Last updated: 2021-08-04

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: 76d6a79

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 76d6a79. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

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

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

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

File Version Author Date Message
html 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 677.91050 694.11338 4.9924529 12.6679740 1243.0265 1273.5215
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 145.98933 160.29069 0.7701751 1.8948948 381.2414 411.4794
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 667.36141 686.26478 4.7156468 12.3559394 1233.7413 1269.3189
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 678.10527 697.00864 4.9516547 12.6219966 1245.1132 1280.6908
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 148.13019 162.43155 0.7847752 1.5777271 333.0504 363.2884
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + silicate 86.44798 98.70629 0.4649218 1.7135760 334.7527 360.6710
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 85.90274 100.20410 0.4546567 1.2579443 272.6878 302.9258
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + silicate + phosphate 181.33249 193.59080 1.0686906 1.8719786 366.1176 392.0359
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 675.47355 691.67643 4.9374565 12.6670098 1241.7119 1272.2069
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 146.50758 160.80894 0.7736843 1.8978176 381.6845 411.9225
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 663.78218 682.68554 4.6395475 12.3257982 1231.1216 1266.6992
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 676.05754 694.96091 4.9057792 12.6315228 1244.2170 1279.7946
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 152.69377 166.99513 0.8168282 1.6103436 337.7163 367.9543
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 99.64883 111.90714 0.5219992 1.6836017 337.5472 363.4655
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 674.87182 691.07470 4.9239703 12.6785842 1241.6281 1272.1231
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 662.41415 681.31751 4.6107868 12.3205527 1230.2424 1265.8199
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 675.51844 694.42180 4.8937725 12.6450852 1244.2066 1279.7841
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 153.19067 167.49202 0.8203963 1.6134316 338.1260 368.3640
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 151.52880 163.78711 0.8228333 1.8272896 368.4962 394.4145
obs Atlantic (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 666.96319 685.86655 4.7071185 12.6551520 1239.6613 1275.2388
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 4405.85385 4433.32935 5.1158771 11.2505495 8530.0966 8584.3033
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 1782.04265 1808.37701 3.9001021 8.9186505 4021.5888 4075.2607
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4378.97305 4411.02781 5.0142946 11.1481222 8505.0406 8568.2817
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1784.12598 1810.46034 3.9128986 8.2597521 3918.2048 3971.8767
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4261.88468 4293.93944 4.6227112 10.7524914 8387.1126 8450.3537
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1826.49599 1852.83035 4.1824531 8.9882791 4034.2513 4087.9232
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 4425.03748 4452.51299 5.1844867 11.4528619 8576.7052 8630.9119
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1754.21481 1780.54917 3.7331347 8.6735408 3982.2422 4035.9141
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4391.07324 4423.12800 5.0566068 11.3149721 8542.7081 8605.9492
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1783.40560 1809.73996 3.9084690 8.4025213 3941.9285 3995.6004
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4328.79758 4360.85234 4.8425850 11.0575611 8471.5829 8534.8240
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1756.21754 1782.55190 3.7449086 8.8291511 4005.3096 4058.9815
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4417.10413 4449.15889 5.1488463 11.4599893 8579.4209 8642.6621
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1783.56159 1809.89595 3.9094278 8.4616579 3951.5255 4005.1974
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4361.24752 4393.30228 4.9529500 11.2910663 8528.9891 8592.2303
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1757.08916 1783.42352 3.7500444 8.8729890 4011.7474 4065.4193
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4425.05467 4452.53018 5.1845485 11.3995583 8565.8469 8620.0536
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1779.73664 1806.07100 3.8859868 8.8324333 4008.6609 4062.3328
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4399.60168 4431.65644 5.0866435 11.2918356 8540.3830 8603.6241
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1778.06164 1804.39600 3.8757659 8.7856486 4001.5401 4055.2120
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 3239.32055 3265.51937 3.8716223 7.2632726 6303.4555 6355.8118
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3213.44237 3244.00766 3.7799973 7.0952819 6253.2516 6314.3339
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3244.95892 3275.52421 3.8837430 7.2418061 6299.5891 6360.6714
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5706.85513 5741.01782 4.5108031 9.9425403 11202.7852 11270.4153
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3256.46726 3287.03255 3.9223315 7.2451456 6298.8989 6359.9812
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5698.12620 5732.28889 4.4906148 9.9225454 11194.1190 11261.7491
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3250.04960 3280.61489 3.9007655 7.2455596 6300.1029 6361.1852
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 5702.79580 5736.95849 4.5014034 9.9443409 11202.3554 11269.9855
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 5743.68046 5772.96276 4.6017035 10.0476358 11242.2093 11300.1779
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3264.70703 3295.27232 3.9501956 7.2675722 6305.2454 6366.3277
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5690.68691 5724.84960 4.4734806 9.9175660 11190.6181 11258.2481
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 3243.23081 3269.42963 3.8846502 7.2513707 6298.8374 6351.1936
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 5744.12944 5773.41175 4.6027653 10.0511946 11243.4660 11301.4346
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3223.26699 3253.83228 3.8120370 7.1172060 6259.5436 6320.6259
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5709.00471 5743.16740 4.5157885 9.9632700 11210.0347 11277.6648
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 5709.90195 5739.18425 4.5225167 9.9895734 11215.2522 11273.2209
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 3249.00555 3275.20437 3.9039703 7.2661691 6303.0585 6355.4148
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3231.97192 3262.53721 3.8406520 7.1511565 6270.1131 6331.1955
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5703.58567 5737.74836 4.5032309 9.9648022 11209.1671 11276.7972
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 5703.63257 5732.91488 4.5079701 9.9883579 11213.2742 11271.2428
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 5017.32709 5052.41190 2.3043817 4.6616580 9379.3377 9448.4545
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 5489.17977 5519.25247 2.8526819 5.3250716 9940.2561 9999.4990
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5208.79411 5243.87892 2.5119487 4.9151088 9607.6252 9676.7420
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 5427.17759 5457.25028 2.7741119 5.1826507 9828.2789 9887.5218
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6654.05445 6689.28282 4.5328873 10.4496571 12844.1353 12913.4758
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5394.64805 5429.73286 2.7312976 4.9285613 9622.3972 9691.5140
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 6597.44725 6632.67562 4.4210534 10.3121974 12779.1423 12848.4828
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6655.96046 6691.18883 4.5367017 10.3822653 12822.6493 12891.9898
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6669.28037 6699.47611 4.5674772 10.4285765 12839.0971 12898.5318
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5432.21358 5467.29838 2.7779082 5.0901392 9757.3727 9826.4895
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6587.20659 6622.43496 4.4011186 10.2148565 12743.3481 12812.6886
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5048.64600 5083.73081 2.3371215 4.5174061 9261.5785 9330.6953
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6589.87132 6625.09969 4.4062971 10.3296958 12782.1154 12851.4559
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5556.35891 5586.43160 2.9403259 5.2680936 9892.3091 9951.5521
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 6604.11438 6634.31013 4.4379957 10.3973425 12806.0480 12865.4828
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 6653.96133 6684.15708 4.5367034 10.4208801 12831.3701 12890.8048
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5094.46330 5129.54810 2.3858571 4.6357892 9367.4549 9436.5717
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6584.69289 6619.92126 4.3962391 10.2526041 12754.9484 12824.2889
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 5594.43198 5624.50468 2.9911875 5.3879348 9986.1595 10045.4025
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 6599.50562 6629.70136 4.4289785 10.3179101 12778.4749 12837.9097
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9556.54138 9593.99949 5.1732158 11.0213384 17870.8057 17944.4707
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5467.66171 5503.65597 2.0925101 4.1455188 9942.0406 10012.6838
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 5753.92323 5784.77545 2.3452497 4.6003190 10422.1240 10482.6753
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9573.95863 9611.41674 5.2022131 10.8788917 17810.6830 17884.3481
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5563.74960 5599.74385 2.1735762 4.3845004 10192.7099 10263.3532
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5755.87151 5791.86577 2.3452017 4.5904361 10416.9548 10487.5980
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 9598.58828 9636.04639 5.2434957 10.9766418 17861.1073 17934.7723
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9559.29613 9596.75424 5.1777913 10.7741498 17758.8845 17832.5496
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5466.69878 5502.69303 2.0917132 4.0638458 9857.2394 9927.8827
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 9673.19605 9705.30300 5.3740063 11.0374408 17901.8334 17964.9749
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5821.43169 5857.42594 2.4068167 4.5600220 10395.2109 10465.8541
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9569.03656 9606.49467 5.1940021 10.8379659 17790.6991 17864.3642
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 9572.50748 9604.61443 5.2031295 10.9451120 17837.0399 17900.1814
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5635.00652 5665.85874 2.2374840 4.5268117 10334.6589 10395.2102
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5629.03531 5665.02957 2.2304400 4.5126061 10324.1520 10394.7952
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9519.14176 9556.59987 5.1114957 10.8531142 17785.5090 17859.1741
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 9557.36009 9589.46704 5.1778976 10.8452537 17787.8013 17850.9428
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 5526.22274 5557.07496 2.1432438 4.1710479 9972.8335 10033.3849
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5525.24509 5561.23935 2.1407208 4.1614730 9966.5889 10037.2321
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9496.87314 9534.33125 5.0750965 10.7408756 17728.5891 17802.2542
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 11198.11900 11231.27607 4.9261776 9.9434579 20469.3173 20534.4607
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8808.54103 8846.25933 3.6709919 7.0631318 16801.8283 16876.7903
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11153.13928 11191.82253 4.8642239 9.8419963 20402.1941 20478.1947
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 8709.68922 8742.01918 3.5626830 6.8334498 16590.8654 16655.1185
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8708.76442 8746.48272 3.5594624 6.7480026 16514.9967 16589.9587
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 11162.75594 11201.43919 4.8768420 9.8201994 20390.6229 20466.6236
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8653.32725 8691.04554 3.4989662 6.6511727 16424.9259 16499.8878
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11134.35838 11173.04163 4.8396755 9.7113471 20317.6137 20393.6143
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8557.76281 8595.48110 3.3970847 6.3993382 16182.0705 16257.0325
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11126.38706 11165.07032 4.8292937 9.6825229 20298.0590 20374.0597
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8455.96775 8493.68604 3.2918216 6.1790439 15962.2111 16037.1731
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11357.04840 11395.73165 5.1389028 10.0423892 20560.1832 20636.1839
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 11187.47213 11220.62920 4.9120684 9.8957610 20438.1569 20503.3004
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8661.96178 8694.29174 3.5104909 6.5957636 16366.7002 16430.9534
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8589.77479 8627.49308 3.4308780 6.5160525 16296.4171 16371.3791
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11141.53609 11180.21935 4.8490428 9.7872952 20366.2475 20442.2482
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 11187.75526 11220.91234 4.9124431 9.8867354 20432.6742 20497.8176
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 8587.64115 8619.97111 3.4307362 6.4109133 16187.6452 16251.8984
