987.1970	18028.8134	5.8447278	10.8044552	32957.670	33039.987
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	17966.8164	18007.5398	8.9777776	18.8333695	33290.634	33370.787
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	18011.0875	18046.7587	5.8716007	10.8595949	33007.703	33078.260
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	17971.8390	18006.7447	8.9904772	19.0865559	33393.223	33461.926
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	17963.6282	17998.5339	8.9756306	19.0152231	33361.840	33430.543
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	18017.5497	18059.1661	5.8762447	10.8236160	32975.670	33057.987
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	17965.2370	18005.9604	8.9749239	18.9625701	33344.024	33424.178
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	18038.9577	18074.6289	5.9006665	10.8727609	33019.763	33090.320
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	18022.7096	18058.3809	5.8837040	10.8315093	32979.264	33049.822
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	17957.9182	17992.8239	8.9653203	19.0623589	33379.694	33448.398
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	18019.5168	18061.1332	5.8782931	10.8257953	32977.768	33060.086
obs	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	17959.3185	18000.0419	8.9642382	19.0007380	33358.258	33438.412
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	18037.8943	18073.5655	5.8995548	10.8710029	33018.056	33088.613
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ sal + temp + silicate	18041.5850	18071.3110	5.9055062	10.8918146	33034.526	33093.324
mod	Pacific	(26,26.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	18024.7956	18060.4668	5.8858789	10.8930184	33040.382	33110.939
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	14288.5838	14316.3842	9.9686251	21.2268310	27754.069	27809.212
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	14177.4709	14211.8835	5.3476789	10.6687404	25550.558	25618.069
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate	14094.0133	14127.3737	9.4711697	20.2003525	27392.852	27459.023
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ aou + oxygen + silicate	14249.3668	14277.1672	9.8673359	20.8637484	27632.409	27687.552
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	14140.1804	14174.5930	5.3042770	10.5622195	25469.402	25536.913
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate	14281.9472	14315.3076	9.9462295	20.8921197	27650.854	27717.025
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate	14112.6948	14152.8428	5.2702086	10.2791617	25265.583	25344.346
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	14239.7019	14274.1145	5.4209011	10.5967769	25511.095	25578.607
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen + silicate	14251.1593	14284.5197	9.8668027	20.6600314	27570.852	27637.023
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	14113.5497	14153.6977	5.2711933	10.3078347	25286.702	25365.465
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	14183.4736	14222.3942	9.6893617	20.8325089	27616.964	27694.164
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	14241.9721	14276.3847	5.4235911	10.6319349	25536.353	25603.864
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	14281.9304	14315.2909	9.9461862	21.3089506	27781.808	27847.980
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	14118.0109	14158.1589	5.2763348	10.3320587	25305.064	25383.827
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	14201.0959	14240.0164	9.7339297	20.9253137	27649.722	27726.922
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	14246.9173	14281.3299	5.4294555	10.6562476	25554.296	25621.807
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	14173.5056	14207.9182	5.3430469	10.6571043	25541.751	25609.262
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	14186.4012	14219.7617	9.7018034	20.9722217	27657.686	27723.857
mod	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	14184.6741	14219.0867	5.3561035	10.7085210	25579.360	25646.871
obs	Pacific	(26.5,26.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	14203.0512	14236.4117	9.7439612	21.0643666	27689.842	27756.014
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ aou + oxygen + silicate	19413.3170	19443.0164	7.6698642	16.3419938	35421.684	35479.943
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	18693.8146	18729.9402	5.2053695	10.6759634	33910.771	33981.690
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	19338.9158	19374.5551	7.5661917	16.0949925	35274.787	35344.698
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	18692.0113	18722.1160	5.2055376	10.7821942	34000.598	34059.697
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	19450.8108	19480.5101	7.7212597	16.2500902	35384.698	35442.957
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	19372.3011	19407.9403	7.6113202	16.1346735	35305.316	35375.227
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou	18631.0673	18661.1720	5.1536875	10.7383514	33946.650	34005.749
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	18626.0813	18662.2069	5.1477770	10.6777882	33895.711	33966.630
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	18516.2630	18558.4095	5.0540907	10.4356125	33655.175	33737.914
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	19192.1258	19233.7049	7.3682961	15.7441172	35049.092	35130.655
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	18520.4310	18556.5565	5.0592138	10.5823302	33783.978	33854.897
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	19447.9295	19483.5688	7.7145492	16.1573144	35338.480	35408.391
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	18544.9871	18575.0917	5.0813305	10.5902913	33794.021	33853.120
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	18544.5063	18580.6319	5.0792604	10.5180672	33733.048	33803.967
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	18451.6059	18493.7524	5.0006982	10.3192772	33533.151	33615.890
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	19183.4080	19224.9871	7.3568629	15.7455143	35047.216	35128.779
mod	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	18458.3892	18494.5147	5.0079180	10.4751855	33672.380	33743.299
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	19191.2203	19226.8596	7.3697327	15.7608485	35054.341	35124.252
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + nitrate + silicate	19455.4655	19485.1648	7.7276643	16.1941625	35356.564	35414.823
obs	Pacific	(26.75,27]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	19182.5903	19218.2295	7.3584124	15.7628482	35052.801	35122.712
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	21602.8801	21639.8860	5.1737495	10.8036682	41478.956	41552.304
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	21602.2752	21633.1134	5.1747733	10.8391593	41514.876	41576.000
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou	20561.6668	20592.5049	4.4646530	9.4447006	39661.541	39722.664
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	20520.7944	20557.8002	4.4375850	9.2122637	39356.852	39430.201
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	20358.1762	20401.3496	4.3351674	9.0753008	39150.400	39235.973
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	24910.0726	24953.7498	6.4703998	13.0131803	48460.205	48547.143
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	20362.9505	20399.9563	4.3393350	9.2344313	39356.223	39429.571
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	24909.4141	24946.8516	6.4715455	13.0274827	48471.886	48546.404
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	25283.2456	25320.6832	6.7988885	13.5600544	49065.741	49140.259
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	20487.7581	20518.5963	4.4180924	9.3553847	39533.208	39594.331
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	20439.3751	20476.3809	4.3866309	9.1066164	39202.713	39276.061
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	20254.1694	20297.3428	4.2716812	8.9480002	38960.840	39046.413
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	24887.1102	24930.7873	6.4508180	12.9820683	48424.653	48511.590
mod	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	20260.8184	20297.8242	4.2769250	9.1141595	39179.037	39252.385
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	24885.5846	24923.0222	6.4512220	12.9936985	48433.386	48507.904
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	25446.5758	25484.0134	6.9470565	13.8544745	49381.829	49456.346
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + aou + silicate	25505.7730	25536.9710	7.0034005	13.9801995	49510.365	49572.463
