eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-10-19

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

---

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: d07f6a3

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 d07f6a3. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

---

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

File	Version	Author	Date	Message
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
Rmd	e56c3c5	jens-daniel-mueller	2021-09-22	rerun with classical rmse vif selection
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
Rmd	ef591b4	jens-daniel-mueller	2021-09-22	rerun with alternative rmse vif selection
html	ce9412c	jens-daniel-mueller	2021-09-22	Build site.
Rmd	73cc280	jens-daniel-mueller	2021-09-22	new vif plots added
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
Rmd	d69f5d5	jens-daniel-mueller	2021-09-22	rerun with 7 predictors
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
Rmd	ec2c293	jens-daniel-mueller	2021-08-30	rerun with surface dic regression approach
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
Rmd	e675869	jens-daniel-mueller	2021-08-09	without P, AIP basins
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
Rmd	4d7bb5a	jens-daniel-mueller	2021-08-03	test rlm model fitting
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
Rmd	89d9fcb	jens-daniel-mueller	2021-07-13	complete revision
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
Rmd	af271b5	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
html	147cb07	jens-daniel-mueller	2021-06-29	Build site.
Rmd	80ae560	jens-daniel-mueller	2021-06-29	plot spatial residual ditribution
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
Rmd	a61014f	jens-daniel-mueller	2021-05-28	test run with cstar target variable
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
Rmd	e2b3434	jens-daniel-mueller	2021-05-26	generate seperate output
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
Rmd	8adf952	jens-daniel-mueller	2021-05-20	parallelisation tested, not succesful
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
html	d3c3fde	jens-daniel-mueller	2021-03-26	Build site.
Rmd	88fa519	jens-daniel-mueller	2021-03-26	included model data
html	594d503	jens-daniel-mueller	2021-03-26	Build site.
Rmd	e4ef0f6	jens-daniel-mueller	2021-03-26	included model data
html	06bfaf7	jens-daniel-mueller	2021-03-26	Build site.
Rmd	6d2102a	jens-daniel-mueller	2021-03-26	included model data
html	2eb881a	jens-daniel-mueller	2021-03-26	Build site.
Rmd	a9e976a	jens-daniel-mueller	2021-03-26	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	de6256b	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
Rmd	6c5618b	jens-daniel-mueller	2021-03-20	rerun with vif threshold
html	108d6b2	jens-daniel-mueller	2021-03-20	Build site.
Rmd	2b99ba0	jens-daniel-mueller	2021-03-20	included vif removel option
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
Rmd	4df8990	jens-daniel-mueller	2021-03-20	added vif calculation and plots
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
Rmd	c9cf1fd	jens-daniel-mueller	2021-03-04	rebuild with NA in Cant replaced by 0
html	27ae473	jens-daniel-mueller	2021-02-24	Build site.
Rmd	7f77d91	jens-daniel-mueller	2021-02-24	removed log10 color scale
html	fec3558	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ebedac	jens-daniel-mueller	2021-02-24	latitudinal residual plots
html	4bc00ea	jens-daniel-mueller	2021-02-24	Build site.
Rmd	de11bfe	jens-daniel-mueller	2021-02-24	clean up purrr approach and residual plots
html	42eca5d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	06a2f3b	jens-daniel-mueller	2021-02-24	purrr residual plots by basin
html	a1ba577	jens-daniel-mueller	2021-02-24	Build site.
Rmd	9ae7d87	jens-daniel-mueller	2021-02-24	loop residual plots by basin
html	071743d	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c45672c	jens-daniel-mueller	2021-02-24	added residual plots
html	ac1a836	jens-daniel-mueller	2021-02-24	Build site.
Rmd	5f655e0	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	b03fbd3	jens-daniel-mueller	2021-02-24	Build site.
Rmd	c69736b	jens-daniel-mueller	2021-02-24	added plots back to after switching to map aproach
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
Rmd	1b3c171	jens-daniel-mueller	2021-02-24	introduced purrr::map to model fitting, rebuild all
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
Rmd	cbfc388	jens-daniel-mueller	2021-02-23	introduced purrr::map to model fitting
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
Rmd	0ad30ba	jens-daniel-mueller	2021-01-07	removed GLODAP gamma filter, target variable mapped by eras+era
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
Rmd	bef9220	jens-daniel-mueller	2020-12-23	rebuild before sensitivity test
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
Rmd	7e1b1c0	jens-daniel-mueller	2020-12-18	rebuild without na predictors
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
Rmd	737d904	jens-daniel-mueller	2020-12-17	rebuild without na predictors
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	a84ff3c	jens-daniel-mueller	2020-12-17	Build site.
Rmd	40369db	jens-daniel-mueller	2020-12-17	model selection criterion added
html	5b48ef5	jens-daniel-mueller	2020-12-17	Build site.
Rmd	e6ed2bc	jens-daniel-mueller	2020-12-17	plotted model results
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
Rmd	7c8ace9	jens-daniel-mueller	2020-12-17	new MLR fitting routine, rmse corrected
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
Rmd	3d5a3e2	jens-daniel-mueller	2020-12-16	new MLR fitting routine
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
html	e91cebd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	d7992c4	jens-daniel-mueller	2020-12-15	eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	ba112d3	jens-daniel-mueller	2020-12-11	Build site.
Rmd	91b2b29	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
Rmd	71c63b0	jens-daniel-mueller	2020-12-09	rerun with variable predictor assignment
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	0895ad6	jens-daniel-mueller	2020-11-30	rebuild with all plot output
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2_2020 file

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

• Minimum: 3
  
• Maximum: 7

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

This results in a total number of MLR models of:

• 99

5 Fit all models

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

• cstar_tref

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

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

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

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

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

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


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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