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8463.32683 8501.04512 3.2993208 6.2740304 16059.7815 16134.7435
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11139.43030 11178.11355 4.8462927 9.7672621 20353.4345 20429.4352
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9682.57899 9720.22768 4.9560308 10.2314774 18628.2204 18702.8195
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + silicate + phosphate 9723.55166 9755.82196 5.0229919 10.3064002 18671.5634 18735.5055
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9723.10973 9760.75842 5.0191627 10.4672442 18762.0673 18836.6664
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10978.58593 11018.51646 2.8656339 5.7805869 21923.3613 22003.1526
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 11160.22837 11194.45454 2.9867558 5.6673794 21734.9355 21803.3281
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 10313.91448 10353.84501 2.4668791 4.9652463 20581.3719 20661.1632
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9714.04732 9751.69601 5.0049774 10.2643759 18650.8595 18725.4586
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11177.19109 11205.71290 2.9995507 5.7105161 21799.3318 21856.3256
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 10330.33362 10364.55979 2.4771433 5.0019856 20642.0881 20710.4806
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10961.73730 11001.66782 2.8547704 5.7506036 21877.6098 21957.4011
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11171.26403 11205.49019 2.9941954 5.6755929 21747.2391 21815.6316
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10321.26657 10361.19710 2.4709710 4.9673701 20585.2629 20665.0542
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9719.61897 9757.26765 5.0136939 10.2949625 18668.4569 18743.0560
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10956.67542 10996.60595 2.8515147 5.7208606 21832.1908 21911.9821
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10405.86856 10445.79908 2.5185488 5.0345375 20704.1950 20783.9862
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9725.51569 9763.16437 5.0229355 10.3267094 18686.6767 18761.2758
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9688.59905 9726.24774 4.9653574 10.2616894 18645.6910 18720.2900
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 9729.14786 9761.41816 5.0317784 10.3356608 18688.3682 18752.3103
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9697.15654 9734.80522 4.9786453 10.3022557 18669.1361 18743.7352
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 9738.70847 9770.97877 5.0468248 10.3785545 18713.1045 18777.0466
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8444.60075 8481.33031 4.8715500 10.0912645 16302.9084 16375.7039
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 8457.20188 8488.68436 4.8969472 10.1267018 16318.4175 16380.8136
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5490.83019 5522.48538 1.6109925 3.2236849 10392.8930 10455.5179
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8441.52526 8478.25482 4.8662173 10.0894379 16301.5479 16374.3433
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5281.67282 5318.60388 1.4974829 3.0794565 10136.1559 10209.2183
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4984.94415 5021.87521 1.3513598 2.8419391 9686.0146 9759.0770
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 5263.18208 5294.83726 1.4889624 3.0384337 10062.1473 10124.7722
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 8453.48308 8484.96556 4.8904662 10.1240943 16316.5896 16378.9857
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 5998.81758 6030.47276 1.9205750 3.7656920 11247.9761 11310.6011
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 8437.82805 8474.55761 4.8598143 10.1116632 16311.8108 16384.6063
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 5818.45296 5850.10815 1.8043758 3.6133558 11016.6198 11079.2448
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5364.23920 5401.17025 1.5408825 3.1452160 10254.9050 10327.9674
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 5081.98537 5118.91642 1.3975066 2.9198112 9837.3500 9910.4124
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 8447.68737 8484.41694 4.8769079 10.1095097 16312.2930 16385.0885
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5470.06501 5506.99607 1.5983522 3.2688354 10464.8937 10537.9561
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5191.69740 5228.62846 1.4515795 3.0348893 10048.3571 10121.4195
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8448.41582 8485.14539 4.8781732 10.1245756 16319.7486 16392.5440
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8444.54152 8481.27108 4.8714472 10.1004634 16307.3965 16380.1919
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 8457.15500 8488.63748 4.8968655 10.1364496 16323.1664 16385.5625
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8444.40759 8481.13715 4.8712149 10.1104528 16312.2502 16385.0457
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 12179.89827 12219.02716 5.2402246 11.3360546 24254.7177 24332.5787
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 5231.22793 5261.94574 1.9985054 4.7507344 10422.0027 10482.5449
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 12179.87588 12213.41493 5.2428449 11.3386770 24252.6966 24319.4346
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 5456.45994 5487.17775 2.1891490 4.9854865 10681.1004 10741.6426
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12181.03903 12220.16792 5.2417359 11.2350713 24192.4738 24270.3348
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5112.42257 5148.26002 1.9031876 4.6089178 10268.9036 10339.5362
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 5470.59310 5501.31091 2.2017009 4.8761067 10600.2711 10660.8133
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4761.90933 4797.74678 1.6515872 4.1733921 9768.4449 9839.0774
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 5259.43666 5290.15448 2.0214416 4.6809620 10377.2263 10437.7685
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 12179.15993 12212.69898 5.2418961 11.2352513 24188.6070 24255.3450
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12075.10614 12114.23503 5.1032365 11.0014934 24026.7657 24104.6267
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 12074.19854 12107.73759 5.1046459 11.0036317 24024.3201 24091.0581
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5205.19564 5241.03309 1.9759706 4.7182415 10390.2497 10460.8822
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4890.47120 4926.30865 1.7397545 4.3048841 9933.2895 10003.9220
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 11750.33461 11789.46350 4.7010177 10.4134913 23582.3605 23660.2215
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11751.14560 11790.27449 4.7019815 10.4471835 23604.5265 23682.3875
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5273.23869 5309.07614 2.0311156 4.8147301 10490.1658 10560.7984
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4973.55015 5009.38760 1.7992177 4.4043038 10049.2912 10119.9238
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11750.71337 11789.84226 4.7014678 10.4142155 23582.9187 23660.7797
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 11749.32438 11782.86343 4.7021940 10.4482750 23601.2771 23668.0151
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 7307.66259 7333.54386 3.9380585 7.9219630 13816.4487 13867.6108
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 7244.17147 7275.22900 3.8406937 7.8242237 13754.7395 13816.1341
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13734.08658 13774.20088 4.9225000 12.3649797 29062.9441 29143.0424
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7204.19466 7235.25219 3.7824477 7.6273076 13632.5622 13693.9568
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 7081.83376 7118.06754 3.6068427 7.4498784 13511.1004 13582.7274
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 13411.97060 13452.08490 4.5863477 11.9118456 28670.0101 28750.1084
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 7310.55854 7341.61607 3.9394075 7.9520620 13838.0269 13899.4215
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 13740.56425 13774.94794 4.9316722 12.3743874 29067.5632 29136.2188
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13567.03822 13607.15251 4.7452061 12.1158342 28852.5316 28932.6298
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 13581.72404 13616.10772 4.7626243 12.1336592 28865.4640 28934.1197
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7237.36648 7268.42400 3.8307159 7.6777690 13667.0571 13728.4517
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7096.54083 7132.77461 3.6271773 7.4691719 13525.1789 13596.8059
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 13465.29416 13505.40846 4.6403656 11.9894598 28737.7089 28817.8072
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13507.36768 13547.48198 4.6834357 12.0799969 28808.5608 28888.6591
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13995.66233 14035.77663 5.2135198 12.8502291 29439.6791 29519.7774
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 7257.66301 7288.72053 3.8605526 7.7114187 13689.6520 13751.0466
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7106.16393 7142.39771 3.6405447 7.4836330 13535.4624 13607.0894
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13456.89375 13497.00805 4.6318138 11.9741993 28725.2261 28805.3244
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 13508.09457 13542.47825 4.6862410 12.0844568 28808.2875 28876.9432
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7291.66184 7322.71937 3.9110537 7.9212007 13817.6800 13879.0745
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2924.72719 2948.60973 1.2748411 2.3853135 5558.5799 5606.2530
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + silicate + phosphate 2920.90501 2949.56405 1.2706165 2.3653242 5532.1365 5589.3441
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 11419.44259 11452.91453 4.4685966 10.7845733 23846.6943 23913.4733
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11311.22867 11350.27926 4.3444584 10.5942160 23700.3661 23778.2750
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2925.92041 2954.57945 1.2742549 2.3593550 5521.9723 5579.1799
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2919.51056 2952.94610 1.2681599 2.3427563 5500.8124 5567.5546
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 11379.70170 11413.17364 4.4234312 10.7207282 23795.6803 23862.4594
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11277.44119 11316.49179 4.3070974 10.5537833 23664.7076 23742.6165
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 11337.31650 11370.78844 4.3757635 10.6613160 23746.1903 23812.9694
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11418.55462 11457.60522 4.4652989 10.7680040 23839.8005 23917.7094
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2987.50250 3016.16154 1.3197880 2.4297974 5622.6372 5679.8449
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2972.37754 3005.81309 1.3069651 2.4113491 5600.7632 5667.5054
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 11381.57558 11420.62618 4.4232886 10.7148792 23796.1038 23874.0127
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11323.95468 11363.00528 4.3586143 10.5821274 23697.0761 23774.9850
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3010.48000 3039.13904 1.3371910 2.4628289 5669.6907 5726.8983
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 11376.29491 11409.76685 4.4195807 10.6673422 23762.2166 23828.9957
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2992.94537 3026.38092 1.3223811 2.4443916 5648.5978 5715.3401
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11303.37487 11342.42547 4.3357452 10.5544492 23673.5541 23751.4630
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2989.67588 3013.55841 1.3229320 2.4647952 5671.5308 5719.2038
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 2980.90813 3009.56717 1.3148354 2.4474503 5650.7593 5707.9669
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate 3405.20197 3430.77176 0.9630479 2.2723081 7832.0585 7883.5095
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + silicate + phosphate 3403.48417 3434.16790 0.9615924 2.2095895 7706.9759 7768.7171
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 3395.30482 3425.98856 0.9583978 2.2676520 7824.1491 7885.8904
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3392.59311 3428.39081 0.9565625 2.1977746 7683.8238 7755.8552
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3459.40937 3490.09310 0.9837216 2.2989861 7900.2355 7961.9767
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3460.49941 3496.29711 0.9833575 2.2357126 7775.1104 7847.1418
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 10229.25828 10267.59755 4.3563167 13.2433547 22495.2682 22571.6762
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10167.16550 10205.50477 4.2804442 13.1030065 22408.4184 22484.8264
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10173.43897 10206.30120 4.2904770 13.1345359 22420.9661 22486.4587
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3488.69528 3524.49297 0.9947026 2.2509921 7811.5117 7883.5432
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10137.68010 10176.01937 4.2448796 13.0815811 22384.3776 22460.7856
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10217.58982 10255.92909 4.3419569 13.1934142 22469.9600 22546.3680
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3483.96399 3509.53377 0.9944067 2.3102364 7923.9140 7975.3651
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3485.67708 3516.36082 0.9942906 2.2574251 7820.7082 7882.4495
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 10230.57992 10263.44215 4.3604132 13.2486431 22495.0459 22560.5384
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + phosphate 10193.60207 10226.46430 4.3150261 13.1383274 22433.1398 22498.6323
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10132.44542 10170.78469 4.2385966 13.0456022 22367.6979 22444.1059
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10197.94695 10225.33214 4.3227801 13.1670290 22443.5471 22498.1242
