Mapping

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-09-26

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: 321b473

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 321b473. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/mapping_predictor_preparation.Rmd) and HTML (docs/mapping_predictor_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
html	8ed04b2	jens-daniel-mueller	2022-09-26	Build site.
Rmd	1784bfe	jens-daniel-mueller	2022-09-26	run with Talk calc correction
html	d27bc18	jens-daniel-mueller	2022-07-21	Build site.
html	5ed1b6b	jens-daniel-mueller	2022-07-19	Build site.
html	233fa96	jens-daniel-mueller	2022-07-19	Build site.
html	bd7dfc2	jens-daniel-mueller	2022-07-15	Build site.
Rmd	371f43d	jens-daniel-mueller	2022-07-15	rerun with corrected surface mapping
html	b92af2e	jens-daniel-mueller	2022-07-13	Build site.
html	8db1845	jens-daniel-mueller	2022-07-13	Build site.
html	5599f87	jens-daniel-mueller	2022-07-13	Build site.
html	b9847f2	jens-daniel-mueller	2022-07-07	Build site.
html	840dfb7	jens-daniel-mueller	2022-07-07	Build site.
html	78dd2f2	jens-daniel-mueller	2022-07-05	Build site.
html	2807f99	jens-daniel-mueller	2022-07-05	Build site.
html	82cbd17	jens-daniel-mueller	2022-07-05	Build site.
html	b661d5a	jens-daniel-mueller	2022-07-05	Build site.
html	f96b063	jens-daniel-mueller	2022-07-04	Build site.
html	767609e	jens-daniel-mueller	2022-07-04	Build site.
html	f1f428f	jens-daniel-mueller	2022-06-30	Build site.
html	e743d50	jens-daniel-mueller	2022-06-30	Build site.
html	98ba5c6	jens-daniel-mueller	2022-06-30	Build site.
html	21dbfca	jens-daniel-mueller	2022-06-29	Build site.
html	7e8d2ef	jens-daniel-mueller	2022-06-29	Build site.
html	0fe39b2	jens-daniel-mueller	2022-06-24	Build site.
html	a28c3f7	jens-daniel-mueller	2022-06-16	Build site.
html	469a640	jens-daniel-mueller	2022-06-16	Build site.
Rmd	fd7783e	jens-daniel-mueller	2022-06-16	testrun with CESM-ETHZ_v20211122_monthly and wo surface equi
html	0c2ca93	jens-daniel-mueller	2022-06-15	Build site.
html	fa647ea	jens-daniel-mueller	2022-05-25	Build site.
html	b7ca0f3	jens-daniel-mueller	2022-05-25	Build site.
Rmd	dcaa756	jens-daniel-mueller	2022-05-25	testrun with EC-Earth3_v20220323
html	42feabc	jens-daniel-mueller	2022-05-23	Build site.
html	97e0def	jens-daniel-mueller	2022-05-20	Build site.
Rmd	0eb139a	jens-daniel-mueller	2022-05-20	testrun with annual CESM subset from RECCAP2
html	63b7df0	jens-daniel-mueller	2022-04-11	Build site.
html	debf33d	jens-daniel-mueller	2022-04-11	Build site.
html	6c4f087	jens-daniel-mueller	2022-04-11	Build site.
html	745619a	jens-daniel-mueller	2022-04-11	Build site.
html	f48f95e	jens-daniel-mueller	2022-04-11	Build site.
html	acc478b	jens-daniel-mueller	2022-04-07	Build site.
html	40a3efa	jens-daniel-mueller	2022-04-07	Build site.
html	4af5c45	jens-daniel-mueller	2022-04-07	Build site.
html	36d3277	jens-daniel-mueller	2022-04-07	Build site.
html	1ba3eba	jens-daniel-mueller	2022-04-07	Build site.
html	707b5ac	jens-daniel-mueller	2022-03-24	Build site.
html	72f20e4	jens-daniel-mueller	2022-03-22	Build site.
html	164f90c	jens-daniel-mueller	2022-03-22	Build site.
html	68faa8a	jens-daniel-mueller	2022-03-21	Build site.
html	cb147cc	jens-daniel-mueller	2022-03-21	Build site.
html	1de9aa2	jens-daniel-mueller	2022-03-21	Build site.
html	aaf2d24	jens-daniel-mueller	2022-03-21	Build site.
html	bdc14f1	jens-daniel-mueller	2022-03-21	Build site.
html	5855ede	jens-daniel-mueller	2022-03-14	Build site.
html	6c38fc4	jens-daniel-mueller	2022-03-14	Build site.
html	b18dcee	jens-daniel-mueller	2022-01-27	Build site.
html	1039ef3	jens-daniel-mueller	2022-01-24	Build site.
html	23582a4	jens-daniel-mueller	2022-01-23	Build site.
html	26e57aa	jens-daniel-mueller	2022-01-17	Build site.
html	0a211c9	jens-daniel-mueller	2022-01-17	Build site.
html	035570b	jens-daniel-mueller	2022-01-17	Build site.
html	7a1a2fe	jens-daniel-mueller	2022-01-12	Build site.
html	af4b27f	jens-daniel-mueller	2022-01-12	Build site.
html	ebd7fbc	jens-daniel-mueller	2022-01-09	Build site.
html	013c119	jens-daniel-mueller	2022-01-08	Build site.
