eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-08-06

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: 71546e4

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 71546e4. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

Untracked files:
    Untracked:  .Rprofile
    Untracked:  .gitattributes
    Untracked:  .gitignore
    Untracked:  README.md
    Untracked:  _workflowr.yml
    Untracked:  analysis/_site.yml
    Untracked:  code/
    Untracked:  data/
    Untracked:  emlr_obs_v_XXX.Rproj

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

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2_2020 file

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

# 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: 2
  
• Maximum: 5

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:

• 112

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, 
               ~ lm(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 x 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
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate	655.01057	671.0475	4.8831170	12.5586381	1220.1265	1250.4557
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	145.98933	160.2907	0.7701751	4.6900812	861.8109	895.9662
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	643.85863	662.5684	4.5920479	12.2323405	1210.2385	1245.6225
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	654.41026	673.1201	4.8241415	12.4944834	1221.4182	1256.8022
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	148.13019	162.4315	0.7847752	4.9454723	878.9747	913.1301
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + oxygen + nitrate + phosphate	146.06633	158.3246	0.7843358	4.9200763	873.3948	902.6708
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	85.90274	100.2041	0.4546567	4.2891474	796.1725	830.3278
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + oxygen + silicate + phosphate	181.33249	193.5908	1.0686906	5.2843685	913.4852	942.7612
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate	652.05125	668.0882	4.8160552	12.5456085	1218.2896	1248.6187
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	146.50758	160.8089	0.7736843	5.1530050	890.2573	924.4126
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	639.52939	658.2392	4.5000838	12.1863345	1206.8689	1242.2528
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	651.93682	670.6466	4.7687043	12.4944479	1220.0963	1255.4803
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + aou + silicate + phosphate	152.69377	166.9951	0.8168282	4.7807901	871.3318	905.4871
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + nitrate + silicate	99.64883	111.9071	0.5219992	5.1498773	855.3102	884.5862
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate	651.41112	667.4481	4.8016705	12.5562844	1218.1674	1248.4965
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	146.82993	161.1313	0.7758751	4.7108618	863.6191	897.7745
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	638.09963	656.8094	4.4701184	12.1798844	1205.9279	1241.3118
obs	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	651.37025	670.0800	4.7560957	12.5074084	1220.0584	1255.4424
mod	Atlantic	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	153.19067	167.4920	0.8203963	5.0069984	885.5993	919.7547
obs	Atlantic	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	643.98119	662.6910	4.5946786	12.5427120	1216.6793	1252.0633
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + nitrate + phosphate	3296.69096	3322.3958	5.1817294	11.2445813	7399.5119	7451.9384
obs	Atlantic	(26,26.5]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	3263.65062	3293.6396	5.0150930	11.0768221	7368.2363	7429.4006
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate	1596.40527	1618.6479	3.3634388	8.4651869	3858.2143	3903.9218
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	1592.09565	1618.0454	3.3283704	7.7876680	3756.5758	3809.9012
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	3173.52603	3203.5150	4.6107038	10.6678689	7277.1552	7338.3195
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	1596.49863	1622.4484	3.3528030	8.2044697	3823.2151	3876.5405
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	1597.88527	1623.8350	3.3605348	8.3138083	3839.8978	3893.2232
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	3299.33093	3329.3199	5.1848237	11.3525723	7425.9369	7487.1012
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1592.91560	1618.8654	3.3329069	7.7927190	3757.4809	3810.8063
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3203.26303	3233.2520	4.7403940	10.8764635	7323.3291	7384.4934
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1594.99183	1620.9416	3.3444216	8.2229086	3825.7768	3879.1021
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1600.50520	1626.4550	3.3751919	8.4238191	3856.5897	3909.9151
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	3309.96977	3339.9587	5.2365356	11.4535947	7446.6889	7507.8532
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1593.48940	1619.4392	3.3360852	7.8570159	3768.0998	3821.4252
obs	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3220.53138	3250.5203	4.8173732	11.0663554	7363.7549	7424.9193
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1595.11813	1621.0679	3.3451232	8.2512946	3830.0792	3883.4046
mod	Atlantic	(26,26.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1601.17223	1627.1220	3.3789337	8.4775617	3864.5298	3917.8552
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + nitrate + phosphate	3301.29788	3327.0027	5.2040458	11.3401152	7419.3640	7471.7905
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3270.39936	3300.3883	5.0467650	11.1729635	7388.4208	7449.5851
obs	Atlantic	(26,26.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	3280.11738	3310.1063	5.0927235	11.3225505	7419.4420	7480.6063
mod	Atlantic	(26.5,26.75]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	2269.40998	2297.8238	3.3732822	7.0018502	5456.9242	5515.9513
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2312.70514	2341.1190	3.5482860	6.9649479	5429.6953	5488.7224
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + aou + silicate + phosphate	2318.46754	2342.8223	3.5806090	7.0174660	5440.3648	5490.9594
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4767.76998	4800.5623	4.7216943	9.9741556	10081.4580	10147.5569
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	4788.91265	4817.0203	4.7904860	10.0446192	10101.1487	10157.8049
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2298.51267	2326.9265	3.4899405	6.8626598	5400.3317	5459.3588
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	4757.45592	4790.2482	4.6913548	9.9454534	10071.6806	10137.7796
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2335.02228	2363.4361	3.6420114	7.0145208	5436.7684	5495.7955
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	4762.87644	4795.6687	4.7072753	9.9839116	10084.4720	10150.5709
mod	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2305.92599	2334.3399	3.5202961	6.8727352	5400.6765	5459.7036
obs	Atlantic	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	4749.98295	4782.7752	4.6694945	9.9403445	10069.6891	10135.7881
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + phosphate	4781.10849	4809.2162	4.7671769	10.0429199	10100.4125	10157.0687
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2283.09190	2311.5058	3.4276324	6.8386904	5398.1582	5457.1853
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4757.79580	4790.5881	4.6923515	9.9678544	10079.0214	10145.1203
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	2303.64055	2327.9953	3.5191224	6.9992037	5440.1857	5490.7804
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	4758.70964	4786.8173	4.7009047	9.9934965	10083.5043	10140.1605
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	2292.85570	2321.2696	3.4669529	6.7836971	5375.0605	5434.0876
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	4751.57471	4784.3670	4.6741422	9.9683400	10078.8918	10144.9907
mod	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	2312.34020	2336.6949	3.5550701	6.9990403	5436.6606	5487.2552
obs	Atlantic	(26.5,26.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	4751.71546	4779.8231	4.6804002	9.9903883	10082.1609	10138.8171
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	4082.75193	4116.4460	2.2628825	4.6956809	8657.3219	8725.2858
obs	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	5811.87732	5846.2526	4.3550205	10.1273270	11947.8571	12016.3373
mod	Atlantic	(26.75,27]	cstar_tref ~ aou + oxygen + silicate + phosphate	4246.71250	4275.5932	2.4789289	4.9843572	8877.4114	8935.6662
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4255.75331	4289.4474	2.4885374	4.8936904	8807.7402	8875.7041
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + aou + silicate + phosphate	4273.60677	4302.4874	2.5158322	4.9310176	8831.8188	8890.0736
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5856.29271	5890.6680	4.4525216	10.0945785	11948.2240	12016.7042
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	4197.97094	4231.6651	2.4107710	4.6165676	8578.9848	8646.9487
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	5819.35670	5853.7320	4.3712885	9.9986483	11906.2540	11974.7341
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5863.44458	5897.8198	4.4684243	10.0490886	11934.2601	12002.7402
mod	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	4237.93099	4271.6251	2.4642874	4.7861775	8720.2995	8788.2634
obs	Atlantic	(26.75,27]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	5813.78491	5848.1602	4.3591639	9.9183140	11877.1456	11945.6258
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4122.56639	4156.2605	2.3129309	4.5316735	8515.1436	8583.1075
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5792.36979	5826.7450	4.3128750	9.9397631	11879.1053	11947.5855
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	4315.54298	4344.4236	2.5744747	4.9137262	8810.6316	8868.8863
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	5818.05128	5847.5158	4.3728024	10.0405191	11916.7403	11975.4376
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + phosphate	5869.93137	5899.3959	4.4873689	10.0888501	11945.9327	12004.6300
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	4166.48526	4200.1794	2.3694237	4.6322232	8597.9149	8665.8788
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	5787.55099	5821.9262	4.3025271	9.8728760	11854.7957	11923.2759
mod	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + silicate + phosphate	4355.48524	4384.3659	2.6315995	5.0402770	8908.3656	8966.6204
obs	Atlantic	(26.75,27]	cstar_tref ~ temp + oxygen + silicate + phosphate	5814.58364	5844.0481	4.3652499	9.9728534	11892.6933	11951.3905
obs	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + nitrate + phosphate	8435.64318	8467.0655	5.0085625	11.1099466	17116.5851	17179.2235
mod	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + nitrate + silicate	4715.04064	4744.7283	2.3162898	4.4438401	9144.4253	9203.6547
mod	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	4716.61879	4751.2544	2.3158205	4.3558044	9062.5998	9131.7008
obs	Atlantic	(27,27.25]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	8361.45175	8398.1112	4.8731569	10.9745407	17044.3936	17117.4716
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4557.37954	4592.0151	2.1453019	4.2005403	8918.4989	8987.5999
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	8432.18760	8468.8470	4.9987431	11.0944600	17112.6335	17185.7115
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8421.28386	8457.9433	4.9791754	10.9516009	17046.8461	17119.9241
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4537.99114	4572.6267	2.1254167	4.2016707	8919.7829	8988.8839
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + aou + silicate + phosphate	4726.07850	4760.7141	2.3263665	4.5462218	9243.7637	9312.8647
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	8421.45470	8458.1141	4.9794814	10.8876882	17017.9792	17091.0573
mod	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4517.42689	4552.0624	2.1045269	4.1795594	8898.0229	8967.1238
obs	Atlantic	(27,27.25]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8489.49869	8526.1581	5.1028643	11.0816444	17117.9173	17190.9953
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + phosphate	8420.76637	8452.1887	4.9818314	10.9888674	17059.8491	17122.4875
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate	4580.53033	4610.2180	2.1713745	4.2594037	8971.8138	9031.0432
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4582.52816	4617.1637	2.1713722	4.2031204	8920.2891	8989.3901
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8333.16795	8369.8274	4.8238286	10.8300558	16973.8891	17046.9671
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + phosphate	8419.91870	8451.3411	4.9803126	10.9268726	17031.8231	17094.4614
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate	4561.85733	4591.5450	2.1519870	4.2482284	8961.1170	9020.3464
mod	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	4562.18005	4596.8156	2.1502540	4.2106313	8928.3738	8997.4748
obs	Atlantic	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	8322.17399	8358.8334	4.8047896	10.7491514	16935.0852	17008.1633
obs	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + nitrate + phosphate	9940.67785	9973.1290	4.9025316	9.8792170	19495.4833	19560.1180
mod	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + nitrate + silicate	8106.23004	8137.9759	3.8183984	7.2513113	16038.1402	16101.7373
mod	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	8035.02654	8072.0634	3.7243078	7.1311106	15946.1389	16020.3355
obs	Atlantic	(27.25,27.5]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	9937.08989	9974.9496	4.8942371	9.8296467	19467.6109	19543.0180
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate	8020.89674	8052.6426	3.7089425	6.9746329	15803.6922	15867.2893
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	8018.99010	8056.0269	3.7040073	6.9293960	15766.7062	15840.9028
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	9901.89130	9939.7510	4.8423114	9.7485700	19413.7161	19489.1232
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	9890.33743	9928.1971	4.8253873	9.6129234	19324.8536	19400.2607
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	7872.35633	7909.3932	3.5234403	6.5332659	15413.5269	15487.7235
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	9891.57761	9929.4373	4.8272010	9.5735433	19298.8208	19374.2279
mod	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	7790.26237	7827.2992	3.4262201	6.3133168	15207.1235	15281.3201
obs	Atlantic	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	10089.00873	10126.8684	5.1248149	9.9234287	19530.8190	19606.2261
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + phosphate	9941.61867	9974.0698	4.9039295	9.8163065	19455.3767	19520.0114
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	7931.12994	7962.8758	3.5971844	6.6956330	15556.9524	15620.5495
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7836.74676	7873.7836	3.4809352	6.5659204	15451.5661	15525.7628
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	9937.13516	9974.9949	4.8943042	9.7591168	19422.1862	19497.5933
