eMLR data preparation

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-12-02

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

---

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: 3466773

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 3466773. 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/

Untracked files:
    Untracked:  code/extract_offset_values.R
    Untracked:  data/IO_1990s-2000s_AT_DIC_PO4_mean_cruise_offsets.csv
    Untracked:  data/unadjusted_09AR20041223_316N19941201_ALK.pdf
    Untracked:  data/xover_sum_316N19941201_ALK.pdf

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.

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_data_preparation.Rmd) and HTML (docs/eMLR_data_preparation.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
Rmd	3466773	jens-daniel-mueller	2021-12-02	test with 2010s after implementing specifc IO 1990s tasks
html	a83a09b	jens-daniel-mueller	2021-11-29	Build site.
Rmd	653f700	jens-daniel-mueller	2021-11-29	test with input adjustment as inferred from crossover plots
html	84e2b06	jens-daniel-mueller	2021-11-26	Build site.
Rmd	afa56c8	jens-daniel-mueller	2021-11-26	added crossover analysis plot map
html	bb3319c	jens-daniel-mueller	2021-11-26	Build site.
Rmd	f18adbd	jens-daniel-mueller	2021-11-26	added crossover analysis plot
html	f3e9ced	jens-daniel-mueller	2021-11-26	Build site.
Rmd	bbf03f8	jens-daniel-mueller	2021-11-26	added map with IO expocodes
html	23b4013	jens-daniel-mueller	2021-11-26	Build site.
Rmd	316e0e9	jens-daniel-mueller	2021-11-26	added map with IO expocodes
html	fb580ec	jens-daniel-mueller	2021-11-25	Build site.
Rmd	d450ad0	jens-daniel-mueller	2021-11-25	added map with IO expocodes
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	4aa2702	jens-daniel-mueller	2021-11-23	Build site.
Rmd	ffb6afb	jens-daniel-mueller	2021-11-23	adjustment of C* imput data implemented
Rmd	1a0d1a8	jens-daniel-mueller	2021-11-23	manual commit
html	132606b	jens-daniel-mueller	2021-11-22	Build site.
Rmd	74d454b	jens-daniel-mueller	2021-11-22	plot unadjusted C* data
html	59cdf58	jens-daniel-mueller	2021-11-22	Build site.
Rmd	acf8f2a	jens-daniel-mueller	2021-11-21	manual commit
html	3ae2dd1	jens-daniel-mueller	2021-11-21	Build site.
Rmd	a44a5c2	jens-daniel-mueller	2021-11-21	test with revised C* correction IO
html	5b46219	jens-daniel-mueller	2021-11-21	Build site.
Rmd	0bc9267	jens-daniel-mueller	2021-11-21	test wo C* correction IO
html	99fd72e	jens-daniel-mueller	2021-11-21	Build site.
html	5016fc9	jens-daniel-mueller	2021-11-19	Build site.
Rmd	f8fb382	jens-daniel-mueller	2021-11-19	test C* correction IO wo mod data
html	6562075	jens-daniel-mueller	2021-11-19	Build site.
Rmd	87c0fe8	jens-daniel-mueller	2021-11-19	test C* correction IO wo mod data
html	6b80483	jens-daniel-mueller	2021-11-19	Build site.
Rmd	5c01583	jens-daniel-mueller	2021-11-19	test C* correction IO
html	1520d35	jens-daniel-mueller	2021-11-17	Build site.
Rmd	cea5eed	jens-daniel-mueller	2021-11-17	added correlation plots for C* components
html	ae8c078	jens-daniel-mueller	2021-11-17	Build site.
Rmd	d3ccf8e	jens-daniel-mueller	2021-11-17	added correlation plots for C* components
html	8920e2c	jens-daniel-mueller	2021-11-17	Build site.
Rmd	8efe229	jens-daniel-mueller	2021-11-17	added latitude plots for C* components
html	b5c6db0	jens-daniel-mueller	2021-11-17	Build site.
Rmd	8181e94	jens-daniel-mueller	2021-11-17	added plots for C* components
html	41bec80	jens-daniel-mueller	2021-11-16	Build site.
Rmd	b4734fd	jens-daniel-mueller	2021-11-16	added plots for C* components
html	27a9603	jens-daniel-mueller	2021-11-12	Build site.
Rmd	218a287	jens-daniel-mueller	2021-11-12	add zonal mean section of gridded dcant per CFC
html	8a3e867	jens-daniel-mueller	2021-11-12	Build site.
Rmd	4527904	jens-daniel-mueller	2021-11-12	add zonal mean section of gridded dcant per CFC
html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	07ccee8	jens-daniel-mueller	2021-11-11	Build site.
Rmd	4e79444	jens-daniel-mueller	2021-11-11	read gridded cfc12 data
html	1a88d60	jens-daniel-mueller	2021-11-11	Build site.
Rmd	c2be05f	jens-daniel-mueller	2021-11-11	C* zonal section plot added
html	ae92ab5	jens-daniel-mueller	2021-11-11	Build site.
Rmd	8ef5889	jens-daniel-mueller	2021-11-11	new C* slab distribution map
html	3a11eb3	jens-daniel-mueller	2021-11-11	Build site.
Rmd	3e9f316	jens-daniel-mueller	2021-11-11	new C* slab distribution map
html	6891724	jens-daniel-mueller	2021-11-10	Build site.
Rmd	672471c	jens-daniel-mueller	2021-11-10	new C* slab distribution map
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
Rmd	b40db3d	jens-daniel-mueller	2021-11-08	test scattered C* filter
html	3879a6d	jens-daniel-mueller	2021-11-08	Build site.
Rmd	166aa0d	jens-daniel-mueller	2021-11-08	test scattered C* filter
html	25fba91	jens-daniel-mueller	2021-11-05	Build site.
Rmd	8939f7e	jens-daniel-mueller	2021-11-05	plotted C* sd at depth
html	49f9af6	jens-daniel-mueller	2021-11-05	Build site.
Rmd	6ddc78b	jens-daniel-mueller	2021-11-05	plotted C* sd at depth
html	473a239	jens-daniel-mueller	2021-11-05	Build site.
Rmd	213b967	jens-daniel-mueller	2021-11-05	plotted C* gamma slab maps
html	4132be4	jens-daniel-mueller	2021-11-05	Build site.
Rmd	fc1d8fd	jens-daniel-mueller	2021-11-05	plotted C* profiles
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	b7839e8	jens-daniel-mueller	2021-10-29	Build site.
Rmd	2a5fdf4	jens-daniel-mueller	2021-10-29	added adjustment plots
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.
Rmd	084ed77	jens-daniel-mueller	2021-10-07	use all cruises, adjust model truth gamma levels
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
Rmd	7da35ca	jens-daniel-mueller	2021-10-07	check reoccupied cruises only
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
Rmd	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	596734b	jens-daniel-mueller	2021-10-07	Build site.
Rmd	e74b5cf	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	48c53fe	jens-daniel-mueller	2021-08-23	Build site.
Rmd	0e3fb84	jens-daniel-mueller	2021-08-23	surface delta cant with disequilibrium
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
Rmd	3fdf621	jens-daniel-mueller	2021-08-18	test neighbouring trefs + auto slab correction
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
Rmd	26d595c	jens-daniel-mueller	2021-08-10	with P, AIP basins
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
Rmd	4b27dd8	jens-daniel-mueller	2021-08-10	without P, AIP basins
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
Rmd	dd6419c	jens-daniel-mueller	2021-08-09	revised global MLR cleaning
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
Rmd	d694e17	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	1010198	jens-daniel-mueller	2021-08-06	Build site.
Rmd	3a35523	jens-daniel-mueller	2021-08-06	compare surface obs and equi dcant estimates
html	6da46ae	jens-daniel-mueller	2021-08-06	Build site.
Rmd	5d17b4f	jens-daniel-mueller	2021-08-06	plot C* N vs P for data source
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
Rmd	414e9ff	jens-daniel-mueller	2021-07-24	test v_201
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	6f4c8e3	jens-daniel-mueller	2021-06-30	Build site.
Rmd	3be2761	jens-daniel-mueller	2021-06-30	added histogram
html	749d84e	jens-daniel-mueller	2021-06-30	Build site.
Rmd	7fa4dbd	jens-daniel-mueller	2021-06-30	added histogram
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	87e2739	jens-daniel-mueller	2021-06-24	Build site.
Rmd	6e94317	jens-daniel-mueller	2021-06-24	test coarse grid rarefication
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
Rmd	ee48dee	jens-daniel-mueller	2021-06-24	test coarse grid rarefication
html	4e1006c	jens-daniel-mueller	2021-06-18	Build site.
Rmd	9d4550e	jens-daniel-mueller	2021-06-18	cleaned disequilibrium computation
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
Rmd	9a6e1b8	jens-daniel-mueller	2021-06-18	rerun with observation specific alpha
html	77cfc43	jens-daniel-mueller	2021-06-17	Build site.
Rmd	3f1ef54	jens-daniel-mueller	2021-06-17	adapt variable naming to delta_pco2_glob
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.
Rmd	aeddb8d	jens-daniel-mueller	2021-06-14	corrected Cant calculation at tref2
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.
Rmd	ca07f9b	jens-daniel-mueller	2021-06-10	revised sign in disequilibrium ratio
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	ed82630	jens-daniel-mueller	2021-06-10	Build site.
Rmd	fdb6a28	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	c5aaa55	jens-daniel-mueller	2021-06-10	Build site.
Rmd	67203cc	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
Rmd	2a0c856	jens-daniel-mueller	2021-06-08	revised alpha factor for total Cant scaling to tref
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
Rmd	7c32ee8	jens-daniel-mueller	2021-06-07	revised beta factor for total Cant scaling to tref
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
Rmd	71f97a3	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
Rmd	64a0608	jens-daniel-mueller	2021-06-04	calculate cant total at tref2 based on alpha
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	1b625b5	jens-daniel-mueller	2021-06-03	Build site.
Rmd	2433ed8	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.
Rmd	1c2aff8	jens-daniel-mueller	2021-05-31	test run with beta version of GLODAPv2.2021
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
Rmd	4a1fd72	jens-daniel-mueller	2021-05-19	test completely overlapping eras
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
Rmd	5ac5bef	jens-daniel-mueller	2021-05-12	rerun without sea of japan
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.
Rmd	82df560	jens-daniel-mueller	2021-04-16	corrected tref assignment
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
Rmd	1df2496	jens-daniel-mueller	2021-04-13	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	be095c6	jens-daniel-mueller	2021-04-09	Build site.
Rmd	1c2bdb7	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	857bad3	jens-daniel-mueller	2021-03-24	Build site.
Rmd	02e91d4	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	555750f	jens-daniel-mueller	2021-03-23	Build site.
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Rmd	e3dde84	jens-daniel-mueller	2021-03-14	test without filtering
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Rmd	749b5db	jens-daniel-mueller	2021-03-10	filter based on comparison to CANYON-B
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Rmd	bc38fd4	jens-daniel-mueller	2021-03-06	Canyon-B comparison for singla and all years
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Rmd	8abeada	jens-daniel-mueller	2021-03-06	Canyon-B comparison for singla and all years
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Rmd	c3e762b	jens-daniel-mueller	2021-03-06	Canyon-B comparison for all years together
html	98fb407	jens-daniel-mueller	2021-03-06	Build site.
Rmd	bd24d69	jens-daniel-mueller	2021-03-06	Canyon-B comparison for all years
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Rmd	8a40d10	jens-daniel-mueller	2021-03-05	Canyon-B comparison for all years
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Rmd	a805084	jens-daniel-mueller	2021-03-05	comparison to CANYON-B started
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
Rmd	559dd52	jens-daniel-mueller	2021-03-05	rebuild with cruise rmse < 10 filter
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID:

params$Version_ID

[1] "v_XXX"

2 Required data

2.1 GLODAP

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

2.2 Cant fields

S04_cant_3d <-
  read_csv(paste(path_preprocessing,
                 "S04_tcant_3d.csv",
                 sep = ""))

G19_cant_3d <-
  read_csv(paste(path_preprocessing,
                 "G19_dcant_3d.csv",
                 sep = ""))

m94_cant_3d <-
  read_csv(paste(
    path_preprocessing_model,
    "cant_annual_field_AD/cant_1994.csv",
    sep = ""
  ))

m07_cant_3d <-
  read_csv(paste(
    path_preprocessing_model,
    "cant_annual_field_AD/cant_2007.csv",
    sep = ""
  ))