Rmd	0957510	jens-daniel-mueller	2022-01-08	run without sal predictor
html	984b603	jens-daniel-mueller	2022-01-06	Build site.
html	2dc49a1	jens-daniel-mueller	2022-01-06	Build site.
html	8d17c91	jens-daniel-mueller	2022-01-05	Build site.
html	dcb68b6	jens-daniel-mueller	2022-01-05	Build site.
html	719a008	jens-daniel-mueller	2022-01-05	Build site.
html	6450fc1	jens-daniel-mueller	2022-01-05	Build site.
html	dfed6a1	jens-daniel-mueller	2022-01-05	Build site.
html	d5af0d7	jens-daniel-mueller	2022-01-04	Build site.
html	f39db85	jens-daniel-mueller	2022-01-04	Build site.
html	4fa937d	jens-daniel-mueller	2022-01-03	Build site.
html	da28869	jens-daniel-mueller	2021-12-23	Build site.
html	8900388	jens-daniel-mueller	2021-12-23	Build site.
html	afdc482	jens-daniel-mueller	2021-12-21	Build site.
html	2fe7f8e	jens-daniel-mueller	2021-12-08	Build site.
html	a768c5d	jens-daniel-mueller	2021-12-07	Build site.
html	a7c514b	jens-daniel-mueller	2021-12-07	Build site.
html	bc1edbd	jens-daniel-mueller	2021-12-07	Build site.
html	6cfccf7	jens-daniel-mueller	2021-12-06	Build site.
html	3c60929	jens-daniel-mueller	2021-12-06	Build site.
html	3f76ee3	jens-daniel-mueller	2021-12-06	Build site.
html	2ca1313	jens-daniel-mueller	2021-12-05	Build site.
html	6a78608	jens-daniel-mueller	2021-12-02	Build site.
html	a83a09b	jens-daniel-mueller	2021-11-29	Build site.
html	72c1041	jens-daniel-mueller	2021-11-23	Build site.
html	3eba8ac	jens-daniel-mueller	2021-11-23	Build site.
html	ec18ee5	jens-daniel-mueller	2021-11-23	Build site.
html	59cdf58	jens-daniel-mueller	2021-11-22	Build site.
html	3ae2dd1	jens-daniel-mueller	2021-11-21	Build site.
html	5b46219	jens-daniel-mueller	2021-11-21	Build site.
html	99fd72e	jens-daniel-mueller	2021-11-21	Build site.
html	5016fc9	jens-daniel-mueller	2021-11-19	Build site.
html	6562075	jens-daniel-mueller	2021-11-19	Build site.
html	6b80483	jens-daniel-mueller	2021-11-19	Build site.
html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
html	3879a6d	jens-daniel-mueller	2021-11-08	Build site.
html	0e032dc	jens-daniel-mueller	2021-11-04	Build site.
html	abcd28f	jens-daniel-mueller	2021-11-02	Build site.
html	290c8fc	jens-daniel-mueller	2021-11-02	Build site.
html	e02acc9	jens-daniel-mueller	2021-11-01	Build site.
html	58da811	jens-daniel-mueller	2021-11-01	Build site.
html	2781a97	jens-daniel-mueller	2021-10-29	Build site.
html	973192c	jens-daniel-mueller	2021-10-28	Build site.
html	f792cd8	jens-daniel-mueller	2021-10-27	Build site.
html	22750db	jens-daniel-mueller	2021-10-27	Build site.
html	3992e41	jens-daniel-mueller	2021-10-27	Build site.
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	aedafcb	jens-daniel-mueller	2021-10-17	Build site.
Rmd	ff902b9	jens-daniel-mueller	2021-10-17	rerun with merged surface and eMLR approach
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
Rmd	7499718	jens-daniel-mueller	2021-08-04	test with eMLR to surface
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	258c658	jens-daniel-mueller	2021-04-08	Build site.
Rmd	3d9e1ea	jens-daniel-mueller	2021-04-08	included model data
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	0b434fc	jens-daniel-mueller	2021-03-23	Build site.
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html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
Rmd	a9930ea	jens-daniel-mueller	2021-03-16	one thick slab
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
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html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
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html	e5c81bf	jens-daniel-mueller	2021-01-07	Build site.
Rmd	fe13638	jens-daniel-mueller	2021-01-07	removed GLODAP gamma filter, target variable mapped by eras+era
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	ae8463c	jens-daniel-mueller	2020-12-23	Build site.
Rmd	689843e	jens-daniel-mueller	2020-12-23	test 106
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
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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
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---