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + phosphate	9950.80836	9983.2595	4.9176048	9.7971407	19443.3966	19508.0312
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	7869.12266	7900.8685	3.5219590	6.4962765	15372.8567	15436.4538
mod	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	7717.13342	7754.1702	3.3418782	6.2946676	15201.1762	15275.3728
obs	Atlantic	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	9945.26572	9983.1254	4.9063777	9.7286607	19402.6048	19478.0119
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	8010.99501	8047.5376	4.5090114	9.5961247	16266.5214	16339.5346
obs	Atlantic	(27.5,27.75]	cstar_tref ~ aou + oxygen + silicate + phosphate	8040.75046	8072.0727	4.5616890	9.6688703	16304.9307	16367.5134
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	8031.07427	8067.6169	4.5422488	9.8232023	16387.7946	16460.8078
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	10083.98839	10123.3058	2.8832350	5.7690470	20806.1660	20885.2285
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + phosphate	10278.08083	10311.7815	3.0257652	5.6951481	20661.4756	20729.2435
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	9468.75636	9508.0738	2.4781867	4.9327916	19491.7831	19570.8456
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	8017.08497	8053.6276	4.5190664	9.6203460	16280.1364	16353.1496
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + phosphate	10302.03724	10330.1211	3.0451524	5.7515359	20742.9010	20799.3742
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + aou + silicate + phosphate	9496.14531	9529.8460	2.4961727	4.9852913	19577.4916	19645.2595
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10070.29410	10109.6115	2.8735359	5.7349170	20755.7437	20834.8061
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + phosphate	10291.70085	10325.4015	3.0359228	5.7040512	20673.0651	20740.8330
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	9479.76178	9519.0792	2.4849068	4.9340525	19493.1699	19572.2324
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	8018.23319	8054.7758	4.5209647	9.6439353	16292.7663	16365.7795
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10075.50208	10114.8195	2.8772206	5.7063755	20712.0216	20791.0841
mod	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	9568.50930	9607.8267	2.5397677	4.9994622	19600.4843	19679.5467
obs	Atlantic	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8020.60042	8057.1430	4.5248809	9.6737954	16308.8028	16381.8160
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8013.69953	8050.2421	4.5134740	9.6239614	16281.6309	16354.6441
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + aou + silicate + phosphate	8042.79974	8074.1220	4.5651095	9.6946532	16318.8026	16381.3853
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	8019.58437	8056.1270	4.5231996	9.6654492	16304.2817	16377.2949
obs	Atlantic	(27.5,27.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	8049.22965	8080.5519	4.5758585	9.7349976	16340.8002	16403.3829
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + nitrate + silicate	4465.79439	4495.6300	1.9505773	3.9125914	8939.8787	8999.5444
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	6296.39052	6331.3030	4.3996226	8.7092323	12743.8322	12813.8734
mod	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + silicate + phosphate	4340.20109	4370.0367	1.8390919	3.7221765	8726.7447	8786.4103
obs	Atlantic	(27.75,27.85]	cstar_tref ~ aou + oxygen + silicate + phosphate	6328.08585	6358.0108	4.4686004	8.7782203	12773.5328	12833.5682
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	3901.00409	3930.8397	1.4969993	2.9642421	7755.5578	7815.2235
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6295.48557	6330.3980	4.3977849	8.7099709	12744.2623	12814.3036
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + silicate + phosphate	3727.18371	3757.0194	1.3798983	2.8018815	7514.9366	7574.6023
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + aou + silicate + phosphate	6326.79423	6356.7192	4.4659365	8.7785036	12773.7684	12833.8038
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	4316.19972	4346.0354	1.8185233	3.5526839	8527.0928	8586.7585
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	6292.23738	6327.1498	4.3911948	8.7368812	12758.3025	12828.3437
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + oxygen + silicate + phosphate	4182.49880	4212.3344	1.7080836	3.4225082	8368.9890	8428.6546
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3784.01081	3818.8190	1.4158102	2.8658322	7615.3936	7685.0036
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate + phosphate	3556.03350	3590.8417	1.2723569	2.6514300	7280.4600	7350.0699
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate + phosphate	6319.85715	6354.7696	4.4475477	8.7575150	12767.4842	12837.5254
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3867.39346	3902.2017	1.4722257	2.9907939	7797.2515	7866.8615
mod	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	3642.89271	3677.7010	1.3252134	2.7669103	7461.9997	7531.6096
obs	Atlantic	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	6320.15929	6355.0717	4.4481681	8.7663166	12772.0229	12842.0641
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6296.46017	6331.3726	4.3997641	8.7133884	12745.9819	12816.0231
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + aou + silicate + phosphate	6328.15380	6358.0787	4.4687406	8.7824100	12775.6989	12835.7343
obs	Atlantic	(27.75,27.85]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	6296.14438	6331.0568	4.3991227	8.7189569	12748.8799	12818.9212
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	9517.69566	9555.3618	4.6725937	9.1921765	19110.0118	19185.4780
mod	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + silicate + phosphate	4062.16058	4091.3559	1.9991453	5.3184709	8824.4827	8882.5389
obs	Atlantic	(27.85,27.95]	cstar_tref ~ aou + oxygen + silicate + phosphate	9515.79734	9548.0826	4.6727417	9.2077408	19117.2552	19181.9405
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	9539.07291	9576.7391	4.7038151	9.0559399	19007.8530	19083.3192
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	4058.25116	4092.3124	1.9929954	5.2705236	8799.5861	8867.3184
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + phosphate	4288.68896	4317.8843	2.2497662	5.4674465	8994.5940	9052.6502
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	3779.18067	3813.2419	1.7231223	4.8123698	8413.1957	8480.9280
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + silicate + phosphate	4217.30288	4246.4982	2.1675712	5.3669572	8912.8648	8970.9210
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + aou + silicate + phosphate	9537.08875	9569.3740	4.7038383	9.0619859	19008.3937	19073.0791
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	9391.35905	9429.0252	4.4922654	8.6965165	18747.0326	18822.4988
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + oxygen + silicate + phosphate	9392.08741	9424.3727	4.4960853	8.7066471	18750.6687	18815.3540
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	4134.01662	4168.0779	2.0732990	5.3802683	8891.5735	8959.3057
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate + phosphate	3885.46735	3919.5286	1.8213051	4.9469853	8540.7505	8608.4827
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate + phosphate	8932.45122	8970.1174	3.8938375	7.8754940	18110.1338	18185.6000
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	8934.69903	8972.3652	3.8965651	7.9410310	18163.5935	18239.0597
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4184.40607	4218.4673	2.1284902	5.4697417	8960.6712	9028.4034
mod	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	3948.19247	3982.2537	1.8818526	5.0415475	8623.1095	8690.8417
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8933.28795	8970.9541	3.8948526	7.8759943	18110.5474	18186.0136
obs	Atlantic	(27.85,27.95]	cstar_tref ~ sal + temp + silicate + phosphate	8933.63922	8965.9245	3.8977066	7.9423063	18160.6419	18225.3272
mod	Atlantic	(27.85,27.95]	cstar_tref ~ temp + aou + silicate + phosphate	4186.10123	4215.2966	2.1325949	5.5572306	9005.0809	9063.1371
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	6262.65147	6287.6165	4.2711538	8.3177226	12221.7497	12271.5260
mod	Atlantic	(27.95,28.05]	cstar_tref ~ aou + oxygen + silicate + phosphate	6216.44991	6246.4080	4.1776667	8.2242239	12177.5420	12237.2736
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	10192.70446	10230.8834	4.6089214	9.0946102	21342.9384	21419.9903
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	6182.88343	6212.8415	4.1137757	7.9881794	12052.1570	12111.8885
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	6097.44063	6132.3917	3.9518865	7.8252978	11968.1731	12037.8600
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	9961.45133	9999.6303	4.3104469	8.4832715	20835.9372	20912.9892
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + aou + silicate + phosphate	10219.80132	10252.5262	4.6479114	9.1408927	21374.2307	21440.2753
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	10052.03833	10090.2173	4.4249912	8.7499816	21063.1294	21140.1814
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + oxygen + silicate + phosphate	10086.45539	10119.1802	4.4718926	8.8079353	21105.2804	21171.3250
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	6207.07334	6237.0314	4.1597200	8.0377802	12078.3392	12138.0708
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate + phosphate	6104.83388	6139.7850	3.9653241	7.8401084	11976.3150	12046.0018
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate + phosphate	10006.37070	10044.5497	4.3668705	8.5937567	20929.9521	21007.0041
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	10038.76098	10076.9400	4.4080139	8.6454164	20971.8196	21048.8716
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	10466.20206	10504.3811	4.9887068	9.6932178	21798.0959	21875.1479
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	6221.75673	6251.7148	4.1878582	8.0707141	12095.6327	12155.3643
mod	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	6110.29968	6145.2508	3.9752877	7.8525798	11983.1472	12052.8340
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	9998.30252	10036.4815	4.3566818	8.5763777	20915.3904	20992.4424
obs	Atlantic	(27.95,28.05]	cstar_tref ~ sal + temp + silicate + phosphate	10047.87148	10080.5963	4.4222160	8.6716489	20989.7431	21055.7877
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + aou + silicate + phosphate	6246.12127	6276.0794	4.2349694	8.3097408	12221.8880	12281.6195
mod	Atlantic	(27.95,28.05]	cstar_tref ~ temp + oxygen + silicate + phosphate	6258.73635	6288.6944	4.2595697	8.3493552	12242.2707	12302.0023
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	2356.89023	2379.4712	1.3729024	2.5307479	4690.0914	4735.7192
mod	Atlantic	(28.05,28.1]	cstar_tref ~ aou + oxygen + silicate + phosphate	2354.42437	2381.5215	1.3683750	2.5134979	4673.2290	4727.9822
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + phosphate	8156.73550	8188.2860	4.2585387	9.0258019	17253.9424	17317.4674
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	8053.35464	8090.1635	4.1034174	8.7431050	17069.8834	17143.9960
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + phosphate	2358.18674	2385.2839	1.3721882	2.5106932	4668.3901	4723.1433
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	2356.37318	2387.9865	1.3683231	2.4957067	4654.0089	4717.8877
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + aou + silicate + phosphate	8135.18413	8166.7346	4.2263451	8.9427055	17199.6708	17263.1958
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	8020.89463	8057.7035	4.0567841	8.7096218	17046.0501	17120.1626
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + oxygen + silicate + phosphate	8081.56911	8113.1196	4.1473063	8.8622716	17145.1540	17208.6791
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8155.28423	8192.0931	4.2533667	8.9709660	17222.5714	17296.6839
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	2403.76475	2430.8619	1.4192353	2.5828784	4746.3781	4801.1314
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2397.08967	2428.7030	1.4101580	2.5671935	4733.2523	4797.1311
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	8134.48283	8171.2917	4.2223270	8.9132604	17184.4925	17258.6051
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	8066.09377	8102.9027	4.1218651	8.7031080	17043.9840	17118.0966
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	2419.55361	2446.6508	1.4359065	2.6146616	4781.3153	4836.0685
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	8139.02982	8170.5803	4.2320719	8.8631414	17147.8918	17211.4168
mod	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2411.72766	2443.3410	1.4255086	2.5997008	4769.7337	4833.6125
obs	Atlantic	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8058.96451	8095.7734	4.1115309	8.6755148	17025.3502	17099.4628
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + phosphate	2401.80592	2424.3869	1.4192786	2.6085379	4774.7335	4820.3612
mod	Atlantic	(28.05,28.1]	cstar_tref ~ temp + aou + silicate + phosphate	2396.05056	2423.1477	1.4111606	2.5931342	4761.8588	4816.6121
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + phosphate	2806.71648	2831.0198	1.0479604	2.3791723	6656.4402	6705.8757
mod	Atlantic	(28.1,28.15]	cstar_tref ~ aou + oxygen + silicate + phosphate	2804.73229	2833.8963	1.0457744	2.3323963	6579.7312	6639.0537
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + phosphate	2808.37233	2837.5363	1.0477714	2.3788710	6659.9060	6719.2285
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	2806.51965	2840.5443	1.0456578	2.3273572	6574.8860	6644.0956
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7501.05466	7537.5356	3.8336305	8.0027147	15235.1286	15308.0956
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate	2855.99633	2885.1603	1.0742530	2.4117200	6718.2768	6777.5994
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + phosphate	7507.01807	7538.2874	3.8449123	8.0263109	15247.0908	15309.6339
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2857.07089	2891.0955	1.0737321	2.3658628	6643.6912	6712.9008
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + aou + silicate + phosphate	7493.24158	7529.7225	3.8225938	7.9723619	15214.7211	15287.6880
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	7430.84249	7467.3234	3.7355823	7.7819327	15083.8790	15156.8459
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + phosphate	7435.10277	7466.3721	3.7442217	7.7962242	15089.9249	15152.4680
mod	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2874.99392	2909.0186	1.0838659	2.3795187	6667.7446	6736.9542
obs	Atlantic	(28.1,28.15]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	7416.98062	7453.4615	3.7165233	7.7320418	15049.2734	15122.2404
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + phosphate	2854.53671	2878.8400	1.0745573	2.4121428	6715.0168	6764.4522
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + aou + silicate + phosphate	2855.72419	2884.8882	1.0740998	2.3743747	6654.4942	6713.8167
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + nitrate + phosphate	7542.19180	7573.4611	3.8951416	7.9531927	15201.0592	15263.6023
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	7492.03110	7528.5120	3.8208868	7.8356282	15123.7990	15196.7660