2.3 CO2 atm and disequi

co2_atm <-
  read_csv(paste(path_preprocessing,
                 "co2_atm.csv",
                 sep = ""))

co2_atm_reccap2 <-
  read_csv(paste(path_preprocessing,
                 "co2_atm_reccap2.csv",
                 sep = ""))

delta_pco2_annual_mod <-
    read_csv(
      file = paste(
        path_preprocessing_model,
        "surface_ocean_disequilibrium/",
        "C",
        "_annual.csv",
        sep = ""
      )
    )

delta_pco2_annual_obs <-
    read_csv(
      file = paste(
        path_preprocessing,
        "OceanSODA_disequilibrium_annual.csv",
        sep = ""
      )
    )

delta_pco2_annual <- bind_rows(
  delta_pco2_annual_mod %>% mutate(data_source = "mod"),
  delta_pco2_annual_obs %>% mutate(data_source = "obs")
)

rm(delta_pco2_annual_mod, delta_pco2_annual_obs)

2.4 Surface ocean

### model data

variables <-
  c("talkos", "spco2", "tos", "sos")

for (i_variable in variables) {
  
  temp <- read_csv(paste0(
    path_root,
    "/model/preprocessing/surface_ocean_A/", i_variable, ".csv")
  )
  
  if (exists("surface_mod")) {
    surface_mod <- full_join(surface_mod, temp)
  }
  
  if (!exists("surface_mod")) {
    surface_mod <- temp
  }
}

rm(temp, i_variable, variables)

surface_mod <- surface_mod %>% 
  rename(talk = talkos,
         pCO2 = spco2,
         temp = tos,
         sal = sos)

### Observational data (OceanSODA)

surface_obs <- read_csv(paste0(
    path_observations,
    "preprocessing/OceanSODA.csv")
  )

surface_obs <- surface_obs %>% 
  select(lon, lat, year, talk, pCO2, sal, temp)

surface <- bind_rows(
  surface_obs %>% mutate(data_source = "obs"),
  surface_mod %>% mutate(data_source = "mod")
)

rm(surface_mod, surface_obs)

2.5 Others

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

GLODAP_adjustments  <-
  read_csv(paste(path_preprocessing,
                  "GLODAPv2.2021_adustments.csv",
                  sep = ""))

GLODAP_crossover  <-
  read_csv("data/IO_1990s-2000s_AT_DIC_PO4_mean_cruise_offsets.csv")

2.6 Convert to long format

GLODAP <- GLODAP %>% 
  rename_with(~ gsub("_model", "_mod", .x)) %>% 
  rename_with(.cols = c(temp, sal, gamma, tco2, talk, phosphate,
                        oxygen, aou, nitrate, silicate),
              ~ paste(.x, "obs", sep = "_"))

GLODAP <- GLODAP %>% 
  pivot_longer(
    -c(year:depth), 
    names_to = c(".value", "data_source"), 
    names_sep = "_"
  )

3 Indian Ocean 1990s

exist_IO_1990 <- GLODAP %>%
  filter(between(year, 1989,1999) &
           basin_AIP == "Indian" &
           data_source == "obs") %>% 
  nrow() > 0

3.1 Crossover analysis

GLODAP_crossover <- GLODAP_crossover %>%
  rename(talk = ALK,
         tco2 = DIC,
         phosphate = PO4) %>%
  mutate(phosphate = (phosphate / 100) * 2) %>%
  mutate(
    tco2 = tco2,
    talk = -0.5 * talk,
    phosphate = -params_local$rCP * phosphate +
      params_local$rNP * 0.5 * phosphate,
    cstar = tco2 + talk + phosphate
  ) %>%
  pivot_longer(talk:cstar,
               names_to = "parameter",
               values_to = "value")

GLODAP_crossover %>% 
  group_by(cruise_expocode_RV, parameter) %>% 
  summarise(value = mean(value)) %>% 
  ungroup()

GLODAP_crossover %>%
  ggplot(aes(parameter, value)) +
  geom_hline(yintercept = 0) +
  labs(y = "Cruise offsets in C* equivalents [µmol/kg]") +
  geom_point() +
  facet_wrap( ~ cruise_expocode_RV)

3.2 C* input adjustment

GLODAP <-
  left_join(GLODAP,
            GLODAP_adjustments %>%
              distinct(cruise, cruise_expocode))

GLODAP_IO_1990s <- GLODAP %>%
  filter(between(year, 1989,1999) &
           basin_AIP == "Indian" &
           data_source == "obs") %>% 
  mutate(cruise_expocode_RV = str_sub(cruise_expocode, 1, 7),
         cruise_expocode_date = str_sub(cruise_expocode, 5, 12))



GLODAP_IO_1990s_stats <- GLODAP_IO_1990s %>% 
  count(cruise_expocode_RV) %>% 
  mutate(n_rel = 100 * n / sum(n)) %>% 
  arrange(-n)

GLODAP_IO_1990s_stats %>% 
  kbl() %>% 
  kable_styling()

GLODAP_IO_1990s_top5 <- GLODAP_IO_1990s_stats %>% 
  slice_max(order_by = n, n = 5) %>% 
  pull(cruise_expocode_RV)

map +
  geom_tile(
    data = GLODAP_IO_1990s %>%
      filter(cruise_expocode_RV %in% GLODAP_IO_1990s_top5)  %>%
      distinct(lat, lon, cruise_expocode_RV),
    aes(lon, lat)
  ) +
  xlim(20, 150) +
  ylim(-80, 30) +
  facet_wrap(~ cruise_expocode_RV)

GLODAP_IO_1990s %>%
  filter(cruise_expocode_RV %in% GLODAP_IO_1990s_top5) %>% 
  group_split(cruise_expocode_RV) %>%
  # head(1) %>%
  map( ~ map +
         geom_tile(
           data = .x %>%
             distinct(lat, lon, cruise_expocode_date),
           aes(lon, lat, fill = cruise_expocode_date)
         ) +
         scale_fill_brewer(palette = "Set1",
                           name = "cruise start date") +
         labs(title = paste0("expocodes: ",
                             unique(.x$cruise_expocode_RV),
                             "XXXXX")) +
         xlim(20, 150) +
         ylim(-80, 30))


rm(GLODAP_IO_1990s, GLODAP_IO_1990s_stats, GLODAP_IO_1990s_top5)

GLODAP_adj <- GLODAP %>%
  filter(str_detect(cruise_expocode, "316N199") &
           basin_AIP == "Indian" &
           data_source == "obs")

GLODAP_unadj <- GLODAP %>%
  filter(!(str_detect(cruise_expocode, "316N199") &
           basin_AIP == "Indian" &
           data_source == "obs"))

nrow(GLODAP_adj) + nrow(GLODAP_unadj) == nrow(GLODAP)

map +
  geom_tile(data = GLODAP_adj %>%
              distinct(lat, lon, year),
            aes(lon, lat, fill = as.factor(year)))

map +
  geom_tile(data = GLODAP_adj %>%
              distinct(lat, lon, cruise_expocode),
            aes(lon, lat, fill = cruise_expocode)) +
  scale_fill_brewer(palette = "Set1")


GLODAP_adj <- GLODAP_adj %>%
  mutate(
    tco2 = tco2 + params_local$tco2_corr_316N199,
    talk = talk + params_local$talk_corr_316N199,
    phosphate = phosphate * params_local$phosphate_corr_316N199,
    )

GLODAP <- bind_rows(
  GLODAP_adj,
  GLODAP_unadj
)


rm(GLODAP_adj,
   GLODAP_unadj)

4 PO₄* calculation

The predictor PO₄* was be calculated according to Clement and Gruber (2018), ie based on oxygen. Please note that an erroneous equations for PO4* calculation is given in the supplement of Gruber et al (2019), based on nitrate.

Here we use following equation, if PO₄* is used as predictor:

print(b_phosphate_star)

function (phosphate, oxygen) 
{
    phosphate_star = phosphate + (oxygen/params_local$rPO) - 
        params_local$rPO_offset
    return(phosphate_star)
}

if ("phosphate_star" %in% params_local$MLR_predictors) {
GLODAP <- GLODAP %>% 
  mutate(phosphate_star = b_phosphate_star(phosphate, oxygen))
}

Note, currently we decided to avoid using PO₄* as predictor, because it is equivalent to using PO₄ and O₂.

5 C*

C* serves as a conservative tracer of anthropogenic CO₂ uptake. It is derived from measured DIC by removing the impact of

• organic matter formation and respiration
• calcification and calcium carbonate dissolution

Contributions of those processes are estimated from phosphate and alkalinity concentrations.

5.1 Stoichiometric ratios

The stoichiometric nutrient ratios for the production and mineralization of organic matter were set to:

• C/P: 117
• N/P: 16

5.2 Calculation

C* can optionally be calculated based on phosphate or nitrate.

GLODAP <- GLODAP %>%
  mutate(
    cstar_nitrate = b_cstar_nitrate(tco2, nitrate, talk),
    cstar_phosphate = b_cstar_phosphate(tco2, phosphate, talk)
  )


p_prop_prop(df = GLODAP,
            var1 = "cstar_phosphate",
            var2 = "cstar_nitrate") +
  facet_grid(data_source ~ basin_AIP)

Past versions of calculate_cstar-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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
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
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
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
6da46ae	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
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

GLODAP %>% 
  ggplot(aes(aou, cstar_nitrate - cstar_phosphate)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(data_source ~ basin_AIP)

Past versions of calculate_cstar-2.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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
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
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
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

GLODAP %>% 
  ggplot(aes(nitrate, cstar_nitrate - cstar_phosphate)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(data_source ~ basin_AIP)

Past versions of calculate_cstar-3.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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
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
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
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

C* was actually calculated as:

if (params_local$cstar_nutrient == "phosphate") {
  print(b_cstar_phosphate)
  
  GLODAP <- GLODAP %>%
    mutate(cstar_phosphate = b_cstar_phosphate(tco2, phosphate, talk)) %>%
    rename(cstar = cstar_phosphate) %>%
    select(-cstar_nitrate)
}

function (tco2, phosphate, talk) 
{
    cstar = tco2 - (params_local$rCP * phosphate) - 0.5 * (talk - 
        (params_local$rNP * phosphate))
    return(cstar)
}

if (params_local$cstar_nutrient == "nitrate") {
  print(b_cstar_nitrate)
  
  GLODAP <- GLODAP %>%
    mutate(cstar_nitrate = b_cstar_nitrate(tco2, nitrate, talk)) %>%
    rename(cstar = cstar_nitrate) %>%
    select(-cstar_phosphate)
}

5.3 Reference year adjustment

To adjust observation-based C* values to the reference year of each observation period, we assume a transient steady state change of cant between the time of sampling the reference year. The adjustment requires an approximation of the total cant concentration at the reference year. We approximate this concentration for tref(1) by adding the delta cant signal estimated by Gruber et al (2019) to the “base line” total cant concentration determined for 1994 by Sabine et al (2004):

Cant(tref) = S04 + (tref-1994)/13 * G19

This way, we use exactly S04+G19 for tref(1)=2007. For all other tref(1) we scale Cant with the observed anomalous change over the 1994-2007 period, rather than assuming a transient steady state. However, one assumes a linear behaviour of the anomalous change over time, which might be wrong in particular for the years past 2007.

Therefore, we estimate the total Cant at tref(2) by scaling total cant at tref(1) with alpha, according to Gruber et al. (2019).

For the model data, we perform an analogous adjustment based on the total Cant estimate for 1994 (corresponding to Sabine 2004), and the delta Cant estimate for 1994 - 2007 (corresponding to Gruber 2019).