1 Version ID

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

2 Required data

2.1 Observational

Currently, following data sets are used for mapping:

• GLODAPv2_2016b_MappedClimatologies, with variables
  • Phosphate (-> phosphate_star)
  • Silicate
  • Oxygen (-> AOU)
  • TAlk (surface only)
  • TCO2 (surface only)

variables <-
  c("oxygen", "PO4", "silicate", "NO3", "TAlk")

# i_variable <- variables[1]

for (i_variable in variables) {
  temp <- read_csv(paste(
    path_preprocessing,
    paste("GLODAPv2_2016_MappedClimatology_", i_variable, ".csv", sep = ""),
    sep = ""
  ))
  
  if (exists("GLODAP_predictors")) {
    GLODAP_predictors <- full_join(GLODAP_predictors, temp)
  }
  
  if (!exists("GLODAP_predictors")) {
    GLODAP_predictors <- temp
  }
}

rm(temp, i_variable, variables)

GLODAP_predictors <- GLODAP_predictors %>%
  rename(phosphate = PO4,
         nitrate = NO3,
         talk = TAlk)

# removed na's attributable to slightly different coverage of predictor fields
GLODAP_predictors <- GLODAP_predictors %>%
  select(lon, lat, depth, basin_AIP,
         phosphate, oxygen, nitrate,
         any_of(params_local$MLR_predictors)) %>% 
  drop_na()

variables <-
  c("PO4", "silicate", "TAlk", "TCO2")

for (i_variable in variables) {
  temp <- read_csv(paste(
    path_preprocessing,
    paste("GLODAPv2_2016_MappedClimatology_", i_variable, ".csv", sep = ""),
    sep = ""
  ))
  
  if (exists("GLODAP_predictors_CO2")) {
    GLODAP_predictors_CO2 <- full_join(GLODAP_predictors_CO2, temp)
  }
  
  if (!exists("GLODAP_predictors_CO2")) {
    GLODAP_predictors_CO2 <- temp
  }
}

rm(temp, i_variable, variables)


GLODAP_predictors_CO2 <- GLODAP_predictors_CO2 %>%
  rename(phosphate = PO4)