• 500

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

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

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

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

7.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

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

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

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

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

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


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

data_source	basin	gamma_slab	model	AIC	BIC	rmse	rmse_sum	aic_sum	bic_sum
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	9737.878	9774.261	9.2095183	15.8576433	15914.567	15984.795
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate	9723.883	9760.265	9.1614070	15.8347026	15907.601	15977.829
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate	8026.090	8061.092	9.3266879	17.7346507	13546.768	13614.350
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	9722.244	9763.824	9.1489393	15.7837124	15897.194	15977.454
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	8028.090	8068.092	9.3266871	17.7346459	13550.768	13628.003
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	9721.936	9763.515	9.1478825	15.7837647	15897.196	15977.457
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate	8009.857	8049.859	9.2495002	17.6384313	13529.018	13606.254
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	9723.225	9770.002	9.1454498	15.7713899	15897.696	15987.990
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	8009.169	8054.172	9.2381758	17.6178262	13528.613	13615.503
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate	9721.604	9763.183	9.1467458	15.7828420	15896.924	15977.185
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + silicate	9720.270	9756.652	9.1490268	15.7878885	15894.365	15964.593
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	9734.676	9771.058	9.1984881	15.8534304	15913.271	15983.500
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8017.367	8052.370	9.2896824	17.6827072	13535.286	13602.868
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9736.114	9777.694	9.1965533	15.8359225	15912.351	15992.612
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8016.049	8056.052	9.2756433	17.6609402	13534.538	13611.774
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9734.262	9770.644	9.1970633	15.8443795	15910.725	15980.953
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate	8024.388	8054.390	9.3279573	17.7748874	13550.243	13608.170
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8026.388	8061.390	9.3279537	17.7745388	13554.179	13621.761
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8008.239	8043.241	9.2511108	17.6802721	13532.825	13600.407
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8007.752	8047.755	9.2406312	17.6646608	13533.394	13610.629
mod	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate	10293.066	10325.340	5.9887547	11.5183238	18778.529	18842.068
mod	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	10289.765	10327.418	5.9788544	11.4867298	18766.583	18840.712
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	8749.951	8785.895	7.8579043	14.3983391	16122.726	16193.792
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + silicate	8754.092	8784.901	7.8771538	14.4179136	16124.978	16185.892
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	8767.637	8798.447	7.9197786	14.2743302	16074.059	16134.973
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	10291.635	10329.288	5.9823461	11.5056901	18776.048	18850.177
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	8769.201	8805.145	7.9184021	14.2607677	16073.338	16144.405
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	10289.789	10332.821	5.9751693	11.4760911	18765.187	18849.905
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	8750.584	8791.664	7.8536280	14.1688686	16047.155	16128.374
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	8751.963	8787.907	7.8642066	14.1926234	16051.186	16122.252
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	10215.120	10252.773	5.8411724	11.0101951	18519.993	18594.121
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	10215.797	10258.829	5.8387612	11.0072863	18522.409	18607.128
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10278.518	10316.171	5.9579039	11.3058106	18675.521	18749.650
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	10278.617	10321.649	5.9543705	11.2940938	18673.473	18758.192
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate	8770.205	8801.014	7.9278830	14.3362713	16095.456	16156.370
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	8770.470	8806.414	7.9224044	14.3231275	16095.050	16166.116
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate	8749.474	8790.553	7.8501538	14.2122628	16062.548	16143.767
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + oxygen + phosphate + silicate	8753.523	8789.467	7.8690952	14.2399374	16067.659	16138.726
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate	10254.751	10287.025	5.9175652	11.3772039	18705.749	18769.288
mod	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10250.273	10287.926	5.9056134	11.3641349	18702.717	18776.846
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	7161.404	7202.765	3.7783747	6.8901625	12796.503	12877.889
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	7257.109	7293.300	3.9230628	7.0980195	12934.421	13005.633
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8767.790	8804.260	6.1473253	11.7947342	15737.289	15808.806
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7104.904	7146.265	3.6971522	6.6728250	12641.603	12722.988
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8716.269	8757.950	6.0269348	11.6700078	15686.072	15767.806
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7219.177	7255.368	3.8662431	6.9591038	12838.854	12910.066
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8714.431	8750.901	6.0272949	11.7142239	15699.327	15770.845
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	8727.458	8758.719	6.0608600	11.6386024	15667.550	15728.851
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8727.176	8763.646	6.0557494	11.5459435	15634.336	15705.853
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7102.275	7143.636	3.6934157	6.7734756	12714.827	12796.213
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8662.930	8704.611	5.9092985	11.3919257	15569.045	15650.779
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7224.995	7261.186	3.8749054	7.0735769	12918.678	12989.891
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8661.878	8698.349	5.9113694	11.4884060	15603.690	15675.208
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7135.211	7171.402	3.7433790	6.7206827	12671.115	12742.328
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8724.458	8760.929	6.0496710	11.7956353	15732.157	15803.675
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	7280.746	7311.767	3.9619374	7.0749646	12912.721	12973.761
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7101.720	7137.911	3.6954691	6.9179855	12811.742	12882.954
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8668.639	8705.109	5.9261563	11.6853059	15681.399	15752.916
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	7240.889	7271.909	3.9016645	7.1488908	12965.716	13026.755
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	8666.819	8698.079	5.9265508	11.7283482	15693.869	15755.170
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	9404.261	9448.586	2.9269511	5.3459598	16322.545	16409.371
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	9633.320	9672.104	3.1121548	5.5443584	16565.913	16641.885
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	11084.587	11122.693	6.1716693	11.3175984	19328.420	19402.960
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9348.385	9392.710	2.8838450	5.1917397	16125.697	16212.523
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	11082.456	11126.005	6.1642139	11.3085174	19327.438	19412.627
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9630.936	9669.720	3.1101851	5.4653504	16467.033	16543.005
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	11108.111	11140.773	6.2179287	11.2604261	19295.284	19359.176
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	10998.935	11037.040	6.0189340	11.0441337	19178.858	19253.398
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9532.694	9577.019	3.0284917	5.5395719	16562.970	16649.795
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	10992.015	11035.564	6.0032466	11.0235891	19171.334	19256.523
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9802.201	9840.986	3.2548916	5.8256621	16900.907	16976.880
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11078.523	11116.629	6.1607302	11.1958522	19263.756	19338.296
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9390.767	9429.552	2.9180319	5.2280411	16168.825	16244.797
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	11092.358	11130.463	6.1857159	11.3577604	19349.818	19424.358
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + phosphate + silicate	9837.472	9870.716	3.2872642	5.6616063	16695.882	16761.001
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	10996.978	11029.640	6.0190099	11.1106638	19210.267	19274.158
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9532.180	9570.964	3.0296867	5.6179881	16651.261	16727.233
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	10990.193	11028.299	6.0035604	11.0946704	19205.195	19279.735
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	9854.386	9887.630	3.3020613	5.9070499	16990.734	17055.853
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	11091.969	11124.631	6.1886335	11.3178471	19325.044	19388.935
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	12165.056	12210.975	3.4023257	6.2052363	22126.420	22217.264
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12481.309	12521.487	3.6462701	6.4532419	22446.550	22526.039
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12400.603	12440.782	3.5828009	6.7065441	22799.964	22879.453
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12632.469	12672.647	3.7681881	6.7119743	22790.927	22870.416
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	15419.863	15460.216	6.3633632	11.4045692	28327.198	28407.175
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12005.113	12051.032	3.2859600	6.0217885	21868.127	21958.972
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15405.239	15451.357	6.3409529	11.3727161	28306.614	28398.016
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12421.581	12461.760	3.5991916	6.3393159	22288.965	22368.454
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	15529.164	15563.752	6.5154592	11.5715290	28447.000	28515.551
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15370.287	15410.640	6.2967636	11.2299783	28185.677	28265.654
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12082.945	12128.864	3.3420804	6.2472422	22189.781	22280.626
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15350.736	15396.854	6.2680308	11.1950587	28162.798	28254.201
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12453.463	12493.641	3.6242453	6.5616487	22603.109	22682.598
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15509.381	15549.735	6.4854097	11.5397708	28427.782	28507.759
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	15459.348	15493.936	6.4196340	11.5172721	28411.949	28480.501
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	12086.231	12126.409	3.3459262	6.2226689	22151.155	22230.644
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	15423.947	15464.300	6.3688809	11.4659300	28378.058	28458.035
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	15434.507	15469.095	6.3858798	11.3965828	28314.073	28382.625
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12106.678	12146.857	3.3608451	6.2954426	22252.444	22331.933
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15383.987	15424.340	6.3150984	11.3257643	28265.522	28345.499
mod	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	17700.298	17742.622	4.1106797	7.3130511	34409.712	34494.602
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	17839.866	17882.190	4.2035975	7.2435807	34212.896	34297.785
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	17473.504	17521.874	3.9627814	6.7993233	33400.796	33497.813
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	17825.097	17867.420	4.1936662	7.1295317	33972.858	34057.748
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	19357.067	19393.133	5.9910276	10.8437734	36970.163	37042.136
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	17734.953	17777.277	4.1335579	7.1607668	34080.763	34165.653
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19290.128	19332.205	5.9229017	10.7130656	36829.031	36912.999
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17342.818	17391.188	3.8807031	6.7231727	33283.605	33380.622
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19268.912	19317.000	5.9001346	10.6802085	36797.438	36893.402
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17807.584	17849.908	4.1819208	7.0661179	33840.573	33925.462
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19321.580	19363.657	5.9538869	10.7845321	36909.882	36993.851
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	19345.837	19381.903	5.9798774	10.8315940	36957.689	37029.661
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19272.016	19314.093	5.9051326	10.6841549	36797.250	36881.219
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17434.760	17483.130	3.9382687	6.9813370	33816.347	33913.363
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19238.378	19286.466	5.8703241	10.6254890	36736.235	36832.199
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	19294.250	19336.327	5.9269535	10.7364570	36856.805	36940.773
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17384.083	17426.406	3.9076857	6.9010184	33657.149	33742.039
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19352.734	19394.811	5.9847372	10.7890726	36908.978	36992.947
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	17445.821	17488.145	3.9465151	7.0809562	34016.642	34101.532
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19334.323	19376.400	5.9664865	10.7454567	36859.494	36943.462
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate	23306.247	23338.078	3.6325226	6.1098004	44125.527	44189.387
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	20956.503	20999.223	5.7564814	10.3614377	40891.840	40977.441
mod	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	23245.492	23283.691	3.6061126	6.0349643	43890.163	43966.796