5.3.1 Join Cant fields

Join observation-based Cant fields of G19 and S04

G19_cant_3d <- G19_cant_3d %>% 
  select(lon, lat, depth, cant_pos_G19 = dcant_pos)

S04_cant_3d <- S04_cant_3d %>% 
  select(lon, lat, depth, cant_pos_S04 = tcant_pos)

# check regional coverage of both data sets
cant_3d_coverage <- full_join(
  S04_cant_3d %>% distinct(lat, lon),
  G19_cant_3d %>% distinct(lat, lon)
)

cant_3d_coverage <- full_join(
  cant_3d_coverage,
  G19_cant_3d %>% distinct(lat, lon) %>% mutate(G19 = "y")
)

cant_3d_coverage <- full_join(
  cant_3d_coverage,
  S04_cant_3d %>% distinct(lat, lon) %>% mutate(S04 = "y")
)

cant_3d_coverage <- cant_3d_coverage %>% 
  mutate(coverage = case_when(
    G19 == "y" & S04 == "y" ~ "both",
    is.na(G19) & S04 == "y" ~ "S04",
    G19 == "y" & is.na(S04) ~ "G19"))

map +
  geom_raster(data = cant_3d_coverage,
              aes(lon, lat, fill = coverage)) +
  geom_raster(data = GLODAP %>% distinct(lat, lon),
              aes(lon, lat)) +
  scale_fill_brewer(palette = "Dark2")

Past versions of join_cant_estimates_observations-1.png

Version	Author	Date
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
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
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
27c99b8	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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

rm(cant_3d_coverage)


# join data sets
cant_3d <- full_join(S04_cant_3d, G19_cant_3d)

cant_3d <- cant_3d %>%
  mutate(cant_pos_S04 = replace_na(cant_pos_S04, 0),
         cant_pos_G19 = replace_na(cant_pos_G19, 0))

Join model Cant fields of 1994 and 2007

# define positive cant
m94_cant_3d <- m94_cant_3d %>% 
  mutate(cant_pos = if_else(cant_total <= 0, 0, cant_total)) %>% 
  select(lon, lat, depth, cant_pos_S04 = cant_pos)

m07_cant_3d <- m07_cant_3d %>% 
  mutate(cant_pos = if_else(cant_total <= 0, 0, cant_total)) %>% 
  select(lon, lat, depth, cant_pos_m07 = cant_pos)

# join data sets
mod_cant_3d <- full_join(
  m94_cant_3d,
  m07_cant_3d
)

# calculate the delta cant signal, i.e. the analogue to G19
mod_cant_3d <- mod_cant_3d %>% 
  mutate(cant_pos_G19 = cant_pos_m07 - cant_pos_S04,
         cant_pos_G19 = if_else(cant_pos_G19 <= 0, 
                                0, cant_pos_G19)) %>% 
  select(-cant_pos_m07)

rm(m07_cant_3d,
   m94_cant_3d)

Join mod and obs Cant

cant_3d <- bind_rows(
  mod_cant_3d %>% mutate(data_source = "mod"),
  cant_3d %>% mutate(data_source = "obs")
)

cant_3d <- inner_join(cant_3d, basinmask)

5.3.2 tcant at tref1

Calculate total Cant at tref1 by adding G19 to S04, linearly scaled for the time since 1994. Note: For tref1 close to 1994, this should be a marginal change compared to taking SO4 directly.

tcant_3d <- cant_3d %>%
  mutate(tcant_pos = cant_pos_S04 +
           ((min(tref$median_year) - 1994) / 13 * cant_pos_G19))

rm(cant_3d)

# join cant with tref
tcant_3d <- expand_grid(tcant_3d, tref)


# linear scaling of Gruber 2019
# calculate cant fields for all tref
tcant_3d_t1 <- tcant_3d %>%
  filter(median_year == min(tref$median_year))

5.3.3 Revelle factor ratio

# determine mean year for both eras
tref_mean <- c(sort(tref$median_year)[1]-50 , round(mean(tref$median_year)))

# extract surface ocean data for second mean year
surface <- surface %>% 
  filter(year == round(mean(tref$median_year)))

# extract atm pCO2 level for time before first era
delta_pCO2_hist <- co2_atm_reccap2 %>% 
  filter(year %in% tref_mean) %>% 
  arrange(year) %>% 
  mutate(delta_pCO2_hist = pCO2 - lag(pCO2)) %>% 
  drop_na() %>% 
  pull(delta_pCO2_hist)

# derive historic surface pCO2 field
surface_hist <- surface %>% 
  mutate(pCO2 = pCO2 - delta_pCO2_hist,
         year = tref_mean[1])

surface <- bind_rows(
  surface,
  surface_hist
)

map +
  geom_raster(data = surface,
              aes(lon, lat, fill=pCO2)) +
  scale_fill_viridis_c() +
  facet_grid(data_source ~ year)

Past versions of calc_rev_fac_ratio-1.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06

# calculate surface revelle factor dibution
surface <- surface %>%
  drop_na() %>% 
  mutate(
    rev_fac = buffer(
      flag = 24,
      var1 = pCO2,
      var2 = talk * 1e-6,
      S = sal,
      T = temp,
      P = 0,
      k1k2 = "l"
    )$BetaD
  )

map +
  geom_raster(data = surface,
              aes(lon, lat, fill=rev_fac)) +
  scale_fill_viridis_c() +
  facet_grid(data_source ~ year)

Past versions of calc_rev_fac_ratio-2.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06

# calculate revelle factor ratios
surface <- surface %>% 
  arrange(year) %>% 
  group_by(lon, lat, data_source) %>% 
  mutate(rev_fac_ratio = lag(rev_fac) / rev_fac) %>% 
  ungroup() %>% 
  drop_na()

map +
  geom_raster(data = surface,
              aes(lon, lat, fill=rev_fac_ratio)) +
  scale_fill_viridis_c() +
  facet_grid(data_source ~ .)

Past versions of calc_rev_fac_ratio-3.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06

# area weighted mean changes in revelle factor
rev_fac_ratio <- surface %>% 
  mutate(area = earth_surf(lat = lat),
         rev_fac_ratio_scaled = area * rev_fac_ratio) %>% 
  group_by(data_source) %>% 
  summarise(rev_fac_ratio = sum(rev_fac_ratio_scaled) / sum(area)) %>% 
  ungroup()

rm(surface, surface_hist, delta_pCO2_hist, tref_mean)

5.3.4 Alpha

# extract atm pCO2 at reference years
co2_atm_tref <- right_join(co2_atm, tref %>% rename(year = median_year)) %>% 
  select(-year) %>% 
  rename(pCO2_tref = pCO2)

# calculate change in atm pCO2
co2_atm_tref <- co2_atm_tref %>% 
  mutate(delta_pCO2_atm = pCO2_tref - 
           lag(pCO2_tref, default = params_local$preind_atm_pCO2))

# derive change in atm-sea disequilibrium pCO2
delta_pco2_annual <- right_join(delta_pco2_annual,
                                GLODAP %>%
                                  distinct(year, era)) %>%
  drop_na()

# plot disequilibrium time series
delta_pco2_annual %>%
  ggplot(aes(year, delta_pco2_glob)) +
  geom_path(aes(linetype=data_source)) +
  geom_point(aes(col = era, shape=data_source)) +
  scale_color_brewer(palette = "Set1")

Past versions of calc_alpha-1.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
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
c18a8b1	jens-daniel-mueller	2021-07-09

# create data frame with preindustrial disequilibrium for model and observations
disequi_pCO2_pi <- bind_cols(
  era = rep(paste0("1750-",tref$median_year[1]),2),
  data_source = c("mod", "obs"),
  mean_delta_pCO2 = c(0,3)
)

disequi_pCO2_tref <- delta_pco2_annual %>% 
  group_by(era, data_source) %>% 
  summarise(mean_delta_pCO2 = mean(delta_pco2_glob)) %>% 
  ungroup()

disequi_pCO2_tref <- bind_rows(
  disequi_pCO2_pi,
  disequi_pCO2_tref
)

rm(disequi_pCO2_pi)

disequi_pCO2_tref <- disequi_pCO2_tref %>% 
  arrange(era) %>% 
  group_by(data_source) %>% 
  mutate(disequi_pCO2_change = mean_delta_pCO2 - lag(mean_delta_pCO2)) %>% 
  ungroup() %>% 
  drop_na()

# calculate xeta ratio
disequi_pCO2_change <- full_join(
  disequi_pCO2_tref,
  co2_atm_tref)

disequi_pCO2_change <- disequi_pCO2_change %>% 
  mutate(xeta = (delta_pCO2_atm - disequi_pCO2_change) / delta_pCO2_atm) %>% 
  arrange(era) %>% 
  group_by(data_source) %>% 
  mutate(xeta_ratio = xeta / lag(xeta),
         delta_pCO2_atm_ratio = delta_pCO2_atm / lag(delta_pCO2_atm)) %>% 
  ungroup()

disequi_pCO2_change <- full_join(
  disequi_pCO2_change,
  rev_fac_ratio
)
rm(rev_fac_ratio)

# determine alpha scaling factor
disequi_pCO2_change <- disequi_pCO2_change %>% 
  mutate(alpha = delta_pCO2_atm_ratio * xeta_ratio * rev_fac_ratio) %>% 
  select(-c(pCO2_tref, delta_pCO2_atm_ratio))

disequi_pCO2_change %>% 
  kbl() %>% 
  kable_styling()

era	data_source	mean_delta_pCO2	disequi_pCO2_change	start	end	delta_pCO2_atm	xeta	xeta_ratio	rev_fac_ratio	alpha
2000-2009	mod	-8.583512	-8.583512	2000	2009	96.80	1.088673	NA	0.9239027	NA
2000-2009	obs	-7.149348	-10.149348	2000	2009	96.80	1.104849	NA	0.9229691	NA
2010-2019	mod	-9.859488	-1.275976	2010	2019	20.32	1.062794	0.9762293	0.9239027	0.1893330
2010-2019	obs	-9.570174	-2.420826	2010	2019	20.32	1.119135	1.0129308	0.9229691	0.1962525

alpha_df <- disequi_pCO2_change %>% 
  select(data_source, alpha) %>% 
  drop_na()

5.3.5 tcant at tref2

Calculate total Cant at tref2 by scaling the tref1 estimate with alpha according to Gruber et al 2019.

tcant_3d_t2 <- full_join(tcant_3d %>% filter(median_year == max(tref$median_year)),
                        alpha_df) %>% 
  mutate(tcant_pos = tcant_pos * (1 + alpha)) %>% 
  select(-alpha)

tcant_3d <- bind_rows(tcant_3d_t1, tcant_3d_t2)
rm(tcant_3d_t1, tcant_3d_t2)

# remove columns
tcant_3d <- tcant_3d %>% 
  select(data_source, basin_AIP, lon, lat, depth, era, tcant_pos)

tcant_3d %>% 
  ggplot(aes(tcant_pos, depth)) +
  geom_bin2d() +
  facet_grid(era ~ data_source) +
  scale_fill_viridis_c() +
  scale_y_reverse()

Past versions of calc_cant_tref1-1.png

Version	Author	Date
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
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
c18a8b1	jens-daniel-mueller	2021-07-09

tcant_zonal <- tcant_3d %>%
  group_by(data_source, era) %>%
  nest() %>%
  mutate(section = map(.x = data, ~m_zonal_mean_sd(.x))) %>%
  select(-data) %>%
  unnest(section)

tcant_3d <- tcant_3d %>% 
  select(-basin_AIP)

5.3.6 Combine GLODAP + tcant

# observations grid per era
GLODAP_obs_grid_era <- GLODAP %>% 
  distinct(lat, lon, era, data_source)

# cant data at observations grid
tcant_3d_obs <- left_join(
  GLODAP_obs_grid_era,
  tcant_3d)

tcant_3d_obs <- tcant_3d_obs %>%
  mutate(tcant_pos = replace_na(tcant_pos, 0),
         depth = replace_na(depth, 0))

# calculate number of cant data points per grid cell
tcant_3d_obs <- tcant_3d_obs %>%
  group_by(lon, lat, era, data_source) %>% 
  mutate(n = n(),
         n_group = if_else(n > 1, "n > 1", "n <= 1")) %>% 
  ungroup()

# GLODAP observations with only one Cant value
map +
  geom_raster(data = tcant_3d_obs,
             aes(lon, lat, fill = n_group)) +
  scale_fill_brewer(palette = "Set1", name="n") +
  facet_grid(data_source ~ era) +
  labs(title = "Number of Cant depth levels",
       subtitle = "available per latxlon grid cell")

Past versions of merge_cstar_cant-1.png

Version	Author	Date
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
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
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
27c99b8	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
9480f94	jens-daniel-mueller	2021-06-29
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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
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
85a5ed2	jens-daniel-mueller	2021-03-10
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
39113c3	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18

tcant_3d_obs <- tcant_3d_obs %>% 
  select(-n_group)

rm(GLODAP_obs_grid_era)

GLODAP_tcant_obs <- full_join(GLODAP, tcant_3d_obs)

rm(GLODAP, tcant_3d_obs)

# fill number of cant data points per grid cell to all observations
GLODAP_tcant_obs <- GLODAP_tcant_obs %>%
  group_by(lon, lat, era, data_source) %>% 
  fill(n, .direction = "updown") %>% 
  ungroup()

The mapped Cant product was merged with GLODAP observation by:

• using an identical 1x1° horizontal grid
• linear interpolation of C_ant from standard to sampling depth

# interpolate cant to observation depth
GLODAP_tcant_obs_int <- GLODAP_tcant_obs %>%
  filter(n > 1) %>% 
  group_by(lat, lon, era, data_source) %>%
  arrange(depth) %>%
  mutate(tcant_pos_int = approxfun(depth, tcant_pos, rule = 2)(depth)) %>%
  ungroup()

# set cant for observation depth if only one cant available
GLODAP_tcant_obs_set <- GLODAP_tcant_obs %>%
  filter(n == 1) %>%
  group_by(lat, lon, era, data_source) %>%
  mutate(tcant_pos_int = mean(tcant_pos, na.rm = TRUE)) %>%
  ungroup()

# bin data sets with interpolated and set cant
GLODAP_tcant_obs <- bind_rows(GLODAP_tcant_obs_int, GLODAP_tcant_obs_set)
rm(GLODAP_tcant_obs_int, GLODAP_tcant_obs_set)


# remove cant data at grid cells without observations
GLODAP <- GLODAP_tcant_obs %>%
  filter(!is.na(cstar)) %>%
  mutate(tcant_pos = tcant_pos_int) %>%
  select(-tcant_pos_int, n)

rm(GLODAP_tcant_obs)

5.3.7 Merge GLODAP + atm. pCO₂

GLODAP observations were merged with mean annual atmospheric pCO₂ levels by year.