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + phosphate	7546.42420	7572.4820	3.9041099	7.9688391	15207.7510	15259.8702
mod	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + silicate + phosphate	2873.91581	2903.0798	1.0843897	2.3887236	6679.7049	6739.0275
obs	Atlantic	(28.1,28.15]	cstar_tref ~ temp + oxygen + silicate + phosphate	7495.47932	7526.7487	3.8285761	7.8535810	15132.1715	15194.7146
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + phosphate	3928.10234	3960.1745	0.8565315	1.7187802	8435.9343	8500.8755
mod	Atlantic	(28.15,28.2]	cstar_tref ~ aou + oxygen + nitrate + silicate	3914.93110	3947.0033	0.8528977	1.7292025	8479.9737	8544.9149
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	4040.17320	4072.2454	0.8880840	1.7707269	8630.7130	8695.6542
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	3908.73240	3946.1499	0.8506435	1.7199048	8447.2226	8522.9873
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3346.74576	3377.7538	3.5564386	8.2002883	7721.5615	7784.7972
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3986.50112	4023.9187	0.8722674	1.7570198	8587.4865	8663.2513
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + phosphate	3349.58100	3376.1593	3.5703336	8.2572161	7736.0113	7790.2133
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + aou + silicate + phosphate	3280.64766	3311.6557	3.3718270	8.0586955	7669.0736	7732.3092
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3341.01185	3372.0199	3.5400312	8.0498109	7672.5876	7735.8233
mod	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4019.45107	4056.8686	0.8815942	1.7786506	8669.2995	8745.0643
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + phosphate	3342.11387	3368.6922	3.5488981	8.0891539	7681.6306	7735.8325
obs	Atlantic	(28.15,28.2]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	3260.21642	3291.2245	3.3167253	7.8555528	7601.2687	7664.5044
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + phosphate	4005.98861	4038.0608	0.8783384	1.7602769	8593.7038	8658.6450
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	3986.91713	4018.9893	0.8729479	1.7689116	8630.4535	8695.3947
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3282.51794	3313.5260	3.3769166	8.2306606	7722.5828	7785.8184
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + phosphate	4038.89448	4070.9667	0.8877175	1.7822754	8676.8749	8741.8161
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + phosphate	3347.68067	3374.2590	3.5648662	8.2871334	7745.2125	7799.4145
mod	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	4019.75729	4051.8295	0.8822507	1.7913482	8714.7799	8779.7211
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	3269.38758	3300.3956	3.3413470	8.0625228	7668.5783	7731.8139
obs	Atlantic	(28.15,28.2]	cstar_tref ~ temp + oxygen + silicate + phosphate	3278.44029	3305.0186	3.3712632	8.1162558	7683.0582	7737.2602
mod	Atlantic	(28.2, Inf]	cstar_tref ~ aou + oxygen + nitrate + silicate	3857.31948	3890.3886	0.6923038	1.5256190	7403.5084	7468.1659
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + nitrate	3591.31415	3618.8718	0.6440993	1.2970508	6438.4112	6492.2924
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + nitrate + silicate	3573.47188	3606.5410	0.6406149	1.2916082	6413.9845	6478.6421
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate	3327.22555	3360.2947	0.5989100	1.2502153	6169.1081	6233.7656
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	3276.11522	3314.6959	0.5902773	1.2341892	6087.3692	6162.8029
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + phosphate	2746.89763	2772.4666	3.2893718	7.1612768	6230.2994	6282.5045
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	2717.33946	2747.1699	3.1917963	7.0290838	6191.4972	6252.4031
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + phosphate	2763.07514	2784.3826	3.3469235	7.2335890	6249.2408	6292.7450
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + aou + silicate + phosphate	2732.99394	2758.5629	3.2460203	7.1029889	6211.5567	6263.7617
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate	3340.56895	3373.6381	0.6010986	1.2527276	6183.8712	6248.5288
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3293.40937	3331.9900	0.5930746	1.2376047	6107.4057	6182.8395
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + phosphate	2751.18633	2776.7553	3.3028604	7.1545211	6228.0249	6280.2300
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2714.32782	2744.1583	3.1826372	6.9903401	6178.7955	6239.7014
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate	3364.64653	3397.7157	0.6050682	1.2618309	6230.3766	6295.0341
mod	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3321.49276	3360.0734	0.5976453	1.2457477	6151.2859	6226.7196
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + phosphate	2777.68151	2803.2505	3.3874267	7.1774388	6234.3188	6286.5239
obs	Atlantic	(28.2, Inf]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2717.62347	2747.4539	3.1926614	6.9118981	6152.6596	6213.5655
mod	Atlantic	(28.2, Inf]	cstar_tref ~ temp + aou + nitrate + silicate	3909.90666	3942.9758	0.7023282	1.5414461	7475.9281	7540.5856
obs	Atlantic	(28.2, Inf]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	2793.77578	2823.6062	3.4332910	7.2377004	6257.1601	6318.0660
obs	Atlantic	(28.2, Inf]	cstar_tref ~ temp + oxygen + silicate + phosphate	2793.96284	2819.5318	3.4404634	7.2513727	6257.4844	6309.6895
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou	534.56881	547.6937	3.1660261	8.3844652	2178.4136	2209.4560
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + phosphate	353.37553	368.3744	1.6121879	3.3781412	1351.2396	1387.3190
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + silicate	528.83468	544.5845	3.0482413	8.2417768	2172.1346	2209.3854
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + aou + silicate + phosphate	287.18069	304.6794	1.1037704	2.4637488	1157.4787	1199.5714
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + nitrate	530.59784	543.7227	3.1049936	8.3641897	2178.5815	2209.6239
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + nitrate + phosphate	510.99792	526.7478	2.7930374	6.9392061	2034.4755	2071.7263
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + nitrate + silicate	520.35527	536.1051	2.9241361	8.1256744	2164.4743	2201.7251
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + phosphate	350.17004	365.1689	1.5837317	3.3273392	1341.7179	1377.7973
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + silicate	528.97515	544.7250	3.0503409	8.2488647	2172.7858	2210.0366
mod	Indian	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	285.75723	303.2559	1.0950761	2.4303216	1146.9519	1189.0445
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + phosphate	513.59073	526.7156	2.8566325	7.7921536	2127.7818	2158.8242
obs	Indian	(-Inf,26]	cstar_tref ~ sal + temp + silicate + phosphate	511.29812	527.0480	2.7971506	7.7326384	2127.4856	2164.7364
mod	Indian	(-Inf,26]	cstar_tref ~ temp + aou + nitrate + phosphate	403.19645	418.1953	2.1262823	4.3594450	1517.4857	1553.5651
obs	Indian	(-Inf,26]	cstar_tref ~ temp + aou + nitrate + silicate	517.91564	533.6655	2.8893747	8.3910007	2191.8742	2229.1250
mod	Indian	(-Inf,26]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	318.93970	336.4384	1.3167557	2.8327135	1243.0927	1285.1854
mod	Indian	(-Inf,26]	cstar_tref ~ temp + aou + silicate + phosphate	344.20065	359.1995	1.5320713	3.1114094	1286.6691	1322.7485
mod	Indian	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + phosphate	397.40199	412.4008	2.0589242	4.1877591	1487.9606	1524.0400
obs	Indian	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + silicate	517.86858	533.6184	2.8887082	8.3581690	2188.7077	2225.9585
mod	Indian	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	316.67359	334.1723	1.3002824	2.7487383	1218.2342	1260.3268
mod	Indian	(-Inf,26]	cstar_tref ~ temp + oxygen + silicate + phosphate	340.72219	355.7210	1.5027486	3.0083690	1259.4814	1295.5608
mod	Indian	(26,26.5]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	723.60714	745.3062	2.1053840	5.0053774	2391.7160	2440.0721
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	966.44171	989.3167	2.8173822	6.9985443	3260.0639	3310.8792
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	699.73801	721.4371	1.9576135	4.7496861	2342.5893	2390.9454
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	966.23063	985.8378	2.8304020	7.0117154	3257.8818	3301.4377
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	539.63259	561.3317	1.2015349	2.8339577	1825.0291	1873.3852
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	931.60780	954.4828	2.5754648	6.6460569	3203.7894	3254.6047
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	676.49610	698.1952	1.8236986	4.5100628	2293.6428	2341.9989
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	959.99737	982.8724	2.7709744	6.9257459	3248.5541	3299.3694
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	700.10051	721.7996	1.9597782	4.7522378	2343.0441	2391.4002
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + phosphate	960.27144	979.8786	2.7872628	6.9420782	3246.8367	3290.3926
mod	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	540.30614	562.0052	1.2040048	2.8340159	1824.7180	1873.0741
obs	Indian	(26,26.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	930.16160	953.0366	2.5658831	6.6241860	3199.9243	3250.7396
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	535.72670	557.4258	1.1873117	2.8057333	1815.3864	1863.7424
obs	Indian	(26,26.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	912.70336	935.5784	2.4529889	6.5333803	3186.8085	3237.6238
mod	Indian	(26,26.5]	cstar_tref ~ temp + aou + silicate + phosphate	563.07563	581.6748	1.2984485	3.0099436	1877.9753	1919.4234
obs	Indian	(26,26.5]	cstar_tref ~ temp + aou + silicate + phosphate	942.99407	962.6012	2.6658707	6.8013072	3225.8192	3269.3751
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	537.98241	559.6815	1.1955051	2.8088889	1815.5657	1863.9218
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	912.83607	935.7111	2.4538281	6.5208379	3184.3133	3235.1286
mod	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + silicate + phosphate	559.98386	578.5831	1.2862667	2.9805820	1868.1645	1909.6126
obs	Indian	(26,26.5]	cstar_tref ~ temp + oxygen + silicate + phosphate	940.66149	960.2686	2.6498921	6.7643973	3219.4272	3262.9831
mod	Indian	(26.5,26.75]	cstar_tref ~ aou + nitrate + silicate + phosphate	577.84822	596.2616	1.4339866	3.3429071	2076.9912	2118.7213
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	526.72406	548.2064	1.2133696	3.1202979	2027.1153	2075.8004
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	526.04240	547.5247	1.2107714	3.2385282	2070.6679	2119.3529
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1182.47895	1206.3917	3.2468372	7.2269392	4702.3869	4757.3751
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + phosphate	1181.55709	1202.0537	3.2546255	7.2347287	4699.4654	4746.5981
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	435.13369	456.6160	0.9097197	2.3374568	1727.1548	1775.8398
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1138.19338	1162.1061	2.9425277	6.9220119	4657.9070	4712.8952
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	506.53882	528.0211	1.1387437	3.2489120	2079.8473	2128.5324
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1180.37466	1204.2874	3.2316898	7.2117199	4700.2600	4755.2482
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + phosphate	1179.48041	1199.9770	3.2396405	7.2196745	4697.3670	4744.4997
mod	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	436.90124	458.3836	0.9147903	2.3351861	1725.2106	1773.8957
obs	Indian	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1136.90412	1160.8168	2.9341093	6.9137736	4656.6744	4711.6625
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	448.15149	469.6338	0.9477332	2.3568412	1730.7162	1779.4013
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1124.27819	1148.1909	2.8529295	6.8832767	4659.8926	4714.8808
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	480.43952	498.8529	1.0556342	2.5243534	1790.8366	1832.5667
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	1139.55426	1160.0509	2.9645866	6.9972764	4673.8962	4721.0289
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	449.29821	470.7805	0.9511569	2.3498161	1726.5041	1775.1891
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	1123.34292	1147.2556	2.8470061	6.8728494	4657.5574	4712.5456
mod	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	477.72224	496.1357	1.0466523	2.5016916	1781.3817	1823.1117
obs	Indian	(26.5,26.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	1137.80205	1158.2987	2.9530656	6.9807084	4670.5761	4717.7088
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2310.66344	2338.9452	3.7254387	7.6755592	7714.5448	7776.9314
mod	Indian	(26.75,27]	cstar_tref ~ sal + aou + silicate + phosphate	768.31599	788.8392	1.2895933	2.7724593	2596.8571	2642.6799
obs	Indian	(26.75,27]	cstar_tref ~ sal + aou + silicate + phosphate	2308.67994	2332.9215	3.7255118	7.6815813	7713.4657	7766.9400
mod	Indian	(26.75,27]	cstar_tref ~ sal + nitrate + silicate + phosphate	740.87115	761.3944	1.2136208	2.6971809	2569.8812	2615.7040
mod	Indian	(26.75,27]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	742.80673	766.7505	1.2134478	2.6966591	2573.5811	2627.0411
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2311.79464	2340.0764	3.7304590	7.6424171	7696.9394	7759.3261
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + nitrate + silicate	778.27223	802.2160	1.3124941	2.8665905	2655.8247	2709.2847
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + phosphate	2310.01390	2334.2554	3.7314328	7.6440220	7693.4700	7746.9443
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	729.17646	753.1202	1.1774019	2.4229053	2384.9317	2438.3917
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2309.97056	2338.2523	3.7223670	7.6250193	7690.5188	7752.9055
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	742.09676	766.0405	1.2115433	2.6200711	2521.1033	2574.5633
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2311.66705	2339.9488	3.7298924	7.6390898	7695.4493	7757.8360
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	777.79467	801.7384	1.3111081	2.8672012	2656.6337	2710.0937
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + phosphate	2309.91210	2334.1536	3.7309807	7.6406098	7691.9075	7745.3818
mod	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	730.19513	754.1389	1.1800585	2.4224777	2383.4661	2436.9261
obs	Indian	(26.75,27]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2309.62397	2337.9058	3.7208314	7.6213566	7689.1200	7751.5066
mod	Indian	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	769.54149	790.0647	1.2930945	2.7382890	2572.2983	2618.1212
obs	Indian	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	2312.08728	2336.3288	3.7406545	7.6674174	7702.5223	7755.9966
mod	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + silicate + phosphate	768.17217	788.6954	1.2891831	2.7248467	2564.2990	2610.1219
obs	Indian	(26.75,27]	cstar_tref ~ temp + oxygen + silicate + phosphate	2310.99129	2335.2328	3.7357771	7.6621933	7701.2560	7754.7303