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	22734.881	22773.079	3.3982374	5.7844451	43221.089	43297.722
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	20955.387	21004.210	5.7537678	10.3492144	40878.745	40976.576
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	22652.878	22697.442	3.3652057	5.6967566	42933.792	43023.197
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	23318.265	23356.464	3.6367569	6.2617260	44657.598	44734.231
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	20924.830	20973.653	5.7272223	10.2540780	40746.499	40844.329
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23238.032	23282.596	3.6021478	6.1702386	44383.390	44472.795
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	20933.061	20975.782	5.7360969	10.2836425	40783.566	40869.167
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	23837.422	23875.621	3.8630593	6.7293675	45963.607	46040.240
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	20913.613	20962.436	5.7175083	10.2122794	40687.184	40785.015
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23733.351	23777.916	3.8157054	6.6050715	45618.110	45707.516
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	20923.268	20965.988	5.7276021	10.2437125	40726.867	40812.469
mod	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate	23970.921	24002.752	3.9244061	6.7293017	45901.348	45965.209
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20939.527	20982.247	5.7417122	10.3020037	40808.957	40894.559
mod	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	23911.827	23950.026	3.8966264	6.6524507	45686.360	45762.993
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	20947.309	20983.926	5.7502180	10.3332995	40848.448	40921.821
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	20939.549	20982.270	5.7417316	10.2773706	40772.326	40857.927
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	20948.883	20985.500	5.7515878	10.3112816	40815.427	40888.800
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + nitrate + silicate	11633.487	11667.868	3.1084130	5.5116419	23188.527	23257.886
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate	11196.219	11224.870	2.8249508	5.2631304	22821.855	22879.654
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + phosphate + silicate	11056.780	11091.162	2.7385243	4.9232117	22132.448	22201.807
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	12557.180	12602.366	4.8130378	9.2113585	25473.097	25563.940
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12555.212	12594.749	4.8130745	9.2456085	25503.595	25583.083
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12556.922	12596.459	4.8150372	9.2433287	25501.046	25580.533
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	11745.824	11780.205	3.1860786	5.4461816	22992.131	23061.489
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	12554.923	12588.813	4.8150390	9.2673723	25521.131	25589.263
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	12585.628	12625.166	4.8481075	9.2493763	25502.526	25582.013
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	11826.677	11866.788	3.2417506	5.5980446	23284.549	23365.467
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	11491.926	11526.307	3.0132331	5.5660457	23350.569	23419.928
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12558.428	12603.614	4.8144702	9.2267909	25488.481	25579.324
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	11294.060	11334.171	2.8837924	5.0331839	22289.832	22370.751
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12556.431	12595.969	4.8144738	9.2569048	25514.735	25594.222
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12550.230	12595.416	4.8050689	9.1954252	25458.086	25548.929
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	11399.044	11439.155	2.9510752	5.1463174	22500.945	22581.864
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12548.303	12587.841	4.8051531	9.2263990	25485.345	25564.832
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	11335.881	11370.262	2.9116880	5.2343698	22719.512	22788.871
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	12572.014	12611.552	4.8323954	9.2871250	25542.615	25622.102
mod	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	11440.479	11474.860	2.9793692	5.3585423	22944.936	23014.295
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate	12178.162	12212.312	3.8912248	6.0071148	25426.161	25496.452
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	12131.629	12171.471	3.8483459	5.9268279	25272.747	25354.753
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	12013.478	12047.628	3.7476349	6.0628479	25810.997	25881.289
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	18876.224	18924.930	4.3810462	8.6771638	41134.484	41233.270
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	11983.346	12023.187	3.7202424	5.7455161	24966.169	25048.176
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	18875.099	18917.717	4.3816350	8.7382647	41239.507	41325.945
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + phosphate + silicate	12072.712	12106.862	3.7986609	5.8873013	25241.590	25311.881
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	19091.454	19134.072	4.5296559	8.9794510	41619.465	41705.903
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	12140.207	12174.357	3.8576516	6.0416161	25581.498	25651.789
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate + silicate	19100.642	19137.172	4.5374448	9.0083805	41663.301	41737.390
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	12153.024	12192.866	3.8671899	5.9651647	25351.121	25433.127
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	18860.691	18909.397	4.3706083	8.7027363	41183.491	41282.277
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12013.094	12052.936	3.7455958	5.7939452	25065.072	25147.079
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18861.203	18903.821	4.3722947	8.7529331	41268.103	41354.541
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	12169.389	12209.231	3.8816661	6.0040849	25438.194	25520.201
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	18860.679	18909.385	4.3706005	8.6977352	41174.562	41273.348
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	12029.561	12069.403	3.7597039	5.8292844	25144.481	25226.488
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18860.927	18903.545	4.3721096	8.7469452	41257.579	41344.016
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	18918.922	18961.540	4.4112205	8.7657745	41279.644	41366.082
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	18917.332	18953.861	4.4114983	8.8547848	41432.025	41506.115
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	14029.366	14058.550	3.8554923	6.8840401	29888.847	29948.284
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate + silicate	13961.309	13996.329	3.8025211	6.8158490	29791.190	29862.515
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	13997.572	14032.593	3.8298487	6.7230731	29572.349	29643.674
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	22943.720	22993.913	4.5031167	8.5742316	48546.082	48647.626
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	13951.557	13992.414	3.7937067	6.6829384	29519.672	29602.885
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	22951.612	22995.531	4.5088005	8.5800022	48552.167	48641.018
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	23203.905	23247.824	4.6562163	8.8029653	48971.115	49059.966
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate + silicate	23217.267	23254.912	4.6653465	8.8124983	48983.357	49059.515
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	14225.522	14260.542	4.0061834	6.8943758	29789.380	29860.705
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	23012.564	23062.756	4.5428226	8.6458705	48685.744	48787.288
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14142.881	14183.738	3.9397798	6.8205605	29692.624	29775.836
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	23026.151	23070.070	4.5518615	8.6549153	48697.345	48786.196
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	14304.367	14339.388	4.0690472	6.9544909	29862.255	29933.579
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	23000.709	23050.902	4.5359605	8.6280580	48649.667	48751.211
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14213.307	14254.164	3.9949538	6.8707727	29752.238	29835.450
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	23013.884	23057.802	4.5447464	8.6368498	48660.855	48749.706
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	23075.817	23119.736	4.5807814	8.7639209	48922.222	49011.074
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + silicate	23083.434	23121.079	4.5864024	8.7730302	48935.395	49011.553
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	14144.826	14179.847	3.9428502	6.9714234	30006.359	30077.684
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	14214.951	14249.972	3.9978300	7.0359251	30096.173	30167.498
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	6559.388	6587.057	1.3940801	2.4361898	13038.011	13094.194
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	6359.177	6392.379	1.3207074	2.3010020	12568.908	12636.328
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	6561.271	6594.474	1.3940366	2.3875258	12830.232	12897.652
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6349.247	6387.983	1.3165013	2.2227948	12213.268	12291.924
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	16822.229	16863.748	4.9573211	9.1584755	36536.593	36621.137
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	16887.808	16923.396	5.0178766	9.2380952	36631.421	36703.888
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	16796.149	16837.668	4.9341475	9.1051625	36460.819	36545.363
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	16845.781	16881.369	4.9801309	9.1638258	36529.401	36601.868
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	6587.057	6620.260	1.4036812	2.4029813	12881.854	12949.274
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16822.707	16870.157	4.9559653	9.1565087	36538.067	36634.688
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6394.147	6432.883	1.3324019	2.2467023	12297.135	12375.792
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16889.732	16931.251	5.0178080	9.2362637	36632.462	36717.006
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	6595.944	6629.146	1.4070204	2.4101511	12907.689	12975.109
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	16853.864	16889.452	4.9873685	9.2087160	36599.324	36671.790
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16831.790	16873.309	4.9658440	9.1778057	36563.887	36648.431
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16725.913	16773.364	4.8705254	9.0121368	36343.755	36440.377
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6410.315	6449.051	1.3381742	2.2598237	12348.768	12427.425
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	16789.137	16830.655	4.9279347	9.0897010	36438.485	36523.029
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	6415.114	6448.317	1.3406092	2.3490017	12750.036	12817.456
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	6433.451	6466.653	1.3471981	2.3686548	12825.396	12892.817
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + nitrate + silicate	8041.635	8076.954	1.0939819	1.9564338	16004.777	16076.385
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate + silicate	7952.718	7988.037	1.0758561	1.9657765	16112.002	16183.610
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate	8095.427	8130.746	1.1050954	1.9595451	16000.252	16071.860
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8042.978	8084.183	1.0938468	1.9457856	15931.392	16014.934
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	7817.935	7859.140	1.0485573	1.9146508	15809.436	15892.978
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate	8171.858	8207.177	1.1210806	1.9858149	16151.535	16223.143
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8125.750	8166.955	1.1109922	1.9739688	16094.697	16178.239
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	15903.154	15950.347	4.6116482	8.5552651	33999.490	34095.348
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7918.320	7959.525	1.0685232	1.9521907	16035.492	16119.035
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate + silicate	15915.350	15956.644	4.6238107	8.5731324	34019.051	34102.926
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	15808.282	15843.677	4.5345509	8.4035699	33776.906	33848.799
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	15808.748	15850.042	4.5332607	8.4003367	33776.118	33859.994
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	15788.459	15835.652	4.5145530	8.3678327	33734.677	33830.534
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7949.989	7991.195	1.0749006	1.9669139	16125.969	16209.512
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	15793.022	15834.316	4.5200536	8.3776850	33744.552	33828.427
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate + silicate	8012.426	8047.744	1.0879941	1.9878222	16240.975	16312.582
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	15814.108	15843.604	4.5411399	8.4753718	33889.010	33948.921
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate	15814.952	15850.347	4.5401654	8.4737921	33890.857	33962.750
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	15790.132	15831.426	4.5176301	8.4176941	33812.528	33896.403
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate + silicate	15794.708	15830.103	4.5231454	8.4270387	33821.461	33893.354
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate	5502.917	5531.663	0.7904758	1.3469532	10026.746	10085.016
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	5491.272	5525.768	0.7881546	1.3330401	9903.005	9972.929
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	5457.175	5491.671	0.7823842	1.3063732	9656.959	9726.883
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	5375.522	5415.767	0.7684052	1.2921337	9574.612	9656.190
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate	5488.072	5522.568	0.7876114	1.3167969	9741.344	9811.268
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5421.269	5461.514	0.7760186	1.3051409	9675.892	9757.471
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	8860.267	8892.045	4.8572573	8.3486114	15903.014	15965.891
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	8851.161	8888.236	4.8390058	8.3277200	15893.916	15967.272
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8848.738	8891.109	4.8317561	8.2660015	15852.044	15935.880
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8861.449	8898.524	4.8559113	8.2989370	15869.481	15942.838
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	5505.093	5539.589	0.7905058	1.3248779	9811.227	9881.151
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5445.247	5485.493	0.7800392	1.3144089	9753.357	9834.935