GLODAP <- left_join(GLODAP, co2_atm)

5.3.8 Calculation

# assign reference year
GLODAP <- full_join(GLODAP, tref)

# extract atm pCO2 at reference year
co2_atm_tref <- right_join(co2_atm, tref %>% rename(year = median_year)) %>% 
  select(-year) %>% 
  rename(pCO2_tref = pCO2)

# merge atm pCO2 at tref with GLODAP
GLODAP <- full_join(GLODAP, co2_atm_tref)
rm(co2_atm)


# calculate cstar for reference year
GLODAP <- GLODAP %>%
  mutate(
    cstar_tref_delta =
      ((pCO2 - pCO2_tref) / (pCO2_tref - params_local$preind_atm_pCO2)) * tcant_pos,
    cstar_tref = cstar - cstar_tref_delta)

5.4 Control plots

GLODAP %>% 
  ggplot(aes(cstar_tref_delta)) +
  geom_histogram(binwidth = 1) +
  labs(title = "Histogramm with binwidth = 1") +
  facet_wrap(~ data_source)

Past versions of cstar_reference_year_adjustment_histogram-1.png

Version	Author	Date
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
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
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
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
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
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
c5aaa55	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
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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
be095c6	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
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
85a5ed2	jens-daniel-mueller	2021-03-10
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11
7788175	jens-daniel-mueller	2020-12-09
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
37e9dac	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
b02b7a4	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

GLODAP %>% 
  sample_n(1e4) %>% 
  ggplot(aes(year, cstar_tref_delta, col = tcant_pos)) +
  geom_point() +
  scale_color_viridis_c() +
  labs(title = "Time series of random subsample 1e4") +
  facet_wrap(~ data_source)

Past versions of cstar_reference_year_adjustment_vs_time_cant-1.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
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
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
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
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
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
9480f94	jens-daniel-mueller	2021-06-29
3b6387f	jens-daniel-mueller	2021-06-18
77cfc43	jens-daniel-mueller	2021-06-17
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
c5aaa55	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
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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
be095c6	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
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
85a5ed2	jens-daniel-mueller	2021-03-10
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
5d452fe	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11
7788175	jens-daniel-mueller	2020-12-09
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
37e9dac	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
b02b7a4	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

GLODAP %>% 
  ggplot(aes(year, cstar_tref_delta)) +
  geom_bin2d(binwidth = 1) +
  scale_fill_viridis_c(trans = "log10") +
  labs(title = "Heatmap with binwidth = 1") +
  facet_wrap(~ data_source)

Past versions of cstar_reference_year_adjustment_vs_time_counts-1.png

Version	Author	Date
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
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
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
596734b	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
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
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
9480f94	jens-daniel-mueller	2021-06-29
3b6387f	jens-daniel-mueller	2021-06-18
77cfc43	jens-daniel-mueller	2021-06-17
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
c5aaa55	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
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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
be095c6	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
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
85a5ed2	jens-daniel-mueller	2021-03-10
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11
7788175	jens-daniel-mueller	2020-12-09
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
37e9dac	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
b02b7a4	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

6 Isoneutral slabs

GLODAP %>% 
  ggplot(aes(gamma)) +
  geom_histogram() +
  facet_grid(basin_AIP~data_source)

Past versions of density_histograms-1.png

Version	Author	Date
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
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
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
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
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

GLODAP %>% 
  ggplot(aes(gamma, depth)) +
  geom_bin2d() +
  scale_y_reverse() +
  scale_fill_viridis_c() +
  facet_grid(basin_AIP~data_source)

Past versions of density_profiles-1.png

Version	Author	Date
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
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
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
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	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
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
9480f94	jens-daniel-mueller	2021-06-29
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

gamma_profiles <- GLODAP %>%
  mutate(depth_int = as.numeric(as.character(cut(
    depth, seq(0, 2e4, 50),
    seq(25, 2e4, 50)
  )))) %>%
  select(data_source, basin_AIP, depth_int, gamma) %>% 
  group_by(data_source, basin_AIP, depth_int) %>% 
  summarise(gamma_mean = mean(gamma, na.rm = TRUE),
            gamma_sd = sd(gamma, na.rm = TRUE)) %>% 
  ungroup()

gamma_profiles_bias <- gamma_profiles %>% 
  select(-gamma_sd) %>% 
  pivot_wider(names_from = data_source,
              values_from = gamma_mean) %>% 
  mutate(gamma_bias = mod - obs)

gamma_profiles %>%
  ggplot() +
  geom_vline(xintercept = params_local$slabs_Ind_Pac,
             col = "grey50") +
  geom_ribbon(
    aes(
      xmin = gamma_mean - gamma_sd,
      xmax = gamma_mean + gamma_sd,
      y = depth_int,
      fill = data_source
    ),
    alpha = 0.3
  ) +
  geom_path(aes(gamma_mean, depth_int, col = data_source)) +
  geom_point(aes(gamma_mean, depth_int, col = data_source)) +
  scale_y_reverse() +
  facet_grid(. ~ basin_AIP)

Past versions of mean_density_profiles-1.png

Version	Author	Date
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
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
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

gamma_profiles_bias %>% 
  ggplot(aes(gamma_bias, depth_int)) +
  geom_point() +
  scale_y_reverse() +
  facet_grid(.~basin_AIP)

Past versions of mean_density_profiles-2.png

Version	Author	Date
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
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
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
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

mean_gamma_offset_Indo_Pac <- gamma_profiles_bias %>% 
  filter(basin_AIP %in% c("Indian", "Pacific")) %>%
  summarise(gamma_offset = mean(gamma_bias,
                                na.rm = TRUE)) %>% 
  pull()

mean_gamma_offset_Atl <- gamma_profiles_bias %>% 
  filter(basin_AIP %in% c("Atlantic")) %>%
  summarise(gamma_offset = mean(gamma_bias,
                                na.rm = TRUE)) %>% 
  pull()


GLODAP <- GLODAP %>%
  mutate(
    gamma = if_else(
      basin_AIP %in% c("Indian", "Pacific") &
        data_source == "mod",
      gamma - mean_gamma_offset_Indo_Pac,
      gamma
    ),
    gamma = if_else(
      basin_AIP %in% c("Atlantic") &
        data_source == "mod",
      gamma - mean_gamma_offset_Atl,
      gamma
    )
  )

GLODAP <- GLODAP %>% 
  group_by(basin_AIP) %>% 
  mutate(gamma_slab = cut_number(gamma, n = 10)) %>% 
  ungroup()

GLODAP_slab <- GLODAP %>% 
  count(gamma_slab, basin_AIP, era)


GLODAP_slab %>% 
  ggplot(aes(gamma_slab, n, fill=era)) +
  geom_col() +
  facet_grid(.~basin_AIP, scales = "free_x") +
  theme(axis.text.x = element_text(angle = 90))

The following boundaries for isoneutral slabs were defined:

• Atlantic: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1, 28.15, 28.2,
• Indo-Pacific: -, 26, 26.5, 26.75, 27, 27.25, 27.5, 27.75, 27.85, 27.95, 28.05, 28.1,

Continuous neutral densities (gamma) values from GLODAP are grouped into isoneutral slabs.

GLODAP <- m_cut_gamma(GLODAP, "gamma")

# this section was only used to calculate gamma locally, and compare it to the value provided in GLODAP data set

GLODAP_cruise <- GLODAP %>% 
  filter(cruise %in% params_global$cruises_meridional)

library(oce)
library(gsw)
# calculate pressure from depth

GLODAP_cruise <- GLODAP_cruise %>% 
  mutate(CTDPRS = gsw_p_from_z(-depth,
                               lat))

GLODAP_cruise <- GLODAP_cruise %>% 
  mutate(THETA = swTheta(salinity = sal,
                         temperature = temp,
                         pressure = CTDPRS,
                         referencePressure = 0,
                         longitude = lon-180,
                         latitude = lat))

GLODAP_cruise <- GLODAP_cruise %>% 
  rename(LATITUDE = lat,
         LONGITUDE = lon,
         SALNTY = sal,
         gamma_provided = gamma)

library(reticulate)
data_source_python(here::here("code/python_scripts",
                         "Gamma_GLODAP_python.py"))

GLODAP_cruise <- calculate_gamma(GLODAP_cruise)

GLODAP_cruise <- GLODAP_cruise %>% 
  mutate(gamma_delta = gamma_provided - GAMMA)

lat_section <- 
GLODAP_cruise %>%
  ggplot(aes(LATITUDE, CTDPRS)) +
  scale_y_reverse() +
  theme(legend.position = "bottom")

lat_section +
  stat_summary_2d(aes(z = gamma_delta)) +
  scale_color_viridis_c()

GLODAP_cruise %>% 
  ggplot(aes(gamma_delta))+
  geom_histogram()

rm(lat_section, GLODAP_cruise, cruises_meridional)

7 Reoccupation filter

Reoccupation filter was applied: FALSE

GLODAP_grid <- GLODAP %>% 
  distinct(lon, lat, gamma_slab, era)

GLODAP_grid <- GLODAP_grid %>% 
  group_by(lat, lon, gamma_slab) %>% 
  mutate(n = n()) %>% 
  ungroup() %>% 
  mutate(era_label = if_else(n==1, era, "both"))

map+
  geom_raster(data = GLODAP_grid,
              aes(lon, lat, fill = era_label)) +
  facet_wrap(~ gamma_slab, ncol = 2) +
  scale_fill_brewer(palette = "Set1", direction = -1)

Past versions of filter_reoccupied_observations-1.png

Version	Author	Date
98d9e33	jens-daniel-mueller	2021-11-11
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
b7839e8	jens-daniel-mueller	2021-10-29
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07

GLODAP_grid <- GLODAP_grid %>% 
  filter(era_label == "both") %>% 
  distinct(lat, lon, gamma_slab)

if (params_local$rarefication == "reoccupation") {

  GLODAP <- left_join(GLODAP_grid, GLODAP)
  
}

rm(GLODAP_grid)

8 Indian Ocean 1990s

8.1 C* adjustment

GLODAP_adj <- GLODAP %>%
  filter(str_detect(cruise_expocode, "316N199") &
           basin_AIP == "Indian" &
           data_source == "obs")

GLODAP_unadj <- GLODAP %>%
  filter(!(str_detect(cruise_expocode, "316N199") &
           basin_AIP == "Indian" &
           data_source == "obs"))

GLODAP_adj <- GLODAP_adj %>%
  mutate(
    cstar_tref = cstar_tref + params_local$cstar_corr_316N199,
    ) 

GLODAP <- bind_rows(
  GLODAP_adj,
  GLODAP_unadj
)


rm(GLODAP_adj,
   GLODAP_unadj)

GLODAP <- GLODAP %>%
  select(-cruise_expocode)

9 C* distributions

9.1 Profiles

GLODAP_profiles_IO_sub <- GLODAP %>% 
  filter(depth > 1000,
         data_source == "obs") %>% 
  count(cruise, basin_AIP, era) %>% 
  arrange(-n) %>%
  group_by(basin_AIP, era) %>% 
  slice_max(n, n = 10) %>% 
  ungroup() %>% 
  pull(cruise)

GLODAP_profiles <- GLODAP %>%
  filter(data_source == "obs",
         depth > 1000) %>%
  filter(cruise %in% GLODAP_profiles_IO_sub)

rm(GLODAP_profiles_IO_sub)