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 3516.85727 3547.54101 1.0069837 2.2747547 7861.4731 7923.2144
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 10147.38435 10180.24658 4.2589615 13.0956682 22392.0839 22457.5764
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + phosphate 4786.15878 4819.75218 0.8001093 1.6351915 9931.3875 9998.7985
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4755.69341 4789.28682 0.7940264 1.6408244 9958.6561 10026.0671
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4926.65052 4960.24392 0.8287691 1.6942839 10220.2102 10287.6213
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4754.42251 4793.61482 0.7933761 1.6375316 9946.4336 10025.0797
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4658.39611 4691.44609 3.9704937 10.7414513 10602.6104 10669.1989
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4864.62172 4903.81402 0.8155823 1.6767577 10139.3527 10217.9989
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4660.73762 4689.06618 3.9808916 10.7528391 10603.2121 10660.2880
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4589.55532 4622.60530 3.8092034 10.5316988 10520.9837 10587.5722
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4660.15143 4693.20141 3.9746944 10.6882031 10589.1987 10655.7872
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4919.57571 4958.76802 0.8268873 1.7009757 10255.9835 10334.6297
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4664.69917 4693.02772 3.9904032 10.7079732 10592.8229 10649.8988
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4578.74806 4611.79804 3.7844845 10.4365977 10491.4422 10558.0307
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4902.46070 4936.05410 0.8237623 1.6791090 10147.0483 10214.4593
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4862.66439 4896.25779 0.8155910 1.6819920 10160.4653 10227.8763
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4598.05917 4631.10915 3.8287673 10.8572518 10608.7183 10675.3069
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 4596.12469 4624.45325 3.8289184 10.8629862 10606.1973 10663.2732
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + phosphate 4958.34328 4991.93668 0.8353750 1.7038460 10266.0335 10333.4445
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4917.58396 4951.17737 0.8268890 1.7067386 10279.2157 10346.6267
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4590.51037 4623.56035 3.8113956 10.7557112 10579.7247 10646.3132
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 4588.51834 4616.84690 3.8114139 10.7632033 10577.6473 10634.7232
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 3998.11985 4032.35413 0.5935891 1.4008750 8215.0852 8282.1065
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3821.09201 3849.62058 0.5706547 1.1786632 7046.6809 7102.5320
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3770.85933 3805.09361 0.5639838 1.1719865 6998.4149 7065.4363
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3814.09904 3845.80497 3.8762042 7.9575590 8179.1650 8243.3957
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3594.70471 3628.93899 0.5420558 1.1467758 6803.3660 6870.3874
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3805.50651 3837.21245 3.8519691 7.9775577 8187.1733 8251.4039
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3478.63033 3518.57032 0.5278370 1.1305510 6677.6950 6755.8866
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3803.50743 3830.68395 3.8519717 7.9776265 8183.1989 8238.2537
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3802.15531 3833.86125 3.8425582 7.9268063 8168.3126 8232.5433
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3812.10184 3839.27836 3.8762122 7.9615299 8176.6624 8231.7173
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3607.17304 3641.40731 0.5435794 1.1487056 6818.1779 6885.1992
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3806.15976 3837.86569 3.8538062 7.9752041 8186.2614 8250.4920
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3497.26031 3537.20030 0.5300554 1.1333034 6699.4158 6777.6074
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3804.25473 3831.43124 3.8540734 7.9755835 8182.3983 8237.4532
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3801.29188 3832.99781 3.8401372 7.9163923 8164.4324 8228.6631
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3637.70128 3671.93556 0.5473281 1.1570988 6875.3902 6942.4115
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3822.38755 3854.09348 3.8997264 7.9829599 8188.1623 8252.3929
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3535.03235 3574.97234 0.5345819 1.1416113 6758.9964 6837.1880
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3811.54483 3843.25077 3.8689842 7.8886398 8153.1523 8217.3830
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 4051.24728 4085.48155 0.6007312 1.4140315 8294.1176 8361.1389
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 637.23714 658.71947 1.7175978 3.4456171 1618.4670 1664.4867
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 834.59617 856.16600 3.0940990 6.9142115 2327.5372 2374.2440
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 682.56874 700.98216 1.9932534 3.7458122 1668.7363 1708.1817
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 832.88820 851.37662 3.0969065 7.1508889 2355.6783 2395.7126
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 512.18900 533.67133 1.1591576 2.5269832 1378.4122 1424.4318
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 832.65336 854.22319 3.0754868 7.0472620 2346.4627 2393.1694
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 878.38353 899.95336 3.5448022 7.6226771 2406.3233 2453.0301
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 636.60825 658.09058 1.7142044 3.4235260 1612.4855 1658.5052
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 831.02570 852.59553 3.0599800 6.8589048 2320.9857 2367.6924
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 683.33676 701.75018 1.9980733 3.7272676 1662.9011 1702.3465
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 829.25409 847.74252 3.0621511 7.0778564 2346.9593 2386.9937
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 514.43291 535.91524 1.1673659 2.5113979 1372.0223 1418.0419
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 829.61455 851.18438 3.0465991 6.9883388 2339.3551 2386.0618
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 719.03941 740.52174 2.2214642 3.7509288 1640.2167 1686.2363
obs Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 867.35407 888.92390 3.4254382 7.5436300 2400.5671 2447.2739
mod Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 717.64609 736.05951 2.2257064 3.8222718 1657.9484 1697.3938
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 697.10840 718.59073 2.0734235 3.5360811 1596.3117 1642.3313
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 863.50451 885.07434 3.3847303 7.4286529 2386.9629 2433.6696
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 695.13879 713.55221 2.0736216 3.5973639 1612.4719 1651.9173
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 877.62724 896.11566 3.5585203 7.6069517 2399.6829 2439.7173
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1283.40654 1308.87503 2.3158852 5.1600673 2909.0026 2961.0008
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1589.16676 1615.20895 3.2004841 7.3888388 3929.7839 3983.9050
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1619.15170 1641.47357 3.3727768 7.5631668 3958.1653 4004.5548
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 885.24884 910.71732 1.1403398 2.8501915 2178.0446 2230.0428
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1621.01214 1647.05432 3.3720052 7.4508298 3940.0060 3994.1271
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1274.86236 1300.33085 2.2809427 5.1059128 2896.0257 2948.0239
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1586.36229 1612.40447 3.1858036 7.3490182 3922.0667 3976.1878
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1344.34354 1366.17367 2.5903151 5.4771185 2977.6673 3022.2372
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1618.70841 1641.03028 3.3703267 7.5352228 3952.7424 3999.1319
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 885.95623 911.42471 1.1417761 2.8486381 2177.6074 2229.6056
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1620.70406 1646.74624 3.3703026 7.4374666 3937.3618 3991.4828
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 1648.64067 1670.96254 3.5398309 7.9276671 4025.2249 4071.6143
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 874.70166 900.17014 1.1191384 2.8301907 2167.9565 2219.9547
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1573.53736 1599.57954 3.1195229 7.2136436 3895.5856 3949.7067
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 895.39825 917.22838 1.1652603 2.9448390 2212.3344 2256.9043
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1313.31789 1335.14802 2.4511903 5.5331359 2989.4206 3033.9905
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1635.17260 1657.49447 3.4625321 7.7934525 4001.1030 4047.4925
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 865.89310 891.36159 1.1017342 2.8060365 2156.5628 2208.5610
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1573.91578 1599.95796 3.1214588 7.2025480 3893.3626 3947.4836
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 888.64177 910.47190 1.1513352 2.9141876 2199.4019 2243.9718
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1014.09656 1038.96728 1.6807382 3.6079475 2497.2047 2549.1605
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1013.07251 1034.39027 1.6839201 3.6261449 2499.6756 2544.2091
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 991.44563 1016.31634 1.6085545 3.7071513 2534.8725 2586.8283
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1906.59285 1933.37485 3.9451870 7.8879782 5448.1987 5506.1230
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1915.98316 1938.93916 4.0120255 7.9548376 5455.5958 5505.2451
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 748.47529 773.34601 1.0044732 2.4000620 2003.0718 2055.0276
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1903.58318 1930.36518 3.9277129 7.8653322 5443.5299 5501.4541
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 986.80039 1011.67111 1.5941386 3.6792713 2525.6703 2577.6261
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1905.58642 1932.36842 3.9393351 7.8827307 5447.3860 5505.3103
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1915.73508 1938.69108 4.0105577 7.9540010 5455.5500 5505.1993
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 749.83292 774.70364 1.0071195 2.3969105 2001.4820 2053.4378
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1904.15907 1930.94107 3.9310505 7.8702205 5444.6035 5502.5277
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 672.33425 697.20497 0.8666700 2.2370826 1914.0419 1965.9977
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1865.97317 1892.75517 3.7157677 7.6867996 5416.6003 5474.5246
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 747.54228 768.86004 1.0065524 2.4560028 2026.9494 2071.4829
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 1935.95739 1958.91339 4.1319801 8.1185433 5489.5186 5539.1679
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 671.62329 696.49401 0.8654767 2.2271844 1908.8194 1960.7752
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1866.03214 1892.81414 3.7160909 7.6845433 5415.8380 5473.7622
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 747.90302 769.22077 1.0072563 2.4435477 2020.8531 2065.3866
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 1938.49958 1961.45558 4.1475022 8.1169941 5486.6364 5536.2858
mod Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 1174.99782 1197.84667 1.3872237 2.9471970 3173.6031 3222.1231
mod Indian (26.75,27] cstar_tref ~ aou + silicate + phosphate 1173.03996 1192.08067 1.3873115 2.9536327 3173.9743 3214.4076
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1163.19029 1189.84728 1.3587598 2.8446495 3111.9293 3168.5360
mod Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1164.07464 1186.92350 1.3646572 2.8688473 3123.8625 3172.3825
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3355.66229 3386.03245 4.6323299 8.5828185 8642.4268 8706.7478
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3354.83729 3380.86885 4.6371407 8.5882107 8639.8796 8695.0120
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1102.81467 1129.47166 1.2410010 2.4679668 2847.4473 2904.0540
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3351.94302 3382.31318 4.6171350 8.5548046 8632.5711 8696.8922
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3355.82562 3386.19578 4.6329983 8.5747982 8638.4331 8702.7541
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3355.20900 3381.24056 4.6386636 8.5807902 8635.9729 8691.1053
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1104.05739 1130.71439 1.2433188 2.4669386 2845.7791 2902.3857
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3351.92408 3382.29424 4.6170578 8.5468827 8628.7872 8693.1082
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1043.35411 1070.01111 1.1350063 2.4572004 2867.6684 2924.2751
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3353.60632 3383.97648 4.6239242 8.5798715 8642.9778 8707.2988
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1102.94495 1125.79380 1.2449769 2.6884248 3018.7924 3067.3124
obs Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 3352.25809 3378.28966 4.6265872 8.5850505 8640.8299 8695.9623
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1045.61367 1072.27066 1.1388636 2.4529039 2863.3337 2919.9404
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3354.07059 3384.44075 4.6258210 8.5770653 8641.1962 8705.5173
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 1103.26301 1126.11186 1.2455716 2.6791312 3011.7827 3060.3027
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 3352.78630 3378.81787 4.6287466 8.5820669 8638.9036 8694.0360
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1793.94639 1822.11052 2.0874855 4.2254451 5224.2898 5285.1048