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	8820.370	8852.149	4.7920085	8.2410697	15831.015	15893.892
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	8816.594	8853.668	4.7826342	8.2307504	15828.517	15901.873
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8810.870	8853.242	4.7701297	8.1495708	15771.804	15855.640
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8819.143	8856.218	4.7867689	8.1729780	15783.346	15856.702
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	5545.543	5580.039	0.7974273	1.3495147	10028.445	10098.369
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	5568.692	5603.188	0.8014156	1.3584544	10099.987	10169.911
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8905.193	8942.268	4.9284540	8.4936500	16005.068	16078.425
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + phosphate + silicate	8904.354	8936.133	4.9303939	8.4978283	16003.883	16066.760
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	4424.726	4460.032	0.5554834	0.8977131	6470.959	6542.169
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4404.112	4445.302	0.5531227	0.8918125	6391.331	6474.409
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	4414.850	4456.039	0.5542424	0.8894203	6340.907	6423.986
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate	12541.203	12580.945	4.4027091	7.3718414	22413.546	22492.374
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	12540.995	12586.414	4.4004582	7.3293543	22361.689	22451.778
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	12551.964	12591.706	4.4136951	7.3480409	22377.967	22456.796
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	4534.253	4569.559	0.5670601	0.9333896	6979.811	7051.021
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	12539.242	12573.306	4.4027489	7.3950896	22440.200	22507.767
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	12539.074	12578.816	4.4005392	7.3450520	22378.678	22457.506
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate + silicate	12550.031	12584.095	4.4137636	7.3630583	22394.015	22461.582
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	4424.944	4460.249	0.5555061	0.8979897	6475.528	6546.738
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4403.188	4444.378	0.5530265	0.8920255	6395.764	6478.842
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4414.299	4455.488	0.5541849	0.8897190	6346.590	6429.668
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	12540.588	12580.330	4.4020823	7.3905725	22438.483	22517.311
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	12540.338	12585.757	4.3997886	7.3387450	22374.514	22464.604
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	12551.399	12591.141	4.4131176	7.3574712	22390.790	22469.618
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	4424.552	4459.857	0.5554651	0.8971981	6462.262	6533.472
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4406.971	4448.160	0.5534205	0.8916273	6385.815	6468.893
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4416.946	4458.135	0.5544611	0.8890834	6333.267	6416.346
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	12522.071	12567.490	4.3812154	7.3731119	22426.446	22516.535
mod	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	6897.242	6937.595	4.8712411	9.2420415	20456.623	20543.038
obs	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	6949.459	6988.801	7.4892380	14.2340654	19018.441	19101.796
mod	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6904.779	6940.087	4.8915510	9.3463834	20551.282	20626.895
obs	Indian	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	6947.786	6982.210	7.4904509	14.2360252	19015.169	19088.105
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6904.121	6939.429	4.8901478	9.5302833	20741.353	20816.967
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate	7062.439	7091.946	7.9357509	14.5606308	19062.429	19124.945
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7053.494	7087.918	7.8928658	14.5043902	19048.174	19121.110
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6828.194	6868.546	4.7266792	8.9796760	20259.706	20346.122
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6929.717	6969.058	7.4163982	13.9355478	18875.435	18958.789
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6842.990	6878.298	4.7614443	9.1148789	20381.739	20457.353
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6927.814	6962.238	7.4167543	13.9365408	18871.885	18944.821
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + nitrate + silicate	6923.126	6953.391	4.9351701	9.6264878	20809.698	20874.510
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6902.314	6937.622	4.8862941	9.5265573	20739.675	20815.289
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	7060.750	7090.256	7.9291171	14.5086458	19035.860	19098.376
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7051.429	7085.853	7.8848032	14.4511422	19021.271	19094.206
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6824.183	6864.535	4.7184152	8.9785002	20263.489	20349.904
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6928.768	6968.110	7.4129164	13.8925606	18852.470	18935.825
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6839.433	6874.741	4.7540605	9.1194887	20391.058	20466.671
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6926.838	6961.262	7.4131711	13.8934968	18848.921	18921.856
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	6922.947	6958.255	4.9304798	9.6155593	20805.291	20880.905
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	5324.645	5353.399	4.7699877	9.1061846	11495.233	11553.823
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	4734.011	4767.902	3.0114899	6.0343482	11293.178	11363.238
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5303.660	5337.206	4.7088566	9.0101404	11458.996	11527.351
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4197.354	4236.086	2.2584765	4.4870905	9968.419	10048.488
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5305.375	5343.713	4.7081035	9.0060493	11461.054	11539.174
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4202.904	4236.795	2.2676038	4.7404553	10241.516	10311.577
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5324.833	5358.379	4.7651390	9.1003992	11496.959	11565.314
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	5309.335	5338.089	4.7291812	9.0308967	11462.885	11521.475
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	4727.879	4761.770	3.0016411	5.9888824	11256.324	11326.384
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5291.155	5324.701	4.6759294	8.9438819	11429.890	11498.245
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4196.053	4234.786	2.2569083	4.4697254	9948.680	10028.750
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5292.992	5331.331	4.6755020	8.9402849	11432.142	11510.262
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4201.326	4235.218	2.2656940	4.7165776	10216.810	10286.870
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5310.079	5343.625	4.7258491	9.0265027	11465.102	11533.457
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	4353.063	4386.954	2.4569898	4.8119341	10265.044	10335.104
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	4361.200	4390.250	2.4703306	5.0752390	10532.663	10592.715
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	5380.444	5409.198	4.9217117	9.6932167	11755.179	11813.769
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	4338.036	4371.927	2.4373462	4.7576737	10211.633	10281.693
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5373.796	5407.342	4.8978842	9.6032982	11720.766	11789.121
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	4345.495	4374.545	2.4496926	5.0187316	10481.018	10541.070
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	6826.261	6856.911	3.9322849	7.9416428	13346.207	13407.189
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	6828.004	6863.761	3.9318707	7.9325359	13344.919	13416.064
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	3212.079	3250.471	1.4370598	3.2209494	7583.140	7661.484
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6829.456	6870.322	3.9309906	7.9207136	13342.023	13423.332
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	3210.397	3243.990	1.4373147	3.3883430	7774.700	7843.251
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6827.694	6863.452	3.9313729	7.9270257	13341.703	13412.848
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	6811.427	6842.077	3.9084903	7.8945686	13317.875	13378.857
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	3719.547	3753.140	1.9090077	4.0366817	8472.797	8541.348
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	6812.965	6848.722	3.9077504	7.8850965	13316.329	13387.474
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	3200.489	3238.881	1.4278056	3.1718932	7522.359	7600.703
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6814.092	6854.958	3.9063560	7.8737234	13313.634	13394.942
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	3199.266	3232.859	1.4284244	3.3478226	7727.937	7796.488
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	6812.524	6848.282	3.9070468	7.8805879	13313.670	13384.815
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	3352.971	3386.564	1.5562037	3.3823237	7773.039	7841.590
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	3378.954	3407.748	1.5806676	3.5844134	7999.380	8058.138
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	3762.627	3791.421	1.9575854	4.0866568	8515.308	8574.066
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	6874.554	6905.204	4.0107592	8.3230966	13563.365	13624.346
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	3325.678	3359.272	1.5327079	3.3101168	7686.806	7755.357
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6873.868	6909.625	4.0063529	8.3165326	13563.518	13634.663
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	3354.060	3382.854	1.5588856	3.5236774	7931.688	7990.446
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	9359.270	9397.364	3.7434346	7.7341307	20668.974	20746.326
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5466.641	5502.230	2.3781570	4.4362193	11470.329	11542.623
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	9335.649	9373.742	3.7176078	7.7444767	20681.717	20759.069
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	4710.549	4751.222	1.7308293	3.5294901	10339.283	10421.905
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9265.036	9308.571	3.6393269	7.6009033	20547.225	20635.628
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5065.024	5100.614	2.0097368	4.0014975	10977.090	11049.384
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9271.099	9309.193	3.6479380	7.6657529	20608.097	20685.449
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	9351.086	9383.738	3.7366560	7.7798820	20711.491	20777.793
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	5389.271	5424.861	2.3022788	4.3092846	11322.671	11394.965
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	9348.053	9386.146	3.7311478	7.7358219	20671.848	20749.200
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	4719.036	4759.710	1.7369972	3.4978993	10288.408	10371.030
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9269.659	9313.194	3.6442613	7.5909408	20536.666	20625.068
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5073.179	5108.769	2.0166175	3.9809468	10946.441	11018.736
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9277.618	9315.712	3.6549145	7.6526912	20594.466	20671.818
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5055.957	5091.547	2.0021141	3.8995565	10832.286	10904.580
obs	Indian	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9264.535	9302.628	3.6409260	7.7783096	20719.713	20797.065
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	5448.229	5478.734	2.3618551	4.3909307	11410.228	11472.195
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5006.991	5042.581	1.9614449	3.7990580	10693.673	10765.967
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9269.434	9307.527	3.6461578	7.7649289	20706.442	20783.794
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + silicate	5413.276	5443.782	2.3275085	4.4412243	11489.622	11551.589
obs	Indian	(27,27.25]	cstar_tref ~ aou + phosphate + nitrate + silicate	6317.673	6347.973	3.7267065	7.9252558	15010.560	15072.823
obs	Indian	(27,27.25]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	6360.197	6390.498	3.7960676	8.0005527	15057.382	15119.645
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate	5777.241	5808.173	2.2964183	4.6411783	13570.103	13633.712
mod	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5772.047	5808.135	2.2899796	4.5466820	13435.768	13509.978
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	6302.354	6337.704	3.6988221	7.8969443	14996.931	15069.572
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	6386.949	6417.250	3.8403627	8.0451441	15084.349	15146.612
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate	5781.622	5812.554	2.3003483	4.6574865	13592.523	13656.131
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	5775.717	5811.805	2.2932621	4.5832934	13489.666	13563.876
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	6352.804	6388.155	3.7806370	7.9831465	15050.560	15123.200
mod	Indian	(27,27.25]	cstar_tref ~ sal + phosphate + nitrate + silicate	5777.446	5808.378	2.2966019	4.6563738	13592.173	13655.781
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5637.100	5673.188	2.1724817	4.5516383	13481.855	13556.065
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	6304.232	6344.632	3.6986264	7.8876490	14994.208	15077.226
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	6366.074	6401.425	3.8024547	8.0046667	15063.614	15136.254
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + nitrate + silicate	5729.964	5760.897	2.2544312	4.6349892	13574.737	13638.346
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5666.441	5702.529	2.1975048	4.5758736	13510.062	13584.271
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	6344.026	6384.427	3.7630067	7.9655020	15043.771	15126.789
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	5709.965	5746.053	2.2351559	4.5939855	13525.324	13599.534
mod	Indian	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5869.440	5905.528	2.3787073	4.5885252	13461.233	13535.443
obs	Indian	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	6317.067	6352.418	3.7224986	7.9139292	15006.792	15079.433
obs	Indian	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	6350.146	6385.497	3.7762817	7.9798233	15048.649	15121.289
mod	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	7815.547	7848.416	2.1961360	4.1602956	16957.400	17024.392
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + phosphate + nitrate + silicate	8333.746	8365.581	3.9569329	8.1561729	19698.330	19763.738
