Last updated: 2021-10-27

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: 40fc487

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 40fc487. 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 f9280c7 jens-daniel-mueller 2021-10-21 Build site.
html bfe90e6 jens-daniel-mueller 2021-10-21 Build site.
html 78a956e jens-daniel-mueller 2021-10-21 Build site.
html 1ba14cf jens-daniel-mueller 2021-10-20 Build site.
html dc0723b jens-daniel-mueller 2021-10-19 Build site.
html cd0ebd8 jens-daniel-mueller 2021-10-18 Build site.
html 046c556 jens-daniel-mueller 2021-10-07 Build site.
html ac73c23 jens-daniel-mueller 2021-10-07 Build site.
html 0bd4ea2 jens-daniel-mueller 2021-10-07 Build site.
html 6969c18 jens-daniel-mueller 2021-10-07 check data distribution
html 06afaca jens-daniel-mueller 2021-09-23 Build site.
html 410dd46 jens-daniel-mueller 2021-09-22 Build site.
Rmd e56c3c5 jens-daniel-mueller 2021-09-22 rerun with classical rmse vif selection
html 5a36231 jens-daniel-mueller 2021-09-22 Build site.
Rmd ef591b4 jens-daniel-mueller 2021-09-22 rerun with alternative rmse vif selection
html ce9412c jens-daniel-mueller 2021-09-22 Build site.
Rmd 73cc280 jens-daniel-mueller 2021-09-22 new vif plots added
html c0bbbe4 jens-daniel-mueller 2021-09-22 Build site.
Rmd d69f5d5 jens-daniel-mueller 2021-09-22 rerun with 7 predictors
html 9eac969 jens-daniel-mueller 2021-08-30 Build site.
html 3a584b7 jens-daniel-mueller 2021-08-30 Build site.
Rmd ec2c293 jens-daniel-mueller 2021-08-30 rerun with surface dic regression approach
html 6e17588 jens-daniel-mueller 2021-08-24 Build site.
html deb425c jens-daniel-mueller 2021-08-24 Build site.
html 534854b jens-daniel-mueller 2021-08-19 Build site.
html 77f4ba7 jens-daniel-mueller 2021-08-19 Build site.
html ece96df jens-daniel-mueller 2021-08-19 Build site.
html 27c99b8 jens-daniel-mueller 2021-08-19 Build site.
html a03f2f0 jens-daniel-mueller 2021-08-18 Build site.
html 9335b31 jens-daniel-mueller 2021-08-10 Build site.
html 9943b45 jens-daniel-mueller 2021-08-10 Build site.
html 0b00a2b jens-daniel-mueller 2021-08-09 Build site.
Rmd e675869 jens-daniel-mueller 2021-08-09 without P, AIP basins
html 755c6b1 jens-daniel-mueller 2021-08-09 Build site.
html cd8e0d5 jens-daniel-mueller 2021-08-06 Build site.
html 15773a0 jens-daniel-mueller 2021-08-06 included calculation of revelle factor
html da61d1a jens-daniel-mueller 2021-08-06 Build site.
html 340d731 jens-daniel-mueller 2021-08-06 Build site.
html 71546e4 jens-daniel-mueller 2021-08-06 test with stricter CANYON-B filtering
html 29444a1 jens-daniel-mueller 2021-08-05 Build site.
html 42e80c0 jens-daniel-mueller 2021-08-04 Build site.
html 48f6eed jens-daniel-mueller 2021-08-04 Build site.
html 1c597ab jens-daniel-mueller 2021-08-04 Build site.
html 81a46a4 jens-daniel-mueller 2021-08-03 Build site.
html b88c61b jens-daniel-mueller 2021-08-03 Build site.
html 0f0d5e5 jens-daniel-mueller 2021-08-03 Build site.
Rmd 4d7bb5a jens-daniel-mueller 2021-08-03 test rlm model fitting
html a53656d jens-daniel-mueller 2021-08-03 Build site.
html 88f7356 jens-daniel-mueller 2021-08-02 Build site.
html d759279 jens-daniel-mueller 2021-08-02 Build site.
html 127b801 jens-daniel-mueller 2021-07-24 Build site.
html 1f65ef1 jens-daniel-mueller 2021-07-23 Build site.
html 912d90e jens-daniel-mueller 2021-07-23 Build site.
html 2477316 jens-daniel-mueller 2021-07-23 rebuild: surface dcant mapping seperate
html c9ccc00 jens-daniel-mueller 2021-07-22 Build site.
html 426b2df jens-daniel-mueller 2021-07-21 Build site.
html 971ce87 jens-daniel-mueller 2021-07-13 Build site.