obs	Indian	(27,27.25]	cstar_tref ~ aou + nitrate + silicate + phosphate	1576.19141	1598.5525	3.0913395	7.7746759	5653.3579	5702.9042
obs	Indian	(27,27.25]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	1569.71363	1592.0747	3.0588969	7.7423704	5646.9202	5696.4666
obs	Indian	(27,27.25]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1577.22260	1603.3105	3.0864656	7.7601706	5653.5646	5711.3686
mod	Indian	(27,27.25]	cstar_tref ~ sal + nitrate + silicate + phosphate	1335.13955	1357.5202	2.0730383	4.1782103	4605.1232	4655.2482
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + nitrate + phosphate	1568.06876	1590.4298	3.0507132	7.7484891	5649.4588	5699.0051
mod	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	1337.13668	1363.2474	2.0730286	4.1718411	4604.5639	4663.0430
obs	Indian	(27,27.25]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	1569.70848	1595.7964	3.0489237	7.7098784	5642.3024	5700.1065
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1564.66546	1590.7534	3.0239842	7.7075318	5643.8938	5701.6978
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1367.31591	1393.4266	2.1771199	4.0381659	4453.6722	4512.1514
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1338.68532	1364.7960	2.0782468	4.1455409	4583.3250	4641.8042
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1562.75070	1588.8386	3.0145686	7.7603761	5660.0973	5717.9013
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1329.96629	1356.0770	2.0490379	3.9736949	4466.9378	4525.4170
obs	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1567.18793	1593.2759	3.0364331	7.7336047	5650.4015	5708.2055
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1367.53779	1393.6485	2.1779043	4.0375170	4452.7338	4511.2130
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1338.64143	1364.7521	2.0780987	4.1454964	4583.3566	4641.8357
mod	Indian	(27,27.25]	cstar_tref ~ sal + temp + silicate + phosphate	1337.18849	1359.5691	2.0799451	4.1475854	4580.0804	4630.2054
mod	Indian	(27,27.25]	cstar_tref ~ temp + aou + nitrate + phosphate	1342.89575	1365.2764	2.0993054	4.2197119	4623.7386	4673.8636
obs	Indian	(27,27.25]	cstar_tref ~ temp + aou + nitrate + phosphate	1569.42967	1591.7908	3.0574825	7.7676908	5654.4458	5703.9922
obs	Indian	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1557.83485	1583.9228	2.9905295	7.6645778	5634.2776	5692.0817
mod	Indian	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + phosphate	1341.20125	1363.5819	2.0935385	4.2104288	4619.5446	4669.6696
obs	Indian	(27.25,27.5]	cstar_tref ~ aou + nitrate + silicate + phosphate	2223.94870	2248.0456	3.5914639	7.7064237	7183.3577	7236.0863
obs	Indian	(27.25,27.5]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	2217.72366	2241.8206	3.5643024	7.7411155	7203.1821	7255.9106
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2218.05383	2246.1669	3.5570516	7.6587293	7173.8181	7235.3348
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + nitrate + silicate + phosphate	2226.06622	2250.1632	3.6007502	7.7738560	7209.9742	7262.7028
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	2214.01368	2242.1268	3.5395690	7.6817659	7186.9414	7248.4581
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate	1350.13797	1372.9868	1.8044894	3.5445399	4538.4308	4589.4248
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1349.81692	1376.4739	1.7982115	3.5269198	4529.5808	4589.0737
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2204.60315	2232.7162	3.4991802	7.6571588	7184.1705	7245.6872
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1360.07474	1386.7317	1.8261222	3.5564808	4541.3750	4600.8678
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2197.61052	2225.7236	3.4694675	7.6425375	7183.5036	7245.0202
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate	1349.26393	1372.1128	1.8021227	3.5426697	4538.0160	4589.0099
mod	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1348.46526	1375.1223	1.7945657	3.5223339	4527.3534	4586.8463
obs	Indian	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2204.60007	2232.7132	3.4991671	7.6915273	7198.5455	7260.0621
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate	1348.99342	1368.0341	1.8068086	3.5616883	4548.9489	4591.4439
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + phosphate	1350.76606	1373.6149	1.8061919	3.5388928	4532.2441	4583.2380
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate	1347.84499	1370.6938	1.7982873	3.5528678	4549.5260	4600.5199
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + aou + silicate + phosphate	2204.79755	2228.8945	3.5085569	7.6883478	7191.5003	7244.2289
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate	1348.32708	1367.3678	1.8050018	3.5606343	4548.9731	4591.4680
mod	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + nitrate + silicate	1346.51529	1369.3641	1.7947005	3.5497461	4548.6230	4599.6169
obs	Indian	(27.25,27.5]	cstar_tref ~ temp + oxygen + silicate + phosphate	2205.12440	2229.2213	3.5099557	7.7352974	7210.7519	7263.4805
mod	Indian	(27.5,27.75]	cstar_tref ~ aou + nitrate + silicate + phosphate	1749.31460	1773.9165	1.6967651	3.0992101	4952.3092	5005.7786
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + nitrate + phosphate	1766.65083	1787.1524	1.7339481	3.1412620	4973.9393	5018.4971
mod	Indian	(27.5,27.75]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	1730.39630	1754.9982	1.6611576	3.0322408	4892.3203	4945.7897
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2251.61748	2280.1449	3.1677944	6.6041036	6261.5423	6322.4381
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + aou + silicate + phosphate	2289.11608	2313.5682	3.3149292	6.9599780	6385.8523	6438.0488
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + nitrate + silicate + phosphate	2251.52744	2275.9795	3.1747565	6.6316848	6268.4618	6320.6583
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	2252.92903	2281.4565	3.1725736	6.6254011	6270.0758	6330.9717
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2288.75169	2317.2791	3.3059325	6.7420395	6298.5879	6359.4837
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + phosphate	1642.78437	1667.3863	1.5057559	2.7320788	4602.0773	4655.5467
mod	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1642.13843	1670.8407	1.5012960	2.7266598	4602.0105	4664.3915
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2252.72742	2281.2548	3.1718385	6.6210518	6268.2970	6329.1929
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2289.16507	2317.6925	3.3075037	6.7561477	6304.4861	6365.3820
obs	Indian	(27.5,27.75]	cstar_tref ~ sal + temp + silicate + phosphate	2288.57520	2313.0273	3.3128690	6.9739178	6391.9076	6444.1041
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2318.58191	2347.1093	3.4212507	6.8677090	6332.9481	6393.8440
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + phosphate	1695.42231	1715.9239	1.6008718	2.9334338	4803.5944	4848.1522
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + aou + silicate + phosphate	1665.97685	1690.5788	1.5454198	2.8371626	4719.6512	4773.1206
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + nitrate + phosphate	1719.36389	1739.8655	1.6444216	2.9794864	4830.9437	4875.5015
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + nitrate + silicate + phosphate	1689.59659	1714.1985	1.5868884	2.8911971	4760.8515	4814.3208
obs	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	2319.19159	2347.7190	3.4236491	6.8904202	6342.4078	6403.3037
mod	Indian	(27.5,27.75]	cstar_tref ~ temp + oxygen + phosphate	1687.83693	1708.3385	1.5873161	2.8737206	4731.9910	4776.5488
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + nitrate + silicate	972.61674	990.2240	1.6591326	3.2850535	3028.6006	3067.6379
obs	Indian	(27.75,27.85]	cstar_tref ~ aou + nitrate + silicate + phosphate	1508.93101	1531.0529	3.0594424	6.6531248	4445.6887	4493.5822
mod	Indian	(27.75,27.85]	cstar_tref ~ aou + silicate + phosphate	818.39837	836.0057	1.2187896	2.4156030	2545.2959	2584.3332
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + nitrate + silicate	981.50940	999.1167	1.6889048	3.3278153	3046.0394	3085.0767
mod	Indian	(27.75,27.85]	cstar_tref ~ oxygen + silicate + phosphate	840.89828	858.5056	1.2748876	2.5144701	2605.5062	2644.5435
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1457.90152	1483.7103	2.7964540	6.3681207	4389.9980	4445.8736
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + nitrate + silicate	989.62589	1007.2332	1.7165445	3.4233647	3097.7608	3136.7981
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + nitrate + silicate + phosphate	1478.13628	1500.2581	2.9038522	6.5281222	4424.0814	4471.9748
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	1446.99574	1472.8046	2.7452381	6.3448673	4387.5457	4443.4214
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + silicate + phosphate	889.82146	907.4288	1.4059376	2.8212665	2796.8282	2835.8655
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1522.86058	1548.6694	3.1219327	6.6660655	4446.5681	4502.4438
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate	989.58711	1010.7159	1.7095594	3.4088251	3094.9578	3141.8026
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1442.22201	1468.0308	2.7231158	6.3322319	4385.6252	4441.5008
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1524.61351	1550.4223	3.1312220	6.6661149	4445.4912	4501.3669
obs	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1488.43751	1514.2463	2.9449979	6.6636671	4464.2555	4520.1312
mod	Indian	(27.75,27.85]	cstar_tref ~ sal + temp + silicate + phosphate	891.79220	912.9210	1.4058553	2.7688475	2760.3311	2807.1759
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1501.41805	1527.2269	3.0105085	6.5773659	4432.0539	4487.9296
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + aou + phosphate	1029.93074	1047.5380	1.8606445	3.4302806	3048.0770	3087.1143
obs	Indian	(27.75,27.85]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	1502.78064	1528.5895	3.0174692	6.5721562	4429.7114	4485.5871
mod	Indian	(27.75,27.85]	cstar_tref ~ temp + silicate + phosphate	905.70233	923.3096	1.4513093	2.8170675	2774.4186	2813.4559
mod	Indian	(27.85,27.95]	cstar_tref ~ aou + silicate + phosphate	1288.09801	1306.8290	1.8640501	3.8410030	3663.2557	3703.6531
mod	Indian	(27.85,27.95]	cstar_tref ~ oxygen + silicate + phosphate	1278.37332	1297.1043	1.8353165	3.8173691	3656.4318	3696.8293
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + nitrate	1405.63851	1424.3695	2.2490681	4.1999448	3765.8453	3806.2427
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + oxygen + phosphate	1372.86446	1391.5955	2.1343481	3.9135393	3629.3442	3669.7416
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2459.48275	2489.0547	2.7246269	6.0068971	6285.6095	6347.3423
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	2466.73941	2492.0868	2.7497130	6.0787955	6311.5702	6364.4840
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2437.43650	2467.0084	2.6657983	5.9623860	6269.9268	6331.6596
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2473.68321	2503.2551	2.7632054	6.0647515	6308.3708	6370.1036
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + phosphate	2483.83462	2509.1820	2.7966506	6.1404273	6335.1043	6388.0181
obs	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2442.54369	2472.1156	2.6793123	5.9819167	6277.6998	6339.4326
mod	Indian	(27.85,27.95]	cstar_tref ~ sal + temp + silicate + phosphate	1301.56481	1324.0420	1.8985096	3.8421018	3659.5593	3708.0362
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2431.11879	2460.6907	2.6491753	5.9441998	6262.9156	6324.6484
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + silicate + phosphate	1278.93733	1301.4145	1.8311112	3.8080481	3656.0859	3704.5628
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + aou + silicate + phosphate	2435.76003	2461.1074	2.6666523	5.9761498	6271.9645	6324.8783
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate	1356.88097	1379.3582	2.0739057	4.2009412	3816.4309	3864.9078
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	2437.30659	2466.8785	2.6654554	5.9759097	6275.9336	6337.6664
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + phosphate	1381.44127	1400.1723	2.1637920	4.2009387	3790.3715	3830.7690
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + silicate + phosphate	1278.95332	1301.4305	1.8311580	3.8063587	3655.1125	3703.5894
obs	Indian	(27.85,27.95]	cstar_tref ~ temp + oxygen + silicate + phosphate	2441.25345	2466.6008	2.6811958	6.0011052	6282.0502	6334.9640
mod	Indian	(27.85,27.95]	cstar_tref ~ temp + silicate + phosphate	1301.05732	1319.7883	1.9030414	3.9588211	3720.2399	3760.6373
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + aou + silicate + phosphate	1385.62377	1408.4906	1.8915271	3.5034986	3593.6509	3642.6856
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + nitrate + silicate	1375.38931	1398.2562	1.8627678	3.5806666	3657.1162	3706.1509
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + phosphate	1429.23143	1448.2871	2.0251817	3.7093698	3686.0087	3726.8709
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + oxygen + silicate + phosphate	1308.49663	1331.3635	1.6852681	3.0923706	3359.1222	3408.1568
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3532.99644	3565.3089	2.5509881	5.6306748	9092.4072	9159.6772
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1380.89521	1407.5732	1.8725699	3.6047652	3674.2191	3731.4262
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	1434.50165	1457.3685	2.0351204	3.7312561	3701.4647	3750.4994
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + phosphate	3532.44175	3560.1381	2.5534571	5.6623499	9110.4290	9168.0890
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1294.28219	1320.9602	1.6448539	3.0636590	3356.4988	3413.7060
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate + phosphate	3508.48515	3540.7976	2.5094768	5.6016522	9076.7184	9143.9884
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1375.69258	1402.3706	1.8580423	3.5699236	3655.3560	3712.5631
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + phosphate	1431.20226	1454.0691	2.0250933	3.7068195	3688.2856	3737.3202
mod	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1291.83733	1318.5153	1.6388448	3.0456047	3344.1809	3401.3880
obs	Indian	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	3534.96368	3567.2761	2.5543493	5.6644656	9115.8087	9183.0787
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + phosphate	3532.69820	3560.3946	2.5538955	5.6814071	9123.7024	9181.3623
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3509.56703	3541.8795	2.5112947	5.5860897	9065.5124	9132.7824
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + phosphate	3541.83790	3564.9182	2.5730092	5.7089099	9136.6817	9184.7317
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + aou + silicate + phosphate	3507.57856	3535.2750	2.5113141	5.6048294	9074.7562	9132.4162
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	3536.67629	3568.9887	2.5572791	5.6508895	9105.9209	9173.1909
obs	Indian	(27.95,28.05]	cstar_tref ~ temp + oxygen + silicate + phosphate	3535.26262	3562.9590	2.5582830	5.6693552	9114.7777	9172.4377
obs	Indian	(28.05,28.1]	cstar_tref ~ aou + oxygen + phosphate	2436.23833	2457.6403	2.3462545	5.0562149	6258.4853	6303.2411
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2482.26458	2512.2273	2.4404211	5.2008464	6337.6267	6400.2849