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2395.36614 2424.05266 3.5139957 8.1543205 6692.2644 6753.0541
obs Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2406.15084 2430.73929 3.5648379 8.3342249 6740.8275 6792.9330
mod Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate 1800.98678 1825.12747 2.1104581 4.2630193 5240.0028 5292.1299
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + phosphate 2422.17072 2446.75917 3.6295855 8.3735926 6749.1107 6801.2162
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1798.50771 1826.67185 2.0990449 4.2492965 5237.8404 5298.6554
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2398.76700 2427.45352 3.5274490 8.1814127 6699.9208 6760.7105
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 2402.31605 2426.90449 3.5495110 8.3966361 6760.4363 6812.5418
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2404.79321 2433.47973 3.5514145 8.2472790 6718.9433 6779.7331
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1864.08200 1892.24613 2.2724764 4.1746759 5111.2186 5172.0336
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2403.47334 2428.06178 3.5541295 8.3652476 6750.7820 6802.8875
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1822.32940 1850.49354 2.1604623 4.2919355 5247.9084 5308.7234
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2395.12513 2423.81165 3.5130442 8.2802816 6731.1481 6791.9378
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1802.55436 1830.71850 2.1093535 4.0846405 5108.8090 5169.6240
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2411.69195 2440.37847 3.5790499 8.3098892 6736.6016 6797.3914
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1864.59610 1892.76023 2.2738913 4.1747237 5110.6054 5171.4204
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1822.28343 1850.44756 2.1603421 4.2918234 5247.8684 5308.6834
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2402.78003 2431.46655 3.5433903 8.3504208 6750.8562 6811.6459
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 1814.12866 1838.26934 2.1443046 4.2889101 5247.3387 5299.4659
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 1812.24605 1836.38674 2.1394229 4.2813985 5243.5321 5295.6592
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3053.17845 3078.99417 3.9197325 8.1214863 8425.8178 8480.7024
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3037.67271 3067.79104 3.8573967 8.0560914 8410.9443 8474.9763
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3035.68454 3061.50026 3.8574385 8.1947435 8467.9526 8522.8372
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3032.38469 3062.50302 3.8387623 8.1065289 8436.2995 8500.3315
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1826.44786 1851.23522 1.7389603 3.5344220 5085.2530 5138.2226
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3055.19217 3085.31050 3.9197818 8.1285987 8432.9858 8497.0178
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1819.23215 1848.15074 1.7216280 3.5017721 5066.1574 5127.9552
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3028.16963 3058.28796 3.8239735 8.0440392 8410.9758 8475.0078
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1848.65646 1877.57504 1.7775807 3.5584829 5096.2715 5158.0693
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3024.38082 3054.49915 3.8107288 8.1209376 8446.8798 8510.9118
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 1825.49882 1850.28618 1.7371674 3.5332632 5084.8760 5137.8456
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1817.19110 1846.10968 1.7178127 3.4969820 5063.2290 5125.0268
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3031.68339 3061.80172 3.8362978 8.1047492 8435.8995 8499.9315
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1824.49282 1845.14895 1.7390453 3.5532934 5098.1605 5142.3018
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 1818.29422 1843.08158 1.7236166 3.5159387 5074.2642 5127.2337
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1819.95407 1844.74143 1.7267291 3.5404129 5095.1178 5148.0873
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3045.35696 3075.47529 3.8846364 8.0366437 8397.6291 8461.6612
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 1823.50514 1844.16127 1.7371793 3.5525129 5098.1418 5142.2831
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1817.70785 1842.49521 1.7225184 3.5369352 5093.5261 5146.4957
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3045.37417 3075.49250 3.8846976 8.0901427 8421.6627 8485.6947
mod Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 2342.71503 2368.93444 1.7798635 3.0760323 5758.4116 5814.1610
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 3441.48724 3468.13292 3.7281039 7.6924899 8537.1416 8592.6613
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + phosphate 2364.02203 2385.87153 1.8157367 3.1214013 5792.5217 5838.9795
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 2319.53158 2345.75099 1.7448836 3.0176169 5698.2252 5753.9746
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3433.37753 3464.46415 3.6981689 7.5944077 8499.5090 8564.2820
mod Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 2343.89607 2370.11547 1.7816641 3.1132186 5814.2153 5869.9646
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 3437.61015 3464.25583 3.7165953 7.6765214 8531.2181 8586.7379
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3434.07468 3465.16131 3.7002254 7.6340852 8517.6761 8582.4491
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3483.53026 3514.61689 3.8490717 7.7494724 8551.6027 8616.3757
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 2156.67159 2182.89099 1.5177863 2.6988158 5383.7109 5439.4602
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2158.48485 2189.07415 1.5175437 2.6968236 5384.5176 5449.5585
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3434.31646 3465.40309 3.7009389 7.6594494 8529.2744 8594.0474
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3488.20856 3519.29518 3.8634583 7.7883308 8567.6518 8632.4248
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3443.48719 3474.57382 3.7281038 7.5935068 8495.1733 8559.9464
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 2115.31695 2137.16645 1.4674979 2.8419528 5647.9443 5694.4021
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3481.53065 3508.17632 3.8490729 7.7788563 8561.2472 8616.7669
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate 2300.97107 2322.82057 1.7203182 2.9732002 5645.7838 5692.2416
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 2266.24822 2292.46763 1.6670715 2.8937526 5570.2007 5625.9501
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3445.94825 3477.03488 3.7354276 7.6315752 8512.0371 8576.8102
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 2108.42502 2130.27453 1.4588643 2.7857526 5569.6250 5616.0828
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 1633.53556 1653.56733 1.7869129 3.4258593 4053.9056 4096.1660
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1311.37798 1331.40975 1.2017078 2.4485556 3387.2200 3429.4803
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 1620.29014 1640.32191 1.7580011 3.4029969 4045.3024 4087.5627
mod Indian (27.75,27.85] cstar_tref ~ oxygen + silicate + phosphate 1341.30764 1361.33940 1.2468282 2.5321753 3455.4665 3497.7269
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2404.40467 2433.01209 3.6598802 7.4969417 6370.4176 6431.0310
mod Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 1608.40080 1628.43257 1.7324479 3.4370316 4078.2477 4120.5081
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate 1425.30270 1445.33446 1.3827096 2.8138865 3674.8715 3717.1319
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2366.68958 2395.29700 3.5063386 7.3491449 6334.8418 6395.4552
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2335.26330 2363.87072 3.3833308 7.2862027 6325.5945 6386.2079
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1610.33348 1634.37159 1.7323042 3.4248389 4073.2423 4123.9547
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2372.68340 2401.29082 3.5303023 7.3712079 6340.1282 6400.7416
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2336.40978 2365.01720 3.3877415 7.2718177 6319.8377 6380.4511
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1423.30358 1447.34170 1.3759165 2.7702125 3641.9770 3692.6895
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate 2366.99364 2391.51429 3.5155311 7.4876844 6380.4867 6432.4410
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2332.25292 2360.86035 3.3717766 7.1425999 6273.3645 6333.9779
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2333.28723 2357.80787 3.3834228 7.2903541 6323.1050 6375.0593
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate 1620.72258 1640.75435 1.7589376 3.4545287 4083.9047 4126.1651
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2335.70556 2364.31299 3.3850316 7.1496727 6274.4708 6335.0842
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2335.00465 2359.52530 3.3900324 7.2769394 6317.4744 6369.4287
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate 1427.43223 1447.46400 1.3863407 2.7812344 3644.6457 3686.9061
mod Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate 1810.04318 1830.56714 1.8040574 3.8015278 4830.0727 4873.4440
mod Indian (27.85,27.95] cstar_tref ~ oxygen + silicate + phosphate 1798.95354 1819.47750 1.7818665 3.7846564 4822.7756 4866.1470
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 2005.55277 2026.07674 2.2439572 4.1518881 4960.1827 5003.5541
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate 1923.41644 1943.94041 2.0474004 4.2968831 5112.8814 5156.2528
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3277.95100 3309.25743 3.0145023 6.3594168 8129.7423 8194.8270
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3276.27450 3303.10858 3.0152560 6.3787546 8136.2716 8192.0584
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3267.47035 3298.77678 2.9901851 6.3195741 8110.6921 8175.7767
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 1969.06390 1993.69266 2.1496060 4.2778805 5081.5445 5133.5902
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3280.68307 3311.98949 3.0208736 6.3721612 8135.9806 8201.0653
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1829.66405 1854.29281 1.8398874 3.7616240 4796.5753 4848.6209
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 3275.95438 3302.78846 3.0145101 6.4457760 8172.6948 8228.4817
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3267.64651 3298.95293 2.9905922 6.3219822 8111.9750 8177.0596
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate 3274.96703 3297.32876 3.0168701 6.4494003 8170.3861 8216.8751
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1800.16319 1824.79195 1.7802954 3.7777405 4822.1746 4874.2202
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3265.88751 3292.72159 2.9911493 6.3268977 8110.6243 8166.4111
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 1966.68665 1991.31541 2.1439103 4.3498891 5130.3033 5182.3489
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3280.69032 3311.99674 3.0208905 6.3789692 8139.7168 8204.8014
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 1800.08613 1824.71489 1.7801423 3.7752409 4820.4214 4872.4670
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 3278.70062 3305.53469 3.0209146 6.3812657 8136.9731 8192.7600
mod Indian (27.85,27.95] cstar_tref ~ temp + silicate + phosphate 1833.27356 1853.79753 1.8514424 3.9174051 4901.3803 4944.7517
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1854.02402 1878.58544 1.9349768 3.6106976 4695.2600 4747.3879
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 1977.25650 2001.81791 2.2237255 3.9309317 4845.7074 4897.8353
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate 1955.88994 1976.35779 2.1756457 3.9506838 4879.3057 4922.7456
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 1788.08828 1812.64970 1.7962044 3.2303825 4401.7618 4453.8897
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4750.42080 4784.57629 2.7662481 6.0318468 11634.7084 11705.1616
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1985.46452 2014.11951 2.2393614 3.9656331 4872.1521 4932.9679
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1962.51184 1987.07326 2.1870248 3.9762270 4899.5474 4951.6753
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4782.71409 4811.99022 2.8154793 6.0958569 11676.9224 11737.3108
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1793.51239 1822.16738 1.8031596 3.2450123 4416.9886 4477.8045
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4781.39153 4815.54702 2.8106713 6.0694116 11660.1287 11730.5819
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1979.18635 2007.84134 2.2235494 3.9301935 4849.1558 4909.9717
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 1957.41062 1981.97204 2.1744690 3.9489986 4882.4075 4934.5354
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1789.89425 1818.54923 1.7958111 3.2266780 4402.1884 4463.0043
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4817.62572 4851.78121 2.8635507 6.1621724 11728.4759 11798.9291
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4769.78519 4799.06133 2.7968166 6.0762257 11663.2140 11723.6024
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4771.78433 4805.93982 2.7968153 6.0458185 11642.6214 11713.0746
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4781.54267 4805.93945 2.8166795 6.1029630 11678.4996 11728.8234
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4782.45577 4811.73190 2.8151052 6.0749640 11660.0990 11720.4874
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4808.71732 4842.87281 2.8504584 6.1416461 11713.6111 11784.0643
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 4818.50255 4847.77868 2.8677914 6.1681306 11728.7269 11789.1154
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3945.20435 3968.55818 2.9295647 5.8088429 8903.2078 8951.0954
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3984.07648 4016.77184 2.9950256 5.9563270 9002.2021 9069.2447
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1223.12583 1245.79175 1.5775441 3.1853264 3219.8223 3268.0571
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3925.57611 3958.27148 2.8860255 5.8913135 8973.1613 9040.2040