mod	Indian	(27.25,27.5]	cstar_tref ~ oxygen + phosphate + nitrate + silicate	7826.622	7859.491	2.2030212	4.1858514	17009.724	17076.715
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	7666.596	7704.943	2.1044069	4.0673866	16807.829	16885.986
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8253.628	8290.769	3.8493115	7.9701004	19545.191	19621.500
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	8366.887	8398.722	4.0012139	8.1518560	19685.165	19750.573
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	7661.229	7699.577	2.1012175	4.0839148	16846.039	16924.196
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	8264.908	8302.049	3.8639194	8.0128577	19583.553	19659.861
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + phosphate + nitrate + silicate	7664.870	7697.739	2.1045703	4.2108208	17111.247	17178.239
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7847.433	7885.780	2.2147656	4.2433466	17131.992	17210.149
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8240.652	8283.099	3.8300027	7.9500562	19533.505	19620.715
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8322.117	8359.258	3.9388653	8.0850045	19638.077	19714.386
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7883.262	7921.609	2.2373080	4.2623933	17160.301	17238.458
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8255.359	8297.805	3.8489630	7.9908973	19569.282	19656.492
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8345.041	8382.182	3.9693026	8.1387206	19683.273	19759.582
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	7662.461	7700.808	2.1019488	4.1067609	16895.632	16973.789
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	8265.664	8302.805	3.8648997	8.0887756	19655.517	19731.826
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	7847.204	7880.073	2.2158744	4.2729123	17190.500	17257.492
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8335.743	8372.884	3.9569285	8.1347384	19681.974	19758.283
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + phosphate + nitrate + silicate	7914.305	7947.174	2.2583012	4.2713131	17163.273	17230.264
obs	Indian	(27.5,27.75]	cstar_tref ~ aou + phosphate + nitrate + silicate	10424.515	10457.688	3.9694224	7.8336360	23791.273	23859.171
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8657.203	8697.400	1.5789444	3.2533626	19256.263	19337.860
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	10307.401	10346.103	3.8444010	7.5598225	23486.897	23566.110
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	9660.180	9694.634	1.9637393	3.6559334	20315.025	20384.965
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	8846.024	8886.221	1.6449883	3.3353233	19496.854	19578.451
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	10330.265	10368.967	3.8680895	7.6008941	23532.259	23611.473
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	10020.264	10054.718	2.1233473	3.8412693	20757.679	20827.619
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + phosphate + nitrate + silicate	10330.412	10363.585	3.8703218	7.6106913	23540.165	23608.062
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	10247.477	10291.708	3.7809702	7.4260978	23336.907	23427.437
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9396.118	9436.315	1.8535660	3.5239155	19981.865	20063.462
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	10367.772	10406.474	3.9072665	7.6719941	23610.812	23690.026
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	10258.521	10302.752	3.7922062	7.4406960	23352.396	23442.926
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	10370.437	10409.140	3.9100653	7.6654036	23601.441	23680.655
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	9776.188	9816.385	2.0129310	3.7424508	20552.421	20634.018
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	10314.395	10353.097	3.8516319	7.5876116	23520.487	23599.701
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9600.152	9640.349	1.9374827	3.6736859	20397.489	20479.086
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	10410.733	10449.435	3.9526272	7.8110703	23772.288	23851.502
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + silicate	9774.623	9809.077	2.0131210	3.7656228	20621.089	20691.029
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9594.677	9634.874	1.9351821	3.6667549	20377.402	20458.998
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	9746.259	9780.714	2.0007676	3.7473212	20574.121	20644.061
obs	Indian	(27.75,27.85]	cstar_tref ~ aou + phosphate + nitrate + silicate	5790.683	5820.382	3.8623792	7.8635441	12311.499	12371.535
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	5784.419	5819.068	3.8471079	7.7634077	12257.498	12327.540
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	4504.008	4533.883	1.9587628	3.5032239	8816.392	8876.604
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	5799.880	5834.529	3.8757289	7.7865233	12269.696	12339.738
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	4337.819	4367.693	1.8129285	3.1637058	8339.334	8399.546
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + phosphate + nitrate + silicate	4662.764	4692.639	2.1090161	4.0096626	9456.592	9516.803
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + phosphate + nitrate + silicate	5799.268	5828.967	3.8783071	7.7949499	12270.550	12330.586
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	5835.397	5870.046	3.9422827	7.9305490	12350.722	12420.764
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5718.849	5758.448	3.7244889	7.5695727	12151.352	12231.400
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4337.460	4372.314	1.8109385	3.1373320	8298.712	8368.960
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5718.259	5757.858	3.7234351	7.5658955	12149.178	12229.226
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4325.727	4360.581	1.8010739	3.1184938	8271.231	8341.478
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate	4658.754	4688.628	2.1050823	3.8283384	9225.271	9285.483
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4253.443	4288.297	1.7414728	3.2547860	8520.559	8590.806
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	5768.259	5802.908	3.8174196	7.6932819	12217.258	12287.300
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + phosphate + silicate	4844.398	4874.273	2.2951111	4.0209894	9414.443	9474.655
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5764.367	5799.016	3.8103049	7.7924280	12276.116	12346.158
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5765.209	5799.858	3.8118420	7.7964655	12278.413	12348.455
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + phosphate + nitrate	4666.561	4691.456	2.1147153	3.9127816	9329.669	9379.846
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + phosphate + nitrate + silicate	4441.665	4471.540	1.9027290	3.6548580	9046.732	9106.944
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4995.930	5031.281	2.0990439	3.7267858	10499.591	10571.848
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	7655.995	7692.644	3.7959758	7.4043673	16533.213	16607.680
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	7554.171	7596.056	3.6566266	7.2648640	16433.249	16518.354
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	4872.988	4908.339	1.9900667	3.3771686	9915.915	9988.173
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	7597.454	7634.104	3.7167641	7.4315652	16569.999	16644.466
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate	5072.737	5103.038	2.1720186	3.8015047	10577.483	10639.418
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4991.615	5026.966	2.0951203	3.7239726	10497.240	10569.498
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	7669.538	7706.188	3.8145405	7.4129726	16537.691	16612.157
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	7557.186	7599.071	3.6605993	7.2588823	16427.202	16512.307
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	4869.906	4905.257	1.9874084	3.3723150	9908.271	9980.528
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	7593.461	7630.110	3.7114213	7.4034684	16545.853	16620.320
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate	5003.451	5033.752	2.1077285	3.6135968	10280.979	10342.914
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	4657.389	4692.740	1.8124389	3.0459623	9362.371	9434.629
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + phosphate + silicate	5026.062	5056.363	2.1284974	3.5782313	10194.180	10256.115
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	7571.310	7607.960	3.6819243	7.3568025	16508.414	16582.881
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	7597.935	7629.348	3.7200861	7.4425142	16575.207	16639.035
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	7574.707	7611.357	3.6864327	7.3617560	16512.209	16586.675
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	7594.881	7626.295	3.7159964	7.4241694	16559.568	16623.397
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + nitrate	5054.386	5079.637	2.1566718	3.7726975	10533.242	10584.855
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + phosphate + nitrate + silicate	4993.548	5023.849	2.0986967	3.6903387	10430.618	10492.553
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	5435.884	5467.937	1.4014405	2.4296039	11454.635	11520.517
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5433.543	5470.938	1.3994719	2.4055408	11364.098	11440.960
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	9524.038	9556.917	3.5432526	6.6928537	23183.166	23251.359
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	9501.665	9540.024	3.5189685	6.6682463	23162.247	23241.806
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	9455.166	9499.005	3.4711395	6.5457798	22990.194	23081.119
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9468.279	9506.638	3.4859734	6.5657251	23010.141	23089.700
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate	5435.263	5467.316	1.4011585	2.4793672	11651.345	11717.227
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	5436.113	5468.166	1.4015444	2.4340643	11472.420	11538.302
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5434.042	5471.437	1.3996979	2.4090441	11378.100	11454.963
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	9486.833	9530.672	3.5022947	6.5979789	23058.136	23149.060
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9497.667	9536.026	3.5150003	6.6131138	23071.141	23150.700
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + phosphate + nitrate	5264.574	5296.627	1.3258115	2.4018946	11472.464	11538.346
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	5452.310	5484.363	1.4089150	2.4657552	11585.280	11651.162
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate	5060.742	5092.795	1.2411231	2.1498867	10566.951	10632.833
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	9455.360	9493.719	3.4732891	6.5557691	23001.931	23081.490
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	9466.297	9499.176	3.4859910	6.5691369	23012.016	23080.210
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	5453.258	5485.311	1.4093477	2.4697778	11600.308	11666.190
mod	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate	5063.836	5095.889	1.2423673	2.1548894	10587.182	10653.064
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	9486.256	9524.615	3.5037011	6.6086896	23071.518	23151.077
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	9495.796	9528.675	3.5151286	6.6201654	23079.141	23147.334
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	5884.093	5919.437	3.0920823	6.0729056	15355.039	15429.168
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate + silicate	5889.722	5920.017	3.1023382	6.0913973	15369.059	15432.598
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + silicate	2859.847	2889.756	0.9043935	1.5263567	5685.158	5746.906
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate	2874.225	2904.134	0.9104336	1.5222820	5650.675	5712.423
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	2841.089	2870.997	0.8965733	1.4010248	5042.360	5104.108
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	2769.076	2803.969	0.8663726	1.3586407	4899.492	4971.531
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	5930.342	5970.736	3.1520412	6.1273830	15396.356	15481.075
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5928.545	5963.890	3.1523189	6.1277700	15392.698	15466.827
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	2841.405	2871.313	0.8967045	1.4030503	5053.846	5115.594
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2769.696	2804.589	0.8666213	1.3607549	4911.384	4983.423
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	5966.577	6006.971	3.2020053	6.2258258	15493.458	15578.177
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5964.582	5999.927	3.2020126	6.2262976	15490.042	15564.171
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate	2860.097	2885.020	0.9053358	1.4098800	5059.916	5111.372
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	2859.532	2889.440	0.9042616	1.4038830	5032.133	5093.880
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	5945.400	5980.744	3.1754638	6.1532812	15412.546	15486.675
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5946.699	5976.994	3.1800142	6.1579992	15412.057	15475.596
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate	2860.868	2885.792	0.9056594	1.4122617	5072.819	5124.276
mod	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	2860.499	2890.407	0.9046663	1.4069427	5048.893	5110.641
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	5985.933	6021.278	3.2318230	6.2587258	15514.651	15588.780
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5986.222	6016.517	3.2350347	6.2646843	15516.356	15579.895
mod	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	8731.496	8774.571	0.8479077	1.4178938	17582.481	17671.393
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	16959.620	17002.370	3.1100878	6.4506431	40924.810	41012.538
obs	Indian	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate + silicate	16976.700	17013.342	3.1190427	6.4791145	40993.039	41068.235
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8659.148	8702.224	0.8391296	1.4092639	17512.817	17601.729
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate	8459.402	8508.631	0.8151281	1.3849225	17308.919	17410.533
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	8459.119	8502.194	0.8153294	1.3856746	17316.602	17405.514
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8655.699	8698.775	0.8387133	1.4086657	17506.074	17594.987
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	17180.369	17217.012	3.2162553	6.4827602	40939.031	41014.226
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	17152.019	17194.769	3.2015793	6.4619737	40895.597	40983.325
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	8459.827	8509.056	0.8151779	1.3848404	17306.955	17408.569