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + nitrate + silicate	25645.0572	25676.2551	7.1333483	14.1910889	49731.984	49794.083
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	25415.1400	25452.5776	6.9182901	13.8061073	49330.109	49404.627
obs	Pacific	(27,27.25]	cstar_tco2_talk_phosphate ~ temp + oxygen + silicate	25459.0661	25490.2640	6.9603565	13.9059147	49431.624	49493.722
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	24460.1773	24498.4916	3.9330014	7.8504856	47393.261	47469.511
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	24334.8083	24372.4606	5.3586880	10.8993314	47842.201	47917.234
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	24458.2843	24490.2129	3.9330494	7.8505482	47389.399	47452.940
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	24582.2070	24613.5839	5.5316249	11.3113410	48404.598	48467.125
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	24282.5443	24320.1965	5.3231383	10.8388676	47756.119	47831.151
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou	22786.9223	22818.8509	3.2504531	6.2999719	43656.171	43719.713
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	22542.1533	22580.4676	3.1602468	6.0615388	43003.221	43079.471
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	20316.2371	20360.9371	2.4511415	4.4408902	37674.624	37763.582
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	24123.1050	24167.0326	5.2148105	10.6950277	47550.210	47637.748
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	20383.3804	20421.6947	2.4705473	4.5444173	38080.638	38156.888
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	24405.5196	24443.1718	5.4071637	11.1296498	48155.237	48230.270
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	24153.0878	24190.7401	5.2360948	10.7164043	47578.319	47653.352
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	22769.8916	22801.8202	3.2441456	6.2867126	43620.353	43683.895
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	22520.2828	22558.5971	3.1523738	6.0442940	42954.716	43030.966
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	20280.1883	20324.8883	2.4410846	4.4169591	37580.974	37669.932
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	24120.9434	24164.8710	5.2133751	10.6936227	47548.090	47635.628
mod	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	20349.9785	20388.2928	2.4611536	4.5225435	37997.548	38073.799
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	24393.0058	24430.6581	5.3985532	11.1229261	48145.197	48220.230
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	25069.2907	25106.9429	5.8841363	11.8847787	49175.172	49250.204
obs	Pacific	(27.25,27.5]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	25079.7067	25117.3590	5.8919471	11.8998707	49194.688	49269.720
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	22817.0875	22855.6760	2.9032103	5.3964037	41521.766	41598.129
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	27338.1246	27376.6288	4.9556223	9.8064104	51406.716	51483.003
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + aou + oxygen	22308.8135	22340.9706	2.7474012	5.1345546	40663.181	40726.817
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	27843.8682	27875.9551	5.2416012	10.2471789	52162.507	52226.079
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	27281.3779	27319.8821	4.9246460	9.8095546	51406.213	51482.499
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou	22355.4097	22387.5668	2.7613850	5.1601124	40748.539	40812.175
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	22249.7602	22288.3487	2.7291857	5.0858544	40503.128	40579.491
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	28733.5394	28772.0437	5.7817837	10.7921372	53061.830	53138.117
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	21293.0623	21338.0822	2.4584897	4.3360500	37727.041	37816.131
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	27311.8648	27356.7864	4.9401719	9.7111891	51249.405	51338.406
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	21291.1128	21329.7013	2.4585032	4.3361022	37723.257	37799.620
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	27386.1537	27424.6579	4.9819921	9.9585701	51660.170	51736.457
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen	22372.2735	22404.4306	2.7664635	5.1687901	40777.418	40841.054
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	22272.7366	22311.3251	2.7360266	5.0981891	40544.764	40621.127
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	28582.2603	28620.7646	5.6859391	10.6703368	52868.875	52945.162
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	21307.4617	21352.4817	2.4623499	4.3446387	37761.598	37850.688
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	27283.1467	27328.0683	4.9245202	9.6829927	51199.561	51288.562
mod	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	21305.5633	21344.1518	2.4623771	4.3447220	37757.938	37834.302
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	28366.9297	28405.4340	5.5522479	10.6725414	52869.384	52945.670
obs	Pacific	(27.5,27.75]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	28323.1063	28361.6105	5.5254269	10.6418674	52819.520	52895.806
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	17500.9421	17530.7087	5.2332932	9.7656370	30104.846	30162.976
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	11441.5922	11477.1431	1.9100860	3.4194895	18300.235	18368.988
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	17281.4530	17317.1729	5.0334957	9.7550199	30063.113	30132.869
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	11687.7228	11717.3486	1.9977109	3.6770226	18943.309	19000.603
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	11439.6901	11469.3159	1.9101198	3.4319258	18326.938	18384.232
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	11439.0327	11474.5837	1.9092025	3.4280656	18321.041	18389.794
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	11616.6776	11652.2285	1.9715062	3.5056044	18536.013	18604.766
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	17380.8648	17416.5847	5.1222102	9.5964915	29931.353	30001.109
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	11383.8684	11425.3445	1.8895755	3.3019940	17996.134	18076.345
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	17258.5321	17300.2053	5.0114984	9.4830820	29808.428	29889.810
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	11689.7203	11725.2713	1.9977100	3.6769904	18947.237	19015.990
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	11405.0360	11440.5870	1.8975055	3.4019847	18251.457	18320.210
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	11610.6041	11646.1550	1.9693429	3.4972156	18514.732	18583.485
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	17323.2908	17359.0107	5.0706427	9.5324006	29861.732	29931.488
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	17215.4369	17257.1102	4.9736854	9.4324269	29752.971	29834.354
mod	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	11696.5869	11732.1379	2.0001912	3.6820252	18959.787	19028.540
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	17408.9729	17438.7395	5.1493858	9.6460904	29978.947	30037.077
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	17362.9220	17398.6419	5.1060834	9.6017022	29933.858	30003.614
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	17354.4978	17384.2644	5.1003217	9.5853407	29913.288	29971.418
obs	Pacific	(27.75,27.85]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	17316.9114	17352.6314	5.0649610	9.5490425	29876.803	29946.560
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate	21117.3345	21148.3387	4.3808290	8.7229376	37942.962	38003.849
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	14331.5997	14368.5353	1.8891237	3.4170584	22629.078	22700.320
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	21550.9415	21588.1465	4.6481049	9.4033613	38907.915	38980.980
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	13563.6667	13600.6023	1.6919887	2.8977139	20796.331	20867.574
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	21004.7612	21041.9662	4.3124974	8.6247344	37792.184	37865.248
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	13205.8321	13248.9237	1.6068304	2.7812431	20322.193	20405.310
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	20996.8469	21040.2528	4.3066348	8.5500893	37692.624	37777.867
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	13702.7364	13739.6720	1.7260972	3.1690371	21742.889	21814.131
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	13556.5425	13593.4781	1.6902596	2.8951912	20786.247	20857.489