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1224.53826 1250.98183 1.5761099 3.1656608 3211.2831 3267.5571
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1216.02986 1238.69577 1.5603104 3.1836447 3222.8149 3271.0497
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3943.79457 3971.81916 2.9232412 5.9363092 8994.5455 9052.0106
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1222.64152 1245.30743 1.5763618 3.1706914 3210.5322 3258.7671
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1201.36339 1227.80696 1.5205700 3.0078410 3118.4071 3174.6811
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3942.11183 3974.80719 2.9164269 5.8236856 8923.4378 8990.4805
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1222.14328 1244.80919 1.5751465 3.1809959 3217.5791 3265.8139
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1223.65087 1250.09444 1.5739463 3.1601544 3208.1894 3264.4634
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1214.96513 1237.63105 1.5577408 3.1783883 3220.0141 3268.2490
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1221.70744 1244.37335 1.5740841 3.1660134 3208.0191 3256.2540
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1200.06536 1226.50893 1.5175178 3.0005966 3114.1509 3170.4249
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3971.99685 4004.69221 2.9721861 5.9283612 8986.6607 9053.7034
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 3960.39020 3988.41480 2.9541468 5.9625311 9008.0329 9065.4980
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3956.32574 3989.02110 2.9428154 5.8709546 8951.9505 9018.9931
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3963.72329 3991.74788 2.9603932 5.8888976 8957.5972 9015.0623
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3988.20455 4020.89992 3.0028709 5.9837143 9019.4719 9086.5146
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + silicate + phosphate 4795.01824 4824.45877 2.6510731 5.5406169 11597.3601 11658.1316
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4812.09707 4846.44435 2.6711563 5.4691943 11528.3295 11599.2296
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4765.87221 4800.21950 2.6100670 5.4183967 11492.1570 11563.0572
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 4765.30867 4794.74920 2.6119442 5.4204460 11489.7614 11550.5329
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4810.14131 4839.58184 2.6712154 5.4695283 11524.6427 11585.4142
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 2032.47765 2059.71517 1.0417939 2.3482173 5413.5686 5470.2467
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4813.59608 4847.94336 2.6731611 5.5241768 11581.1848 11652.0849
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 2022.30131 2054.07842 1.0326685 2.3342800 5398.0196 5464.1439
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4766.43109 4800.77837 2.6107972 5.4150734 11488.7611 11559.6612
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 4816.49025 4845.93078 2.6797171 5.5354704 11586.6250 11647.3965
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4783.32160 4817.66889 2.6329617 5.4301043 11498.6778 11569.5779
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 2030.65530 2053.35323 1.0419277 2.3519586 5415.2559 5462.4876
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1796.30949 1823.54700 0.8783610 2.0841964 5017.3196 5073.9976
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 2023.15285 2050.39036 1.0347984 2.3364734 5396.9685 5453.6466
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 2032.55796 2059.79547 1.0418544 2.3480128 5413.2437 5469.9217
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2022.72855 2054.50565 1.0329873 2.3345462 5398.3660 5464.4904
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4820.00167 4854.34895 2.6817450 5.4940366 11550.1464 11621.0465
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2041.15443 2068.39195 1.0483458 2.3526604 5419.0176 5475.6956
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1836.41042 1859.10835 0.9054911 2.1309603 5087.6906 5134.9223
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 2040.80999 2068.04750 1.0480849 2.3525356 5418.8816 5475.5596
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 1628.95989 1659.39442 0.4803670 1.0937018 4503.7898 4566.2577
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1552.70144 1583.13597 0.4650803 1.0601883 4334.6742 4397.1421
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1448.13348 1483.64043 0.4445292 1.0282032 4172.3917 4245.2708
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1967.67774 1996.64183 1.9954401 4.8803058 5094.5693 5154.6312
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1468.71503 1504.22199 0.4484263 1.0261787 4161.5868 4234.4660
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1968.93922 1997.90331 1.9981603 4.8602716 5085.8848 5145.9467
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1845.46854 1880.97549 0.5261156 1.1052610 4545.7523 4618.6314
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1967.07594 1996.04003 1.9941437 4.8493766 5080.9994 5141.0613
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1568.17083 1598.60537 0.4681414 1.0813687 4442.4611 4504.9290
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1448.37155 1483.87850 0.4445741 1.0282494 4172.6370 4245.5161
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1470.56357 1506.07052 0.4487779 1.0265761 4163.6787 4236.5579
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1962.65450 1991.61859 1.9846448 4.8480873 5080.1842 5140.2460
mod Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1599.71104 1635.21799 0.4740430 1.0612185 4342.3795 4415.2587
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1968.17171 1997.13580 1.9965049 4.8696296 5089.9411 5150.0030
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 1969.34172 1998.30581 1.9990291 4.8659449 5088.3940 5148.4558
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + phosphate 1969.72511 1994.55147 2.0041809 4.8750616 5088.5132 5139.9948
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + silicate + phosphate 1967.05175 1991.87811 1.9984032 4.8758462 5088.7075 5140.1891
mod Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate 1606.52405 1636.95858 0.4758181 1.0903741 4487.4765 4549.9444
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1962.49161 1991.45570 1.9842958 4.8711872 5090.2649 5150.3267
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + silicate + phosphate 1961.27707 1986.10343 1.9859796 4.8782111 5089.3715 5140.8531
obs Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 1303.34150 1329.00649 2.2518590 5.1624448 2953.9802 3006.2176
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1596.01383 1625.87191 0.5069027 0.9104107 3059.3094 3120.7138
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1426.32833 1461.16277 0.4678590 0.8963555 3062.1482 3133.7866
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1293.54558 1319.21057 2.2140162 5.1081895 2940.4634 2992.7008
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1296.68314 1322.34813 2.2260672 5.1611160 2952.8291 3005.0665
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1505.26571 1540.10014 0.4854223 0.9017629 3059.4115 3131.0498
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1294.86958 1320.53456 2.2190935 5.1315668 2945.9349 2998.1723
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 1295.03993 1317.03849 2.2274417 5.1406387 2944.2687 2989.0436
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 1521.54842 1551.40651 0.4895833 0.9098717 3100.4775 3161.8819
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1513.84608 1548.68051 0.4873707 0.8903086 2975.1291 3046.7675
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1293.24623 1318.91121 2.2128698 5.1051146 2939.7255 2991.9629
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + silicate + phosphate 1292.89582 1314.89438 2.2191943 5.1316902 2941.9662 2986.7411
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1504.44966 1539.28410 0.4852374 0.8999398 3047.4064 3119.0448
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1519.39639 1554.23082 0.4886352 0.9289503 3232.4326 3304.0710
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1292.12496 1317.78994 2.2085812 5.1216296 2943.3202 2995.5576
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1506.29818 1541.13261 0.4856563 0.9016363 3057.9841 3129.6225
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1520.45285 1555.28729 0.4888763 0.9299997 3238.6944 3310.3327
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1292.20310 1317.86809 2.2088798 5.1203892 2943.0506 2995.2880
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1607.93704 1637.79513 0.5097322 0.9282508 3174.8904 3236.2947
obs Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1303.62008 1329.28507 2.2529446 5.1653284 2954.6652 3006.9026
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1320530 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1028693 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1030813 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1334416 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1026264 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1257334 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.0956050 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1225897 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1166767 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1113160 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 8616.02835 8647.18144 6.1600965 13.1862215 20795.3172 20859.4635
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 5930.43702 5964.47633 5.3411036 11.1986591 13962.1010 14032.1013
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 8466.09892 8502.44420 5.8178638 12.4876120 20459.3715 20534.2088
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6084.39067 6118.42997 5.7889561 11.5881315 14090.8528 14160.8531
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8592.20948 8628.55476 6.1005492 13.1152843 20767.6382 20842.4756
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 8675.46292 8711.80819 6.2946536 13.1962485 20792.1590 20866.9964
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5901.01983 5930.19637 5.2650611 10.8954814 13831.1803 13891.1805
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 8615.88444 8647.03753 6.1597630 12.8899441 20639.7370 20703.8834
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5847.78840 5881.82770 5.1151464 10.7133411 13765.5073 13835.5075
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8550.12171 8586.46698 6.0047116 12.5842596 20494.2131 20569.0504
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5844.41894 5878.45825 5.1061401 10.2060014 13527.5691 13597.5693
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 8591.67416 8628.01944 6.0993207 12.8201141 20612.4850 20687.3223
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 5872.66698 5901.84352 5.1875621 10.8445356 13814.6651 13874.6653
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 8638.25754 8669.41063 6.2118302 12.8994041 20639.1707 20703.3170
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 5854.57763 5888.61693 5.1333418 10.7901198 13798.4888 13868.4891
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8596.49148 8632.83675 6.1103850 12.7067548 20549.8058 20624.6431
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5815.61339 5849.65270 5.0297893 10.1431773 13505.4280 13575.4283
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8614.20667 8650.55195 6.1512459 12.8299052 20612.3018 20687.1392
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 6116.67829 6145.85484 5.8937050 11.6507090 14102.7773 14162.7775
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6112.03542 6146.07472 5.8732640 11.5719253 14074.5067 14144.5069
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 7714.52967 7745.93473 3.8952265 7.7136205 17514.6402 17578.9312
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 7047.86189 7084.50113 3.0603512 6.2066661 16163.0865 16238.0927
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 7188.74571 7220.15077 3.2222345 6.4512840 16394.0620 16458.3530
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 9505.03887 9537.14582 5.0916806 9.7936231 19889.3711 19954.2754
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7716.42230 7753.06154 3.8950756 7.7124374 17517.5735 17592.5797
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 9511.92102 9544.02797 5.1029388 9.9531639 20004.8020 20069.7063
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9343.41339 9380.87150 4.8312082 9.2742219 19531.7224 19607.4441
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7126.62053 7163.25977 3.1485496 6.0971444 16011.5688 16086.5750
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9325.86118 9363.31928 4.8040708 9.2510128 19517.2598 19592.9815
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9370.27117 9407.72928 4.8730298 9.3362031 19574.4069 19650.1286
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7210.29440 7246.93364 3.2450387 6.2304153 16139.2278 16214.2340
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9371.84701 9409.30512 4.8754949 9.3651246 19596.6448 19672.3665
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7071.30985 7107.94909 3.0863481 6.0304626 15950.8629 16025.8691
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9421.22783 9458.68593 4.9533748 9.4337197 19638.7883 19714.5100
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 7214.35375 7245.75882 3.2521398 6.3139327 16230.9620 16295.2530
obs Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 9546.75763 9578.86458 5.1603093 9.8584597 19928.2692 19993.1735
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7140.90762 7177.54686 3.1648193 6.1005976 16010.4004 16085.4065
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9463.27461 9500.73271 5.0206678 9.5305193 19703.7835 19779.5052
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 7268.61644 7300.02150 3.3164285 6.3754790 16282.0453 16346.3363
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 9581.42547 9613.53242 5.2180422 9.9424571 19982.4266 20047.3309