GLODAP_profiles %>%
  arrange(depth, station) %>%
  ggplot(aes(cstar_tref, depth,
             group = interaction(station),
             col = basin_AIP)) +
  scale_color_brewer(palette = "Dark2") +
  geom_path() +
  scale_y_reverse() +
  facet_wrap(~ interaction(era, cruise), ncol = 3)

map +
  geom_tile(data = GLODAP_profiles %>%
              distinct(lat, lon, era, cruise),
            aes(lon, lat)) +
  facet_wrap( ~ interaction(era, cruise),
              ncol = 3)

rm(GLODAP_profiles)

cstar_station_stats <- GLODAP %>% 
  filter(depth >= 2000,
         depth <= 5000) %>% 
  group_by(cruise, station, data_source) %>%
  mutate(cstar_offset = cstar_tref - mean(cstar_tref, na.rm = TRUE)) %>% 
  ungroup() %>% 
  group_by(cruise, station, data_source, era, basin_AIP) %>% 
  summarise(cstar_sd = sd(cstar_offset, na.rm = TRUE),
            cstar_mean = mean(cstar_tref, na.rm = TRUE),
            n = n()) %>% 
  ungroup()

cstar_station_stats %>%
  ggplot() +
  geom_histogram(aes(n, fill = era),
                 position = "dodge") +
  facet_grid(basin_AIP ~ data_source)

cstar_station_stats <- cstar_station_stats %>% 
  filter(n >= 3) %>% 
  group_by(basin_AIP, era) %>% 
  mutate(cstar_sd_rank = rank(cstar_sd)) %>% 
  ungroup()

  
cstar_station_stats %>% 
  ggplot() +
  geom_histogram(aes(cstar_sd, fill=era),
                 position = "dodge") +
  facet_grid(basin_AIP ~ data_source)

  
cstar_station_stats %>% 
  ggplot() +
  geom_histogram(aes(cstar_mean, fill=era),
                 position = "dodge") +
  facet_grid(basin_AIP ~ data_source)

cstar_station_stats %>% 
  ggplot() +
  geom_density(aes(cstar_mean,
                   fill=era,
                   col=era),
               alpha = 0.2) +
  facet_grid(basin_AIP ~ data_source,
             scales = "free_y")


cstar_station_stats %>%  
  ggplot() +
  geom_point(aes(cstar_sd_rank, cstar_sd, col=era)) +
  facet_grid(basin_AIP ~ data_source)

cstar_station_stats %>%  
  filter(data_source == "obs") %>% 
  ggplot(aes(cstar_sd, cstar_mean)) +
  geom_bin_2d() +
  facet_grid(basin_AIP ~ era,
             scales = "free_y") +
  scale_fill_viridis_c() +
  geom_smooth(col = "red")

map +
  geom_raster(data = left_join(cstar_station_stats,
                               GLODAP %>%
                                 distinct(cruise, station, lon, lat)),
              aes(lon, lat, fill = cut(cstar_sd, c(0, 3, 6, Inf)))) +
  facet_grid(data_source ~ era) +
  scale_fill_viridis_d(direction = -1,
                       name = "cstar SD",
                       option = "magma") +
  theme(legend.position = "bottom")

9.1.1 Apply scatter filter

cruise_SD_out <- cstar_station_stats %>% 
  filter(data_source == "obs",
         cstar_sd >= params_local$cstar_deep_sd) %>% 
  distinct(cruise, station, era, basin_AIP) %>% 
  mutate(flag_SD = "removed")

grid_pre <- GLODAP %>% 
  distinct(lon, lat, era)

GLODAP <-
  full_join(GLODAP,
            cruise_SD_out) %>%
  filter(is.na(flag_SD)) %>%
  select(-flag_SD)

grid_post <- GLODAP %>% 
  distinct(lon, lat, era)

map +
  geom_tile(data = grid_pre,
            aes(lon, lat, fill = "pre")) +
  geom_tile(data = grid_post,
            aes(lon, lat, fill = "post")) +
  scale_fill_brewer(palette = "Set1") +
  facet_grid(era ~ .)


rm(cstar_station_stats, grid_post, grid_pre)

9.2 Slab distribution

9.2.1 Absolute

# calculate cstar contributions from components
GLODAP_cstar <- GLODAP %>%
  mutate(
    cstar_tco2 = tco2,
    cstar_talk = -0.5 * talk,
    cstar_phosphate = -params_local$rCP * phosphate + params_local$rNP *
      0.5 * phosphate
  ) %>%
  select(-c(cstar, cstar_tref_delta)) %>%
  filter(data_source == "obs")

cstar_grid <- m_grid_horizontal_coarse(GLODAP_cstar)

cstar_grid <- cstar_grid %>%
  group_by(lat_grid, lon_grid, gamma_slab, era, data_source, basin_AIP) %>%
  summarise(across(starts_with("cstar_"), ~ mean(.x, na.rm = TRUE))) %>%
  ungroup() %>%
  mutate(gamma_slab = fct_relevel(gamma_slab, sort))

cstar_grid <- cstar_grid %>% 
  pivot_longer(starts_with("cstar_"),
               names_to = "parameter",
               values_to = "value")

cstar_grid %>%
  filter(basin_AIP == "Indian") %>%
  group_split(basin_AIP, gamma_slab, parameter) %>%
  # head(1) %>%
  map(
    ~ map +
      geom_tile(
        data = .x,
        aes(lon_grid, lat_grid, fill = value),
        col = "grey20"
      ) +
      scale_fill_viridis_c(name = unique(.x$parameter)) +
      labs(title = paste(
        "basin_AIP",
        unique(.x$basin_AIP),
        "| gamma_slab",
        unique(.x$gamma_slab)
      )) +
      xlim(c(20, 150)) +
      facet_grid(. ~ era)
  )

[[1]]

Past versions of cstar_slab_distribution_absolute-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
3a11eb3	jens-daniel-mueller	2021-11-11

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72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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8920e2c	jens-daniel-mueller	2021-11-17
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a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
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8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
3a11eb3	jens-daniel-mueller	2021-11-11

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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b5c6db0	jens-daniel-mueller	2021-11-17
3a11eb3	jens-daniel-mueller	2021-11-11

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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b5c6db0	jens-daniel-mueller	2021-11-17
3a11eb3	jens-daniel-mueller	2021-11-11

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72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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b5c6db0	jens-daniel-mueller	2021-11-17
3a11eb3	jens-daniel-mueller	2021-11-11

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a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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b5c6db0	jens-daniel-mueller	2021-11-17
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a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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3eba8ac	jens-daniel-mueller	2021-11-23
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72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
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72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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132606b	jens-daniel-mueller	2021-11-22
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8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
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3eba8ac	jens-daniel-mueller	2021-11-23
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132606b	jens-daniel-mueller	2021-11-22
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3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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3eba8ac	jens-daniel-mueller	2021-11-23
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3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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8920e2c	jens-daniel-mueller	2021-11-17
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a83a09b	jens-daniel-mueller	2021-11-29
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3eba8ac	jens-daniel-mueller	2021-11-23
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3eba8ac	jens-daniel-mueller	2021-11-23
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3eba8ac	jens-daniel-mueller	2021-11-23
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3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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a83a09b	jens-daniel-mueller	2021-11-29
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3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[21]]

Past versions of cstar_slab_distribution_absolute-21.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[22]]

Past versions of cstar_slab_distribution_absolute-22.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[23]]

Past versions of cstar_slab_distribution_absolute-23.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[24]]

Past versions of cstar_slab_distribution_absolute-24.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[25]]

Past versions of cstar_slab_distribution_absolute-25.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[26]]

Past versions of cstar_slab_distribution_absolute-26.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[27]]

Past versions of cstar_slab_distribution_absolute-27.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[28]]

Past versions of cstar_slab_distribution_absolute-28.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[29]]

Past versions of cstar_slab_distribution_absolute-29.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[30]]

Past versions of cstar_slab_distribution_absolute-30.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[31]]

Past versions of cstar_slab_distribution_absolute-31.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[32]]

Past versions of cstar_slab_distribution_absolute-32.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[33]]

Past versions of cstar_slab_distribution_absolute-33.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[34]]

Past versions of cstar_slab_distribution_absolute-34.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[35]]

Past versions of cstar_slab_distribution_absolute-35.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[36]]

Past versions of cstar_slab_distribution_absolute-36.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[37]]

Past versions of cstar_slab_distribution_absolute-37.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[38]]

Past versions of cstar_slab_distribution_absolute-38.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[39]]

Past versions of cstar_slab_distribution_absolute-39.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[40]]

Past versions of cstar_slab_distribution_absolute-40.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[41]]

Past versions of cstar_slab_distribution_absolute-41.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[42]]

Past versions of cstar_slab_distribution_absolute-42.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[43]]

Past versions of cstar_slab_distribution_absolute-43.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[44]]

Past versions of cstar_slab_distribution_absolute-44.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[45]]

Past versions of cstar_slab_distribution_absolute-45.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[46]]

Past versions of cstar_slab_distribution_absolute-46.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[47]]

Past versions of cstar_slab_distribution_absolute-47.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[48]]

Past versions of cstar_slab_distribution_absolute-48.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

9.2.2 Offset

cstar_grid_offset <- cstar_grid %>%
  pivot_wider(names_from = era,
              values_from = value) %>%
  mutate(delta_value := !!sym(tref$era[2])-!!sym(tref$era[1])) %>%
  filter(!is.na(delta_value))

cstar_grid_offset <- cstar_grid_offset %>%
  select(-tref$era) %>%
  pivot_wider(names_from = parameter,
              values_from = delta_value) %>%
  mutate(cstar_sum = cstar_tco2 + cstar_talk + cstar_phosphate) %>%
  pivot_longer(cstar_tref:cstar_sum,
               names_to = "parameter",
               values_to = "delta_value")

cstar_grid_offset %>%
  mutate(delta_value = cut(delta_value,
                           c(-Inf, -10, -5, -2, 2, 5, 10, Inf))) %>%
  group_split(gamma_slab, parameter) %>%
  # head(1) %>%
  map(
    ~ map +
      geom_tile(
        data = .x,
        aes(lon_grid, lat_grid, fill = delta_value),
        col = "grey20"
      ) +
      scale_fill_brewer(name = unique(.x$parameter),
                        palette = "RdBu",
                        drop = FALSE,
                        direction = -1) +
      labs(title = paste(
        "gamma_slab",
        unique(.x$gamma_slab)
      ))
  )

[[1]]

Past versions of cstar_slab_distribution_offset-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[2]]

Past versions of cstar_slab_distribution_offset-2.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[3]]

Past versions of cstar_slab_distribution_offset-3.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[4]]

Past versions of cstar_slab_distribution_offset-4.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[5]]

Past versions of cstar_slab_distribution_offset-5.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[6]]

Past versions of cstar_slab_distribution_offset-6.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[7]]

Past versions of cstar_slab_distribution_offset-7.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[8]]

Past versions of cstar_slab_distribution_offset-8.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[9]]

Past versions of cstar_slab_distribution_offset-9.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[10]]

Past versions of cstar_slab_distribution_offset-10.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[11]]

Past versions of cstar_slab_distribution_offset-11.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[12]]

Past versions of cstar_slab_distribution_offset-12.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12
8a3e867	jens-daniel-mueller	2021-11-12
ae92ab5	jens-daniel-mueller	2021-11-11
3a11eb3	jens-daniel-mueller	2021-11-11

[[13]]

Past versions of cstar_slab_distribution_offset-13.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12

[[14]]

Past versions of cstar_slab_distribution_offset-14.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12

[[15]]

Past versions of cstar_slab_distribution_offset-15.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17
27a9603	jens-daniel-mueller	2021-11-12

[[16]]

Past versions of cstar_slab_distribution_offset-16.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[17]]

Past versions of cstar_slab_distribution_offset-17.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[18]]

Past versions of cstar_slab_distribution_offset-18.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[19]]

Past versions of cstar_slab_distribution_offset-19.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[20]]

Past versions of cstar_slab_distribution_offset-20.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[21]]

Past versions of cstar_slab_distribution_offset-21.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[22]]

Past versions of cstar_slab_distribution_offset-22.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[23]]

Past versions of cstar_slab_distribution_offset-23.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[24]]

Past versions of cstar_slab_distribution_offset-24.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[25]]

Past versions of cstar_slab_distribution_offset-25.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[26]]

Past versions of cstar_slab_distribution_offset-26.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[27]]

Past versions of cstar_slab_distribution_offset-27.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[28]]

Past versions of cstar_slab_distribution_offset-28.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[29]]

Past versions of cstar_slab_distribution_offset-29.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[30]]

Past versions of cstar_slab_distribution_offset-30.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[31]]

Past versions of cstar_slab_distribution_offset-31.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[32]]

Past versions of cstar_slab_distribution_offset-32.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[33]]

Past versions of cstar_slab_distribution_offset-33.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[34]]