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + aou + silicate + phosphate	2483.60633	2509.2887	2.4480691	5.2090926	6337.3104	6391.0174
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2491.06351	2521.0263	2.4606101	5.2883255	6384.4308	6447.0889
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	964.54242	989.6793	1.4254129	2.9822889	2586.9819	2640.5978
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	967.84978	989.3957	1.4395971	3.0139530	2597.9358	2643.8923
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	2489.19195	2514.8743	2.4609060	5.2920190	6382.4541	6436.1611
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate	970.33599	991.8819	1.4462901	3.0033927	2590.9012	2636.8577
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	969.69440	994.8313	1.4391798	2.9179856	2547.6842	2601.3001
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2469.03727	2499.0000	2.4103826	5.1512535	6313.1814	6375.8395
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + nitrate + silicate	967.25337	988.7993	1.4379962	3.0276742	2605.7075	2651.6640
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	977.76880	999.3147	1.4664858	3.0256095	2599.4548	2645.4112
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	964.13412	989.2710	1.4243275	2.9785275	2585.0873	2638.7032
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	967.01250	988.5584	1.4373501	3.0091915	2595.7175	2641.6739
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate	969.57431	991.1202	1.4442363	2.9988805	2588.7743	2634.7308
mod	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	968.83126	993.9682	1.4368641	2.9117457	2544.5253	2598.1412
obs	Indian	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2489.83581	2519.7986	2.4577832	5.2404810	6357.8790	6420.5371
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + phosphate	2495.74717	2521.4295	2.4760571	5.3065009	6388.6363	6442.3432
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2487.79326	2517.7560	2.4530871	5.2219941	6347.9965	6410.6546
obs	Indian	(28.05,28.1]	cstar_tref ~ temp + aou + silicate + phosphate	2486.26326	2511.9456	2.4541669	5.2234609	6344.6871	6398.3941
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2929.78972	2961.2566	2.1887258	4.7634185	8368.3397	8435.1209
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate	1501.23577	1527.5165	0.8548115	2.1923470	4296.7369	4351.2294
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	2927.84974	2959.3166	2.1855212	4.7841255	8387.6062	8454.3874
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + phosphate	2925.86840	2952.8400	2.1855520	4.7842000	8383.6635	8440.9046
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	1518.88539	1549.5462	0.8662238	2.2289654	4346.7809	4410.3555
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + aou + silicate + phosphate	2927.80845	2954.7800	2.1887568	4.7649192	8365.6676	8422.9086
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	2946.37649	2977.8433	2.2163182	4.7998329	8392.7734	8459.5546
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + oxygen + silicate + phosphate	2946.08222	2973.0538	2.2191753	4.8036346	8391.3176	8448.5586
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate	1507.09059	1533.3713	0.8590634	2.2006276	4307.4880	4361.9805
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2946.58548	2978.0523	2.2166680	4.8402621	8428.2970	8495.0782
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1497.54875	1528.2096	0.8507016	2.1861704	4292.5323	4356.1069
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	2926.69125	2958.1581	2.1836097	4.7749376	8380.0153	8446.7965
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2928.53363	2960.0005	2.1866504	4.7626640	8368.2603	8435.0415
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + nitrate	1506.40108	1528.3017	0.8600179	2.2076694	4312.1686	4357.5791
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + nitrate + silicate	1495.75898	1522.0397	0.8508532	2.1864230	4288.8657	4343.3582
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate	1506.87846	1533.1592	0.8589089	2.2001756	4306.9147	4361.4072
mod	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1497.63810	1528.2990	0.8507660	2.1861752	4292.5490	4356.1236
obs	Indian	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	2937.06376	2968.5306	2.2007838	4.7785167	8378.3210	8445.1022
mod	Indian	(28.1,28.2]	cstar_tref ~ temp + aou + nitrate + silicate	1540.18746	1566.4682	0.8834996	2.2194108	4333.7104	4388.2029
mod	Indian	(28.1,28.2]	cstar_tref ~ temp + oxygen + nitrate + silicate	1539.05486	1565.3356	0.8826520	2.2185865	4332.6061	4387.0986
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + nitrate + silicate	1375.36157	1404.0615	0.5236493	1.0773763	3551.3747	3611.1276
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1101.90811	1126.4738	2.1886931	4.6918099	3358.9243	3412.7065
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + nitrate	1483.59427	1512.2942	0.5567460	1.0851088	3537.0408	3596.7937
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	1102.48988	1127.0556	2.1912722	4.6970274	3360.5175	3414.2997
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	1329.66170	1363.1450	0.5096948	1.0310998	3350.4568	3420.1685
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + phosphate	1100.61507	1121.6714	2.1918276	4.6991408	3357.2393	3403.3384
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	1419.53014	1453.0134	0.5363035	1.0650639	3476.9431	3546.6548
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	1100.32092	1124.8866	2.1816723	4.6839080	3356.9992	3410.7814
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + silicate + phosphate	1423.02443	1451.7244	0.5379746	1.0720319	3504.4925	3564.2454
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + aou + silicate + phosphate	1100.43039	1121.4867	2.1910083	4.6957216	3356.0587	3402.1577
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	1107.71773	1132.2835	2.2145849	4.7386900	3372.7498	3426.5321
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate	1483.90766	1512.6076	0.5568448	1.0853747	3538.1807	3597.9336
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1106.50369	1131.0694	2.2091490	4.7290753	3369.9452	3423.7274
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + silicate	1330.78614	1364.2694	0.5100194	1.0316616	3352.7698	3422.4815
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + oxygen + phosphate	1101.83571	1126.4014	2.1883723	4.6956780	3360.4571	3414.2393
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1419.92927	1453.4125	0.5364247	1.0653416	3478.1154	3547.8272
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate + phosphate	1095.91410	1120.4798	2.1622968	4.6612387	3351.3278	3405.1100
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1331.93388	1365.4172	0.5103510	1.0321628	3354.7676	3424.4793
mod	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1420.76114	1454.2444	0.5366774	1.0658082	3480.0038	3549.7155
obs	Indian	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	1094.27169	1118.8374	2.1551197	4.6555640	3350.2624	3404.0446
mod	Indian	(28.3,28.4]	cstar_tref ~ aou + nitrate + silicate + phosphate	628.58077	656.4513	0.3613021	0.7809044	1977.1716	2035.6522
obs	Indian	(28.3,28.4]	cstar_tref ~ aou + nitrate + silicate + phosphate	706.55571	724.8548	2.2416261	4.7570659	1879.8833	1919.2630
mod	Indian	(28.3,28.4]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	744.82391	772.6945	0.3896681	0.7595478	1787.1727	1845.6533
obs	Indian	(28.3,28.4]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	709.08614	727.3853	2.2598804	4.7706889	1881.4996	1920.8793
obs	Indian	(28.3,28.4]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	706.02614	727.3751	2.2235254	4.7119752	1876.0030	1921.9460
obs	Indian	(28.3,28.4]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	706.48478	727.8338	2.2267964	4.7530909	1883.9481	1929.8911
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	777.97701	810.4927	0.3976415	0.7776623	1887.9985	1956.2258
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	761.31419	793.8298	0.3933567	0.7969978	2017.7449	2085.9723
obs	Indian	(28.3,28.4]	cstar_tref ~ sal + aou + silicate + phosphate	704.02893	722.3281	2.2235453	4.7663818	1882.7294	1922.1091
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + oxygen + nitrate + silicate	776.05624	803.9268	0.3976620	0.7803446	1901.0252	1959.5058
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	671.46233	703.9780	0.3710347	0.7409089	1715.7749	1784.0022
obs	Indian	(28.3,28.4]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	709.00360	730.3526	2.2448464	4.7331829	1878.9579	1924.9009
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + temp + aou + nitrate + silicate	776.74835	809.2640	0.3973240	0.7758380	1877.1240	1945.3514
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + temp + aou + silicate + phosphate	760.67514	793.1908	0.3931933	0.7955461	2009.3441	2077.5714
obs	Indian	(28.3,28.4]	cstar_tref ~ sal + temp + aou + silicate + phosphate	706.01089	727.3599	2.2234168	4.7652024	1886.5063	1932.4493
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	777.88608	810.4017	0.3976180	0.7773347	1885.9642	1954.1915
mod	Indian	(28.3,28.4]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	761.19881	793.7145	0.3933272	0.7964572	2014.5531	2082.7804
obs	Indian	(28.3,28.4]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	708.40950	729.7585	2.2405759	4.7473201	1882.0194	1927.9624
obs	Indian	(28.3,28.4]	cstar_tref ~ temp + aou + oxygen + nitrate + phosphate	710.04999	731.3990	2.2523878	4.7837194	1888.5012	1934.4442
obs	Indian	(28.3,28.4]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	710.98254	732.3315	2.2591302	4.7659362	1884.6047	1930.5477
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate	8716.40145	8747.5995	6.2426082	13.0572487	20598.3716	20662.4691
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	5897.48210	5931.4404	5.4412834	11.3508996	13983.3641	14053.3111
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	8570.44968	8606.8474	5.9070761	12.3792565	20271.0716	20345.8520
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	6045.14116	6079.0995	5.8834390	11.7243662	14101.4909	14171.4379
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	8686.77610	8723.1738	6.1693209	12.9801870	20568.7761	20643.5566
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + aou + oxygen + silicate + phosphate	8776.10850	8812.5063	6.3785873	13.1587457	20642.0396	20716.8201
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate	5879.98112	5909.0882	5.3968388	11.0586935	13855.6762	13915.6308
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate	8712.68862	8743.8867	6.2339594	12.7606692	20441.1450	20505.2425
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5837.37279	5871.3311	5.2709525	10.8971405	13799.1051	13869.0521
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8646.80744	8683.2052	6.0779286	12.4767079	20306.8702	20381.6506
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5824.78168	5858.7400	5.2359544	10.3331602	13537.0977	13607.0447
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8682.00484	8718.4026	6.1583391	12.6815396	20410.5487	20485.3291
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate	5862.46952	5891.5766	5.3470659	11.0315717	13848.2501	13908.2047
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate	8733.04454	8764.2426	6.2815252	12.7773153	20444.6146	20508.7121
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5850.83798	5884.7963	5.3086392	10.9926430	13838.3955	13908.3425
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	8690.70705	8727.1048	6.1783833	12.6047442	20366.0648	20440.8453
mod	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5803.97642	5837.9347	5.1786327	10.2834846	13520.0788	13590.0258
obs	Pacific	(-Inf,26]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8702.27210	8738.6699	6.2051226	12.6971869	20413.8020	20488.5825
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + silicate	6093.22122	6122.3283	6.0414185	11.8090285	14115.6631	14175.6177
mod	Pacific	(-Inf,26]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	6088.06103	6122.0193	6.0185741	11.7287370	14087.2171	14157.1641
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + nitrate + silicate	7598.17032	7629.5101	3.8486303	7.6247520	17040.0571	17104.0834
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	6969.69978	7006.2629	3.0580774	6.2174495	15801.5780	15876.2754
mod	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + silicate + phosphate	7108.33342	7139.6732	3.2190140	6.4475647	16012.5488	16076.5751
obs	Pacific	(26,26.5]	cstar_tref ~ aou + oxygen + silicate + phosphate	9607.07914	9639.2092	5.1993936	9.9375777	20196.7300	20261.7595
mod	Pacific	(26,26.5]	cstar_tref ~ sal + aou + oxygen + nitrate + silicate	7600.00650	7636.5696	3.8484003	7.6239992	17043.4181	17118.1154
obs	Pacific	(26,26.5]	cstar_tref ~ sal + aou + oxygen + phosphate	9606.60815	9638.7382	5.1986108	10.0267819	20263.1608	20328.1903
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	9448.39373	9485.8787	4.9390450	9.3538611	19788.6789	19864.5466
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + phosphate	9623.17704	9655.3070	5.2262207	10.0196980	20254.0851	20319.1146
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	7060.54182	7097.1049	3.1610879	6.0936638	15636.7630	15711.4604
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	9451.04642	9488.5314	4.9432353	9.3878609	19815.2615	19891.1293
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	9470.27952	9507.7645	4.9737234	9.4057064	19824.3653	19900.2330
mod	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	7143.79950	7180.3626	3.2585428	6.2221460	15756.1413	15830.8386
obs	Pacific	(26,26.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	9489.43873	9526.9237	5.0042813	9.4875062	19884.4026	19960.2703
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7006.31487	7042.8779	3.0991870	6.0457931	15598.9165	15673.6138
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	9522.40093	9559.8859	5.0572941	9.5742025	19943.9819	20019.8497
mod	Pacific	(26,26.5]	cstar_tref ~ temp + aou + silicate + phosphate	7143.60320	7174.9430	3.2606870	6.3117138	15853.7214	15917.7476
obs	Pacific	(26,26.5]	cstar_tref ~ temp + aou + silicate + phosphate	9640.71082	9672.8408	5.2555982	9.9880328	20226.0441	20291.0736
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	7077.05221	7113.6153	3.1801792	6.1117362	15652.0809	15726.7782
obs	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	9558.31975	9595.8048	5.1157017	9.6574333	19999.3896	20075.2574
mod	Pacific	(26,26.5]	cstar_tref ~ temp + oxygen + silicate + phosphate	7198.39244	7229.7322	3.3264957	6.3693504	15899.3058	15963.3321
obs	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + nitrate + phosphate	9260.32247	9292.2178	5.2364132	10.2958064	19475.1837	19539.6311
mod	Pacific	(26.5,26.75]	cstar_tref ~ aou + oxygen + silicate + phosphate	7233.71114	7265.5221	2.7618294	5.2480581	14803.2759	14867.4353
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	8313.03835	8350.1511	3.9714009	7.4043359	16931.2751	17006.1278
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + aou + silicate + phosphate	8318.71606	8350.5270	3.9816945	7.4574401	16975.1572	17039.3166