Rmd 89d9fcb jens-daniel-mueller 2021-07-13 complete revision
html c18a8b1 jens-daniel-mueller 2021-07-09 Build site.
Rmd 795a3b0 jens-daniel-mueller 2021-07-09 complete revision
html 910d64a jens-daniel-mueller 2021-07-02 Build site.
html 1cbf907 jens-daniel-mueller 2021-07-02 Build site.
html 955f5dc jens-daniel-mueller 2021-06-29 Build site.
html 9480f94 jens-daniel-mueller 2021-06-29 Build site.
Rmd af271b5 jens-daniel-mueller 2021-06-29 plot spatial residual ditribution
html 147cb07 jens-daniel-mueller 2021-06-29 Build site.
Rmd 80ae560 jens-daniel-mueller 2021-06-29 plot spatial residual ditribution
html d054c39 jens-daniel-mueller 2021-06-24 Build site.
html 4fcd066 jens-daniel-mueller 2021-06-24 Build site.
html 3b6387f jens-daniel-mueller 2021-06-18 Build site.
html 3052a6c jens-daniel-mueller 2021-06-15 Build site.
html 3cb64bd jens-daniel-mueller 2021-06-15 Build site.
html c6b3da6 jens-daniel-mueller 2021-06-14 Build site.
html 48c73fc jens-daniel-mueller 2021-06-14 Build site.
html 439ee80 jens-daniel-mueller 2021-06-11 Build site.
html 33ffcab jens-daniel-mueller 2021-06-10 Build site.
html 7e1f407 jens-daniel-mueller 2021-06-10 Build site.
html 2cbe18c jens-daniel-mueller 2021-06-10 added zonal mean section control plots
html 69c79d0 jens-daniel-mueller 2021-06-08 Build site.
html 1772903 jens-daniel-mueller 2021-06-07 Build site.
html 594ed9a jens-daniel-mueller 2021-06-04 Build site.
html db7df0e jens-daniel-mueller 2021-06-04 rebuild without overlapping eras
html 2edc791 jens-daniel-mueller 2021-06-04 Build site.
html 207339d jens-daniel-mueller 2021-06-03 Build site.
html 315710b jens-daniel-mueller 2021-06-03 include anomalous changes
html be90356 jens-daniel-mueller 2021-06-02 Build site.
html d37a85d jens-daniel-mueller 2021-05-31 Build site.
html 4b7a5ee jens-daniel-mueller 2021-05-28 Build site.
Rmd a61014f jens-daniel-mueller 2021-05-28 test run with cstar target variable
html 12b455a jens-daniel-mueller 2021-05-27 Build site.
Rmd ee13efb jens-daniel-mueller 2021-05-27 optional source of local params fully implemented
html 8c736a6 jens-daniel-mueller 2021-05-27 Build site.
Rmd dc8e4e1 jens-daniel-mueller 2021-05-27 optional source of local params implemented
html 25bd183 jens-daniel-mueller 2021-05-26 Build site.
Rmd e2b3434 jens-daniel-mueller 2021-05-26 generate seperate output
html b79cb2d jens-daniel-mueller 2021-05-20 Build site.
Rmd 8adf952 jens-daniel-mueller 2021-05-20 parallelisation tested, not succesful
html 62bd574 jens-daniel-mueller 2021-05-20 Build site.
html 7c56c39 jens-daniel-mueller 2021-05-19 Build site.
html 0de759e jens-daniel-mueller 2021-05-13 Build site.
html 52e7583 jens-daniel-mueller 2021-05-12 Build site.
html 969e631 jens-daniel-mueller 2021-05-12 Build site.
html d2a83bc jens-daniel-mueller 2021-04-16 Build site.
html c0a47df jens-daniel-mueller 2021-04-16 Build site.
html 50290e8 jens-daniel-mueller 2021-04-16 overlapping eras
html a00ec94 jens-daniel-mueller 2021-04-16 Build site.
html b6fe355 jens-daniel-mueller 2021-04-16 Build site.
html 81b7c6d jens-daniel-mueller 2021-04-16 Build site.
html ddec5b7 jens-daniel-mueller 2021-04-15 Build site.
html 29edae5 jens-daniel-mueller 2021-04-14 Build site.
html 099d566 jens-daniel-mueller 2021-04-14 Build site.
html bb44686 jens-daniel-mueller 2021-04-14 Build site.
html bf40480 jens-daniel-mueller 2021-04-13 Build site.
html 9f31fe3 jens-daniel-mueller 2021-04-13 Build site.
html c98be84 jens-daniel-mueller 2021-04-13 Build site.
html 338dd3c jens-daniel-mueller 2021-04-09 Build site.
html a79ca2c jens-daniel-mueller 2021-04-09 included model data
html 7831fd3 jens-daniel-mueller 2021-04-09 Build site.
html 20b26d4 jens-daniel-mueller 2021-04-08 Build site.
html c0895f8 jens-daniel-mueller 2021-04-07 Build site.
html 156d5b7 jens-daniel-mueller 2021-04-07 Build site.
html eb827c9 jens-daniel-mueller 2021-04-07 Build site.
html d3c3fde jens-daniel-mueller 2021-03-26 Build site.