Past versions of cstar_slab_distribution_offset-34.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[35]]

Past versions of cstar_slab_distribution_offset-35.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[36]]

Past versions of cstar_slab_distribution_offset-36.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[37]]

Past versions of cstar_slab_distribution_offset-37.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[38]]

Past versions of cstar_slab_distribution_offset-38.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[39]]

Past versions of cstar_slab_distribution_offset-39.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[40]]

Past versions of cstar_slab_distribution_offset-40.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[41]]

Past versions of cstar_slab_distribution_offset-41.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[42]]

Past versions of cstar_slab_distribution_offset-42.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[43]]

Past versions of cstar_slab_distribution_offset-43.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[44]]

Past versions of cstar_slab_distribution_offset-44.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[45]]

Past versions of cstar_slab_distribution_offset-45.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[46]]

Past versions of cstar_slab_distribution_offset-46.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[47]]

Past versions of cstar_slab_distribution_offset-47.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[48]]

Past versions of cstar_slab_distribution_offset-48.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[49]]

Past versions of cstar_slab_distribution_offset-49.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[50]]

Past versions of cstar_slab_distribution_offset-50.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[51]]

Past versions of cstar_slab_distribution_offset-51.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[52]]

Past versions of cstar_slab_distribution_offset-52.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[53]]

Past versions of cstar_slab_distribution_offset-53.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[54]]

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Version	Author	Date
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72c1041	jens-daniel-mueller	2021-11-23
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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
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[[56]]

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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8920e2c	jens-daniel-mueller	2021-11-17
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[[57]]

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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8920e2c	jens-daniel-mueller	2021-11-17
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[[58]]

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[59]]

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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6562075	jens-daniel-mueller	2021-11-19
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8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[60]]

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Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
59cdf58	jens-daniel-mueller	2021-11-22
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5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[61]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[62]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[63]]

Past versions of cstar_slab_distribution_offset-63.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[64]]

Past versions of cstar_slab_distribution_offset-64.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[65]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[66]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[67]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5b46219	jens-daniel-mueller	2021-11-21
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8920e2c	jens-daniel-mueller	2021-11-17
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[[68]]

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4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
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8920e2c	jens-daniel-mueller	2021-11-17
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[[69]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
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8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[70]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[71]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[72]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[73]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5b46219	jens-daniel-mueller	2021-11-21
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6b80483	jens-daniel-mueller	2021-11-19
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[74]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

[[75]]

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Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
8920e2c	jens-daniel-mueller	2021-11-17
b5c6db0	jens-daniel-mueller	2021-11-17

9.2.3 Correlation

cstar_grid_offset %>%
  filter(parameter != "cstar_sum",
         basin_AIP == "Indian") %>%
  pivot_wider(names_from = parameter,
              values_from = delta_value) %>%
  rename(delta_cstar_tref = cstar_tref) %>%
  pivot_longer(cstar_tco2:cstar_phosphate,
               names_to = "parameter",
               values_to = "delta_cstar_component") %>%
  group_split(gamma_slab) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(delta_cstar_tref, delta_cstar_component)) +
      geom_vline(xintercept = 0) +
      geom_hline(yintercept = 0) +
      geom_bin_2d(binwidth = 2) +
      scale_fill_viridis_c() +
      geom_smooth(method = "lm", se = FALSE, col = "red") +
      labs(title = paste(
        "basin_AIP:",
        unique(.x$basin_AIP),
        "| gamma_slab: ",
        unique(.x$gamma_slab)
      )) +
      facet_grid(. ~ parameter) +
      coord_equal()
  )

[[1]]

Past versions of correlations_contributions_cstar-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
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6562075	jens-daniel-mueller	2021-11-19
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1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[2]]

Past versions of correlations_contributions_cstar-2.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[3]]

Past versions of correlations_contributions_cstar-3.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[4]]

Past versions of correlations_contributions_cstar-4.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[5]]

Past versions of correlations_contributions_cstar-5.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[6]]

Past versions of correlations_contributions_cstar-6.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[7]]

Past versions of correlations_contributions_cstar-7.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[8]]

Past versions of correlations_contributions_cstar-8.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
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6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[9]]

Past versions of correlations_contributions_cstar-9.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
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6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17

[[10]]

Past versions of correlations_contributions_cstar-10.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1520d35	jens-daniel-mueller	2021-11-17

[[11]]

Past versions of correlations_contributions_cstar-11.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1520d35	jens-daniel-mueller	2021-11-17

[[12]]

Past versions of correlations_contributions_cstar-12.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1520d35	jens-daniel-mueller	2021-11-17

rm(cstar_grid, cstar_grid_offset)

9.3 Latitudinal pattern

GLODAP_cstar %>%
  # filter(basin_AIP == "Indian") %>%
  select(lat, era, basin_AIP, gamma_slab, starts_with("cstar_")) %>%
  pivot_longer(starts_with("cstar_"),
               names_to = "parameter",
               values_to = "value") %>%
  group_split(basin_AIP, gamma_slab, parameter) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(
               lat, value,
               col = era, fill = era
             )) +
      geom_point(shape = 21, alpha = 0.3) +
      geom_smooth(alpha = 0.3) +
      scale_color_brewer(palette = "Set1") +
      scale_fill_brewer(palette = "Set1") +
      labs(
        title = paste(
          "basin_AIP:",
          unique(.x$basin_AIP),
          "| gamma_slab: ",
          unique(.x$gamma_slab)
        ),
        y = unique(.x$parameter)
      )
  )

[[1]]

Past versions of latitudinal_cstar_pattern-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
8920e2c	jens-daniel-mueller	2021-11-17

[[2]]

Past versions of latitudinal_cstar_pattern-2.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[3]]

Past versions of latitudinal_cstar_pattern-3.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[4]]

Past versions of latitudinal_cstar_pattern-4.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[5]]

Past versions of latitudinal_cstar_pattern-5.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[6]]

Past versions of latitudinal_cstar_pattern-6.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[7]]

Past versions of latitudinal_cstar_pattern-7.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[8]]

Past versions of latitudinal_cstar_pattern-8.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[9]]

Past versions of latitudinal_cstar_pattern-9.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[10]]

Past versions of latitudinal_cstar_pattern-10.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[11]]

Past versions of latitudinal_cstar_pattern-11.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[12]]

Past versions of latitudinal_cstar_pattern-12.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[13]]

Past versions of latitudinal_cstar_pattern-13.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[14]]

Past versions of latitudinal_cstar_pattern-14.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[15]]

Past versions of latitudinal_cstar_pattern-15.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[16]]

Past versions of latitudinal_cstar_pattern-16.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[17]]

Past versions of latitudinal_cstar_pattern-17.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[18]]

Past versions of latitudinal_cstar_pattern-18.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[19]]

Past versions of latitudinal_cstar_pattern-19.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[20]]

Past versions of latitudinal_cstar_pattern-20.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[21]]

Past versions of latitudinal_cstar_pattern-21.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[22]]

Past versions of latitudinal_cstar_pattern-22.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[23]]

Past versions of latitudinal_cstar_pattern-23.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[24]]

Past versions of latitudinal_cstar_pattern-24.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[25]]

Past versions of latitudinal_cstar_pattern-25.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[26]]

Past versions of latitudinal_cstar_pattern-26.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[27]]

Past versions of latitudinal_cstar_pattern-27.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[28]]

Past versions of latitudinal_cstar_pattern-28.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[29]]

Past versions of latitudinal_cstar_pattern-29.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[30]]

Past versions of latitudinal_cstar_pattern-30.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[31]]

Past versions of latitudinal_cstar_pattern-31.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[32]]

Past versions of latitudinal_cstar_pattern-32.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[33]]

Past versions of latitudinal_cstar_pattern-33.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[34]]

Past versions of latitudinal_cstar_pattern-34.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[35]]

Past versions of latitudinal_cstar_pattern-35.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[36]]

Past versions of latitudinal_cstar_pattern-36.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[37]]

Past versions of latitudinal_cstar_pattern-37.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[38]]

Past versions of latitudinal_cstar_pattern-38.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[39]]

Past versions of latitudinal_cstar_pattern-39.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[40]]

Past versions of latitudinal_cstar_pattern-40.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[41]]

Past versions of latitudinal_cstar_pattern-41.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[42]]

Past versions of latitudinal_cstar_pattern-42.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[43]]

Past versions of latitudinal_cstar_pattern-43.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[44]]

Past versions of latitudinal_cstar_pattern-44.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[45]]

Past versions of latitudinal_cstar_pattern-45.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[46]]

Past versions of latitudinal_cstar_pattern-46.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[47]]

Past versions of latitudinal_cstar_pattern-47.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[48]]

Past versions of latitudinal_cstar_pattern-48.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
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
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[49]]

Past versions of latitudinal_cstar_pattern-49.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[50]]

Past versions of latitudinal_cstar_pattern-50.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[51]]

Past versions of latitudinal_cstar_pattern-51.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[52]]

Past versions of latitudinal_cstar_pattern-52.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[53]]

Past versions of latitudinal_cstar_pattern-53.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[54]]

Past versions of latitudinal_cstar_pattern-54.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[55]]

Past versions of latitudinal_cstar_pattern-55.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[56]]

Past versions of latitudinal_cstar_pattern-56.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[57]]

Past versions of latitudinal_cstar_pattern-57.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[58]]

Past versions of latitudinal_cstar_pattern-58.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[59]]

Past versions of latitudinal_cstar_pattern-59.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[60]]

Past versions of latitudinal_cstar_pattern-60.png

Version	Author	Date
4aa2702	jens-daniel-mueller	2021-11-23
132606b	jens-daniel-mueller	2021-11-22
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[61]]

Past versions of latitudinal_cstar_pattern-61.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[62]]

Past versions of latitudinal_cstar_pattern-62.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[63]]

Past versions of latitudinal_cstar_pattern-63.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[64]]

Past versions of latitudinal_cstar_pattern-64.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[65]]

Past versions of latitudinal_cstar_pattern-65.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[66]]

Past versions of latitudinal_cstar_pattern-66.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[67]]

Past versions of latitudinal_cstar_pattern-67.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[68]]

Past versions of latitudinal_cstar_pattern-68.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[69]]

Past versions of latitudinal_cstar_pattern-69.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[70]]

Past versions of latitudinal_cstar_pattern-70.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[71]]

Past versions of latitudinal_cstar_pattern-71.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[72]]

Past versions of latitudinal_cstar_pattern-72.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[73]]

Past versions of latitudinal_cstar_pattern-73.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[74]]

Past versions of latitudinal_cstar_pattern-74.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[75]]

Past versions of latitudinal_cstar_pattern-75.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[76]]

Past versions of latitudinal_cstar_pattern-76.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[77]]

Past versions of latitudinal_cstar_pattern-77.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[78]]

Past versions of latitudinal_cstar_pattern-78.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[79]]

Past versions of latitudinal_cstar_pattern-79.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[80]]

Past versions of latitudinal_cstar_pattern-80.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[81]]

Past versions of latitudinal_cstar_pattern-81.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[82]]

Past versions of latitudinal_cstar_pattern-82.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[83]]

Past versions of latitudinal_cstar_pattern-83.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[84]]

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Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[85]]

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Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[86]]

Past versions of latitudinal_cstar_pattern-86.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[87]]

Past versions of latitudinal_cstar_pattern-87.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[88]]

Past versions of latitudinal_cstar_pattern-88.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[89]]

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Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[90]]

Past versions of latitudinal_cstar_pattern-90.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[91]]

Past versions of latitudinal_cstar_pattern-91.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[92]]

Past versions of latitudinal_cstar_pattern-92.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[93]]

Past versions of latitudinal_cstar_pattern-93.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[94]]

Past versions of latitudinal_cstar_pattern-94.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[95]]

Past versions of latitudinal_cstar_pattern-95.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[96]]

Past versions of latitudinal_cstar_pattern-96.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[97]]

Past versions of latitudinal_cstar_pattern-97.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[98]]

Past versions of latitudinal_cstar_pattern-98.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[99]]

Past versions of latitudinal_cstar_pattern-99.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[100]]

Past versions of latitudinal_cstar_pattern-100.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[101]]

Past versions of latitudinal_cstar_pattern-101.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[102]]

Past versions of latitudinal_cstar_pattern-102.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[103]]

Past versions of latitudinal_cstar_pattern-103.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[104]]

Past versions of latitudinal_cstar_pattern-104.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[105]]

Past versions of latitudinal_cstar_pattern-105.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[106]]

Past versions of latitudinal_cstar_pattern-106.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[107]]

Past versions of latitudinal_cstar_pattern-107.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[108]]