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8134.27603	8171.3888	3.7391129	7.1914137	16770.7613	16845.6140
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	9231.30967	9268.5209	5.1827026	10.1637626	19395.8044	19470.9931
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	7245.30976	7282.4225	2.7707817	5.2888689	14858.1789	14933.0316
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	9365.27500	9402.4862	5.4187383	10.7652790	19767.3981	19842.5868
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	9248.79769	9286.0089	5.2129217	10.2543147	19453.6976	19528.8863
mod	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	7352.78627	7389.8990	2.8730255	5.4734119	15069.9840	15144.8367
obs	Pacific	(26.5,26.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	9388.17941	9425.3906	5.4601567	10.8499725	19817.3568	19892.5454
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + phosphate	9276.32973	9308.2250	5.2643533	10.3900704	19534.8990	19599.3465
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7261.97364	7299.0864	2.7863926	5.3366837	14916.0674	14990.9201
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	9219.98600	9257.1972	5.1632289	10.2496226	19454.7096	19529.8982
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	7350.74747	7382.5584	2.8729880	5.4563358	15044.6197	15108.7791
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + aou + silicate + phosphate	9381.21705	9413.1123	5.4511564	10.8701563	19826.5170	19890.9645
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + phosphate	9296.66161	9328.5569	5.3000571	10.4898238	19596.9068	19661.3542
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	7364.02399	7401.1368	2.8839317	5.5172676	15122.0684	15196.9211
obs	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	9254.74282	9291.9540	5.2232349	10.3906238	19542.4859	19617.6746
mod	Pacific	(26.5,26.75]	cstar_tref ~ temp + oxygen + silicate + phosphate	7441.16469	7472.9756	2.9619184	5.6218073	15229.7558	15293.9152
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + nitrate + phosphate	11865.35809	11898.8116	5.0550313	9.8337137	24692.7702	24760.2575
obs	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + phosphate	11979.46394	12007.3419	5.2077859	10.1099464	24914.4722	24970.7116
mod	Pacific	(26.75,27]	cstar_tref ~ aou + oxygen + silicate + phosphate	8557.59250	8590.1375	3.0970888	5.9015691	18389.8209	18455.9833
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8290.88387	8328.8530	2.8585054	5.5256766	17923.9114	18001.1009
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	11917.01116	11956.0403	5.1198012	9.9236912	24769.0252	24847.7604
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	8588.22854	8626.1977	3.1236605	5.8740820	18344.4449	18421.6344
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + aou + silicate + phosphate	12024.53282	12063.5619	5.2629161	10.1944351	24989.1925	25067.9277
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	8426.62969	8464.5988	2.9766421	5.8046847	18294.3912	18371.5807
obs	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	11962.32317	12001.3523	5.1796323	10.0360940	24861.0954	24939.8305
mod	Pacific	(26.75,27]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8680.07435	8718.0435	3.2104331	6.0187836	18519.8300	18597.0194
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + nitrate + phosphate	8777.78329	8810.3283	3.3073655	6.2567369	18811.9099	18878.0723
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + nitrate + phosphate	11915.64324	11949.0967	5.1206310	9.9370405	24776.8386	24844.3259
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8069.46854	8107.4377	2.6757888	5.1722420	17437.3773	17514.5667
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	11892.62197	11931.6511	5.0878837	9.8724266	24727.2994	24806.0345
mod	Pacific	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	8616.40370	8648.9487	3.1519070	5.9248074	18403.2439	18469.4063
obs	Pacific	(26.75,27]	cstar_tref ~ temp + aou + silicate + phosphate	12028.75601	12062.2095	5.2713208	10.2028622	24991.4352	25058.9225
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + phosphate	11960.41199	11993.8655	5.1797503	10.0460728	24865.8983	24933.3855
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	8143.14590	8181.1151	2.7352541	5.2891116	17602.1723	17679.3617
obs	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	11949.47411	11988.5032	5.1625954	10.0127158	24842.6332	24921.3683
mod	Pacific	(26.75,27]	cstar_tref ~ temp + oxygen + silicate + phosphate	8701.72659	8734.2716	3.2331665	6.0618982	18568.4646	18634.6270
mod	Pacific	(27,27.25]	cstar_tref ~ aou + oxygen + phosphate	9995.73133	10023.3918	3.5090080	6.3308844	21113.3034	21169.5817
mod	Pacific	(27,27.25]	cstar_tref ~ aou + oxygen + silicate + phosphate	9867.04441	9900.2369	3.3883199	6.0988565	20804.5814	20872.1154
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	13390.25740	13430.4116	4.4890526	8.9054135	30446.4232	30528.4662
obs	Pacific	(27,27.25]	cstar_tref ~ sal + aou + silicate + phosphate	13389.68802	13424.1059	4.4904551	8.9070209	30444.1261	30514.4486
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	13450.07911	13490.2333	4.5480710	9.0501149	30619.0012	30701.0442
obs	Pacific	(27,27.25]	cstar_tref ~ sal + oxygen + silicate + phosphate	13479.99228	13514.4101	4.5798724	9.0939549	30662.5847	30732.9073
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	8678.96780	8717.6924	2.4635924	4.5776710	18494.6634	18573.4529
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	13464.11892	13504.2731	4.5620344	8.9710404	30510.5042	30592.5472
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + phosphate	13501.61743	13536.0353	4.6015481	9.0627385	30615.0477	30685.3703
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + silicate + phosphate	9948.10867	9986.8333	3.4608297	6.3120661	21116.4866	21195.2761
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + aou + silicate + phosphate	13386.11206	13426.2662	4.4849914	8.8850823	30420.6200	30502.6630
mod	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	8824.92407	8863.6487	2.5617972	4.7614003	18819.9523	18898.7419
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	13496.80545	13536.9596	4.5947091	9.0345073	30584.0300	30666.0730
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + phosphate	13528.65152	13563.0694	4.6287897	9.1168862	30677.3663	30747.6888
obs	Pacific	(27,27.25]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	13411.19430	13451.3485	4.5096208	8.9317281	30474.9904	30557.0334
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + nitrate + phosphate	8713.78663	8746.9792	2.4880046	4.6663983	18663.0005	18730.5344
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8700.72930	8739.4539	2.4779919	4.6428718	18623.8033	18702.5928
mod	Pacific	(27,27.25]	cstar_tref ~ temp + aou + silicate + phosphate	10080.48961	10113.6821	3.5876480	6.4463721	21258.7274	21326.2613
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + phosphate	8844.85455	8878.0471	2.5768874	4.8322813	18951.1487	19018.6826
mod	Pacific	(27,27.25]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	8815.14076	8853.8654	2.5550939	4.7804455	18862.7961	18941.5856
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	10286.93670	10326.5377	2.7414966	4.8759503	22597.4757	22678.6980
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	11941.49547	11981.5418	3.4066825	7.1824105	28374.7451	28456.8079
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + silicate + phosphate	10798.44534	10832.3890	3.0951719	5.4806351	23734.9436	23804.5628
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + aou + silicate + phosphate	11969.04588	12003.3713	3.4290771	7.2301128	28440.2175	28510.5571
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	10316.34173	10355.9427	2.7606116	4.9387696	22741.3593	22822.5817
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	11980.66372	12020.7101	3.4363976	7.2882383	28533.1821	28615.2449
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + silicate + phosphate	10723.21422	10757.1579	3.0406360	5.3954881	23586.7664	23656.3855
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + oxygen + silicate + phosphate	12057.09368	12091.4191	3.4966800	7.4135264	28707.6245	28777.9641
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	12492.08146	12532.1278	3.8490259	7.7292402	29088.4591	29170.5220
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + phosphate	12574.98481	12609.3102	3.9221724	7.8834159	29292.8721	29363.2116
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	10499.67792	10539.2789	2.8828334	5.1868022	23241.8509	23323.0733
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + aou + silicate + phosphate	11955.73351	11995.7798	3.4174544	7.1330076	28292.9750	28375.0379
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	10399.65111	10439.2521	2.8154942	5.1386954	23188.7752	23269.9975
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	12298.59440	12338.6407	3.6873879	7.8655384	29337.0664	29419.1292
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	12507.19933	12547.2457	3.8619498	7.7509949	29117.1620	29199.2248
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10657.65779	10697.2588	2.9924830	5.5527524	23995.5780	24076.8004
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	10493.93275	10533.5337	2.8789225	5.1912730	23256.6158	23337.8382
obs	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	11965.11551	12005.1619	3.4245710	7.1454105	28310.8533	28392.9161
mod	Pacific	(27.25,27.5]	cstar_tref ~ sal + temp + silicate + phosphate	10501.94387	10535.8876	2.8857409	5.2227301	23322.4896	23392.1087
mod	Pacific	(27.25,27.5]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	10802.47760	10842.0786	3.0966586	5.5045295	23793.7824	23875.0047
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	10875.78337	10915.7892	2.7275503	4.6789822	23022.3446	23104.1722
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	11829.67834	11869.7772	3.2587471	6.3111253	26094.6588	26176.3468
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + silicate + phosphate	10994.06844	11028.3592	2.8017081	4.8275293	23356.0667	23426.2047
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + aou + silicate + phosphate	11943.57824	11977.9487	3.3429342	6.5148273	26422.4860	26492.5043
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	10790.28996	10830.2958	2.6760386	4.5678301	22756.4517	22838.2793
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	11830.42769	11870.5266	3.2592845	6.4207942	26292.9014	26374.5894
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + silicate + phosphate	10892.90032	10927.1911	2.7392037	4.6905294	23037.1454	23107.2834
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + oxygen + silicate + phosphate	11978.61787	12012.9884	3.3688119	6.7154907	26759.0891	26829.1074
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + nitrate + silicate	10352.26201	10392.2679	2.4269873	4.0823799	21542.6030	21624.4306
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate	10355.41451	10389.7052	2.4297777	4.0900747	21560.9492	21631.0871
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + aou + silicate + phosphate	11942.54849	11982.6474	3.3407060	6.2389531	25916.2253	25997.9133
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	10553.08397	10593.0898	2.5381539	4.2852199	22056.6892	22138.5168
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	12150.02275	12190.1217	3.4967750	6.9652986	27133.5397	27215.2277
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	12742.29189	12782.3908	3.9835845	7.0802563	27088.2679	27169.9559
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	10345.71392	10385.7198	2.4234457	4.0763121	21527.1787	21609.0063
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate	10349.04182	10383.3326	2.4263269	4.0842318	21546.1966	21616.3345
obs	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	11894.99285	11935.0918	3.3059259	6.2009237	25862.3634	25944.0514
mod	Pacific	(27.5,27.75]	cstar_tref ~ sal + temp + silicate + phosphate	10579.98887	10614.2796	2.5545683	4.3127246	22118.3718	22188.5098
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	12612.84643	12652.9453	3.8717048	7.0850477	27166.7458	27248.4338
obs	Pacific	(27.5,27.75]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	12589.02314	12629.1221	3.8514593	7.0897027	27186.3200	27268.0080
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate	5192.04915	5222.8871	1.8870342	3.2911468	10493.1479	10555.8812
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	9964.32901	10003.2532	3.2250359	6.0351676	19953.7561	20032.0046
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate	5193.36906	5224.2070	1.8880221	3.2880488	10485.7019	10548.4352
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	5195.23584	5231.2135	1.8879224	3.2819037	10476.5520	10549.7408
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	10212.65543	10251.5796	3.4403691	6.0760265	19941.3290	20019.5775
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5194.04234	5230.0200	1.8870291	3.2765586	10465.7367	10538.9255
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate	5225.44214	5256.2801	1.9121860	3.3134770	10520.4902	10583.2235
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + aou + silicate + phosphate	10081.58583	10120.5100	3.3249805	5.9022967	19719.2011	19797.4497
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate	5226.78141	5257.6194	1.9132017	3.3030887	10497.2496	10559.9829
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	5207.45926	5243.4369	1.8970948	3.2864702	10478.8202	10552.0090
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	10181.27665	10220.2009	3.4123850	6.0476830	19909.3955	19987.6440
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5193.47895	5229.4566	1.8866076	3.2760746	10465.0379	10538.2267
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate	5225.29545	5256.1334	1.9120748	3.3135420	10520.7217	10583.4550
obs	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	10022.67912	10061.6033	3.2743897	5.8487331	19655.5996	19733.8481
mod	Pacific	(27.75,27.85]	cstar_tref ~ sal + temp + silicate + phosphate	5226.71945	5257.5574	1.9131547	3.3166378	10526.4694	10589.2027
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	10009.58636	10048.5106	3.2632503	5.8713387	19695.4845	19773.7330
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + aou + silicate + phosphate	10176.52150	10209.8851	3.4099388	6.0189290	19861.8260	19928.8962
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + nitrate + phosphate	10180.54009	10213.9037	3.4135073	6.0499230	19908.3839	19975.4540
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	9979.71196	10018.6362	3.2379745	5.8444605	19663.1100	19741.3585
obs	Pacific	(27.75,27.85]	cstar_tref ~ temp + oxygen + silicate + phosphate	10123.45629	10156.8199	3.3631649	5.9707559	19806.5785	19873.6486
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + aou + nitrate + silicate	5699.52398	5731.0787	1.7901536	3.0952999	11262.7494	11326.7444
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + aou + silicate + phosphate	5781.88125	5813.4359	1.8427888	3.1919185	11454.2852	11518.2802
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + nitrate + silicate + phosphate	5784.27815	5815.8328	1.8443436	3.2169750	11513.5690	11577.5639