Rmd 88fa519 jens-daniel-mueller 2021-03-26 included model data
html 594d503 jens-daniel-mueller 2021-03-26 Build site.
Rmd e4ef0f6 jens-daniel-mueller 2021-03-26 included model data
html 06bfaf7 jens-daniel-mueller 2021-03-26 Build site.
Rmd 6d2102a jens-daniel-mueller 2021-03-26 included model data
html 2eb881a jens-daniel-mueller 2021-03-26 Build site.
Rmd a9e976a jens-daniel-mueller 2021-03-26 included model data
html 03b6009 jens-daniel-mueller 2021-03-23 removed before copying template
html de6256b jens-daniel-mueller 2021-03-23 Build site.
html f155edd jens-daniel-mueller 2021-03-23 Build site.
html 380d215 jens-daniel-mueller 2021-03-21 Build site.
html 33b385b jens-daniel-mueller 2021-03-20 Build site.
Rmd 6c5618b jens-daniel-mueller 2021-03-20 rerun with vif threshold
html 108d6b2 jens-daniel-mueller 2021-03-20 Build site.
Rmd 2b99ba0 jens-daniel-mueller 2021-03-20 included vif removel option
html 330dcd0 jens-daniel-mueller 2021-03-20 Build site.
Rmd 4df8990 jens-daniel-mueller 2021-03-20 added vif calculation and plots
html 83a13de jens-daniel-mueller 2021-03-20 Build site.
html cf98c6d jens-daniel-mueller 2021-03-16 Build site.
html a1d52ff jens-daniel-mueller 2021-03-15 Build site.
html 0bade3b jens-daniel-mueller 2021-03-15 Build site.
html 27c1f4b jens-daniel-mueller 2021-03-14 Build site.
html af75ebf jens-daniel-mueller 2021-03-14 Build site.
html 5017709 jens-daniel-mueller 2021-03-11 Build site.
html 585b07f jens-daniel-mueller 2021-03-11 Build site.
html 6482ed7 jens-daniel-mueller 2021-03-11 Build site.
html 85a5ed2 jens-daniel-mueller 2021-03-10 Build site.
html 00688a1 jens-daniel-mueller 2021-03-05 Build site.
html 6c0bec6 jens-daniel-mueller 2021-03-05 Build site.
html 3c2ec33 jens-daniel-mueller 2021-03-05 Build site.
html af70b94 jens-daniel-mueller 2021-03-04 Build site.
Rmd c9cf1fd jens-daniel-mueller 2021-03-04 rebuild with NA in Cant replaced by 0
html 27ae473 jens-daniel-mueller 2021-02-24 Build site.
Rmd 7f77d91 jens-daniel-mueller 2021-02-24 removed log10 color scale
html fec3558 jens-daniel-mueller 2021-02-24 Build site.
Rmd 9ebedac jens-daniel-mueller 2021-02-24 latitudinal residual plots
html 4bc00ea jens-daniel-mueller 2021-02-24 Build site.
Rmd de11bfe jens-daniel-mueller 2021-02-24 clean up purrr approach and residual plots
html 42eca5d jens-daniel-mueller 2021-02-24 Build site.
Rmd 06a2f3b jens-daniel-mueller 2021-02-24 purrr residual plots by basin
html a1ba577 jens-daniel-mueller 2021-02-24 Build site.
Rmd 9ae7d87 jens-daniel-mueller 2021-02-24 loop residual plots by basin
html 071743d jens-daniel-mueller 2021-02-24 Build site.
Rmd c45672c jens-daniel-mueller 2021-02-24 added residual plots
html ac1a836 jens-daniel-mueller 2021-02-24 Build site.
Rmd 5f655e0 jens-daniel-mueller 2021-02-24 added plots back to after switching to map aproach
html b03fbd3 jens-daniel-mueller 2021-02-24 Build site.
Rmd c69736b jens-daniel-mueller 2021-02-24 added plots back to after switching to map aproach
html 86406d5 jens-daniel-mueller 2021-02-24 Build site.