# removed na's attributable to slightly different coverage of predictor fields
GLODAP_predictors_CO2 <- GLODAP_predictors_CO2 %>%
  drop_na()

• World Ocean Atlas 2018
  • Salinity
  • Temperature
  • Neutral density

WOA18_predictors <-
  read_csv(paste(path_preprocessing,
                 "WOA18_sal_temp.csv",
                 sep = ""))

2.2 Model

• Cmorized model runA climatologies in 2007, with variables
  • Phosphate (-> phosphate_star)
  • Silicate
  • Oxygen
  • AOU (already calculated)
  • TAlk (surface only)
  • TCO2 (surface only)

climatology <-
  read_csv(paste0(path_preprocessing_model,
                  "Climatology_A_2007_all_models/",
                  params_local$gobm,
                  "_climatology_runA_2007.csv"
                  ))

climatology <- climatology %>%
  rename(aou = AOU, TCO2 = tco2, TAlk = talk) %>% 
  select(-aou)

climatology <- inner_join(climatology, basinmask)

model_predictors <- climatology %>%
  select(lon, lat, depth, basin_AIP, gamma, 
         sal, phosphate, oxygen, temp, nitrate,
         any_of(params_local$MLR_predictors))

model_predictors_surface <- climatology %>%
  select(lon,
         lat,
         depth,
         basin_AIP,
         gamma,
         sal,
         temp,
         TCO2,
         TAlk,
         phosphate,
         silicate)

mean_gamma_offset_Atl  <-
  read_rds(paste(path_version_data,
                  "mean_gamma_offset_Atl.rds",
                  sep = ""))

mean_gamma_offset_Indo_Pac  <-
  read_rds(paste(path_version_data,
                  "mean_gamma_offset_Indo_Pac.rds",
                  sep = ""))

3 Join data

3.1 WOA18 + GLODAP

WOA18 and GLODAP predictor climatologies are merged. Only horizontal grid cells with observations from both predictor fields are kept.

# join deep water predictors
predictors <- full_join(
  GLODAP_predictors,
  WOA18_predictors)

rm(GLODAP_predictors)

predictors <- predictors %>% 
  drop_na()

# join surface water predictors
predictors_surface <- full_join(
  GLODAP_predictors_CO2,
  WOA18_predictors)

predictors_surface <- predictors_surface %>% 
  drop_na()

3.2 Model + observational

# join deep water predictors
predictors <- bind_rows(
  predictors %>% mutate(data_source = "obs"),
  model_predictors %>% mutate(data_source = "mod"))

rm(model_predictors)

# join surface water predictors
predictors_surface <- bind_rows(
  predictors_surface %>% mutate(data_source = "obs"),
  model_predictors_surface %>% mutate(data_source = "mod"))

rm(model_predictors_surface)

4 Apply density threshold

The predictor field was split into two parts:

1. Deep water: neutral densities >= and depth >= 100m
2. Shallow water: rest

predictors <- predictors %>%
  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
    )
  )

predictors_surface <- predictors_surface %>%
  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
    )
  )

predictors_surface <- predictors_surface %>% 
  group_by(data_source) %>% 
  mutate(surface_depth = min(depth, na.rm = TRUE)) %>% 
  ungroup() %>% 
  filter(depth == surface_depth) %>% 
  select(-surface_depth)

4.1 Apply basin mask

Data outside the WOA18 basin mask were removed for further analysis.

predictors <- inner_join(predictors, basinmask)
predictors_surface <- inner_join(predictors_surface, basinmask)

4.2 Control plots

Plots below are generated to control successful merging of data sets.