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + oxygen + nitrate + silicate	5749.84319	5781.3979	1.8221315	3.1466132	11361.5105	11425.5055
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + oxygen + silicate + phosphate	5811.54343	5843.0981	1.8621228	3.2288506	11526.6364	11590.6313
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate	5611.45024	5643.0049	1.7355275	3.1408383	11418.2453	11482.2402
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	11901.75641	11942.1716	2.9495166	5.5797101	24489.9552	24571.5068
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5571.30225	5608.1161	1.7099788	2.9793661	11045.0178	11119.6786
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + phosphate	11948.88410	11983.5257	2.9801548	5.6134951	24541.3840	24611.2854
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + aou + silicate + phosphate	11782.89041	11823.3056	2.8766830	5.4396742	24234.6887	24316.2403
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + nitrate + silicate	5827.51664	5859.0713	1.8726182	3.2570307	11584.9588	11648.9538
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	5784.27652	5821.0903	1.8430451	3.2132138	11509.6523	11584.3131
mod	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate	5598.06037	5629.6151	1.7273699	3.1254171	11387.7856	11451.7805
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	11925.40301	11965.8182	2.9642241	5.6126847	24550.0761	24631.6277
obs	Pacific	(27.85,27.95]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	11743.38042	11783.7956	2.8528743	5.4213177	24206.3777	24287.9293
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + phosphate	11910.93769	11945.5793	2.9564619	5.5867272	24497.2802	24567.1816
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	11738.51240	11778.9276	2.8499545	5.4286522	24222.5078	24304.0594
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + aou + silicate + phosphate	11819.43533	11854.0769	2.9001017	5.4856084	24315.3277	24385.2291
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	11718.04195	11758.4571	2.8377092	5.4234626	24216.4372	24297.9889
obs	Pacific	(27.85,27.95]	cstar_tref ~ temp + oxygen + silicate + phosphate	11792.99054	11827.6321	2.8840143	5.4768781	24303.8577	24373.7591
obs	Pacific	(27.95,28.05]	cstar_tref ~ aou + oxygen + phosphate	14634.47333	14664.6123	2.6294720	5.0938491	30584.2609	30645.1073
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + nitrate + silicate	6088.03380	6120.1060	1.7200231	3.0358464	11474.8889	11539.1787
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	14658.38003	14700.5747	2.6380249	5.1213128	30664.6690	30749.8540
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + aou + oxygen + phosphate	14631.87516	14668.0420	2.6275003	5.0826390	30557.8676	30630.8833
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + oxygen + nitrate + silicate	6173.99325	6206.0654	1.7684164	3.1295239	11668.2442	11732.5340
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + oxygen + silicate + phosphate	6188.87400	6220.9462	1.7769312	3.1489761	11708.5284	11772.8182
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou	5974.15132	6000.8781	1.6590137	3.1391067	11732.4031	11785.9779
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	14655.87702	14698.0716	2.6369479	5.1218117	30666.5231	30751.7081
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate	5967.63791	5999.7101	1.6544610	3.0526118	11547.1167	11611.4065
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + aou + silicate + phosphate	14470.40937	14512.6040	2.5583600	5.0059252	30377.1831	30462.3681
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + nitrate + silicate	6081.85117	6113.9234	1.7165939	3.1139321	11659.4847	11723.7745
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen	5971.32384	5998.0507	1.6575003	3.1358917	11725.9248	11779.4996
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate	5965.41625	5997.4884	1.6532749	3.0509946	11543.9159	11608.2057
obs	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	14456.75041	14498.9450	2.5526658	5.0225848	30425.9653	30511.1503
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + silicate	6080.04168	6106.7685	1.7166994	3.1267052	11684.3193	11737.8941
mod	Pacific	(27.95,28.05]	cstar_tref ~ sal + temp + silicate + phosphate	6077.51071	6109.5829	1.7141905	3.1184613	11670.8523	11735.1421
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	14532.08206	14574.2767	2.5842290	5.0444079	30474.1594	30559.3444
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + aou + silicate + phosphate	14577.22409	14613.3909	2.6041794	5.0810288	30563.6833	30636.6990
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	14544.41767	14586.6123	2.5894346	5.0673816	30535.9194	30621.1044
obs	Pacific	(27.95,28.05]	cstar_tref ~ temp + oxygen + silicate + phosphate	14595.32070	14631.4875	2.6118786	5.1104869	30641.8509	30714.8666
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + phosphate	12769.31710	12804.6875	2.6054642	5.0105603	24355.8202	24426.1827
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	12707.02501	12748.2905	2.5744449	4.9378873	24207.4759	24289.5655
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + aou + silicate + phosphate	12758.87573	12794.2461	2.6004012	4.9881975	24308.9953	24379.3577
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate	4117.68543	4147.7851	1.5252770	2.5596038	7476.6816	7537.0768
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	12679.38615	12720.6516	2.5612236	4.9393600	24211.0749	24293.1644
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + nitrate + silicate	3986.88468	4022.0009	1.4370956	2.4326546	7259.8642	7330.3253
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	4186.31921	4216.4189	1.5729510	2.7005805	7744.3045	7804.6997
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + phosphate	12754.70159	12790.0720	2.5983799	5.0152986	24365.9188	24436.2813
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	4012.52057	4047.6368	1.4537116	2.4457789	7277.4052	7347.8662
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + aou + silicate + phosphate	12691.96617	12733.2316	2.5672329	4.9364028	24204.6161	24286.7056
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate	4117.82625	4147.9259	1.5253733	2.5632305	7484.6732	7545.0684
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3986.78043	4021.8967	1.4370284	2.4348181	7264.9167	7335.3778
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + phosphate	4186.60644	4216.7061	1.5731536	2.7053623	7753.9291	7814.3243
mod	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	4013.35485	4048.4711	1.4542556	2.4497771	7286.2476	7356.7087
obs	Pacific	(28.05,28.1]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	12733.75576	12775.0212	2.5872967	4.9630827	24260.4608	24342.5504
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + phosphate	12721.38362	12756.7540	2.5823023	4.9833202	24299.3334	24369.6959
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate	4183.97122	4214.0709	1.5712957	2.6503536	7640.5131	7700.9083
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	12704.05242	12745.3179	2.5730197	4.9585116	24251.3058	24333.3953
mod	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate	4191.10218	4221.2018	1.5763284	2.6637928	7665.5243	7725.9194
obs	Pacific	(28.05,28.1]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	12755.04536	12796.3108	2.5975783	4.9919382	24320.9998	24403.0893
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + nitrate + phosphate	10500.95719	10535.3619	2.4018472	4.6970604	19620.0030	19688.0847
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	10460.15706	10500.2959	2.3794578	4.6057504	19457.7873	19537.2160
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + silicate + phosphate	6903.55952	6937.3539	1.2847041	2.4104454	13550.8929	13618.7489
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + aou + silicate + phosphate	10483.88968	10518.2944	2.3928938	4.6192271	19479.5939	19547.6756
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	10500.39332	10540.5322	2.4005001	4.6457999	19532.4371	19611.8657
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + oxygen + silicate + phosphate	7018.36786	7052.1623	1.3209359	2.4838216	13805.8106	13873.6666
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + oxygen + silicate + phosphate	10538.59949	10573.0042	2.4217125	4.6682752	19570.9194	19639.0011
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate	7250.71532	7284.5097	1.3974180	2.5144503	13864.5295	13932.3855
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	10483.07387	10523.2127	2.3914198	4.6665693	19568.5783	19648.0069
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + nitrate + silicate	6455.60323	6495.0300	1.1520320	2.1835610	12727.7200	12806.8853
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + phosphate	10528.55465	10562.9594	2.4163954	4.6934623	19615.4691	19683.5508
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + silicate + phosphate	6371.33052	6410.7573	1.1287518	2.0924138	12349.7139	12428.8793
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + aou + silicate + phosphate	10468.36613	10508.5050	2.3837358	4.6076494	19461.6682	19541.0969
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + nitrate + silicate	6992.66228	7026.4567	1.3127358	2.4831247	13807.8635	13875.7195
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6461.36669	6500.7935	1.1536416	2.1870465	12741.3253	12820.4907
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	6380.78878	6420.2156	1.1313411	2.0984080	12374.3953	12453.5606
obs	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	10494.58347	10534.7223	2.3974502	4.6333086	19509.5695	19588.9982
mod	Pacific	(28.1,28.2]	cstar_tref ~ sal + temp + silicate + phosphate	6972.65501	7006.4494	1.3063888	2.4706665	13765.2614	13833.1174
obs	Pacific	(28.1,28.2]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	10610.69244	10650.8313	2.4591421	4.6994530	19633.7318	19713.1604
mod	Pacific	(28.1,28.2]	cstar_tref ~ temp + aou + silicate + phosphate	7343.29820	7377.0926	1.4291134	2.5173301	13844.3130	13912.1690
obs	Pacific	(28.2,28.3]	cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate	2821.34873	2852.8892	1.9723573	4.2048959	4564.1253	4623.4108
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2802.18395	2833.7244	1.9443077	4.2013041	4553.4373	4612.7228
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + oxygen + nitrate + phosphate	2805.85455	2837.3950	1.9496489	4.1821523	4548.6188	4607.9044
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + aou + silicate + phosphate	8934.72428	8972.5750	0.7264837	1.3115586	16594.6049	16670.6969
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	2809.75847	2841.2990	1.9553458	4.2387354	4570.0569	4629.3425
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + oxygen + silicate + phosphate	9084.07109	9121.9218	0.7399758	1.3696440	17380.2026	17456.2946
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2806.75335	2838.2938	1.9509590	4.1812521	4548.7470	4608.0325
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + nitrate + silicate	8959.85721	9004.0163	0.7285573	1.3854979	17625.2626	17714.0366
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate	9137.81421	9175.6649	0.7448921	1.4359579	18239.8752	18315.9672
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate + phosphate	8567.30840	8611.4675	0.6941576	1.2507915	15797.5432	15886.3172
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + aou + silicate + phosphate	2842.05589	2873.5964	2.0031193	4.2552369	4591.6257	4650.9112
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + nitrate + silicate	9061.71324	9099.5639	0.7379402	1.4314765	18194.6854	18270.7774
obs	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2803.18159	2834.7221	1.9457579	4.1946603	4551.6399	4610.9254
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	8962.26514	9006.4243	0.7287735	1.3863217	17635.6781	17724.4521
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + silicate	9137.21401	9175.0647	0.7448370	1.4359372	18239.7066	18315.7986
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + oxygen + silicate + phosphate	8573.14783	8617.3069	0.6946572	1.2527090	15825.4178	15914.1918
mod	Pacific	(28.2,28.3]	cstar_tref ~ sal + temp + silicate + phosphate	8967.61833	9005.4690	0.7294341	1.4216435	18084.0029	18160.0949
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2822.99556	2854.5361	1.9747864	4.1956361	4561.6881	4620.9736
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + aou + oxygen + nitrate + phosphate	2849.91458	2881.4551	2.0149192	4.2370853	4589.0681	4648.3536
obs	Pacific	(28.2,28.3]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	2826.93318	2858.4737	1.9806066	4.2071224	4567.6081	4626.8936
mod	Pacific	(28.3,28.4]	cstar_tref ~ aou + nitrate + silicate + phosphate	5580.40771	5613.7931	1.0254695	1.7902606	9210.4787	9276.0247
obs	Pacific	(28.3,28.4]	cstar_tref ~ aou + nitrate + silicate + phosphate	375.34632	390.4770	1.7432823	3.1713883	518.7176	543.5138
mod	Pacific	(28.3,28.4]	cstar_tref ~ oxygen + nitrate + silicate + phosphate	5598.15918	5631.5446	1.0302013	1.7784279	9159.3866	9224.9326
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	377.34614	394.9987	1.7432806	3.1534756	521.7835	550.7124
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + nitrate + silicate + phosphate	5610.89052	5644.2760	1.0336083	1.7955704	9229.3102	9294.8562
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + nitrate + silicate + phosphate	375.40207	390.5328	1.7438106	3.2029808	520.3657	545.1620
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	5598.61823	5637.5679	1.0297897	1.7775745	9159.9886	9236.4590
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate	377.26908	394.9216	1.7425507	3.1755434	522.8931	551.8221
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5706.84950	5745.7992	1.0591036	1.7854458	9176.7485	9253.2189
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + aou + nitrate + phosphate	376.46078	394.1133	1.7349125	3.1452555	520.9059	549.8348
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + aou + nitrate + silicate	5634.44712	5673.3968	1.0394028	1.8276010	9361.3001	9437.7705
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + nitrate + phosphate	377.02847	392.1592	1.7592927	3.2038844	521.2491	546.0453
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	374.71869	392.3712	1.7185641	3.1625860	520.9101	549.8391
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	5708.21153	5747.1612	1.0594777	1.7865440	9181.2433	9257.7137
obs	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	376.68081	394.3333	1.7369885	3.1602848	521.8025	550.7314
mod	Pacific	(28.3,28.4]	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5634.35450	5673.3042	1.0393778	1.8281345	9363.4343	9439.9047
mod	Pacific	(28.3,28.4]	cstar_tref ~ temp + aou + nitrate + phosphate	5789.84010	5823.2255	1.0827066	1.8136217	9277.4712	9343.0172
obs	Pacific	(28.3,28.4]	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	373.93565	391.5882	1.7112660	3.1386226	519.2681	548.1970
mod	Pacific	(28.3,28.4]	cstar_tref ~ temp + oxygen + nitrate + phosphate	5790.23742	5823.6228	1.0828181	1.8143811	9280.6538	9346.1998
obs	Pacific	(28.3,28.4]	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate	373.77942	391.4319	1.7098137	3.1906636	521.8345	550.7634