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	20961.5511	20998.7561	4.2870045	8.5919864	37739.167	37812.231
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	13200.1872	13243.2788	1.6055292	2.7790350	20313.075	20396.192
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	20959.3545	21002.7603	4.2845366	8.5272262	37654.082	37739.324
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	14526.4288	14557.2085	1.9432477	3.2770099	22210.841	22270.209
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	21030.3460	21061.3501	4.3288509	8.6450950	37821.178	37882.065
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	14525.0510	14561.9867	1.9423060	3.2711790	22194.952	22266.194
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	21032.2804	21069.4854	4.3288120	8.6027499	37767.746	37840.810
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	14541.7627	14572.5424	1.9475288	3.2939957	22268.799	22328.167
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	20986.3961	21017.4003	4.3028246	8.6119212	37767.576	37828.463
mod	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	14540.5845	14577.5201	1.9466407	3.2872953	22250.171	22321.413
obs	Pacific	(27.85,27.95]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	20987.9545	21025.1595	4.3025639	8.5737996	37719.737	37792.801
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	13660.2691	13697.6349	1.4981544	2.8161374	23578.089	23651.335
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	13163.6064	13200.9722	1.4019840	2.5904953	22477.151	22550.397
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	30299.0976	30338.7101	3.9089459	8.3207781	58751.125	58829.717
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	12430.7319	12474.3254	1.2708956	2.3959649	21425.693	21511.146
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	30259.7081	30305.9227	3.8941120	8.0935721	58230.459	58322.149
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	30514.7463	30554.3589	3.9871532	8.2505252	58631.460	58710.052
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	13151.6453	13189.0112	1.3997457	2.6358267	22694.534	22767.780
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	13164.6489	13202.0148	1.4021793	2.5928291	22488.699	22561.945
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	30259.5700	30299.1825	3.8947781	8.2986088	58693.815	58772.407
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	12431.3878	12474.9813	1.2710070	2.3973180	21432.795	21518.249
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	30242.1295	30288.3441	3.8878289	8.0940060	58228.536	58320.227
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	30503.3177	30542.9302	3.9829694	8.2452338	58617.486	58696.078
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	13325.1859	13356.3241	1.4329565	2.6381754	22718.311	22779.349
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate	30474.6043	30507.6148	3.9732076	8.5082648	59194.488	59259.982
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	13296.1673	13333.5331	1.4270312	2.6245542	22653.856	22727.102
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	30467.1600	30506.7725	3.9697620	8.4263341	59018.027	59096.619
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	13344.3730	13375.5112	1.4366340	2.6476349	22765.467	22826.506
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	30452.0405	30485.0509	3.9649807	8.4975654	59166.582	59232.076
mod	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	13319.5981	13356.9639	1.4315048	2.6356255	22709.396	22782.642
obs	Pacific	(27.95,28.05]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	30426.4298	30466.0423	3.9549368	8.4200662	58996.089	59074.681
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	6791.6098	6827.2746	0.8053699	1.7845118	12976.559	13046.423
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	22701.1466	22739.0649	3.8394676	7.6707296	40451.563	40525.928
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + aou + silicate	22700.6343	22732.2329	3.8401636	7.6820386	40466.816	40528.786
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	6824.0393	6853.7600	0.8103031	1.8114943	13105.329	13163.549
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	6821.4035	6857.0683	0.8096371	1.7755844	12946.440	13016.304
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	22710.8569	22748.7752	3.8440125	7.6767547	40463.754	40538.119
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + silicate	7782.7826	7812.5033	0.9605044	1.9313252	13928.042	13986.262
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + oxygen + silicate	22709.0226	22740.6212	3.8440901	7.6919500	40485.201	40547.171
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	6433.6023	6475.2113	0.7555514	1.6686124	12311.988	12393.496
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	22616.4741	22660.7121	3.7991380	7.6204821	40352.245	40439.003
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	7778.8627	7814.5275	0.9594964	1.9187660	13873.264	13943.128
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate	22615.7922	22653.7105	3.7997481	7.6277535	40360.748	40435.112
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	6734.1572	6769.8220	0.7972046	1.7168315	12642.185	12712.049
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	22674.4170	22712.3353	3.8269846	7.7052154	40503.085	40577.449
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	22674.6357	22712.5540	3.8270866	7.6990841	40492.973	40567.338
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	22610.0541	22654.2921	3.7961676	7.6145443	40340.836	40427.594
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	7776.5940	7812.2589	0.9591104	1.9180093	13869.289	13939.153
obs	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate	22609.7417	22647.6600	3.7969482	7.6235825	40352.397	40426.761
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	7188.9805	7224.6453	0.8641812	1.7786725	13072.279	13142.143
mod	Pacific	(28.05,28.1]	cstar_tco2_talk_phosphate ~ temp + nitrate + silicate	7453.9556	7483.6762	0.9060869	1.8258271	13360.528	13418.748
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ aou + nitrate + silicate	26795.7597	26828.3815	3.4573056	7.2550624	47632.092	47695.904
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ oxygen + nitrate + silicate	26796.5120	26829.1338	3.4575638	7.2546050	47631.419	47695.231
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate	27212.3739	27247.1045	1.4226348	2.4649645	45880.404	45948.945
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	26465.2306	26506.9073	1.3548972	2.3693776	44789.263	44871.513
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate	26797.2403	26836.3865	3.4571273	7.2489225	47623.690	47700.264
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + nitrate + silicate	26987.3680	27022.0986	1.4019415	2.4604700	45852.423	45920.964
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate	27211.0042	27245.7348	1.4225079	2.4664683	45899.005	45967.547
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	26461.0342	26502.7109	1.3545270	2.3729279	44834.345	44916.595
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate	26796.5811	26835.7273	3.4569011	7.2510029	47627.631	47704.205
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate	27207.4107	27249.0874	1.4219899	2.4641848	45875.789	45958.039
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	26448.5299	26497.1527	1.3532482	2.3676400	44773.447	44869.405
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate	26793.6940	26839.3645	3.4552241	7.2127931	47553.558	47642.895
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate	26989.3518	27031.0285	1.4019400	2.4602445	45853.703	45935.952
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	27212.4909	27254.1676	1.4224604	2.4651748	45887.236	45969.486
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate	26885.8317	26924.9779	3.4876697	7.2341078	47621.256	47697.830
mod	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	26456.7054	26505.3282	1.3539689	2.3689473	44789.009	44884.967
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate	26788.3240	26833.9946	3.4533824	7.1990492	47524.191	47613.528
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate	26791.7156	26830.8618	3.4552315	7.2294531	47583.027	47659.602
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate	26894.3348	26926.9567	3.4913085	7.2482456	47648.927	47712.739
obs	Pacific	(28.1, Inf]	cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate	26786.9031	26826.0493	3.4535810	7.2086920	47539.818	47616.392