Rmd 1b3c171 jens-daniel-mueller 2021-02-24 introduced purrr::map to model fitting, rebuild all
html 3d3b4cc jens-daniel-mueller 2021-02-23 Build site.
Rmd cbfc388 jens-daniel-mueller 2021-02-23 introduced purrr::map to model fitting
html 7b672f7 jens-daniel-mueller 2021-01-11 Build site.
html 33ba23c jens-daniel-mueller 2021-01-07 Build site.
Rmd 0ad30ba jens-daniel-mueller 2021-01-07 removed GLODAP gamma filter, target variable mapped by eras+era
html 318609d jens-daniel-mueller 2020-12-23 adapted more variable predictor selection
html 9d0b2d0 jens-daniel-mueller 2020-12-23 Build site.
html 0aa2b50 jens-daniel-mueller 2020-12-23 remove html before duplication
html 39113c3 jens-daniel-mueller 2020-12-23 Build site.
Rmd bef9220 jens-daniel-mueller 2020-12-23 rebuild before sensitivity test
html 2886da0 jens-daniel-mueller 2020-12-19 Build site.
html 02f0ee9 jens-daniel-mueller 2020-12-18 cleaned up for copying template
html 965dba3 jens-daniel-mueller 2020-12-18 Build site.
html 5d452fe jens-daniel-mueller 2020-12-18 Build site.
Rmd ca65bf5 jens-daniel-mueller 2020-12-18 rebuild after final cleaning
html 7bcb4eb jens-daniel-mueller 2020-12-18 Build site.
html d397028 jens-daniel-mueller 2020-12-18 Build site.
Rmd 7e1b1c0 jens-daniel-mueller 2020-12-18 rebuild without na predictors
html 7131186 jens-daniel-mueller 2020-12-17 Build site.
Rmd 737d904 jens-daniel-mueller 2020-12-17 rebuild without na predictors
html 22b07fb jens-daniel-mueller 2020-12-17 Build site.
html a84ff3c jens-daniel-mueller 2020-12-17 Build site.
Rmd 40369db jens-daniel-mueller 2020-12-17 model selection criterion added
html 5b48ef5 jens-daniel-mueller 2020-12-17 Build site.
Rmd e6ed2bc jens-daniel-mueller 2020-12-17 plotted model results
html f3a708f jens-daniel-mueller 2020-12-17 Build site.
Rmd 7c8ace9 jens-daniel-mueller 2020-12-17 new MLR fitting routine, rmse corrected
html e4ca289 jens-daniel-mueller 2020-12-16 Build site.
Rmd 3d5a3e2 jens-daniel-mueller 2020-12-16 new MLR fitting routine
html 158fe26 jens-daniel-mueller 2020-12-15 Build site.
html 7a9a4cb jens-daniel-mueller 2020-12-15 Build site.
html 61b263c jens-daniel-mueller 2020-12-15 Build site.
html 4d612dd jens-daniel-mueller 2020-12-15 Build site.
html e91cebd jens-daniel-mueller 2020-12-15 Build site.
Rmd d7992c4 jens-daniel-mueller 2020-12-15 eMLR target variable selection
html 953caf3 jens-daniel-mueller 2020-12-15 Build site.
html 42daf5c jens-daniel-mueller 2020-12-14 Build site.
Rmd 923aa7f jens-daniel-mueller 2020-12-14 rebuild with new path and auto folder creation
html 984697e jens-daniel-mueller 2020-12-12 Build site.
html 3ebff89 jens-daniel-mueller 2020-12-12 Build site.
html ba112d3 jens-daniel-mueller 2020-12-11 Build site.
Rmd 91b2b29 jens-daniel-mueller 2020-12-11 selectable basinmask, try 5
html b01a367 jens-daniel-mueller 2020-12-09 Build site.
Rmd 71c63b0 jens-daniel-mueller 2020-12-09 rerun with variable predictor assignment
html 24a632f jens-daniel-mueller 2020-12-07 Build site.
html 92dca91 jens-daniel-mueller 2020-12-07 Build site.
html 6a8004b jens-daniel-mueller 2020-12-07 Build site.
html 70bf1a5 jens-daniel-mueller 2020-12-07 Build site.
html 7555355 jens-daniel-mueller 2020-12-07 Build site.
html 143d6fa jens-daniel-mueller 2020-12-07 Build site.
html abc6818 jens-daniel-mueller 2020-12-03 Build site.
Rmd 992ba15 jens-daniel-mueller 2020-12-03 rebuild with variable inventory depth
html c8c2e7b jens-daniel-mueller 2020-12-03 Build site.