7.3 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)
)

7.4 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
)

7.5 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 = ""))

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

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
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
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
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
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
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
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_all_stats <- 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_all_stats %>%
  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]	4	6	7	9	10	6	5
(26,26.5]	7	7	7	6	10	6	6
(26.5,26.75]	6	5	5	10	5	9	7
(26.75,27]	7	4	5	10	4	10	6
(27,27.25]	7	9	5	5	4	10	7
(27.25,27.5]	7	10	5	4	4	10	6
(27.5,27.75]	8	3	5	7	10	7	5
(27.75,27.85]	6	5	6	5	8	10	4
(27.85,27.95]	8	3	6	7	8	9	5
(27.95,28.05]	7	NA	7	10	6	6	6
(28.05,28.1]	8	NA	6	10	6	5	6
(28.1,28.15]	8	NA	6	10	5	6	6
(28.15,28.2]	7	10	7	3	4	6	6
(28.2, Inf]	8	10	5	NA	8	6	5
total	98.00	—	82.00	—	92.00	106.00	80.00
Indian - mod
(-Inf,26]	5	4	5	10	4	6	10
(26,26.5]	4	6	5	8	6	10	9
(26.5,26.75]	5	6	4	10	5	10	7
(26.75,27]	4	5	4	8	8	10	7
(27,27.25]	3	7	4	8	8	8	8
(27.25,27.5]	5	10	4	2	5	5	10
(27.5,27.75]	3	7	3	10	2	5	7
(27.75,27.85]	3	4	2	6	4	9	4
(27.85,27.95]	2	2	6	8	3	7	6
(27.95,28.05]	4	3	6	7	10	7	6
(28.05,28.1]	4	4	5	4	10	7	10
(28.1,28.2]	5	9	5	1	8	6	8
(28.2,28.3]	8	6	5	4	10	8	5
(28.3,28.4]	5	7	7	6	8	10	4
total	60.00	80.00	65.00	92.00	91.00	108.00	101.00
Pacific - mod
(-Inf,26]	5	10	7	4	8	5	8
(26,26.5]	7	5	7	8	3	10	6
(26.5,26.75]	7	4	4	10	5	9	7
(26.75,27]	6	5	5	10	4	7	9
(27,27.25]	7	6	5	10	3	5	8
(27.25,27.5]	4	5	4	9	9	10	6
(27.5,27.75]	4	5	4	6	10	10	6
(27.75,27.85]	3	7	4	3	10	10	7
(27.85,27.95]	4	8	3	4	10	8	5
(27.95,28.05]	3	3	4	2	10	8	7
(28.05,28.1]	5	6	5	4	8	6	10
(28.1,28.2]	5	4	3	6	9	9	8
(28.2,28.3]	4	3	4	5	10	10	8
(28.3,28.4]	4	10	5	8	6	6	6
total	68.00	81.00	64.00	89.00	105.00	113.00	101.00
Atlantic - obs
(-Inf,26]	6	10	7	4	9	4	7
(26,26.5]	8	8	6	10	5	5	6
(26.5,26.75]	6	5	4	10	5	6	10
(26.75,27]	5	6	6	10	4	7	9
(27,27.25]	6	9	7	10	4	4	7
(27.25,27.5]	6	9	7	10	4	4	7
(27.5,27.75]	7	4	6	10	4	10	6
(27.75,27.85]	7	5	5	10	5	10	5
(27.85,27.95]	5	4	5	10	8	10	4
(27.95,28.05]	4	4	5	10	10	9	5
(28.05,28.1]	5	5	5	10	10	6	5
(28.1,28.15]	3	4	7	10	6	4	10
(28.15,28.2]	4	5	6	10	6	5	10
(28.2, Inf]	6	1	6	10	8	6	6
total	78.00	79.00	82.00	134.00	88.00	90.00	97.00
Indian - obs
(-Inf,26]	3	5	2	3	8	6	10
(26,26.5]	5	4	5	10	6	6	10
(26.5,26.75]	5	4	5	10	6	6	10
(26.75,27]	6	3	4	10	8	6	8
(27,27.25]	6	9	4	10	6	6	5
(27.25,27.5]	4	6	4	10	6	10	5
(27.5,27.75]	4	6	3	10	8	10	6
(27.75,27.85]	4	9	4	10	7	8	6
(27.85,27.95]	5	4	5	10	6	6	10
(27.95,28.05]	7	4	3	10	4	6	10
(28.05,28.1]	9	4	2	10	6	6	7
(28.1,28.2]	7	4	6	10	10	6	4
(28.2,28.3]	8	4	6	10	10	6	4
(28.3,28.4]	7	8	5	10	5	8	4
total	80.00	74.00	58.00	133.00	96.00	96.00	99.00
Pacific - obs
(-Inf,26]	7	9	7	4	10	4	6
(26,26.5]	7	4	5	10	6	6	8
(26.5,26.75]	6	7	5	10	4	5	9
(26.75,27]	7	7	5	10	3	4	8
(27,27.25]	5	4	5	10	10	6	6
(27.25,27.5]	5	5	4	10	10	7	6
(27.5,27.75]	4	6	5	10	8	9	6
(27.75,27.85]	5	6	5	10	5	7	9
(27.85,27.95]	6	5	4	10	5	6	10
(27.95,28.05]	7	4	5	10	5	7	7
(28.05,28.1]	8	6	2	10	7	6	7
(28.1,28.2]	7	5	3	10	9	7	5
(28.2,28.3]	7	9	6	10	6	6	6
(28.3,28.4]	4	10	3	10	7	7	6
total	85.00	87.00	64.00	134.00	95.00	87.00	99.00

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
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
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
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 %>% 
  ggplot(aes(rmse, log10(vif_max),col=data_source)) +
  geom_hline(yintercept = 1) +
  geom_point() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin)

Past versions of rmse_vs_VIF_all_models-1.png

Version	Author	Date
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

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

[[31]]

Past versions of spatial_residual-31.png

Version	Author	Date
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

[[32]]

Past versions of spatial_residual-32.png

Version	Author	Date
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

[[33]]

Past versions of spatial_residual-33.png

Version	Author	Date
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

[[34]]

Past versions of spatial_residual-34.png

Version	Author	Date
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

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

[[31]]

Past versions of Spatial_residual_offset-31.png

Version	Author	Date
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

[[32]]

Past versions of Spatial_residual_offset-32.png

Version	Author	Date
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

[[33]]

Past versions of Spatial_residual_offset-33.png

Version	Author	Date
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

[[34]]

Past versions of Spatial_residual_offset-34.png

Version	Author	Date
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
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
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

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_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       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_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_1.4-1        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.5            rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.11          farver_2.0.3             generics_0.0.2          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            MASS_7.3-53             
[55] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[58] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[61] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[64] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[70] modelr_0.1.8             vctrs_0.3.5              tweenr_1.0.2            
[73] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[76] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[79] openxlsx_4.2.3           xfun_0.18                RcppEigen_0.3.3.7.0     
[82] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[85] here_0.1