4.2.1 Maps interior

predictors %>%
  group_split(data_source) %>%
  # head(1) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "phosphate",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_PO4-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
97e0def	jens-daniel-mueller	2022-05-20
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_PO4-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "temp",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_temp-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12

[[2]]

Past versions of joined_climatology_control_temp-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

4.2.2 Maps surface

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "TAlk",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_TAlk_surface-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_TAlk_surface-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "TCO2",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_TCO2_surface-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_TCO2_surface-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "sal",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_sal_surface-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of joined_climatology_control_sal_surface-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

predictors_surface %>%
  group_split(data_source) %>%
  map(~ p_map_climatology(
    df = .x,
    var = "temp",
    subtitle_text = paste("Data source: ", unique(.x$data_source))
  ))

[[1]]

Past versions of joined_climatology_control_temp_surface-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12

[[2]]

Past versions of joined_climatology_control_temp_surface-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

4.2.3 Predictor profiles

Likewise, predictor profiles for the North Atlantic (40.5 / 335.5) are plotted to control successful merging of the data sets.

# subset data
N_Atl <- predictors %>% 
  filter(lat == params_global$lat_Atl_profile,
         lon == params_global$lon_Atl_section)

# pivot table to long format
N_Atl <- N_Atl %>% 
  select(-c(basin, basin_AIP)) %>% 
  pivot_longer(c(any_of(params_local$MLR_predictors), gamma),
               names_to = "parameter", values_to = "value")

# plot profiles
N_Atl %>% 
  ggplot(aes(value, depth, col=data_source)) +
  geom_path() +
  geom_point() +
  scale_y_reverse() +
  facet_wrap(~parameter,
             scales = "free_x",
             ncol = 2)

Past versions of predictor_profiles_N_Atl-1.png

Version	Author	Date
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0fe39b2	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
97e0def	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
23582a4	jens-daniel-mueller	2022-01-23
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
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
aedafcb	jens-daniel-mueller	2021-10-17
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
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
a53656d	jens-daniel-mueller	2021-08-03
d759279	jens-daniel-mueller	2021-08-02
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

rm(N_Atl)

5 Prepare predictor fields

Additional predictor fields need to calculated from available climatologies

5.1 AOU

5.1.1 Calculation

AOU was calculated as the difference between saturation concentration and observed concentration. CAVEAT: Algorithms used to calculate oxygen saturation concentration are not yet identical in GLODAP data set (fitting) and predictor climatologies (mapping).

predictors <- predictors %>% 
  mutate(aou = b_aou(
    sal = sal,
    tem = temp,
    depth = depth,
    oxygen = oxygen))

5.1.2 Maps

predictors %>%
  group_split(data_source) %>%
  map(
    ~ p_map_climatology(
      df = .x,
      var = "aou",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of aou_climatology_maps-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
97e0def	jens-daniel-mueller	2022-05-20
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of aou_climatology_maps-2.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
1ba3eba	jens-daniel-mueller	2022-04-07
6c38fc4	jens-daniel-mueller	2022-03-14
3992e41	jens-daniel-mueller	2021-10-27
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

5.1.3 Global section

predictors %>%
  group_split(data_source) %>%
  head(1) %>% 
  map(
    ~ p_section_global(
      df = .x,
      var = "aou",
      plot_slabs = "n",
      col = "divergent",
      subtitle_text = paste("Data source: ", unique(.x$data_source))
    )
  )

[[1]]

Past versions of aou_climatology_section-1.png

Version	Author	Date
8ed04b2	jens-daniel-mueller	2022-09-26
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
1ba3eba	jens-daniel-mueller	2022-04-07
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
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
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
3ebff89	jens-daniel-mueller	2020-12-12
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

5.2 Isoneutral slabs

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 density (gamma) values based on WOA18 are grouped into isoneutral slabs.

predictors <- m_cut_gamma(predictors, "gamma")

6 Plot al predictor sections

6.1 Deep waters

Predictor sections along with lines are shown below for each (potential) predictor variable.

map +
  geom_bin2d(data = predictors,
             aes(lon, lat),
             binwidth = c(1,1)) +
  geom_vline(xintercept = params_global$longitude_sections_regular,
             col = "white") +
  scale_fill_viridis_c(direction = -1) +
  facet_wrap(~ data_source, ncol = 1)