7.3 Alternative model selection

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# calculate RMSE sum for adjacent eras
lm_all_new <- GLODAP_glanced  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

lm_best_rmse_sum_max <- lm_all_new %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = 1) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model) %>% 
  mutate(rmse_sum_max = rmse_sum*1.1) %>% 
  select(data_source, basin, gamma_slab, rmse_sum_max)

lm_best_new <- 
  full_join(lm_all_new, lm_best_rmse_sum_max) %>% 
  filter(rmse_sum < rmse_sum_max)

GLODAP_glanced_new <- 
  left_join(lm_best_new %>% select(data_source, basin, gamma_slab, model),
            GLODAP_glanced) 

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# GLODAP_glanced_new %>%
#   group_by(data_source, basin, gamma_slab) %>%
#   count() %>% 
#   arrange(n)

lm_best_new <- GLODAP_glanced_new %>%
  select(data_source, basin, gamma_slab, model, era, rmse, vif_max) %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model) %>%
  mutate(
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = vif_max_sum,
            with_ties = FALSE,
            n = params_local$MLR_number) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model)

# ggplot() +
#   geom_point(data = GLODAP_glanced %>%
#                filter(data_source == "obs",
#                       era == "2010-2019"),
#              aes(rmse, log10(vif_max), col = "all")) +
#   geom_point(
#     data = GLODAP_glanced_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse max")
#   ) +
#   geom_point(
#     data = GLODAP_glanced_clean_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse + vif max")
#   ) +
#   facet_grid(gamma_slab ~ basin)

lm_all <- lm_all_new

lm_best <- 
  left_join(lm_best_new %>% select(-c(vif_max, vif_max_sum)),
            lm_all)

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate)
)

7.5 dcant coeffcients

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

# subtract coefficients of adjacent era  
lm_best_dcant <- lm_best %>%
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term) %>%
  drop_na() %>%
  select(-c(era,estimate))

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

# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )

GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 7).