Past versions of latitudinal_cstar_pattern-108.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[109]]

Past versions of latitudinal_cstar_pattern-109.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[110]]

Past versions of latitudinal_cstar_pattern-110.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[111]]

Past versions of latitudinal_cstar_pattern-111.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[112]]

Past versions of latitudinal_cstar_pattern-112.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[113]]

Past versions of latitudinal_cstar_pattern-113.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[114]]

Past versions of latitudinal_cstar_pattern-114.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[115]]

Past versions of latitudinal_cstar_pattern-115.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[116]]

Past versions of latitudinal_cstar_pattern-116.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[117]]

Past versions of latitudinal_cstar_pattern-117.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[118]]

Past versions of latitudinal_cstar_pattern-118.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[119]]

Past versions of latitudinal_cstar_pattern-119.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[120]]

Past versions of latitudinal_cstar_pattern-120.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[121]]

Past versions of latitudinal_cstar_pattern-121.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[122]]

Past versions of latitudinal_cstar_pattern-122.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[123]]

Past versions of latitudinal_cstar_pattern-123.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[124]]

Past versions of latitudinal_cstar_pattern-124.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[125]]

Past versions of latitudinal_cstar_pattern-125.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[126]]

Past versions of latitudinal_cstar_pattern-126.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[127]]

Past versions of latitudinal_cstar_pattern-127.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[128]]

Past versions of latitudinal_cstar_pattern-128.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[129]]

Past versions of latitudinal_cstar_pattern-129.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[130]]

Past versions of latitudinal_cstar_pattern-130.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[131]]

Past versions of latitudinal_cstar_pattern-131.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[132]]

Past versions of latitudinal_cstar_pattern-132.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[133]]

Past versions of latitudinal_cstar_pattern-133.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[134]]

Past versions of latitudinal_cstar_pattern-134.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[135]]

Past versions of latitudinal_cstar_pattern-135.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[136]]

Past versions of latitudinal_cstar_pattern-136.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[137]]

Past versions of latitudinal_cstar_pattern-137.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[138]]

Past versions of latitudinal_cstar_pattern-138.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[139]]

Past versions of latitudinal_cstar_pattern-139.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[140]]

Past versions of latitudinal_cstar_pattern-140.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[141]]

Past versions of latitudinal_cstar_pattern-141.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[142]]

Past versions of latitudinal_cstar_pattern-142.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[143]]

Past versions of latitudinal_cstar_pattern-143.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[144]]

Past versions of latitudinal_cstar_pattern-144.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[145]]

Past versions of latitudinal_cstar_pattern-145.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[146]]

Past versions of latitudinal_cstar_pattern-146.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[147]]

Past versions of latitudinal_cstar_pattern-147.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[148]]

Past versions of latitudinal_cstar_pattern-148.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[149]]

Past versions of latitudinal_cstar_pattern-149.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[150]]

Past versions of latitudinal_cstar_pattern-150.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[151]]

Past versions of latitudinal_cstar_pattern-151.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

[[152]]

Past versions of latitudinal_cstar_pattern-152.png

Version	Author	Date
1520d35	jens-daniel-mueller	2021-11-17
ae8c078	jens-daniel-mueller	2021-11-17

9.4 Zonal section

9.4.1 Absolute

zonal_sections <- GLODAP %>% 
  mutate(depth_grid = cut(depth,
                          seq(0,1e4,500),
                          seq(250,1e4,500)),
         depth_grid = as.numeric(as.character(depth_grid)),
         lat_grid = cut(lat,
                          seq(-100,100,5),
                          seq(-97.5,100,5)),
         lat_grid = as.numeric(as.character(lat_grid))) %>% 
  group_by(lat_grid, depth_grid, era, basin_AIP) %>% 
  summarise(cstar_tref = mean(cstar_tref, na.rm = TRUE)) %>% 
  ungroup()

zonal_sections %>% 
  ggplot(aes(lat_grid , depth_grid, fill = cstar_tref)) +
  geom_tile() +
  scale_fill_viridis_c(trans = "log10") +
  scale_y_reverse() +
  labs(x = "Latitude (°N)", y = "Depth (m)") +
  coord_fixed(ratio = 1e-2, expand = 0) +
  facet_grid(basin_AIP ~ era) +
  theme(legend.position = "left")

Past versions of zonal_sections-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1a88d60	jens-daniel-mueller	2021-11-11

9.4.2 Change

zonal_sections_offset <- zonal_sections %>%
  pivot_wider(names_from = era,
              values_from = cstar_tref) %>%
  mutate(delta_cstar_tref := !!sym(tref$era[2]) - !!sym(tref$era[1])) %>%
  mutate(delta_cstar_tref = cut(delta_cstar_tref,
                           c(-Inf, -10, -5, -2, 2, 5, 10, Inf))) %>% 
  filter(!is.na(delta_cstar_tref))

zonal_sections_offset %>%
  ggplot(aes(lat_grid , depth_grid, fill = delta_cstar_tref)) +
  geom_raster() +
  scale_fill_brewer(palette = "RdBu",
                    drop = FALSE,
                    direction = -1) +
  labs(x = "Latitude (°N)", y = "Depth (m)") +
  scale_y_reverse() +
  coord_fixed(ratio = 1e-2, expand = 0) +
  facet_grid(basin_AIP ~ .) +
  theme(axis.text.y = element_blank(),
        axis.title.y = element_blank())

Past versions of zonal_sections_offset-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
1a88d60	jens-daniel-mueller	2021-11-11

9.5 Density distributions

9.5.1 basin, gamma slab

GLODAP_data_distribution <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(era,
         basin_AIP,
         gamma_slab,
         tco2,
         talk,
         phosphate,
         cstar,
         cstar_tref) %>%
  pivot_longer(tco2:cstar_tref,
               values_to = "value",
               names_to = "parameter")


GLODAP_data_distribution %>%
  group_split(basin_AIP, gamma_slab) %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x) +
      geom_density(aes(value, fill = era, col = era),
                   alpha = 0.2) +
      facet_wrap(~ parameter,
                 scales = "free") +
      labs(title = paste(
        "basin_AIP:", unique(.x$basin_AIP),
        "| gamma_slab:", unique(.x$gamma_slab)
      ))
  )

[[1]]

Past versions of cstar_distributions-1.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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[[2]]

Past versions of cstar_distributions-2.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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ac73c23	jens-daniel-mueller	2021-10-07
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[[3]]

Past versions of cstar_distributions-3.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
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[[4]]

Past versions of cstar_distributions-4.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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78a956e	jens-daniel-mueller	2021-10-21
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ac73c23	jens-daniel-mueller	2021-10-07
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[[5]]

Past versions of cstar_distributions-5.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
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973192c	jens-daniel-mueller	2021-10-28
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78a956e	jens-daniel-mueller	2021-10-21
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046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[6]]

Past versions of cstar_distributions-6.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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abcd28f	jens-daniel-mueller	2021-11-02
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e02acc9	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
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78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
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046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[7]]

Past versions of cstar_distributions-7.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
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
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046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[8]]

Past versions of cstar_distributions-8.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
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78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
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ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[9]]

Past versions of cstar_distributions-9.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
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ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[10]]

Past versions of cstar_distributions-10.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
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e02acc9	jens-daniel-mueller	2021-11-01
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bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
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ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[11]]

Past versions of cstar_distributions-11.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
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046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[12]]

Past versions of cstar_distributions-12.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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ac73c23	jens-daniel-mueller	2021-10-07
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[[13]]

Past versions of cstar_distributions-13.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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d3cb92d	jens-daniel-mueller	2021-11-08
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[[14]]

Past versions of cstar_distributions-14.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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3879a6d	jens-daniel-mueller	2021-11-08
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0bd4ea2	jens-daniel-mueller	2021-10-07

[[15]]

Past versions of cstar_distributions-15.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
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6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
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290c8fc	jens-daniel-mueller	2021-11-02
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2781a97	jens-daniel-mueller	2021-10-29
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cd0ebd8	jens-daniel-mueller	2021-10-18
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0bd4ea2	jens-daniel-mueller	2021-10-07

[[16]]

Past versions of cstar_distributions-16.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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290c8fc	jens-daniel-mueller	2021-11-02
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1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
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046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[17]]

Past versions of cstar_distributions-17.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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0bd4ea2	jens-daniel-mueller	2021-10-07

[[18]]

Past versions of cstar_distributions-18.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
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d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
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290c8fc	jens-daniel-mueller	2021-11-02
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78a956e	jens-daniel-mueller	2021-10-21
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dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
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ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07

[[19]]

Past versions of cstar_distributions-19.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
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290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
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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

[[20]]

Past versions of cstar_distributions-20.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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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

[[21]]

Past versions of cstar_distributions-21.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

[[22]]

Past versions of cstar_distributions-22.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

[[23]]

Past versions of cstar_distributions-23.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

[[24]]

Past versions of cstar_distributions-24.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

[[25]]

Past versions of cstar_distributions-25.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

[[26]]

Past versions of cstar_distributions-26.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
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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
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

[[27]]

Past versions of cstar_distributions-27.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[28]]

Past versions of cstar_distributions-28.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[29]]

Past versions of cstar_distributions-29.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[30]]

Past versions of cstar_distributions-30.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[31]]

Past versions of cstar_distributions-31.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[32]]

Past versions of cstar_distributions-32.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[33]]

Past versions of cstar_distributions-33.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[34]]

Past versions of cstar_distributions-34.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[35]]

Past versions of cstar_distributions-35.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[36]]

Past versions of cstar_distributions-36.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[37]]

Past versions of cstar_distributions-37.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[38]]

Past versions of cstar_distributions-38.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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

rm(GLODAP_data_distribution)

9.5.2 basin, cruise

GLODAP_data_distribution_cruise <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(era,
         basin_AIP,
         gamma_slab,
         cruise,
         cstar_tref) %>% 
  mutate(cruise = as.factor(cruise))


GLODAP_data_distribution_cruise %>%
  group_split(basin_AIP, era) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x) +
      geom_density(aes(cstar_tref, fill = cruise, col = cruise),
                   alpha = 0.2) +
      facet_wrap(~ gamma_slab,
                 scales = "free",
                 ncol = 3) +
      scale_fill_discrete(guide = FALSE) +
      scale_color_discrete(guide = FALSE) +
      labs(title = paste(
        "basin_AIP:", unique(.x$basin_AIP),
        "| cruise:", unique(.x$era)
      ))
  )

rm(GLODAP_data_distribution_cruise)

10 Rarefication

# apply coarse grid
GLODAP <- m_grid_horizontal_coarse(GLODAP)

# count data in each coarse grid element
GLODAP_grid <- GLODAP %>% 
  group_by(lat_grid, lon_grid, gamma_slab, era, data_source) %>% 
  count() %>% 
  ungroup()

GLODAP_grid %>%
  ggplot(aes(n)) +
  geom_histogram(binwidth = 1) +
  facet_grid(data_source ~ .) +
  labs(title = "Observations per era, grid cell and slab, all data")

Past versions of coarse_grid-1.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
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
6f4c8e3	jens-daniel-mueller	2021-06-30
749d84e	jens-daniel-mueller	2021-06-30

GLODAP_grid %>%
  filter(n <= quantile(n, 0.9)) %>%
  ggplot(aes(n)) +
  geom_histogram(binwidth = 1) +
  facet_grid(data_source ~ .) +
  labs(title = "Observations per era, grid cell and slab, 90th quantile")

Past versions of coarse_grid-2.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
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

GLODAP_grid %>%
  group_by(gamma_slab) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ map +
      geom_raster(data = .x,
                  aes(lon_grid, lat_grid, fill = n)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(title = paste("Before rarefication | gamma_slab",
                         unique(.x$gamma_slab)))
  )

[[1]]

Past versions of rarefication-1.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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
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
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
6f4c8e3	jens-daniel-mueller	2021-06-30
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
87e2739	jens-daniel-mueller	2021-06-24

[[2]]

Past versions of rarefication-2.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
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
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
6f4c8e3	jens-daniel-mueller	2021-06-30
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
87e2739	jens-daniel-mueller	2021-06-24

[[3]]

Past versions of rarefication-3.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[4]]

Past versions of rarefication-4.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[5]]

Past versions of rarefication-5.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[6]]

Past versions of rarefication-6.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[7]]

Past versions of rarefication-7.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[8]]

Past versions of rarefication-8.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[9]]

Past versions of rarefication-9.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[10]]

Past versions of rarefication-10.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[11]]

Past versions of rarefication-11.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[12]]

Past versions of rarefication-12.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[13]]

Past versions of rarefication-13.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[14]]

Past versions of rarefication-14.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[15]]