Past versions of predictors_observations_sections_map-1.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
6c38fc4	jens-daniel-mueller	2022-03-14
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

for (i_var in params_local$MLR_predictors) {
  # i_var <- params_local$MLR_predictors[1]
  print(predictors %>%
          group_split(data_source) %>%
          map(
            ~ p_section_climatology_regular(
              df = .x,
              var = i_var,
              subtitle_text = paste("Data source: ", unique(.x$data_source))
            )
          ))
}

[[1]]

Past versions of all_predictor_sections-1.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-2.png

Version	Author	Date
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
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196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-3.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
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50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
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196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-4.png

Version	Author	Date
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
aedafcb	jens-daniel-mueller	2021-10-17
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6969c18	jens-daniel-mueller	2021-10-07
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534854b	jens-daniel-mueller	2021-08-19
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15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
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2477316	jens-daniel-mueller	2021-07-23
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c18a8b1	jens-daniel-mueller	2021-07-09
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207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
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50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
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318609d	jens-daniel-mueller	2020-12-23
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3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-5.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
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af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
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973192c	jens-daniel-mueller	2021-10-28
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6969c18	jens-daniel-mueller	2021-10-07
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77f4ba7	jens-daniel-mueller	2021-08-19
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27c99b8	jens-daniel-mueller	2021-08-19
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340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
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912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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969e631	jens-daniel-mueller	2021-05-12
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50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
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196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-6.png

Version	Author	Date
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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534854b	jens-daniel-mueller	2021-08-19
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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
969e631	jens-daniel-mueller	2021-05-12
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f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-7.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
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973192c	jens-daniel-mueller	2021-10-28
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0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
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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
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15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
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207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
969e631	jens-daniel-mueller	2021-05-12
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f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections-8.png

Version	Author	Date
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
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912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
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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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
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258c658	jens-daniel-mueller	2021-04-08
0aa2b50	jens-daniel-mueller	2020-12-23
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e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections-9.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
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21dbfca	jens-daniel-mueller	2022-06-29
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aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
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6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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15773a0	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-10.png

Version	Author	Date
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections-11.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
97e0def	jens-daniel-mueller	2022-05-20
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-12.png

Version	Author	Date
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
9335b31	jens-daniel-mueller	2021-08-10
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections-13.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
97e0def	jens-daniel-mueller	2022-05-20
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
a53656d	jens-daniel-mueller	2021-08-03
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections-14.png

Version	Author	Date
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
a53656d	jens-daniel-mueller	2021-08-03
d759279	jens-daniel-mueller	2021-08-02
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

6.2 Surface waters

Predictor sections along with lines are shown below for each (potential) predictor variable.

if (nrow(predictors_surface) > 0) {
  map +
    geom_bin2d(data = predictors_surface,
               aes(lon, lat),
               binwidth = c(1, 1)) +
    geom_vline(xintercept = params_global$longitude_sections_regular,
               col = "white") +
    scale_fill_viridis_c(direction = -1) +
    theme(legend.position = "bottom") +
    facet_wrap( ~ data_source)
}

Past versions of predictors_observations_sections_map_surface-1.png

Version	Author	Date
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f1f428f	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
6c38fc4	jens-daniel-mueller	2022-03-14
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

vars <-
  c(
    "gamma",
    "sal",
    "temp",
    "TCO2",
    "TAlk"
  )

# i_var <- vars[1]

for (i_var in vars) {
  print(
    predictors_surface %>%
      group_split(data_source) %>%
      map(
        ~ p_section_climatology_regular(
          df = .x,
          var = i_var,
          surface = "y",
          subtitle_text = paste("Data source: ", unique(.x$data_source))
        )
      )
  )
}

[[1]]

Past versions of all_predictor_sections_surface-1.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-2.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections_surface-3.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-4.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[1]]

Past versions of all_predictor_sections_surface-5.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08
eb827c9	jens-daniel-mueller	2021-04-07
03b6009	jens-daniel-mueller	2021-03-23
e5c81bf	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
ae8463c	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
e4ca289	jens-daniel-mueller	2020-12-16
3ebff89	jens-daniel-mueller	2020-12-12
f8358f8	jens-daniel-mueller	2020-12-02
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