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17144.459	17193.316	3.1969705	6.4445407	40854.079	40954.340
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17159.835	17202.585	3.2053522	6.4645905	40900.177	40987.905
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8658.001	8701.077	0.8389911	1.4102296	17531.624	17620.536
mod	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	8461.781	8511.010	0.8154071	1.3862909	17331.000	17432.614
obs	Indian	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17289.633	17338.490	3.2676800	6.5412802	41072.092	41172.353
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	17247.685	17284.328	3.2490473	6.5125049	40997.831	41073.027
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	8731.293	8774.368	0.8478830	1.4177004	17579.227	17668.139
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17247.094	17289.844	3.2477790	6.4962644	40957.284	41045.013
obs	Indian	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	17291.951	17328.594	3.2707928	6.5341319	41041.766	41116.962
mod	Indian	(28.1, Inf]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	8731.540	8774.615	0.8479131	1.4189209	17600.997	17689.909
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	47211.370	47258.881	8.8809998	16.9752063	86348.801	86442.691
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate	46933.190	46987.488	8.6930717	16.4393858	85582.961	85690.264
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate	46916.406	46977.491	8.6806156	16.3808870	85501.729	85622.446
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate	47179.525	47233.823	8.8580847	16.6630647	85913.391	86020.695
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + oxygen + silicate	47414.637	47462.148	9.0198771	17.1122681	86549.568	86643.458
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	46122.162	46169.345	9.6709284	20.0880271	83797.657	83890.467
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	47081.123	47135.421	8.7917953	16.7235398	85994.562	86101.865
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	45743.832	45797.756	9.3811544	19.4547514	83085.685	83191.754
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	47366.702	47414.212	8.9869320	17.0329161	86437.530	86531.420
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate + silicate	45866.547	45913.730	9.4752049	19.6064843	83263.554	83356.365
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	47011.420	47058.930	8.7464749	16.6594180	85896.407	85990.297
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	46264.336	46304.779	9.7831002	20.2811358	84015.304	84094.856
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	45717.897	45765.080	9.3632109	19.5186496	83138.745	83231.556
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	46947.556	47001.854	8.7026102	16.4920057	85659.144	85766.448
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	45445.300	45499.224	9.1597975	19.0693893	82622.841	82728.911
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	47234.782	47282.293	8.8968862	16.8058798	86114.205	86208.096
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	45645.009	45692.193	9.3087816	19.2995370	82902.203	82995.013
obs	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + nitrate	46093.822	46134.265	9.6505751	19.6726748	83380.371	83459.923
obs	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + nitrate + silicate	45979.602	46026.786	9.5612777	19.5819346	83266.710	83359.521
obs	Pacific	(-Inf,26]	cstar_tref ~ temp + aou + oxygen + phosphate + nitrate	46095.023	46142.206	9.6499579	19.6001540	83311.496	83404.307
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	21956.123	22000.077	3.9152857	7.1461089	38826.381	38912.944
mod	Pacific	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate + silicate	21950.949	21994.904	3.9127166	7.1366491	38807.320	38893.884
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20745.700	20788.538	5.2916803	11.3844593	38528.744	38613.027
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	21390.026	21440.259	3.6430200	6.6626955	37822.693	37921.623
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	20629.622	20678.579	5.1995117	11.2548886	38380.749	38477.073
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	21402.387	21446.341	3.6496637	6.6743383	37843.813	37930.377
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	20899.662	20942.500	5.4143177	11.5994906	38765.605	38849.888
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	21046.419	21083.137	5.5355082	11.7699797	38954.089	39026.332
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20689.597	20732.435	5.2476857	11.3222926	38456.188	38540.472
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	21415.550	21465.783	3.6548363	6.7437722	37995.711	38094.640
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	20614.896	20663.853	5.1881301	11.2373177	38360.391	38456.715
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	21429.161	21473.115	3.6620821	6.7532377	38011.994	38098.557
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	20900.887	20943.725	5.4153049	11.5903094	38757.767	38842.051
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	21457.816	21501.771	3.6754201	6.7547505	38015.720	38102.284
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20959.011	21001.848	5.4623468	11.6530011	38829.833	38914.116
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + phosphate + silicate	21463.685	21501.360	3.6790911	6.7610075	38025.049	38099.246
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate	21094.024	21130.742	5.5748609	11.8137298	39005.577	39077.820
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	21496.016	21539.970	3.6932760	6.8399636	38194.655	38281.218
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	20992.316	21035.154	5.4894861	11.6923377	38873.979	38958.263
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + phosphate + silicate	21501.995	21539.670	3.6970166	6.8444843	38200.246	38274.443
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate	16625.922	16661.397	5.0672091	10.8729078	29704.948	29774.193
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	14319.696	14361.119	3.2766937	5.7681663	24915.461	24996.974
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + phosphate + silicate	14358.583	14394.089	3.3011883	5.8814467	25111.249	25181.117
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16531.853	16573.240	4.9788626	10.6854091	29542.045	29622.831
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	13995.537	14042.878	3.0876963	5.4551981	24361.689	24454.846
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16531.005	16578.304	4.9762672	10.6799066	29541.101	29633.429
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14076.581	14118.003	3.1347567	5.6611478	24735.505	24817.018
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	16849.664	16891.051	5.2771561	11.0713940	29922.564	30003.350
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16562.537	16603.924	5.0069116	10.6943804	29558.959	29639.746
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	13984.853	14032.193	3.0816931	5.5716714	24579.896	24673.053
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16564.460	16611.759	5.0068405	10.6918189	29561.081	29653.408
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14070.158	14111.580	3.1310913	5.7836500	24950.232	25031.744
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate	16646.641	16682.115	5.0864666	10.8555790	29699.671	29768.917
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14064.249	14105.672	3.1277234	5.7014177	24807.356	24888.868
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16640.562	16681.949	5.0789485	10.8471736	29694.959	29775.746
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + phosphate + silicate	14117.898	14153.403	3.1595886	5.8564492	25071.138	25141.006
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate	16736.711	16772.186	5.1710399	10.9875692	29823.400	29892.646
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14114.203	14155.626	3.1563129	5.9137022	25170.169	25251.681
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16736.265	16777.652	5.1687247	10.9814466	29822.262	29903.048
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	14158.074	14193.580	3.1827955	6.0465274	25383.764	25453.631
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate	19337.365	19367.733	4.9159871	10.7117954	33995.416	34054.501
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	16895.956	16932.701	2.9517207	5.8328413	28684.174	28755.561
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate	19171.941	19208.383	4.7894038	10.5480412	33802.318	33873.220
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate	16891.852	16934.721	2.9490526	5.8287229	28679.677	28762.961
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	16545.610	16588.479	2.8015951	5.6059047	28207.366	28290.651
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19195.071	19237.587	4.8051979	10.5529755	33818.742	33901.461
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	16519.897	16568.890	2.7901161	5.5928570	28180.993	28276.175
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19152.169	19200.759	4.7716973	10.5074723	33768.200	33862.736
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	16682.849	16725.718	2.8591390	5.8201773	28603.140	28686.424
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19297.920	19340.436	4.8828223	10.6717554	33954.497	34037.216
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	16599.966	16648.959	2.8234099	5.7792190	28513.854	28609.036
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19280.241	19328.830	4.8678730	10.6476399	33931.509	34026.045
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	16874.718	16911.463	2.9424480	5.8982307	28784.563	28855.950
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate	19229.627	19266.069	4.8326459	10.5810372	33851.791	33922.693
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	16813.871	16856.740	2.9151788	5.8705970	28725.130	28808.414
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19171.765	19214.281	4.7877807	10.5285635	33789.821	33872.540
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	17032.071	17068.816	3.0118467	6.1309146	29197.542	29268.929
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate	19332.403	19368.845	4.9106571	10.7048178	33991.142	34062.044
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	16904.693	16947.562	2.9546681	6.0716963	29069.054	29152.339
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19304.048	19346.564	4.8874862	10.6785712	33962.338	34045.057
mod	Pacific	(27,27.25]	cstar_tref ~ aou + oxygen + phosphate	21249.975	21281.755	2.9339781	6.2741754	37776.276	37838.325
mod	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	21109.752	21154.244	2.8846851	5.9183809	37034.459	37121.329
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	27008.060	27053.259	4.2541298	9.7411638	49058.624	49147.006
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + phosphate + silicate	27006.243	27044.985	4.2542124	9.7762830	49099.744	49175.500
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	27055.980	27094.722	4.2767438	9.8682553	49237.709	49313.465
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19424.019	19468.511	2.3664095	4.8576068	34109.088	34195.957
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	26939.629	26984.828	4.2233252	9.6734272	48942.514	49030.896
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19230.520	19281.368	2.3126784	4.7465463	33771.100	33870.380
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	26894.557	26946.214	4.2022649	9.6057690	48838.820	48939.828
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate + silicate	26930.079	26975.278	4.2190437	9.7077774	48982.830	49071.212
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	27116.246	27154.988	4.3042042	9.9328185	49344.667	49420.423
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	19620.830	19665.322	2.4217620	4.9606547	34425.224	34512.093
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	27008.005	27053.204	4.2541052	9.7213781	49033.098	49121.480
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19460.218	19511.067	2.3759363	4.8665408	34145.789	34245.069
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	26954.975	27006.631	4.2293152	9.6631331	48938.733	49039.742
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	26983.692	27028.892	4.2431350	9.7774315	49094.808	49183.190
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate	19486.893	19525.029	2.3845139	4.8878765	34200.613	34275.072
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	19329.325	19373.818	2.3402297	4.7755455	33871.647	33958.517
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate	19716.374	19754.510	2.4496741	4.9930127	34529.776	34604.236
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	19596.055	19640.547	2.4147236	4.9053282	34279.627	34366.496
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	23022.389	23068.559	2.0305697	4.3213085	41104.310	41194.571
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	27624.800	27670.440	3.7978384	8.8775067	49891.789	49980.856
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	23831.258	23870.832	2.1886518	4.6862982	42606.260	42683.626
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + phosphate + silicate	27724.514	27763.634	3.8365558	8.9319650	50012.120	50088.463
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	22740.188	22786.357	1.9782750	4.2490318	40751.685	40841.946
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	27876.596	27922.236	3.8944065	9.0941766	50314.408	50403.475
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + phosphate + silicate	23372.913	23412.487	2.0978421	4.5103402	41869.109	41946.475
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	22420.289	22466.458	1.9206215	4.3445431	40956.456	41046.717
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	27730.873	27776.513	3.8382238	9.0120526	50132.125	50221.191
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	27379.332	27431.492	3.7052633	8.7246098	49560.994	49662.785
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate + silicate	27378.192	27423.832	3.7055811	8.7249534	49557.891	49646.958
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate	22562.463	22602.037	1.9463943	4.3711410	41099.366	41176.732
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	22370.957	22417.127	1.9118815	4.3380374	40914.530	41004.790
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate	27919.589	27958.709	3.9119191	9.0827902	50314.661	50391.004
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	27718.047	27763.687	3.8333177	8.9565471	50047.456	50136.523
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	27374.924	27427.084	3.7036349	8.7073076	49533.723	49635.514