8.1.1 All models

GLODAP_glanced %>%
  group_split(era) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(
               as.factor(n_predictors),
               !!sym(params_local$MLR_criterion),
               col = data_source
             )) +
      geom_hline(yintercept = c(0, 10)) +
      geom_boxplot() +
      facet_grid(gamma_slab ~ basin) +
      scale_color_brewer(palette = "Set1") +
      ylim(c(0, NA)) +
      labs(x = "Number of predictors",
           title = paste("Era:", unique(.x$era)))
  )

[[1]]

Past versions of eMLR_predictor_model_quality_all-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
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
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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_all-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26

8.1.2 Best models

left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
          GLODAP_glanced) %>%
  group_split(era) %>%
  # head(1) %>%
  imap(
  ~ ggplot(data = .x,
         aes("",
             !!sym(params_local$MLR_criterion),
             col = data_source)) +
  geom_hline(yintercept = c(0, 10)) +
  geom_boxplot() +
  facet_grid(gamma_slab ~ basin) +
  scale_color_brewer(palette = "Set1") +
  ylim(c(0, NA)) +
  labs(x = "Number of predictors pooled",
           title = paste("Era:", unique(.x$era)))
  )

[[1]]

Past versions of eMLR_predictor_model_quality_best-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_best-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

lm_all %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
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
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
e4ca289	jens-daniel-mueller	2020-12-16
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
ba112d3	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
7c25f7a	jens-daniel-mueller	2020-12-02
b03ddb8	jens-daniel-mueller	2020-12-02
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30

rm(max_rmse)

8.2.2 Best models

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

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
a84ff3c	jens-daniel-mueller	2020-12-17

rm(max_rmse)

8.3 Predictor counts

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

# calculate cases of predictor used
lm_best_predictor_counts <- lm_best_dcant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(data_source, basin, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n, names_from = term)

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

	aou	nitrate	oxygen	sal	silicate	temp
Atlantic - mod
(-Inf,26]	6	7	6	10	7	7
(26,26.5]	7	10	6	7	7	6
(26.5,26.75]	7	10	5	5	6	7
(26.75,27]	7	10	5	5	7	6
(27,27.25]	6	10	5	5	6	8
(27.25,27.5]	5	10	6	6	7	7
(27.5,27.75]	7	10	6	7	8	5
(27.75,27.85]	7	10	7	6	8	4
(27.85,27.95]	7	10	6	7	8	5
(27.95,28.05]	7	10	7	6	6	6
(28.05,28.1]	7	10	6	5	5	7
(28.1,28.15]	7	10	6	7	7	6
(28.15,28.2]	7	10	6	4	3	6
(28.2, Inf]	6	10	6	10	5	4
total	93.00	137.00	83.00	90.00	90.00	84.00
Indian - mod
(-Inf,26]	5	6	5	8	10	8
(26,26.5]	5	8	5	6	10	6
(26.5,26.75]	5	6	5	8	10	6
(26.75,27]	5	6	5	10	8	6
(27,27.25]	5	7	5	10	6	7
(27.25,27.5]	4	6	4	10	5	10
(27.5,27.75]	4	4	4	8	8	7
(27.75,27.85]	4	7	6	6	7	5
(27.85,27.95]	3	7	5	9	8	9
(27.95,28.05]	4	10	4	6	5	10
(28.05,28.1]	5	10	4	6	6	9
(28.1, Inf]	6	10	6	5	10	4
total	55.00	87.00	58.00	92.00	93.00	87.00
Pacific - mod
(-Inf,26]	6	8	6	7	8	9
(26,26.5]	6	6	5	8	10	7
(26.5,26.75]	7	7	6	7	10	6
(26.75,27]	6	5	4	10	6	8
(27,27.25]	6	5	4	10	6	8
(27.25,27.5]	6	5	4	10	6	8
(27.5,27.75]	6	5	5	10	5	8
(27.75,27.85]	5	7	3	10	8	6
(27.85,27.95]	5	10	4	6	6	9
(27.95,28.05]	4	10	5	6	6	9
(28.05,28.1]	4	7	3	8	10	6
(28.1, Inf]	4	10	4	10	6	5
total	65.00	85.00	53.00	102.00	87.00	89.00
Atlantic - obs
(-Inf,26]	5	8	7	8	6	8
(26,26.5]	7	10	6	7	7	6
(26.5,26.75]	4	10	4	10	5	6
(26.75,27]	8	10	5	8	6	5
(27,27.25]	8	10	5	7	7	5
(27.25,27.5]	8	10	5	8	6	5
(27.5,27.75]	6	10	5	10	6	5
(27.75,27.85]	4	10	5	5	10	6
(27.85,27.95]	5	10	6	6	9	6
(27.95,28.05]	5	10	6	10	6	5
(28.05,28.1]	4	10	6	8	5	6
(28.1,28.15]	5	10	5	6	6	8
(28.15,28.2]	5	10	5	5	6	9
(28.2, Inf]	7	10	6	7	7	6
total	81.00	138.00	76.00	105.00	92.00	86.00
Indian - obs
(-Inf,26]	5	5	5	6	10	9
(26,26.5]	5	8	5	8	8	8
(26.5,26.75]	6	10	4	6	5	8
(26.75,27]	6	8	5	5	6	9
(27,27.25]	4	7	4	10	6	9
(27.25,27.5]	4	8	5	10	7	7
(27.5,27.75]	5	8	5	10	7	7
(27.75,27.85]	5	10	5	8	7	7
(27.85,27.95]	6	10	4	6	5	8
(27.95,28.05]	6	10	4	6	5	8
(28.05,28.1]	6	10	4	6	5	8
(28.1, Inf]	6	10	4	6	5	8
total	64.00	104.00	54.00	87.00	76.00	96.00
Pacific - obs
(-Inf,26]	6	10	7	6	5	8
(26,26.5]	7	10	6	9	6	4
(26.5,26.75]	7	8	7	5	8	5
(26.75,27]	4	9	4	6	10	6
(27,27.25]	4	6	4	5	10	10
(27.25,27.5]	4	8	4	8	10	7
(27.5,27.75]	4	10	4	8	8	7
(27.75,27.85]	6	10	5	5	5	8
(27.85,27.95]	6	10	5	5	5	8
(27.95,28.05]	5	8	5	6	6	10
(28.05,28.1]	4	6	5	10	9	6
(28.1, Inf]	4	10	6	5	8	6
total	61.00	105.00	62.00	78.00	90.00	85.00