[[2]]

Past versions of all_predictor_sections_surface-6.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections_surface-7.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections_surface-8.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[1]]

Past versions of all_predictor_sections_surface-9.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
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
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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

[[2]]

Past versions of all_predictor_sections_surface-10.png

Version	Author	Date
aedafcb	jens-daniel-mueller	2021-10-17
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
c0bbbe4	jens-daniel-mueller	2021-09-22
534854b	jens-daniel-mueller	2021-08-19
0b00a2b	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
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
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
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
969e631	jens-daniel-mueller	2021-05-12
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
258c658	jens-daniel-mueller	2021-04-08

7 Write csv

predictors %>%
  write_csv(paste(path_version_data,
                  "W18_st_G16_opsn.csv",
                  sep = ""))

predictors_surface %>%
  write_csv(paste(path_version_data,
                  "W18_st_G16_opsn_surface.csv",
                  sep = ""))

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] gsw_1.0-6          geomtextpath_0.1.0 colorspace_2.0-2   marelac_2.1.10    
 [5] shape_1.4.6        ggforce_0.3.3      metR_0.11.0        scico_1.3.0       
 [9] patchwork_1.1.1    collapse_1.7.0     forcats_0.5.1      stringr_1.4.0     
[13] dplyr_1.0.7        purrr_0.3.4        readr_2.1.1        tidyr_1.1.4       
[17] tibble_3.1.6       ggplot2_3.3.5      tidyverse_1.3.1    workflowr_1.7.0   

loaded via a namespace (and not attached):
 [1] fs_1.5.2          bit64_4.0.5       lubridate_1.8.0   httr_1.4.2       
 [5] rprojroot_2.0.2   tools_4.1.2       backports_1.4.1   bslib_0.3.1      
 [9] utf8_1.2.2        R6_2.5.1          DBI_1.1.2         withr_2.4.3      
[13] tidyselect_1.1.1  processx_3.5.2    bit_4.0.4         compiler_4.1.2   
[17] git2r_0.29.0      textshaping_0.3.6 cli_3.1.1         rvest_1.0.2      
[21] xml2_1.3.3        isoband_0.2.5     labeling_0.4.2    sass_0.4.0       
[25] scales_1.1.1      checkmate_2.0.0   SolveSAPHE_2.1.0  callr_3.7.0      
[29] systemfonts_1.0.3 digest_0.6.29     rmarkdown_2.11    oce_1.5-0        
[33] pkgconfig_2.0.3   htmltools_0.5.2   highr_0.9         dbplyr_2.1.1     
[37] fastmap_1.1.0     rlang_1.0.2       readxl_1.3.1      rstudioapi_0.13  
[41] jquerylib_0.1.4   generics_0.1.1    farver_2.1.0      jsonlite_1.7.3   
[45] vroom_1.5.7       magrittr_2.0.1    Rcpp_1.0.8        munsell_0.5.0    
[49] fansi_1.0.2       lifecycle_1.0.1   stringi_1.7.6     whisker_0.4      
[53] yaml_2.2.1        MASS_7.3-55       grid_4.1.2        parallel_4.1.2   
[57] promises_1.2.0.1  crayon_1.4.2      haven_2.4.3       hms_1.1.1        
[61] seacarb_3.3.0     knitr_1.37        ps_1.6.0          pillar_1.6.4     
[65] reprex_2.0.1      glue_1.6.0        evaluate_0.14     getPass_0.2-2    
[69] data.table_1.14.2 modelr_0.1.8      vctrs_0.3.8       tzdb_0.2.0       
[73] tweenr_1.0.2      httpuv_1.6.5      cellranger_1.1.0  gtable_0.3.0     
[77] polyclip_1.10-0   assertthat_0.2.1  xfun_0.29         broom_0.7.11     
[81] later_1.3.0       viridisLite_0.4.0 ellipsis_0.3.2    here_1.0.1