Past versions of rarefication-15.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

if (params_local$rarefication == "coarse_grid") {

GLODAP <- GLODAP %>% 
  group_by(lat_grid, lon_grid, gamma_slab, era, data_source) %>% 
  slice_sample(n = params_local$rarefication_threshold) %>% 
  ungroup()

} else {print("No rarefication applied")}


GLODAP_grid <- GLODAP %>% 
  group_by(lat_grid, lon_grid, gamma_slab, era, data_source) %>% 
  count() %>% 
  ungroup()

GLODAP_grid %>%
  group_by(gamma_slab) %>%
  group_split() %>%
  # head(1) %>%
  map(
    ~ map +
      geom_raster(data = .x,
                  aes(lon_grid, lat_grid, fill = n)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(title = paste("After rarefication | gamma_slab",
                         unique(.x$gamma_slab)))
  )

[[1]]

Past versions of rarefication-16.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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

[[2]]

Past versions of rarefication-17.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[3]]

Past versions of rarefication-18.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[4]]

Past versions of rarefication-19.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[5]]

Past versions of rarefication-20.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09

[[6]]

Past versions of rarefication-21.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[7]]

Past versions of rarefication-22.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[8]]

Past versions of rarefication-23.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[9]]

Past versions of rarefication-24.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[10]]

Past versions of rarefication-25.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[11]]

Past versions of rarefication-26.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
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

[[12]]

Past versions of rarefication-27.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[13]]

Past versions of rarefication-28.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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

[[14]]

Past versions of rarefication-29.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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
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

[[15]]

Past versions of rarefication-30.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
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
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

GLODAP <- GLODAP %>% 
  select(-c(lat_grid, lon_grid))

rm(GLODAP_grid)

11 Observations coverage

GLODAP <- GLODAP %>% 
  mutate(gamma_slab = factor(gamma_slab), 
         gamma_slab = factor(gamma_slab, levels = rev(levels(gamma_slab))))

for (i_basin in unique(GLODAP$basin)) {
  # i_basin <- unique(GLODAP$basin)[1]
  
  print(
    GLODAP %>%
      filter(basin == i_basin) %>%
      ggplot(aes(lat, gamma_slab)) +
      geom_bin2d(binwidth = 5) +
      scale_fill_viridis_c(
        option = "magma",
        direction = -1,
        trans = "log10"
      ) +
      scale_x_continuous(breaks = seq(-100, 100, 20),
                         limits = c(params_global$lat_min,
                                    params_global$lat_max)) +
      facet_grid(era ~ data_source) +
      labs(title = paste("MLR region: ", i_basin))
  )
  
}

Past versions of obs_gamma_slab-1.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
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
87e2739	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
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
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11

Past versions of obs_gamma_slab-2.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
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
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
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
d054c39	jens-daniel-mueller	2021-06-24
87e2739	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11

Past versions of obs_gamma_slab-3.png

Version	Author	Date
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
6891724	jens-daniel-mueller	2021-11-10
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
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
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
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11

11.1 Histograms

GLODAP_vars <- GLODAP %>% 
  select(data_source,
         params_local$MLR_target,
         params_local$MLR_predictors)

GLODAP_vars_long <- GLODAP_vars %>%
  pivot_longer(
    cols = c(params_local$MLR_target,
             params_local$MLR_predictors),
    names_to = "variable",
    values_to = "value"
  )

GLODAP_vars_long %>% 
  ggplot(aes(value)) +
  geom_histogram() +
  facet_grid(data_source ~ variable,
             scales = "free_x")

Past versions of histogram_predictor-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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
87e2739	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
c5aaa55	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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
be095c6	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
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
85a5ed2	jens-daniel-mueller	2021-03-10
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
3ebff89	jens-daniel-mueller	2020-12-12
7d82772	jens-daniel-mueller	2020-12-11
7788175	jens-daniel-mueller	2020-12-09

rm(GLODAP_vars, GLODAP_vars_long)

12 Cruise quality check

12.1 MLR models

The the following full MLR model was fitted to all GLODAP, irrespective of the sampling era:

#define full model
model <- paste("cstar",
               paste(params_local$MLR_predictors, collapse = " + "),
               sep = " ~ ")

model

[1] "cstar ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate"

# prepare nested data frame
GLODAP_nested <- GLODAP %>%
  group_by(gamma_slab, data_source) %>%
  nest()

# expand with model definitions
GLODAP_nested_lm <- expand_grid(GLODAP_nested,
                                model)

# fit models and extract tidy model output
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>%
  mutate(
    fit = map2(.x = data, .y = model,
               ~ lm(as.formula(.y), data = .x)),
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment)
  )

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

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

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

rm(GLODAP_data)

12.1.1 Residuals

Below, the residuals of C* from the mean C* and from C* predicted with the global model are shown.

GLODAP_augmented <- GLODAP_augmented %>%
  group_by(data_source) %>% 
  mutate(cstar_minus_mean = cstar_tref - mean(cstar_tref)) %>% 
  ungroup() 

GLODAP_augmented%>% 
  ggplot(aes(year, cstar_minus_mean)) +
  geom_hline(yintercept = 0) +
  geom_bin2d(binwidth = c(1, 1)) +
  scale_fill_viridis_c() +
  facet_grid(basin_AIP ~ data_source)

Past versions of Residuals_global_c_star-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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
596734b	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
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
87e2739	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
77cfc43	jens-daniel-mueller	2021-06-17
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
c5aaa55	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
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
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
be095c6	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
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

GLODAP_augmented %>%
  ggplot(aes(cstar_minus_mean)) +
  geom_vline(xintercept = 0) +
  geom_histogram(binwidth = 1) +
  scale_fill_viridis_c() +
  facet_grid(basin_AIP ~ data_source)

Past versions of Residuals_global_c_star-2.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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
596734b	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
87e2739	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
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11

GLODAP_augmented %>%
  ggplot(aes(year, .resid)) +
  geom_hline(yintercept = 0) +
  geom_bin2d(binwidth = c(1, 1)) +
  scale_fill_viridis_c() +
  facet_grid(basin_AIP ~ data_source)

Past versions of Residuals_global_c_star-3.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

GLODAP_augmented %>%
  ggplot(aes(.resid)) +
  geom_vline(xintercept = 0) +
  geom_histogram(binwidth = 1) +
  facet_grid(basin_AIP ~ data_source)

Past versions of Residuals_global_c_star-4.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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

12.1.2 Ranked RMSE

# calculate RMSE from augmented output per cruise
cruise_all <- GLODAP_augmented %>%
  group_by(cruise, data_source) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# rank RMSE
cruise_all <- cruise_all %>% 
  mutate(cruise = as.factor(cruise)) %>% 
  group_by(data_source) %>% 
  mutate(rank_rmse = rank(rmse)) %>% 
  ungroup()

cruise_out <- cruise_all %>% 
  filter(data_source == "obs",
         rmse > params_local$target_global_rmse_max)

GLODAP_out <- GLODAP_augmented %>% 
  filter(cruise %in% cruise_out$cruise)

ggplot() +
  geom_hline(yintercept = params_local$c_star_rmse_max) +
  geom_point(data = cruise_all,
             aes(rank_rmse, rmse)) +
  geom_point(data = cruise_out,
             aes(rank_rmse, rmse, col = cruise)) +
  facet_grid(. ~ data_source)

Past versions of ranked_cstar_rmse-1.png

Version	Author	Date
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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
87e2739	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
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
555750f	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11

12.2 Removed cruises

cruise_removal_ratio <- nrow(GLODAP_out)/nrow(GLODAP_augmented)*100

stats_MLR_cleaning_cruises <- tibble(
  cruise_removal_ratio = cruise_removal_ratio,
  cruise_removal_n = length(cruise_out)
)

stats_MLR_cleaning_cruises

# A tibble: 1 × 2
  cruise_removal_ratio cruise_removal_n
                 <dbl>            <int>
1                    0                4

cruise_removal_grid <- GLODAP_out %>%
  distinct(lat, lon, era, cruise)

map +
  geom_raster(data = GLODAP %>% distinct(lat, lon, era),
              aes(lon, lat), fill = "grey70") +
  geom_raster(data = cruise_removal_grid,
              aes(lon, lat), fill = "red") +
  facet_wrap( ~ era, ncol = 1) +
  labs(title = "Maps of removed cruises")

Past versions of cstar_rmse_removed_cruises-1.png

Version	Author	Date
4aa2702	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
6891724	jens-daniel-mueller	2021-11-10
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
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
340d731	jens-daniel-mueller	2021-08-06
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
9480f94	jens-daniel-mueller	2021-06-29
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
eb827c9	jens-daniel-mueller	2021-04-07
857bad3	jens-daniel-mueller	2021-03-24
555750f	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11

# select relevant columns
GLODAP <- GLODAP %>%
  filter(!(cruise %in% cruise_out$cruise)) %>%
  select(
    year,
    date,
    era,
    basin,
    basin_AIP,
    lat,
    lon,
    depth,
    data_source,
    gamma,
    gamma_slab,
    params_local$MLR_predictors,
    params_local$MLR_target
  )

13 Create observation grids

Grid containing all grid cells where at least one observation remains available after cleaning.

GLODAP_grid <- GLODAP %>% 
  distinct(lat, lon)

GLODAP_grid_era <- GLODAP %>% 
  distinct(lat, lon, era)

GLODAP_grid_era_gamma <- GLODAP %>% 
  distinct(lat, lon, era, gamma_slab)

14 Write files

GLODAP %>% write_csv(paste(
  path_version_data,
  "GLODAPv2.2020_MLR_fitting_ready.csv",
  sep = ""
))

GLODAP_grid  %>%
  write_csv(paste(path_version_data,
                  "GLODAPv2.2020_clean_obs_grid.csv",
                  sep = ""))

GLODAP_grid_era  %>%
  write_csv(paste(path_version_data,
                  "GLODAPv2.2020_clean_obs_grid_era.csv",
                  sep = ""))

GLODAP_grid_era_gamma  %>%
  write_csv(paste(path_version_data,
                  "GLODAPv2.2020_clean_obs_grid_era_gamma.csv",
                  sep = ""))

mean_gamma_offset_Atl  %>%
  write_rds(paste(path_version_data,
                  "mean_gamma_offset_Atl.rds",
                  sep = ""))

mean_gamma_offset_Indo_Pac  %>%
  write_rds(paste(path_version_data,
                  "mean_gamma_offset_Indo_Pac.rds",
                  sep = ""))

co2_atm_tref %>%  write_csv(paste(path_version_data,
                                  "co2_atm_tref.csv",
                                  sep = ""))

disequi_pCO2_tref  %>%  write_csv(paste(path_version_data,
                                        "disequi_pCO2_tref.csv",
                                        sep = ""))

tcant_3d %>%  write_csv(paste(path_version_data,
                             "projected_tcant_3d_tref.csv",
                             sep = ""))

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


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

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

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] kableExtra_1.3.1 seacarb_3.2.14   oce_1.2-0        gsw_1.0-5       
 [5] testthat_2.3.2   broom_0.7.9      lubridate_1.7.9  marelac_2.1.10  
 [9] shape_1.4.5      ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[21] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] nlme_3.1-149             fs_1.5.0                 RColorBrewer_1.1-2      
 [4] webshot_0.5.2            httr_1.4.2               rprojroot_2.0.2         
 [7] tools_4.0.3              backports_1.1.10         bslib_0.2.5.1           
[10] utf8_1.1.4               R6_2.5.0                 mgcv_1.8-33             
[13] DBI_1.1.0                colorspace_2.0-2         withr_2.3.0             
[16] tidyselect_1.1.0         compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           sass_0.4.0               scales_1.1.1            
[25] checkmate_2.0.0          digest_0.6.27            rmarkdown_2.10          
[28] pkgconfig_2.0.3          htmltools_0.5.1.1        highr_0.8               
[31] dbplyr_1.4.4             rlang_0.4.11             readxl_1.3.1            
[34] rstudioapi_0.13          jquerylib_0.1.4          generics_0.1.0          
[37] farver_2.0.3             jsonlite_1.7.1           magrittr_1.5            
[40] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[43] fansi_0.4.1              lifecycle_1.0.0          stringi_1.5.3           
[46] whisker_0.4              yaml_2.2.1               MASS_7.3-53             
[49] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[52] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[55] splines_4.0.3            haven_2.3.1              hms_0.5.3               
[58] knitr_1.33               pillar_1.6.2             reprex_0.3.0            
[61] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[64] data.table_1.14.0        modelr_0.1.8             vctrs_0.3.8             
[67] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             polyclip_1.10-0          assertthat_0.2.1        
[73] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[76] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1