8.4 RMSE alternatives

8.4.1 AIC

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

lm_all %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
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
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17

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

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
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
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17

8.4.2 AIC vs BIC

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

lm_all %>% 
  ggplot(aes(AIC, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Past versions of BIC_vs_AIC_all_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
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
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

8.5 RMSE vs VIF

GLODAP_glanced %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "All models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )

[[1]]

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
ce9412c	jens-daniel-mueller	2021-09-22
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
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
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

[[2]]

Past versions of rmse_vs_VIF_all_models-2.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
5a36231	jens-daniel-mueller	2021-09-22

GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )

[[1]]

Past versions of rmse_vs_VIF_clean_models-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
ce9412c	jens-daniel-mueller	2021-09-22

[[2]]

Past versions of rmse_vs_VIF_clean_models-2.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: cstar_tco2_talk_phosphate

i_binwidth <- 2

p_prop_prop(df = GLODAP_augmented,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  facet_grid(basin_AIP ~ data_source) +
  labs(title = "All models")

Past versions of fitted_vs_actual_all_property_property-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
971ce87	jens-daniel-mueller	2021-07-13

GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Past versions of fitted_vs_actual_all_histogram-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
971ce87	jens-daniel-mueller	2021-07-13

p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Past versions of fitted_vs_actual_best_property_property-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13

GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Past versions of fitted_vs_actual_best_histogram-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13

8.6.2 Pooled

In the following, we present residual patterns vs latitude across all domains.

i_ylim <- c(-30,30)

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "black") +
  scale_fill_viridis_c(trans = "log10") +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Past versions of residual_patterns_full_range-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
27ae473	jens-daniel-mueller	2021-02-24
4bc00ea	jens-daniel-mueller	2021-02-24

Due to the few large residuals, we limit the y axis range for the plots below.

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "black") +
  scale_fill_viridis_c(trans = "log10") +
  coord_cartesian(ylim = i_ylim) +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Past versions of residual_patterns_y_range_limit-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
27ae473	jens-daniel-mueller	2021-02-24
4bc00ea	jens-daniel-mueller	2021-02-24

8.6.3 By model domain

In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.

GLODAP_augmented_best %>% 
  group_split(basin, data_source) %>% 
  # head(1) %>%
  map(~ ggplot(data = .x, aes(lat, .resid)) +
      geom_bin2d(binwidth = i_binwidth) +
      geom_hline(yintercept = 0, col = "black") +
      scale_fill_viridis_c(trans = "log10") +
      facet_grid(gamma_slab ~ era) +
      coord_cartesian(ylim = i_ylim) +
      labs(
        title = paste(
          "Target:",
          params_local$MLR_target,
          "| best models | basin:",
          unique(.x$basin),
          "| data_source:",
          unique(.x$data_source)
        )
      ))

[[1]]

Past versions of residual_patterns_by_model_domain-1.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
27ae473	jens-daniel-mueller	2021-02-24
a1ba577	jens-daniel-mueller	2021-02-24
071743d	jens-daniel-mueller	2021-02-24

[[2]]

Past versions of residual_patterns_by_model_domain-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
27ae473	jens-daniel-mueller	2021-02-24
a1ba577	jens-daniel-mueller	2021-02-24

[[3]]

Past versions of residual_patterns_by_model_domain-3.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
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
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
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

[[4]]

Past versions of residual_patterns_by_model_domain-4.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

[[5]]

Past versions of residual_patterns_by_model_domain-5.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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

[[6]]

Past versions of residual_patterns_by_model_domain-6.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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