Rmd 83203db jens-daniel-mueller 2020-12-03 calculate cant with variable inventory depth
html 090e4d5 jens-daniel-mueller 2020-12-02 Build site.
html 7c25f7a jens-daniel-mueller 2020-12-02 Build site.
html ec8dc38 jens-daniel-mueller 2020-12-02 Build site.
html c987de1 jens-daniel-mueller 2020-12-02 Build site.
html f8358f8 jens-daniel-mueller 2020-12-02 Build site.
html b03ddb8 jens-daniel-mueller 2020-12-02 Build site.
Rmd 9183e8f jens-daniel-mueller 2020-12-02 revised assignment of era to eras
html 22d0127 jens-daniel-mueller 2020-12-01 Build site.
html 0ff728b jens-daniel-mueller 2020-12-01 Build site.
html 91435ae jens-daniel-mueller 2020-12-01 Build site.
Rmd 17d09be jens-daniel-mueller 2020-12-01 auto eras naming
html cf19652 jens-daniel-mueller 2020-11-30 Build site.
Rmd 0895ad6 jens-daniel-mueller 2020-11-30 rebuild with all plot output
Rmd 2842970 jens-daniel-mueller 2020-11-30 cleaned for eMLR part only
html 196be51 jens-daniel-mueller 2020-11-30 Build site.
Rmd 7a4b015 jens-daniel-mueller 2020-11-30 first rebuild on ETH server
Rmd bc61ce3 Jens Müller 2020-11-30 Initial commit

1 Version ID

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

2 Required data

Required are:

  • cleaned and prepared GLODAPv2_2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, phosphate, nitrate, silicate
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

  • Minimum: 3
  • Maximum: 7
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 99

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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


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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)
# A tibble: 0 × 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 3300.834939 3326.264887 6.0063325 11.4188547 7669.765441 7722.510436
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3302.741051 3332.409323 6.0057819 11.3739219 7662.127912 7723.663740
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3302.310153 3331.978425 6.0032552 11.0391085 7572.111335 7633.647163
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3303.858444 3337.765041 6.0006076 11.0281623 7573.347353 7643.674013
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 3060.134226 3085.037842 6.2380742 10.3674934 6209.939517 6260.735281
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3055.747401 3084.801621 6.1957436 9.9617732 6105.672979 6164.934704
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3061.956856 3091.011075 6.2368947 10.1006930 6140.228553 6199.490279
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3319.294994 3348.963266 6.1036601 11.1609911 7595.062904 7656.598731
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3052.743782 3085.948604 6.1627813 9.9229738 6102.953777 6170.681463
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3321.283127 3355.189724 6.1035894 11.1540741 7597.151820 7667.478480
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3064.349179 3093.403399 6.2528219 10.3961609 6219.876374 6279.138100
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3036.569232 3061.472849 6.0833098 10.2274960 6190.322563 6241.118328
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3037.659750 3066.713969 6.0774143 9.8928871 6102.011216 6161.272941
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3031.269988 3060.324208 6.0361549 9.9540402 6124.916549 6184.178275
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3347.990942 3377.659214 6.2771245 11.3698958 7633.549391 7695.085219
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3024.445598 3057.650420 5.9796351 9.7934918 6090.328494 6158.056181
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3349.878229 3383.784825 6.2764336 11.3629839 7635.723038 7706.049698
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3045.077790 3074.132009 6.1256672 10.3076446 6210.871119 6270.132845
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 3317.784023 3343.213971 6.1065757 11.4715177 7674.335413 7727.080408
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3319.636163 3349.304436 6.1056940 11.4327060 7668.240240 7729.776067
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 18580.118855 18621.880104 6.0692023 14.6615458 29132.198102 29211.038989
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 18540.437056 18588.164198 6.0254567 14.5641824 29076.037606 29166.141476
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 16370.511184 16405.910556 5.0217832 9.9636503 24449.118209 24515.706683
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 18692.176084 18727.971441 6.1905375 15.1028569 29350.189346 29417.767248
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 15942.066869 15983.366137 4.6366147 9.3154295 23876.410377 23954.096929
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 18686.862070 18728.623320 6.1826845 15.0939259 29346.518250 29425.359136
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 16352.786269 16394.085537 5.0034529 9.9179172 24418.524597 24496.211150
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 15879.741855 15926.941017 4.5816501 9.1855279 23772.911268 23861.695899
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16305.566243 16346.865510 4.9598430 9.8093523 24335.726402 24413.412954
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18593.498196 18635.259445 6.0833114 14.6930548 29151.549372 29230.390258
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15919.554593 15966.753755 4.6155920 9.2346116 23821.504165 23910.288796
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18576.672495 18624.399637 6.0634683 14.6426612 29126.230258 29216.334128
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 16400.534372 16435.933744 5.0498125 9.9773821 24471.393907 24537.982380
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 18700.991017 18736.786373 6.2000152 15.0858578 29350.221375 29417.799278