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	27374.299	27419.939	3.7041430	8.7085579	49532.183	49621.250
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate	22518.421	22557.995	1.9384848	4.3655259	41062.926	41140.292
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	22230.506	22276.676	1.8872153	4.2128168	40433.835	40524.096
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + phosphate + silicate	22295.855	22335.429	1.8990033	4.2395580	40548.702	40626.068
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	21543.001	21588.865	1.9354786	3.9623784	38037.710	38127.413
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	28208.571	28254.643	3.4023547	8.5424274	52212.217	52302.214
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate + silicate	21710.277	21749.589	1.9673815	4.0153799	38283.282	38360.170
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	21317.376	21363.240	1.8937585	3.9381017	37878.529	37968.233
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + phosphate + silicate	21446.422	21485.734	1.9178793	3.9704670	38036.783	38113.672
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	20873.255	20919.119	1.8142458	4.0229557	38034.041	38123.744
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	27745.466	27798.120	3.2571788	8.2532473	51528.047	51630.901
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate + silicate	27902.611	27948.682	3.3061426	8.3152566	51703.662	51793.659
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	20871.256	20910.568	1.8142460	4.0304630	38056.352	38133.241
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	20875.129	20920.993	1.8145742	4.0242492	38039.302	38129.006
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate	28679.809	28719.299	3.5567121	8.7317289	52734.641	52811.781
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	28675.065	28721.137	3.5544641	8.7252617	52725.495	52815.492
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	27681.528	27734.181	3.2377118	8.2116217	51429.215	51532.069
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	27811.731	27857.802	3.2780922	8.2620665	51573.285	51663.283
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	20873.131	20912.443	1.8145745	4.0325806	38064.483	38141.372
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + nitrate + silicate	20971.828	21017.691	1.8316003	3.9899618	37953.812	38043.516
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + phosphate + silicate	20999.047	21038.359	1.8367765	3.9951834	37979.195	38056.084
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	28879.708	28925.780	3.6233201	8.7383394	52844.998	52934.995
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	28865.178	28911.250	3.6183875	8.7205688	52810.741	52900.738
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate + silicate	28868.203	28907.693	3.6200926	8.7238565	52814.200	52891.341
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	8298.350	8333.224	1.2940559	2.6736506	14312.381	14379.970
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + phosphate + silicate	8418.892	8453.766	1.3260078	2.7148539	14455.968	14523.557
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	8424.393	8459.267	1.3274845	2.7524131	14549.904	14617.493
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + phosphate + silicate	8519.015	8553.889	1.3531461	2.7876188	14667.544	14735.133
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate	8332.915	8367.790	1.3031386	2.7655730	14548.009	14615.597
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7862.633	7903.319	1.1843695	2.4964683	13705.706	13784.560
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate	8320.245	8355.119	1.2998019	2.7718506	14557.932	14625.521
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	14370.897	14418.473	3.0647127	7.6761667	25935.131	26027.348
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + phosphate + silicate	14388.274	14429.903	3.0752335	7.6950724	25957.625	26038.315
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate	8306.994	8341.868	1.2963212	2.7504001	14502.330	14569.919
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7845.999	7886.685	1.1803898	2.4871191	13674.933	13753.786
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	8307.472	8342.347	1.2964468	2.7623114	14530.644	14598.232
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate	14575.113	14610.795	3.1796785	7.8332838	26170.997	26240.160
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	14575.967	14617.595	3.1790338	7.8313496	26172.764	26253.454
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	14374.227	14421.802	3.0665178	7.6586754	25922.031	26014.248
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	14391.895	14433.524	3.0772038	7.6758502	25943.232	26023.922
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	14436.218	14477.846	3.1014212	7.7267504	26010.222	26090.912
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate + silicate	14442.160	14477.842	3.1057812	7.7398467	26021.558	26090.721
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	14447.593	14489.222	3.1076676	7.7132642	26004.847	26085.537
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + phosphate + silicate	14453.431	14489.113	3.1119783	7.7243407	26014.436	26083.599
obs	Pacific	(27.85,27.95]	cstar_tref ~ aou + oxygen + phosphate + nitrate	18955.998	18993.442	2.9415936	7.4385607	35040.877	35113.837
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	8144.032	8179.151	1.1743446	2.9149611	15776.445	15844.959
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7877.404	7918.377	1.1146375	2.7345801	15234.338	15314.271
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19017.538	19061.223	2.9647783	7.4489818	35088.785	35173.905
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	18836.661	18886.586	2.8941421	7.3439086	34867.507	34964.787
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	8150.537	8191.509	1.1753727	2.8755319	15694.125	15774.058
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18895.409	18939.094	2.9174173	7.3719124	34930.097	35015.217
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate	8142.842	8177.962	1.1740733	2.9164149	15779.081	15847.595
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7875.530	7916.503	1.1142319	2.7352711	15235.077	15315.010
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	18848.821	18898.746	2.8987862	7.3462338	34876.800	34974.080
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	8154.771	8195.744	1.1763399	2.8777755	15701.258	15781.191
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18910.694	18954.378	2.9233030	7.3748102	34941.691	35026.811
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate	8630.436	8659.702	1.2912139	3.0323259	16261.948	16319.043
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + silicate	8632.079	8667.199	1.2911245	2.9303938	16032.816	16101.330
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	18898.081	18941.765	2.9184453	7.3683089	34927.047	35012.167
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + phosphate + silicate	18952.509	18989.952	2.9402405	7.3947372	34985.198	35058.158
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate	8680.156	8709.422	1.3037452	3.0462339	16314.721	16371.816
mod	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate	8682.105	8717.225	1.3037323	2.9461829	16090.330	16158.844
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	18917.038	18960.723	2.9257495	7.3732307	34943.059	35028.179
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate + silicate	18974.651	19012.095	2.9488374	7.4006198	35003.988	35076.948
obs	Pacific	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	27971.849	28005.040	2.8824221	7.2755773	56258.561	56324.213
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	27965.447	28005.276	2.8802770	7.2720879	56251.173	56329.956
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	27901.178	27947.645	2.8634142	7.2568376	56192.485	56284.398
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate	10890.082	10927.278	1.0786541	2.9806187	22427.688	22500.499
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10388.083	10431.479	1.0064854	2.8097605	21629.839	21714.784
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	27762.496	27815.601	2.8279427	7.1850717	55974.890	56079.933
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	9838.269	9881.666	0.9332519	2.7837966	21224.669	21309.614
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate + silicate	27858.222	27904.690	2.8525365	7.2123859	56074.705	56166.618
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate	10908.445	10945.642	1.0813791	2.9861123	22454.183	22526.993
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10400.444	10443.840	1.0081963	2.8129585	21646.808	21731.753
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	27819.320	27872.425	2.8422171	7.2374685	56116.685	56221.728
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	9866.411	9909.807	0.9368674	2.7873547	21252.637	21337.583
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	27964.177	28010.644	2.8794425	7.2757087	56261.793	56353.706
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate	10876.010	10913.207	1.0765707	2.8843833	22129.814	22202.625
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	27833.911	27880.378	2.8463983	7.2296058	56102.511	56194.424
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	10896.217	10933.414	1.0795638	2.9319379	22286.140	22358.950
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate + silicate	27943.383	27983.212	2.8746515	7.2580369	56210.378	56289.161
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate	10933.910	10971.107	1.0851695	2.8949913	22193.924	22266.734
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate	27882.849	27929.316	2.8587676	7.2835180	56243.459	56335.373
mod	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + phosphate + silicate	10986.819	11024.016	1.0930871	2.9454338	22376.660	22449.470
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + nitrate + silicate	17497.040	17540.392	2.7142543	6.7510384	34521.195	34606.642
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	6377.346	6412.201	0.8809584	2.0593262	13057.232	13126.002
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + phosphate + silicate	17523.229	17560.387	2.7248544	6.7617438	34545.541	34618.781
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate	17546.987	17590.339	2.7330649	6.7974035	34612.257	34697.704
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	6526.875	6561.729	0.9081099	2.0756825	13167.996	13236.766
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + oxygen + phosphate + silicate	17616.471	17653.630	2.7602134	6.8245522	34679.741	34752.982
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6356.064	6396.728	0.8768045	2.0326503	12956.667	13036.899
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	17462.588	17512.133	2.7006079	6.7345284	34484.454	34582.108
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	5788.804	5829.468	0.7814317	1.9475891	12426.817	12507.049
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate + silicate	17477.309	17520.661	2.7068592	6.7407810	34497.177	34582.624
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6360.301	6400.965	0.8775590	2.0324862	12957.555	13037.787
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	17452.828	17502.373	2.6969657	6.7424082	34491.932	34589.587
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	5803.190	5843.854	0.7837171	1.9491611	12438.625	12518.857
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	17487.742	17531.094	2.7107670	6.7564601	34525.221	34610.669
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	6355.047	6389.901	0.8769794	2.0349440	12961.364	13030.134
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	17564.320	17607.672	2.7396232	6.8225154	34657.118	34742.566
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	5824.872	5859.726	0.7874939	1.9586620	12478.943	12547.713
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate + silicate	17649.258	17686.417	2.7727555	6.8603389	34746.996	34820.237
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	6359.935	6394.789	0.8778501	2.0351543	12963.849	13032.619
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + phosphate + silicate	5846.014	5880.869	0.7908811	1.9616831	12498.769	12567.539
obs	Pacific	(28.1, Inf]	cstar_tref ~ aou + oxygen + phosphate	20061.957	20093.755	2.5307508	6.6160412	44129.689	44193.268
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + aou + phosphate + nitrate	20756.687	20798.236	0.9616669	2.3492929	47724.674	47807.931
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + nitrate + silicate	20050.981	20092.530	0.9175688	2.3962797	48000.207	48083.464
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + nitrate	20713.263	20754.812	0.9588933	2.3483642	47701.758	47785.015
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + oxygen + phosphate + silicate	18281.041	18322.591	0.8156607	2.4020479	47315.101	47398.357
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	20005.257	20053.731	0.9146606	2.3946680	47970.008	48067.141
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate	20001.246	20039.403	2.5122393	6.5965860	44069.012	44145.306
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	20703.254	20751.728	0.9581277	2.3456598	47672.199	47769.332
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate	19997.405	20041.923	2.5105222	6.5927665	44062.789	44151.798
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate	19904.506	19955.383	2.4827853	6.5646021	43970.998	44072.723
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	18226.470	18274.944	0.8125972	2.3920988	47195.394	47292.526
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + aou + phosphate + silicate	19902.790	19947.307	2.4828679	6.5664239	43970.908	44059.918
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	20014.549	20063.023	0.9152262	2.3936095	47962.355	48059.488
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate	20712.322	20760.797	0.9587058	2.3445466	47662.443	47759.575
obs	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate	19982.218	20033.095	2.5054759	6.7506791	44382.785	44484.510
mod	Pacific	(28.1, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate + silicate	18245.090	18293.564	0.8136042	2.3918175	47201.419	47298.551
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate	20397.780	20429.578	2.6322274	6.7587406	44550.973	44614.551
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate	20333.465	20371.623	2.6118715	6.7314956	44474.436	44550.730
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + nitrate + silicate	20207.525	20252.042	2.5730429	6.6919618	44349.038	44438.048
obs	Pacific	(28.1, Inf]	cstar_tref ~ temp + aou + phosphate + silicate	20235.049	20273.207	2.5819517	6.7067981	44386.803	44463.097