8.6.4 Latitudinal mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lat_grid = as.numeric(as.character(cut(
    lat,
    seq(-90, 90, 10),
    seq(-85, 85, 10)
  ))))

lat_residual <- GLODAP_augmented_best %>%
  group_by(data_source, basin, gamma_slab, era, lat_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

lat_residual %>%
  group_split(basin) %>% 
  map(
  ~ggplot(data = .x,
          aes(lat_grid, .resid_mean, col=era)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ data_source) +
    labs(title = paste("Basin:", unique(.x$basin)))
  )

[[1]]

Past versions of latitudinal_residual-1.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
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
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
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
fec3558	jens-daniel-mueller	2021-02-24

[[2]]

Past versions of latitudinal_residual-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26

[[3]]

Past versions of latitudinal_residual-3.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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

8.6.5 Latitudinal offset

# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual  %>%
  select(data_source, basin, gamma_slab, era, lat_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, lat_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

lat_residual_offset %>%
  ggplot(aes(lat_grid, .resid_mean_offset, col=data_source)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ basin)

Past versions of latitudinal_residual_offset-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
147cb07	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
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
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
fec3558	jens-daniel-mueller	2021-02-24

8.6.6 Spatial mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lon_grid = as.numeric(as.character(cut(
    lon,
    seq(-360, 500, 10),
    seq(-355, 500, 10)
  ))))

spatial_residual <- GLODAP_augmented_best %>%
  group_by(data_source, gamma_slab, era, lat_grid, lon_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

spatial_obs <- GLODAP_augmented_best %>%
  distinct(gamma_slab, era, lat, lon)

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean",
    col = "divergent",
    title_text = "Residual distribution",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat)) +
    facet_grid(era ~ .)
  )

[[1]]

Past versions of spatial_residual-1.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[2]]

Past versions of spatial_residual-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[3]]

Past versions of spatial_residual-3.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[4]]

Past versions of spatial_residual-4.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[5]]

Past versions of spatial_residual-5.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[6]]

Past versions of spatial_residual-6.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
edc52d7	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
ec18ee5	jens-daniel-mueller	2021-11-23
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

8.6.7 Spatial offset

# calculate residual offset for adjacent eras
spatial_residual_offset <- spatial_residual  %>%
  select(data_source, gamma_slab, era, lat_grid, lon_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, gamma_slab, lat_grid, lon_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

spatial_obs <- spatial_obs %>% 
  count(lon, lat, gamma_slab) %>% 
  filter(n == 2) %>% 
  select(-n)

spatial_residual_offset %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean_offset",
    col = "divergent",
    title_text = "Residual offset distribution (era 2 - era 1)",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias offset")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat))
  )

[[1]]

Past versions of Spatial_residual_offset-1.png

Version	Author	Date
bdc14f1	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
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[2]]

Past versions of Spatial_residual_offset-2.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[3]]

Past versions of Spatial_residual_offset-3.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[4]]

Past versions of Spatial_residual_offset-4.png

Version	Author	Date
bdc14f1	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
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[5]]

Past versions of Spatial_residual_offset-5.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

[[6]]

Past versions of Spatial_residual_offset-6.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
edc52d7	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
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
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
971ce87	jens-daniel-mueller	2021-07-13
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
147cb07	jens-daniel-mueller	2021-06-29

8.6.8 Predictor

GLODAP_augmented_long <- GLODAP_augmented_best %>%
  select(era, basin_AIP, gamma_slab, data_source,
         params_local$MLR_predictors, params_local$MLR_target, .resid) %>% 
  pivot_longer(c(params_local$MLR_predictors,params_local$MLR_target),
               names_to = "predictor",
               values_to = "value")


GLODAP_augmented_long %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(basin_AIP,
              gamma_slab,
              predictor) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x) +
      geom_hline(yintercept = 0) +
      geom_bin_2d(aes(value, .resid)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(
        title = paste("basin_AIP:", .x$basin_AIP,
                      "| gamma_slab:", .x$gamma_slab),
        x = .x$predictor
      ) +
      coord_cartesian(ylim = c(-15, 15))
  )

[[1]]

Past versions of residual_vs_predictor-1.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[2]]

Past versions of residual_vs_predictor-2.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[3]]

Past versions of residual_vs_predictor-3.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[4]]

Past versions of residual_vs_predictor-4.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[5]]

Past versions of residual_vs_predictor-5.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[6]]

Past versions of residual_vs_predictor-6.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[7]]

Past versions of residual_vs_predictor-7.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[8]]

Past versions of residual_vs_predictor-8.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[9]]

Past versions of residual_vs_predictor-9.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[10]]

Past versions of residual_vs_predictor-10.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[11]]

Past versions of residual_vs_predictor-11.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[12]]

Past versions of residual_vs_predictor-12.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[13]]

Past versions of residual_vs_predictor-13.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[14]]

Past versions of residual_vs_predictor-14.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[15]]

Past versions of residual_vs_predictor-15.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[16]]

Past versions of residual_vs_predictor-16.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[17]]

Past versions of residual_vs_predictor-17.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[18]]

Past versions of residual_vs_predictor-18.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[19]]

Past versions of residual_vs_predictor-19.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[20]]

Past versions of residual_vs_predictor-20.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[21]]

Past versions of residual_vs_predictor-21.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[22]]

Past versions of residual_vs_predictor-22.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[23]]

Past versions of residual_vs_predictor-23.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[24]]

Past versions of residual_vs_predictor-24.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[25]]