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15896.222626 15937.521894 4.5973745 9.2014164 23787.487333 23865.173885
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18697.569334 18739.330583 6.1941842 15.0792345 29348.536500 29427.377387
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16402.444764 16443.744031 5.0497286 9.9586444 24465.162376 24542.848928
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18640.651209 18682.412459 6.1332981 14.7851992 29213.121615 29291.962501
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15885.370139 15932.569302 4.5864332 9.1840222 23774.884395 23863.669026
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18629.165738 18676.892879 6.1189604 14.7463363 29195.256335 29285.360205
mod Atlanto-Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12711.119854 12752.338195 2.6178851 5.1579970 22642.256531 22723.052657
mod Atlanto-Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12818.326649 12853.656656 2.6720559 5.2585233 22823.745350 22892.999172
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12782.362915 12822.396823 4.1256143 9.4556564 23712.173701 23790.538952
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12390.224506 12437.331182 2.4640559 5.0121038 22336.518678 22428.857107
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12477.327487 12523.080526 3.8536284 9.0997352 23353.106891 23442.667177
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12654.623317 12695.841659 2.5902931 5.2055965 22708.807481 22789.603607
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12771.055843 12811.089752 4.1152656 9.5049710 23740.161128 23818.526379
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12795.002185 12835.036093 4.1372132 9.4806859 23733.696644 23812.061894
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12637.116424 12684.223100 2.5808339 5.2433639 22768.788647 22861.127077
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12525.166560 12570.919599 3.8947961 9.1661336 23417.882508 23507.442795
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12856.790512 12898.008853 2.6903918 5.4015601 23062.820523 23143.616649
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12806.978788 12847.012697 4.1482340 9.5521442 23785.375303 23863.740553
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12723.472967 12764.691308 2.6239572 5.2141719 22736.998246 22817.794371
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12917.134456 12957.168365 4.2509856 9.6382150 23884.617679 23962.982930
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12870.018903 12905.348910 2.6980867 5.3388853 22963.122843 23032.376665
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 13116.169418 13150.484197 4.4451137 9.9501652 24158.023826 24225.194040
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12861.675361 12902.893702 2.6928577 5.3730388 23019.218330 23100.014456
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12935.150772 12975.184681 4.2680315 9.6635939 23908.090078 23986.455329
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13000.043268 13035.373275 2.7646901 5.4857276 23219.399796 23288.653618
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13131.598115 13165.912894 4.4603736 9.9672023 24174.591978 24241.762193
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 16481.474216 16517.325541 4.1074987 7.4818684 30407.050818 30478.173349
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15427.213142 15469.039688 3.4253419 6.3734210 28641.700859 28724.677144
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 15559.254059 15595.105384 3.5052022 6.6672435 29141.679489 29212.802019
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 18535.722566 18571.621159 5.7032021 11.3170710 34362.941258 34433.820021
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16371.619114 16413.445660 4.0292568 7.2663177 30079.849868 30162.826153
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18388.509411 18430.391103 5.5598631 11.1151710 34164.982100 34247.673989
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15514.257974 15562.059741 3.4757971 6.3289704 28557.973307 28652.803347
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18251.146332 18299.011124 5.4292418 10.9758431 34021.729513 34116.234529
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 15710.403187 15752.229733 3.5962543 6.7226702 29235.003519 29317.979804
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 18397.607053 18439.488746 5.5684985 11.1738369 34219.176648 34301.868537
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 18564.549254 18600.447848 5.7313169 11.3655111 34409.946318 34480.825080
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18438.501326 18480.383018 5.6074811 11.1964489 34245.359109 34328.050998
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16134.980117 16182.781884 3.8672764 7.0537481 29762.042918 29856.872958
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18379.496014 18427.360806 5.5494271 11.1382297 34188.205092 34282.710108
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16295.846103 16337.672649 3.9771026 7.3986829 30296.782835 30379.759120
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18496.471961 18538.353653 5.6632098 11.2974038 34343.868931 34426.560820
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 18855.723035 18891.621628 6.0231883 12.0562285 35045.156675 35116.035437
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16185.642128 16227.468674 3.9024523 7.2310803 30041.155379 30124.131665
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18847.594522 18889.476214 6.0127903 12.0259511 35022.426543 35105.118432
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 16274.039253 16309.890578 3.9635813 7.4425504 30360.800843 30431.923373
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 25685.955728 25724.338072 4.3762186 8.2097941 44164.086067 44239.154360