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 9456.54073 9488.48767 5.4409962 10.5307516 19758.4973 19823.0356
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 7262.10327 7293.90205 2.8022444 5.2879607 14910.2023 14974.4121
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8303.09373 8340.19231 3.9805937 7.4144295 17012.3706 17087.2820
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 8306.27292 8338.07170 3.9875647 7.4569878 17047.3472 17111.5570
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8127.28184 8164.38042 3.7510472 7.2034508 16854.2361 16929.1475
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9426.58116 9463.85259 5.3839826 10.3841695 19670.5630 19745.8577
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7274.29263 7311.39121 2.8119074 5.3162949 14948.9220 15023.8335
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9529.16680 9566.43823 5.5691385 10.9217798 20003.2407 20078.5353
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9440.13239 9477.40382 5.4080837 10.4669801 19723.5459 19798.8406
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7374.96739 7412.06597 2.9091902 5.4912539 15149.7224 15224.6339
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9548.41508 9585.68651 5.6045825 11.0006847 20049.8060 20125.1006
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 9468.86812 9500.81506 5.4631484 10.6185798 19814.1341 19878.6724
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7270.35559 7307.45417 2.8081698 5.3322417 14970.6492 15045.5607
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9413.75290 9451.02433 5.3612663 10.4733379 19732.4880 19807.7827
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7365.53066 7397.32944 2.9018903 5.4618778 15110.1390 15174.3488
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 9545.20497 9577.15191 5.6023475 11.0374180 20068.9026 20133.4408
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 9485.50420 9517.45114 5.4931863 10.7114504 19871.6913 19936.2296
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7366.74584 7403.84442 2.9011210 5.5092357 15174.4077 15249.3191
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9442.74062 9480.01205 5.4127349 10.6053983 19814.3145 19889.6092
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 7451.67350 7483.47229 2.9875829 5.6259186 15295.1001 15359.3099
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 11470.46595 11503.84827 4.7312877 9.6158360 24386.0018 24453.4151
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 11616.10140 11643.92000 4.9160457 9.9420318 24652.2089 24708.3867
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 8707.91287 8740.55023 3.1132820 5.9787029 18898.1831 18964.6003
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8275.60731 8313.68423 2.7403637 5.4470138 18233.1372 18310.6240
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11527.89252 11566.83856 4.7998227 9.7138591 24471.2734 24549.9222
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8755.14814 8793.22506 3.1549301 5.9751961 18882.0079 18959.4947
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 11675.96649 11714.91252 4.9878245 10.0529491 24749.3829 24828.0317
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8394.10427 8432.18119 2.8374386 5.7124931 18600.1962 18677.6829
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11580.70547 11619.65150 4.8660494 9.8402811 24576.3669 24655.0157
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8853.02985 8891.10676 3.2469667 6.1344976 19076.9533 19154.4400
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 8756.90948 8789.54683 3.1584181 6.1526470 19128.2543 19194.6715
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 11530.64430 11564.02661 4.8057443 9.7346598 24485.0072 24552.4205
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8035.05805 8073.13496 2.5533954 5.1273708 17785.6164 17863.1031
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11517.12117 11556.06721 4.7864267 9.6856722 24447.5580 24526.2068
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8767.74496 8800.38231 3.1684879 6.0175675 18934.4634 19000.8806
obs Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 11675.13055 11708.51287 4.9893312 10.0544693 24746.5583 24813.9716
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 11581.36328 11614.74560 4.8694063 9.8563949 24586.0230 24653.4362
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8101.32066 8139.39757 2.6035870 5.2516353 17968.7122 18046.1990
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11576.86708 11615.81311 4.8612055 9.8327009 24570.1658 24648.8146
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 8861.75164 8894.38899 3.2572100 6.1725772 19123.1832 19189.6004
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate 9994.52297 10022.20212 3.4730102 6.3064403 21302.8018 21359.1756
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + silicate + phosphate 9871.02690 9904.24189 3.3586470 6.0906563 21013.9240 21081.5726
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13389.82806 13429.97915 4.4943624 8.8668269 30508.9362 30591.0261
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13388.96852 13423.38375 4.4954822 8.8687957 30507.2241 30577.5868
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13446.46920 13486.62029 4.5503142 9.0256728 30703.0421 30785.1319
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 13472.19201 13506.60723 4.5779530 9.0627663 30739.2373 30809.6001
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8700.55915 8739.30996 2.4564404 4.6217770 18777.9931 18856.9164
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13486.21085 13526.36194 4.5899875 8.9328203 30565.1314 30647.2213
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13529.79138 13564.20661 4.6359156 9.0405343 30690.2015 30760.5642
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 9936.08967 9974.84049 3.4156368 6.2834439 21303.7463 21382.6696
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13386.34592 13426.49702 4.4909452 8.8415882 30475.8853 30557.9752
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8815.05615 8853.80696 2.5326398 4.7770049 19057.0989 19136.0222
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13519.51318 13559.66427 4.6234987 9.0024792 30647.4221 30729.5119
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13557.43279 13591.84801 4.6639914 9.1007481 30760.8082 30831.1709
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13410.95933 13451.11043 4.5151556 8.8929111 30537.2147 30619.3045
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8738.80564 8772.02062 2.4829601 4.7030172 18928.8425 18996.4911
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8730.40495 8769.15577 2.4760795 4.6864897 18902.4447 18981.3679
mod Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 10067.46906 10100.68404 3.5393771 6.4154923 21446.4095 21514.0580
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 8840.72893 8873.94391 2.5514083 4.8432254 19176.8468 19244.4953
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8817.35975 8856.11056 2.5341969 4.8019028 19106.9115 19185.8347
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10204.70238 10244.21347 2.7737372 4.9002956 22624.7175 22705.9239
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12081.41469 12121.57189 3.3693441 7.1868742 28712.8727 28795.1024
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 10734.33596 10768.20260 3.1501231 5.5112272 23749.5473 23819.1528
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12107.36954 12141.79000 3.3899634 7.2285018 28769.8876 28840.3702
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10235.14462 10274.65570 2.7940214 4.9661521 22776.1903 22857.3968
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12138.70038 12178.85758 3.4117332 7.3045161 28887.7509 28969.9807
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 10653.08352 10686.95017 3.0894524 5.4272046 23611.5604 23681.1659
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 12212.37507 12246.79553 3.4685481 7.4196077 29048.9392 29119.4219
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12589.67137 12629.82857 3.7646042 7.6976766 29400.7485 29482.9782
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12659.00616 12693.42662 3.8236720 7.8434994 29599.5154 29669.9980
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10420.78176 10460.29284 2.9209648 5.2185743 23282.3924 23363.5988
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12086.57242 12126.72963 3.3731389 7.1356330 28630.5524 28712.7821
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10324.90818 10364.41926 2.8546999 5.1787790 23251.9021 23333.1085
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12607.70980 12647.86701 3.7794539 7.7239451 29436.2510 29518.4807
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10581.59038 10621.10147 3.0355825 5.5981152 24066.0973 24147.3037
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 12675.31357 12709.73403 3.8373048 7.8674526 29631.2689 29701.7515
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10415.62980 10455.14089 2.9173651 5.2246805 23301.3024 23382.5088
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12097.83625 12137.99345 3.3814413 7.1506707 28652.5903 28734.8200
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10422.58840 10456.45504 2.9236273 5.2619764 23382.5224 23452.1279
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10691.00563 10730.51672 3.1161298 5.5139648 23796.3310 23877.5374
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11079.34961 11119.43619 2.7746162 4.7586645 23393.7888 23475.7379
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12757.15601 12797.70245 3.3594283 6.6389222 28749.7836 28832.5247
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 11215.98128 11250.34120 2.8607247 4.9224987 23753.0675 23823.3096
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 12857.89742 12892.65151 3.4314429 6.8670799 29133.6511 29204.5720
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10991.01247 11031.09904 2.7211042 4.6421532 23116.8132 23198.7624
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12770.37573 12810.92218 3.3686090 6.7611839 28970.8106 29053.5517
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 11116.91094 11151.27086 2.7989212 4.7826998 23428.5554 23498.7975
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 12914.74868 12949.50277 3.4719530 7.1026507 29529.0160 29599.9369
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10522.51614 10562.60271 2.4540844 4.1248408 21832.2449 21914.1941
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10521.44164 10555.80156 2.4545852 4.1327401 21855.0010 21925.2432
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 12853.48299 12894.02943 3.4269020 6.5735383 28592.6039 28675.3450
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10743.30869 10783.39526 2.5764934 4.3443793 22383.3831 22465.3322
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13157.67864 13198.22508 3.6490070 7.3554540 29900.5239 29983.2649
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13638.02862 13678.57506 4.0294061 7.3710106 29745.6670 29828.4080
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10516.64508 10556.73166 2.4509101 4.1193346 21818.2088 21900.1579
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 13636.02866 13670.78275 4.0294061 7.3765127 29751.7520 29822.6729
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 10515.62677 10549.98669 2.4514406 4.1274142 21841.5825 21911.8246
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12805.76359 12846.31004 3.3933085 6.5374640 28540.0498 28622.7909
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10790.44632 10824.80624 2.6045558 4.3829135 22463.0464 22533.2885
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13556.07835 13596.62479 3.9618104 7.3810954 29804.5865 29887.3275
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5976.11903 6007.90158 1.8247208 3.2148870 12124.8690 12189.4729
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5974.40517 6011.48480 1.8224266 3.2094400 12117.1857 12192.5569
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate 5999.71679 6031.49934 1.8393658 3.2371826 12167.7309 12232.3348
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 5976.29702 6008.07957 1.8248308 3.2117611 12116.8672 12181.4711
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 5978.09429 6015.17392 1.8247055 3.2089045 12113.7455 12189.1167
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5977.97173 6015.05137 1.8246298 3.2068543 12108.6126 12183.9838
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 12367.75064 12407.90479 3.5908428 6.5358934 24092.3671 24172.8356
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 6023.69730 6055.47984 1.8543687 3.2396825 12160.1744 12224.7783
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5989.08047 6026.16011 1.8315090 3.2135994 12119.3807 12194.7519
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12528.41502 12568.56917 3.7190434 6.7028559 24314.3047 24394.7732
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5977.39743 6014.47707 1.8242748 3.2063718 12107.7144 12183.0857
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 12539.68501 12574.10286 3.7298345 6.7146615 24325.1677 24394.1407
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 6010.36953 6042.15207 1.8460154 3.2400536 12168.8824 12233.4863
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12319.72106 12359.87521 3.5533831 6.4954576 24039.5997 24120.0681
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12361.00477 12401.15892 3.5855577 6.5378102 24097.0663 24177.5348
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 12458.27967 12492.69751 3.6641258 6.6179337 24194.8096 24263.7826
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 12529.60949 12564.02733 3.7216383 6.7056348 24313.7882 24382.7612
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12330.05432 12370.20847 3.5614092 6.5117519 24063.0837 24143.5522
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate 12543.71273 12572.39426 3.7347466 6.7197267 24327.4359 24384.9133