Past versions of residual_vs_predictor-25.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[26]]

Past versions of residual_vs_predictor-26.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[27]]

Past versions of residual_vs_predictor-27.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[28]]

Past versions of residual_vs_predictor-28.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[29]]

Past versions of residual_vs_predictor-29.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[30]]

Past versions of residual_vs_predictor-30.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[31]]

Past versions of residual_vs_predictor-31.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[32]]

Past versions of residual_vs_predictor-32.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[33]]

Past versions of residual_vs_predictor-33.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[34]]

Past versions of residual_vs_predictor-34.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[35]]

Past versions of residual_vs_predictor-35.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[36]]

Past versions of residual_vs_predictor-36.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[37]]

Past versions of residual_vs_predictor-37.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[38]]

Past versions of residual_vs_predictor-38.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[39]]

Past versions of residual_vs_predictor-39.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[40]]

Past versions of residual_vs_predictor-40.png

Version	Author	Date
bdc14f1	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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[41]]

Past versions of residual_vs_predictor-41.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[42]]

Past versions of residual_vs_predictor-42.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[43]]

Past versions of residual_vs_predictor-43.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[44]]

Past versions of residual_vs_predictor-44.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[45]]

Past versions of residual_vs_predictor-45.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[46]]

Past versions of residual_vs_predictor-46.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[47]]

Past versions of residual_vs_predictor-47.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[48]]

Past versions of residual_vs_predictor-48.png

Version	Author	Date
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
7a1a2fe	jens-daniel-mueller	2022-01-12
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	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
6c0fee8	jens-daniel-mueller	2021-12-23

[[49]]

Past versions of residual_vs_predictor-49.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[50]]

Past versions of residual_vs_predictor-50.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[51]]

Past versions of residual_vs_predictor-51.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[52]]

Past versions of residual_vs_predictor-52.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[53]]

Past versions of residual_vs_predictor-53.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[54]]

Past versions of residual_vs_predictor-54.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[55]]

Past versions of residual_vs_predictor-55.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[56]]

Past versions of residual_vs_predictor-56.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[57]]

Past versions of residual_vs_predictor-57.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[58]]

Past versions of residual_vs_predictor-58.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[59]]

Past versions of residual_vs_predictor-59.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[60]]

Past versions of residual_vs_predictor-60.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[61]]

Past versions of residual_vs_predictor-61.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[62]]

Past versions of residual_vs_predictor-62.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

[[63]]

Past versions of residual_vs_predictor-63.png

Version	Author	Date
bdc14f1	jens-daniel-mueller	2022-03-21
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
6c0fee8	jens-daniel-mueller	2021-12-23

9 VIF

GLODAP_glanced %>% 
  ggplot(aes(as.factor(n),
             log10(vif_max),
             col=data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  scale_color_brewer(palette = "Set1") +
  geom_violin() +
  facet_grid(gamma_slab~basin)

Past versions of vif_distribution_n_predictors-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	jens-daniel-mueller	2022-01-06
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
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
330dcd0	jens-daniel-mueller	2021-03-20

GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Past versions of vif_distribution_type_predictor-1.png

Version	Author	Date
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
cf50b3e	jens-daniel-mueller	2022-01-06
edc52d7	jens-daniel-mueller	2022-01-06
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
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
330dcd0	jens-daniel-mueller	2021-03-20

9.1 Write files

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

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

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

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

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

Session information

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] gt_0.3.1         corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4
 [5] knitr_1.37       olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0 
 [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] colorspace_2.0-2   ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2          
 [5] rstudioapi_0.13    farver_2.1.0       bit64_4.0.5        fansi_1.0.2       
 [9] xml2_1.3.3         polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6         
[13] dbplyr_2.1.1       compiler_4.1.2     httr_1.4.2         backports_1.4.1   
[17] assertthat_0.2.1   fastmap_1.1.0      cli_3.1.1          later_1.3.0       
[21] tweenr_1.0.2       htmltools_0.5.2    tools_4.1.2        gtable_0.3.0      
[25] glue_1.6.0         Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0  
[29] jquerylib_0.1.4    vctrs_0.3.8        svglite_2.0.0      xfun_0.29         
[33] ps_1.6.0           rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3     
[37] oce_1.5-0          getPass_0.2-2      MASS_7.3-55        scales_1.1.1      
[41] vroom_1.5.7        hms_1.1.1          promises_1.2.0.1   parallel_4.1.2    
[45] RColorBrewer_1.1-2 yaml_2.2.1         gridExtra_2.3      sass_0.4.0        
[49] reshape_0.8.8      stringi_1.7.6      highr_0.9          nortest_1.0-4     
[53] checkmate_2.0.0    rlang_0.4.12       pkgconfig_2.0.3    systemfonts_1.0.3 
[57] evaluate_0.14      SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4         
[61] processx_3.5.2     tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0     
[65] plyr_1.8.6         magrittr_2.0.1     R6_2.5.1           generics_0.1.1    
[69] DBI_1.1.2          pillar_1.6.4       haven_2.4.3        whisker_0.4       
[73] withr_2.4.3        abind_1.4-5        modelr_0.1.8       crayon_1.4.2      
[77] car_3.0-12         utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11    
[81] grid_4.1.2         readxl_1.3.1       data.table_1.14.2  callr_3.7.0       
[85] git2r_0.29.0       reprex_2.0.1       digest_0.6.29      webshot_0.5.2     
[89] httpuv_1.6.5       munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1