obs Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 26575.303152 26613.341590 5.7729194 11.6319057 46626.625519 46700.983464
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 24292.461362 24337.240764 3.7390146 6.9339365 41554.531087 41642.110761
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 24386.544394 24424.926738 3.7797464 7.0461361 41794.482224 41869.550517
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate 25640.191405 25678.573749 4.3536928 8.2062378 44151.314261 44226.382553
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate 25928.129168 25966.167607 5.3435711 10.8834868 45627.340305 45701.698250
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 25262.966497 25307.745899 4.1714392 7.8112555 43396.433150 43484.012824
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 25875.376557 25919.754735 5.3087467 10.8350694 45561.140352 45647.891288
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 24046.145697 24097.322156 3.6357695 6.6795421 40986.276067 41086.367123
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 24243.321355 24288.100757 3.7183530 6.8753862 41425.651602 41513.231276
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 26293.484225 26331.522663 5.5818702 11.3529525 46249.751116 46324.109062
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 26201.986032 26246.364210 5.5198936 11.2322123 46095.897692 46182.648628
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24793.920001 24845.096461 3.9556446 7.3774304 42516.511931 42616.602988
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26185.272688 26235.990606 5.5075721 11.1632174 46018.487914 46117.631842
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 24923.617196 24968.396597 4.0148275 7.5670443 42894.252556 42981.832231
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 26234.701664 26279.079843 5.5415009 11.2222283 46093.741684 46180.492620
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 26534.259393 26578.637572 5.7433218 11.6761063 46666.289116 46753.040052
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26431.954343 26482.672261 5.6722277 11.4682653 46419.353253 46518.497180
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26456.153860 26500.532038 5.6900020 11.5086638 46466.049450 46552.800387
mod Atlanto-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 25338.374655 25383.154057 4.2070619 8.1784007 44054.486085 44142.065760
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate 31060.925006 31100.912475 3.5270602 6.5948453 54058.968968 54137.460674
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 30930.354823 30977.006870 3.4869395 6.5045337 53781.110438 53872.684096
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + silicate 31445.567349 31485.554818 3.6460992 6.8437551 54818.844057 54897.335763
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 41436.011343 41483.376103 6.1079380 12.2357784 75991.285736 76084.736603
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 41565.187043 41605.785408 6.1707068 12.2989843 76119.223861 76199.324605
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 31089.125113 31135.777161 3.5350438 6.6664296 54274.873493 54366.447150
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 31035.826746 31089.143372 3.5182147 6.6003503 54080.106483 54184.762091
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 40516.865262 40570.996416 5.6847831 11.2958935 74132.593701 74239.394693
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 31376.691847 31423.343895 3.6238667 6.8768653 54907.259315 54998.832973
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 40515.141488 40562.506248 5.6849055 11.3159572 74166.786659 74260.237527
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 31533.057799 31586.374425 3.6724639 6.9494287 55132.056205 55236.711813
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 40754.640679 40808.771833 5.7911202 11.4649287 74489.133748 74595.934740
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 40752.653705 40800.018465 5.7911261 11.4921804 74536.347964 74629.798832
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 31295.416639 31335.404108 3.5991599 6.7500583 54535.383250 54613.874956
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 31205.898456 31252.550503 3.5708469 6.6645108 54281.965016 54373.538673
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 40665.055405 40712.420165 5.7517212 11.4562441 74455.250526 74548.701394
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 31632.506497 31672.493966 3.7053956 6.9738707 55204.028420 55282.520126
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 40664.034253 40704.632619 5.7521600 11.4743052 74485.195429 74565.296173
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 40929.331906 40976.696665 5.8714256 11.6577133 74871.633915 74965.084783
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 40930.721165 40971.319531 5.8729769 11.6832604 74915.254968 74995.355712
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 43416.256042 43458.134053 3.7222449 6.4694228 76877.786651 76960.686393
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 42955.138566 43003.996246 3.6152586 6.3541660 76377.157705 76473.874071
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 46703.335698 46751.674757 5.7390793 11.1642935 86033.904074 86129.504563
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 46708.442645 46749.876125 5.7418460 11.1694407 86042.556931 86124.500207
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 43201.422952 43250.280632 3.6717650 6.3231875 76176.494314 76273.210679
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 42378.543475 42434.380823 3.4859058 6.1064119 75194.132306 75304.665296
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 46032.757461 46088.002100 5.4831947 10.6911488 84848.643674 84957.901376