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 12413.88781 12448.30565 3.6287826 6.5803920 24146.9285 24215.9014
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6416.12103 6448.50639 1.7213491 3.0097602 12706.1164 12771.7263
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6417.62150 6455.40443 1.7210857 3.0046311 12695.4130 12771.9580
mod Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate 6493.67407 6526.05944 1.7627383 3.1104531 12952.6018 13018.2118
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 6471.79984 6504.18521 1.7509646 3.0605557 12823.0052 12888.6152
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6458.28351 6496.06644 1.7426606 3.0522352 12811.4415 12887.9864
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 6371.79083 6404.17620 1.6981286 3.0885089 12947.7193 13013.3292
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14235.82009 14277.29872 3.1612271 6.0253182 28884.2047 28967.6363
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6291.86849 6329.65142 1.6560381 2.9041463 12464.5589 12541.1038
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14093.03647 14134.51510 3.0807070 5.8867317 28620.1251 28703.5567
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6494.15282 6531.93575 1.7619170 3.1091912 12953.8534 13030.3983
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6359.68161 6392.06698 1.6918403 3.0759813 12918.7263 12984.3362
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14263.58830 14305.06693 3.1771292 6.0557705 28941.9818 29025.4134
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6283.59641 6321.37935 1.6518464 2.8966152 12446.2292 12522.7741
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14059.27120 14100.74983 3.0619676 5.8712733 28593.2804 28676.7121
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 14240.45773 14276.01085 3.1650211 6.0291175 28886.8534 28958.3662
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14051.38824 14092.86687 3.0576090 5.8623921 28575.8559 28659.2875
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 14127.20198 14162.75509 3.1009058 5.9207657 28681.4176 28752.9304
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + phosphate 14269.25262 14304.80573 3.1815325 6.0602521 28945.8073 29017.3202
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14031.88377 14073.36241 3.0468515 5.8553868 28564.2686 28647.7002
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 14103.85388 14139.40699 3.0878506 5.9117920 28666.6349 28738.1478
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 16568.86540 16599.52011 2.7666079 5.7716131 35790.4205 35852.3061
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6568.62795 6601.13703 1.7312383 3.0722412 12721.1376 12786.5965
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16546.00953 16588.92613 2.7556967 5.6918404 35594.7771 35681.4169
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 16565.58561 16602.37127 2.7644594 5.7678814 35785.1219 35859.3846
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 6574.22221 6606.73129 1.7341475 3.0722528 12718.9752 12784.4342
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 16561.21384 16597.99950 2.7626816 5.7430591 35722.0121 35796.2748
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 6402.01128 6429.10219 1.6477854 3.1195501 12886.1783 12940.7274
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6143.76866 6176.27774 1.5239843 2.6684833 11728.0739 11793.5328
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6386.44169 6418.95077 1.6391195 3.0195244 12642.7988 12708.2577
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 16382.99627 16425.91286 2.6903832 5.6323868 35446.9684 35533.6082
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 6514.78743 6547.29652 1.7034887 3.0986496 12809.2740 12874.7329
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen 6399.26920 6426.36010 1.6464299 3.1165810 12879.5023 12934.0515
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6384.40422 6416.91330 1.6381175 3.0180503 12639.5346 12704.9935
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 16374.84283 16417.75942 2.6871574 5.6549287 35505.3169 35591.9567
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate 6514.90143 6541.99234 1.7045699 3.1035641 12817.2275 12871.7766
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 6507.18807 6539.69715 1.6996080 3.0975303 12808.7653 12874.2243
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16418.29437 16461.21097 2.7043933 5.6457778 35480.6614 35567.3012
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 16500.59061 16537.37626 2.7381469 5.7138215 35649.3458 35723.6084
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 16432.57339 16475.48998 2.7100814 5.6611536 35520.0161 35606.6559
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 16522.11542 16558.90107 2.7468332 5.7461724 35731.2783 35805.5409
obs Pacific (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate 14646.27541 14682.25130 2.8450311 5.6262231 28439.8971 28511.5442
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14480.57434 14522.54620 2.7658057 5.5049628 28190.2413 28273.8296
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14563.57569 14599.55157 2.8056824 5.5529443 28287.9179 28359.5649
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14583.70694 14625.67881 2.8142625 5.5715739 28330.6574 28414.2457
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4886.71618 4917.66260 1.6149685 2.6353101 8847.5408 8909.8313
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14471.10677 14513.07863 2.7613994 5.5722819 28326.6614 28410.2497
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4773.30928 4809.41342 1.5439978 2.5555895 8712.5013 8785.1736
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4975.77910 5006.72551 1.6719611 2.7858542 9177.3175 9239.6081
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4738.59286 4774.69701 1.5232652 2.5202199 8637.7911 8710.4634
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14522.61863 14564.59050 2.7854586 5.5140763 28210.5275 28294.1158
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4885.98696 4916.93337 1.6145099 2.6377841 8854.6868 8916.9774
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4771.73181 4807.83595 1.5430497 2.5568609 8716.9378 8789.6101
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 4975.76672 5006.71313 1.6719530 2.7910048 9189.9838 9252.2744
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4738.80265 4774.90680 1.5233897 2.5243184 8648.9172 8721.5895
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14562.59243 14604.56429 2.8042732 5.5339149 28252.6189 28336.2072
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 14538.88725 14574.86313 2.7940414 5.6202028 28423.0373 28494.6844
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5243.20383 5274.15024 1.8554636 2.9383407 9367.2525 9429.5430
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14525.62897 14567.60083 2.7868711 5.5545207 28293.7014 28377.2896
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5248.67432 5279.62074 1.8594205 2.9508190 9394.2317 9456.5222
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14579.30315 14621.27502 2.8121761 5.5844856 28356.8703 28440.4586
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 11616.01051 11650.83846 2.5787254 4.9181567 21683.5376 21752.5863
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11500.58328 11535.41124 2.5187378 4.9255357 21693.9321 21762.9808
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11454.97921 11495.61183 2.4944062 4.8149424 21488.5648 21569.1216
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 8161.46131 8196.16315 1.3206959 2.4702218 15600.2626 15669.6211
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11498.38613 11533.21409 2.5176096 4.8390338 21531.6674 21600.7161
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11470.93902 11511.57164 2.5025373 4.8246404 21507.5161 21588.0729
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 11520.62413 11555.45208 2.5290520 4.8537105 21560.0759 21629.1246
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8506.58653 8541.28837 1.4191100 2.5223093 15749.3376 15818.6961
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11493.50328 11534.13590 2.5140785 4.9034910 21656.7215 21737.2783
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7717.12863 7757.61412 1.2034730 2.2447605 14686.6120 14767.5303
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7542.15853 7582.64402 1.1604114 2.1180451 14112.4995 14193.4177
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11495.49967 11536.13229 2.5151022 4.8362276 21530.2103 21610.7672
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7722.37505 7762.86054 1.2047886 2.2479182 14700.2826 14781.2009
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7555.25164 7595.73712 1.1635797 2.1249475 14144.1407 14225.0590
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11499.28303 11539.91565 2.5170433 4.8363002 21530.4246 21610.9814
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate 8277.40692 8312.10876 1.3529725 2.5196356 15786.7352 15856.0937
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 8586.63122 8621.33307 1.4429635 2.5213070 15720.7730 15790.1315
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11602.17186 11642.80447 2.5704102 4.9097777 21671.5781 21752.1349
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8609.52111 8644.22296 1.4498581 2.5036624 15633.9526 15703.3112
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 8637.13356 8671.83540 1.4582191 2.5224931 15708.6826 15778.0411
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3379.48351 3412.27579 1.9827577 4.3066167 5488.2508 5550.0072
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 3340.30691 3368.41458 1.9372187 4.3394452 5477.7867 5530.7207
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3338.68026 3371.47254 1.9328327 4.2835320 5458.0814 5519.8378
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3339.43356 3372.22584 1.9337429 4.2576239 5448.2096 5509.9660
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10173.64894 10211.96461 0.7708545 1.3967322 19244.2732 19321.4045
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3342.90837 3375.70066 1.9379471 4.3181265 5473.8503 5535.6067
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 10300.28399 10338.59966 0.7820661 1.4466626 19943.0680 20020.1993
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3340.15330 3372.94558 1.9346129 4.2715170 5454.1042 5515.8605
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10279.48708 10324.18869 0.7800358 1.4671927 20242.4736 20332.4601
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10372.34309 10410.65876 0.7885184 1.4820598 20421.4832 20498.6144
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9904.25433 9948.95594 0.7473651 1.3422807 18493.2681 18583.2546
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10322.83469 10361.15036 0.7840796 1.4824881 20438.6346 20515.7658
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3341.92781 3374.72009 1.9367598 4.2942432 5463.9976 5525.7539
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10281.93735 10326.63896 0.7802537 1.4677258 20249.2938 20339.2802
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10371.38532 10409.70099 0.7884323 1.4820558 20421.6548 20498.7861
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9911.86831 9956.56992 0.7480142 1.3443011 18522.8281 18612.8146
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 10230.88920 10269.20487 0.7759022 1.4806519 20432.8451 20509.9764
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3384.43120 3417.22348 1.9888985 4.3176648 5495.1519 5556.9082
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 3408.64086 3441.43314 2.0192214 4.3419719 5516.9663 5578.7227
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3388.43123 3421.22351 1.9938770 4.3358349 5504.3825 5566.1389
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6910.71548 6944.98209 1.1340333 1.8950474 10978.9717 11046.1107
obs Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 494.24646 510.92120 1.8354819 3.8253332 708.5183 736.4203
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 6931.29696 6965.56357 1.1392715 1.8816038 10911.5667 10978.7057
obs Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 494.37296 511.04770 1.8364578 3.8783775 711.1245 739.0265
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6890.63847 6930.61617 1.1284412 1.8888698 10958.1703 11036.4991
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 496.03858 515.49245 1.8338795 3.8230277 712.2765 744.8288
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6955.47625 6989.74286 1.1454564 1.9120053 11049.3859 11116.5249
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6921.64677 6961.62448 1.1363034 1.8745574 10884.4148 10962.7436
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 496.19273 515.64660 1.8350676 3.8655632 714.4057 746.9580
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7072.76042 7112.73813 1.1754098 1.8966081 10952.7852 11031.1141
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 494.25877 513.71263 1.8202165 3.8620491 713.0062 745.5585
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 6971.61092 7011.58863 1.1490874 1.9231051 11101.8451 11180.1739
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 500.28588 519.73975 1.8669003 3.8530520 716.3791 748.9314
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7073.94541 7113.92312 1.1757217 1.8977873 10958.2244 11036.5533
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 494.82652 514.28039 1.8245638 3.8887761 714.6205 747.1728
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6970.92123 7010.89894 1.1489100 1.9235386 11103.9481 11182.2770
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 6969.87306 7004.13966 1.1491549 1.9258715 11110.4294 11177.5684
obs Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 492.33966 511.79352 1.8055982 3.7708793 707.4187 739.9710
obs Pacific (28.3,28.4] cstar_tref ~ temp + aou + silicate + phosphate 498.42280 515.09754 1.8679746 3.8765528 713.5939 741.4959
obs Pacific (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 492.06026 511.51412 1.8034798 3.8349665 710.3201 742.8723