7.3 Alternative model selection

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

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

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

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

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

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

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

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

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

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

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

lm_all <- lm_all_new

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

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

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

7.5 dcant coeffcients

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

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

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

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

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

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 3 - 7).

8.1.1 All models

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

[[1]]

Past versions of eMLR_predictor_model_quality_all-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_all-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26

8.1.2 Best models

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

[[1]]

Past versions of eMLR_predictor_model_quality_best-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
f3a708f	jens-daniel-mueller	2020-12-17

[[2]]

Past versions of eMLR_predictor_model_quality_best-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17
e4ca289	jens-daniel-mueller	2020-12-16
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
ba112d3	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
7c25f7a	jens-daniel-mueller	2020-12-02
b03ddb8	jens-daniel-mueller	2020-12-02
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30

rm(max_rmse)

8.2.2 Best models

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

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

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
a84ff3c	jens-daniel-mueller	2020-12-17

rm(max_rmse)

8.3 Predictor counts

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

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

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

	aou	nitrate	oxygen	phosphate	sal	silicate	temp
Atlantic - mod
(-Inf,26]	10	7	6	6	10	7	10
(26,26.5]	8	10	6	10	6	5	6
(26.5,26.75]	6	5	6	10	6	10	8
(26.75,27]	6	5	6	10	6	10	8
(27,27.25]	7	7	5	10	8	9	7
(27.25,27.5]	8	8	6	10	7	8	6
(27.5,27.75]	8	NA	6	10	6	5	6
(27.75,27.85]	8	2	5	8	5	8	6
(27.85,27.95]	7	4	6	6	10	9	4
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	7	NA	7	10	6	6	6
(28.1,28.15]	9	5	6	5	7	8	5
(28.15,28.2]	7	10	7	NA	6	6	6
(28.2, Inf]	7	10	6	4	10	3	6
total	105.00	—	85.00	—	99.00	100.00	90.00
Indian - mod
(-Inf,26]	5	7	5	7	10	10	8
(26,26.5]	5	6	5	10	6	8	10
(26.5,26.75]	4	6	6	10	5	8	10
(26.75,27]	4	7	6	10	6	7	10
(27,27.25]	4	10	3	7	9	8	5
(27.25,27.5]	4	10	3	7	6	10	5
(27.5,27.75]	5	5	4	10	6	10	6
(27.75,27.85]	2	5	2	10	8	8	7
(27.85,27.95]	3	6	2	7	8	8	10
(27.95,28.05]	4	10	4	3	6	5	10
(28.05,28.1]	6	10	4	1	6	5	8
(28.1, Inf]	7	10	6	7	7	10	6
total	53.00	92.00	50.00	89.00	83.00	97.00	95.00
Pacific - mod
(-Inf,26]	7	6	7	6	10	10	10
(26,26.5]	6	5	6	10	5	10	8
(26.5,26.75]	6	5	6	10	4	10	8
(26.75,27]	6	10	6	10	4	5	8
(27,27.25]	6	9	5	10	5	5	8
(27.25,27.5]	4	5	4	6	10	10	6
(27.5,27.75]	4	5	4	6	10	10	6
(27.75,27.85]	5	6	5	4	10	6	6
(27.85,27.95]	5	8	5	2	6	6	10
(27.95,28.05]	5	6	5	4	6	8	10
(28.05,28.1]	5	4	5	6	6	10	8
(28.1, Inf]	4	7	6	7	10	6	6
total	63.00	76.00	64.00	81.00	86.00	96.00	94.00
Atlantic - obs
(-Inf,26]	6	10	8	6	10	5	10
(26,26.5]	10	5	10	10	4	6	4
(26.5,26.75]	4	6	6	10	7	7	10
(26.75,27]	3	7	7	10	6	6	10
(27,27.25]	4	8	6	10	6	5	10
(27.25,27.5]	5	6	5	10	8	6	10
(27.5,27.75]	6	6	6	10	5	10	8
(27.75,27.85]	6	6	6	10	9	10	5
(27.85,27.95]	4	5	6	10	10	10	6
(27.95,28.05]	4	5	6	10	10	10	6
(28.05,28.1]	4	5	6	10	10	8	6
(28.1,28.15]	2	5	8	10	6	6	10
(28.15,28.2]	4	5	6	10	8	6	10
(28.2, Inf]	9	7	4	10	10	7	4
total	71.00	86.00	90.00	136.00	109.00	102.00	109.00
Indian - obs
(-Inf,26]	6	5	6	10	10	6	8
(26,26.5]	4	6	6	10	8	5	10
(26.5,26.75]	4	6	6	10	8	5	10
(26.75,27]	5	7	5	10	8	7	9
(27,27.25]	6	8	4	10	6	10	5
(27.25,27.5]	6	7	3	10	8	10	6
(27.5,27.75]	5	8	3	10	8	10	6
(27.75,27.85]	5	10	3	10	7	9	6
(27.85,27.95]	5	6	5	10	6	8	10
(27.95,28.05]	6	5	4	10	6	8	10
(28.05,28.1]	6	5	6	10	4	10	8
(28.1, Inf]	9	6	3	10	5	7	8
total	67.00	79.00	54.00	120.00	84.00	95.00	96.00
Pacific - obs
(-Inf,26]	6	7	7	8	7	5	10
(26,26.5]	4	7	6	10	7	6	10
(26.5,26.75]	6	9	5	10	5	5	9
(26.75,27]	6	9	6	10	4	4	8
(27,27.25]	6	5	4	10	10	6	8
(27.25,27.5]	5	6	5	10	10	7	7
(27.5,27.75]	4	6	6	10	7	8	9
(27.75,27.85]	4	5	6	10	6	8	10
(27.85,27.95]	6	6	5	10	5	8	9
(27.95,28.05]	7	5	5	10	6	8	7
(28.05,28.1]	6	5	4	10	8	10	6
(28.1, Inf]	9	5	2	10	5	5	9
total	69.00	75.00	61.00	118.00	80.00	80.00	102.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17

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

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
ac1a836	jens-daniel-mueller	2021-02-24
b03fbd3	jens-daniel-mueller	2021-02-24
3d3b4cc	jens-daniel-mueller	2021-02-23
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
7131186	jens-daniel-mueller	2020-12-17
5b48ef5	jens-daniel-mueller	2020-12-17

8.4.2 AIC vs BIC

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

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

Past versions of BIC_vs_AIC_all_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

8.5 RMSE vs VIF

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

[[1]]

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
ce9412c	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20

[[2]]

Past versions of rmse_vs_VIF_all_models-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
5a36231	jens-daniel-mueller	2021-09-22

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

[[1]]

Past versions of rmse_vs_VIF_clean_models-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
ce9412c	jens-daniel-mueller	2021-09-22

[[2]]

Past versions of rmse_vs_VIF_clean_models-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_local$MLR_target`

i_binwidth <- 2

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

Past versions of fitted_vs_actual_all_property_property-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13

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

Past versions of fitted_vs_actual_all_histogram-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13

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

Past versions of fitted_vs_actual_best_property_property-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13

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

Past versions of fitted_vs_actual_best_histogram-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Past versions of residual_patterns_full_range-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
27ae473	jens-daniel-mueller	2021-02-24
4bc00ea	jens-daniel-mueller	2021-02-24

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

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

Past versions of residual_patterns_y_range_limit-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
27ae473	jens-daniel-mueller	2021-02-24
4bc00ea	jens-daniel-mueller	2021-02-24

8.6.3 By model domain

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

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

[[1]]

Past versions of residual_patterns_by_model_domain-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
27ae473	jens-daniel-mueller	2021-02-24
a1ba577	jens-daniel-mueller	2021-02-24
071743d	jens-daniel-mueller	2021-02-24

[[2]]

Past versions of residual_patterns_by_model_domain-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
27ae473	jens-daniel-mueller	2021-02-24
a1ba577	jens-daniel-mueller	2021-02-24

[[3]]

Past versions of residual_patterns_by_model_domain-3.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
c6b3da6	jens-daniel-mueller	2021-06-14
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

[[4]]

Past versions of residual_patterns_by_model_domain-4.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26

[[5]]

Past versions of residual_patterns_by_model_domain-5.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

[[6]]

Past versions of residual_patterns_by_model_domain-6.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

8.6.4 Latitudinal mean

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

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

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

[[1]]

Past versions of latitudinal_residual-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
fec3558	jens-daniel-mueller	2021-02-24

[[2]]

Past versions of latitudinal_residual-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26

[[3]]

Past versions of latitudinal_residual-3.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

8.6.5 Latitudinal offset

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

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

Past versions of latitudinal_residual_offset-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
06bfaf7	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
fec3558	jens-daniel-mueller	2021-02-24

8.6.6 Spatial mean

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

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

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

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

[[1]]

Past versions of spatial_residual-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[2]]

Past versions of spatial_residual-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[3]]

Past versions of spatial_residual-3.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[4]]

Past versions of spatial_residual-4.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[5]]

Past versions of spatial_residual-5.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[6]]

Past versions of spatial_residual-6.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[7]]

Past versions of spatial_residual-7.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[8]]

Past versions of spatial_residual-8.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[9]]

Past versions of spatial_residual-9.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[10]]

Past versions of spatial_residual-10.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[11]]

Past versions of spatial_residual-11.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[12]]

Past versions of spatial_residual-12.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[13]]

Past versions of spatial_residual-13.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[14]]

Past versions of spatial_residual-14.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[15]]

Past versions of spatial_residual-15.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[16]]

Past versions of spatial_residual-16.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[17]]

Past versions of spatial_residual-17.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[18]]

Past versions of spatial_residual-18.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[19]]

Past versions of spatial_residual-19.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[20]]

Past versions of spatial_residual-20.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[21]]

Past versions of spatial_residual-21.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[22]]

Past versions of spatial_residual-22.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[23]]

Past versions of spatial_residual-23.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[24]]

Past versions of spatial_residual-24.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[25]]

Past versions of spatial_residual-25.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[26]]

Past versions of spatial_residual-26.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[27]]

Past versions of spatial_residual-27.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[28]]

Past versions of spatial_residual-28.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[29]]

Past versions of spatial_residual-29.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[30]]

Past versions of spatial_residual-30.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

8.6.7 Spatial offset

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

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

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

[[1]]

Past versions of Spatial_residual_offset-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[2]]

Past versions of Spatial_residual_offset-2.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[3]]

Past versions of Spatial_residual_offset-3.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[4]]

Past versions of Spatial_residual_offset-4.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[5]]

Past versions of Spatial_residual_offset-5.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[6]]

Past versions of Spatial_residual_offset-6.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[7]]

Past versions of Spatial_residual_offset-7.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[8]]

Past versions of Spatial_residual_offset-8.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[9]]

Past versions of Spatial_residual_offset-9.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[10]]

Past versions of Spatial_residual_offset-10.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[11]]

Past versions of Spatial_residual_offset-11.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[12]]

Past versions of Spatial_residual_offset-12.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[13]]

Past versions of Spatial_residual_offset-13.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[14]]

Past versions of Spatial_residual_offset-14.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[15]]

Past versions of Spatial_residual_offset-15.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[16]]

Past versions of Spatial_residual_offset-16.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[17]]

Past versions of Spatial_residual_offset-17.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[18]]

Past versions of Spatial_residual_offset-18.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[19]]

Past versions of Spatial_residual_offset-19.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[20]]

Past versions of Spatial_residual_offset-20.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[21]]

Past versions of Spatial_residual_offset-21.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[22]]

Past versions of Spatial_residual_offset-22.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[23]]

Past versions of Spatial_residual_offset-23.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[24]]

Past versions of Spatial_residual_offset-24.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[25]]

Past versions of Spatial_residual_offset-25.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[26]]

Past versions of Spatial_residual_offset-26.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[27]]

Past versions of Spatial_residual_offset-27.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[28]]

Past versions of Spatial_residual_offset-28.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[29]]

Past versions of Spatial_residual_offset-29.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

[[30]]

Past versions of Spatial_residual_offset-30.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
410dd46	jens-daniel-mueller	2021-09-22
5a36231	jens-daniel-mueller	2021-09-22
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
971ce87	jens-daniel-mueller	2021-07-13
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
147cb07	jens-daniel-mueller	2021-06-29

9 VIF

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

Past versions of vif_distribution_n_predictors-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
330dcd0	jens-daniel-mueller	2021-03-20

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

Past versions of vif_distribution_type_predictor-1.png

Version	Author	Date
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
d3c3fde	jens-daniel-mueller	2021-03-26
594d503	jens-daniel-mueller	2021-03-26
2eb881a	jens-daniel-mueller	2021-03-26
03b6009	jens-daniel-mueller	2021-03-23
de6256b	jens-daniel-mueller	2021-03-23
380d215	jens-daniel-mueller	2021-03-21
33b385b	jens-daniel-mueller	2021-03-20
108d6b2	jens-daniel-mueller	2021-03-20
330dcd0	jens-daniel-mueller	2021-03-20

9.1 Write files

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

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

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

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

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

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.9     
 [5] kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[21] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1