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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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)

Version Author Date
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)

Version Author Date
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 5 6 8 10 8 5
(26,26.5] 7 7 7 9 7 7 6
(26.5,26.75] 6 8 6 10 4 5 8
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 6 7 4 6 6 10 8
(27.25,27.5] 7 10 5 4 5 10 6
(27.5,27.75] 8 3 5 7 10 7 5
(27.75,27.85] 6 5 6 5 10 10 4
(27.85,27.95] 8 4 6 6 9 9 4
(27.95,28.05] 8 NA 6 10 7 6 5
(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 — 80.00 — 95.00 105.00 80.00
Indian - mod
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 4 5 6 10 5 6 10
(26.5,26.75] 6 5 4 10 6 8 8
(26.75,27] 7 4 3 10 4 10 6
(27,27.25] 4 8 4 8 8 8 7
(27.25,27.5] 5 10 4 2 5 5 10
(27.5,27.75] 2 8 3 10 3 5 6
(27.75,27.85] 2 5 2 5 4 10 4
(27.85,27.95] 2 2 4 8 4 9 6
(27.95,28.05] 4 3 6 7 10 7 6
(28.05,28.1] 5 4 5 4 10 6 10
(28.1,28.2] 3 10 3 2 7 5 10
(28.2,28.3] 6 9 2 7 8 6 8
(28.3,28.4] 5 8 6 5 8 10 5
total 60.00 85.00 57.00 98.00 88.00 101.00 106.00
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 9 4 4 10 10 5
(27.85,27.95] 4 10 4 4 10 8 5
(27.95,28.05] 5 3 2 2 10 7 8
(28.05,28.1] 5 6 5 4 8 6 10
(28.1,28.2] 6 4 3 6 7 9 9
(28.2,28.3] 4 3 4 5 10 10 8
(28.3,28.4] 5 10 4 7 7 8 5
total 72.00 85.00 62.00 89.00 104.00 114.00 100.00
Atlantic - obs
(-Inf,26] 6 10 7 4 9 4 7
(26,26.5] 9 7 6 10 6 4 5
(26.5,26.75] 5 5 5 10 5 6 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 5 7 6 10 5 5 9
(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 4 6 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 8 4 5 10 10 5 5
total 79.00 77.00 80.00 134.00 91.00 91.00 98.00
Indian - obs
(-Inf,26] 4 5 5 10 7 6 10
(26,26.5] 5 6 5 10 6 4 10
(26.5,26.75] 4 5 6 10 6 5 10
(26.75,27] 5 4 5 10 6 6 10
(27,27.25] 5 5 5 10 10 6 5
(27.25,27.5] 6 7 3 10 7 9 6
(27.5,27.75] 5 7 3 10 6 10 6
(27.75,27.85] 6 6 4 10 5 7 9
(27.85,27.95] 7 4 3 10 4 6 10
(27.95,28.05] 7 4 3 10 4 6 10
(28.05,28.1] 8 5 3 10 5 6 8
(28.1,28.2] 9 3 5 10 9 5 5
(28.2,28.3] 7 4 6 10 4 6 10
(28.3,28.4] 6 5 7 10 8 9 3
total 84.00 70.00 63.00 140.00 87.00 91.00 112.00
Pacific - obs
(-Inf,26] 7 9 7 4 10 4 6
(26,26.5] 6 4 6 10 5 7 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 4 5 10 10 6 6
(27.5,27.75] 4 5 5 10 9 8 6
(27.75,27.85] 3 4 7 10 4 6 10
(27.85,27.95] 5 6 5 10 4 6 10
(27.95,28.05] 7 3 5 10 5 8 6
(28.05,28.1] 7 7 3 10 6 8 6
(28.1,28.2] 7 6 3 10 8 8 4
(28.2,28.3] 7 10 6 10 6 5 5
(28.3,28.4] 6 8 4 10 5 8 6
total 82.00 84.00 71.00 134.00 89.00 89.00 96.00

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)

Version Author Date
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)

Version Author Date
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)

Version Author Date
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)

Version Author Date
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")

Version Author Date
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)

Version Author Date
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)

Version Author Date
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)

Version Author Date
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)

Version Author Date
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)

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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)

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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 

[[35]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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]]

Version Author Date
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)

Version Author Date
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()

Version Author Date
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 

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