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 43613.597173 43662.454853 3.7683153 6.5635309 77315.796958 77412.513324
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 46089.415030 46137.754090 5.5050495 10.7341681 84954.572455 85050.172944
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 43575.484801 43624.342481 3.7592821 6.5266731 77139.946451 77236.662817
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 42677.807040 42733.644389 3.5522217 6.2809646 76050.635883 76161.168873
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 46181.762294 46237.006934 5.5388820 10.7897993 85101.511422 85210.769124
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 46229.460595 46277.799654 5.5575811 10.8271941 85192.140960 85287.741449
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 43376.149381 43418.027392 3.7128559 6.4333770 76703.432461 76786.332203
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 42814.805593 42863.663272 3.5834510 6.2928206 76087.536862 76184.253228
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 46038.394189 46086.733248 5.4860351 10.6964891 84858.347306 84953.947794
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 46092.175306 46133.608786 5.5068270 10.7377492 84959.692712 85041.635988
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 43073.310388 43122.168068 3.6422621 6.4631982 76901.618980 76998.335346
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 46188.946698 46237.285758 5.5423329 10.7960511 85113.437396 85209.037884
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 46233.652804 46275.086284 5.5599153 10.8316231 85199.357498 85281.300774
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 47655.619516 47698.231368 3.4414528 5.8720743 84830.152902 84914.728299
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 46886.753119 46936.466946 3.2967559 5.5620773 82928.794213 83027.465509
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 50475.591848 50524.660547 5.2823974 10.5301111 93723.816284 93820.886592
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 50765.307178 50807.366063 5.3773975 10.7303800 94290.623857 94373.826978
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 50562.061476 50611.130175 5.3103807 10.6962648 94175.482794 94272.553102
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 47304.081255 47353.795083 3.3743192 5.8428025 84729.594880 84828.266176
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 45563.859698 45620.675501 3.0621346 5.2162291 80796.924778 80909.691974
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 50357.751053 50413.829566 5.2438581 10.4967209 93621.756819 93732.694315
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 46532.829136 46582.542964 3.2323755 5.4828052 82468.630860 82567.302156
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 50516.458246 50565.526945 5.2956042 10.6284601 93990.841582 94087.911890
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 48036.067626 48085.781453 3.5147974 6.1301004 86392.237959 86490.909256
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 46180.213149 46237.028952 3.1691302 5.4376081 82246.683963 82359.451159
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 50536.319880 50592.398393 5.3013869 10.5871261 93887.999594 93998.937090
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 47083.409653 47133.123481 3.3330813 5.6895921 83761.160436 83859.831732
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 50658.798016 50707.866715 5.3418624 10.6930794 94181.479252 94278.549561
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 47573.695329 47623.409156 3.4253965 5.7876160 84290.420501 84389.091797
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 50562.128226 50611.196925 5.3104024 10.5682843 93837.554146 93934.624455
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 50800.846923 50842.905808 5.3890875 10.7370147 94312.886584 94396.089706
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 48134.799279 48184.513106 3.5341876 6.0236280 85696.490407 85795.161703
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 50704.177025 50753.245723 5.3566947 10.6446086 94059.636788 94156.707097
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate 21737.515267 21769.480215 2.8324768 4.8270648 39462.055443 39525.733400
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 28300.211119 28345.436960 4.8243594 9.8120106 53090.309974 53179.756760
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 28375.726669 28414.491676 4.8640865 9.8691796 53192.409269 53269.077943
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 22121.928925 22160.286863 2.9578130 5.0430946 40221.897539 40298.311087
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 22123.914038 22168.664966 2.9578081 5.0425664 40223.775297 40312.924436
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 21427.873264 21466.231201 2.7342740 4.7825495 39377.470232 39453.883780
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 28185.437563 28237.124238 4.7651241 9.7109661 52908.610896 53010.835793
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 21318.101636 21362.852563 2.6998890 4.5641461 38479.148141 38568.297280
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 28297.164543 28342.390385 4.8228047 9.7958027 53063.172622 53152.619407
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 21788.216002 21826.573939 2.8481385 5.0066371 40177.991295 40254.404842
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 28230.234854 28281.921530 4.7877618 9.7488340 52978.583516 53080.808414
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21669.711222 21714.462149 2.8095421 4.7823103 39305.874819 39395.023958
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 28324.187069 28369.412910 4.8366124 9.8192220 53106.005186 53195.451971
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate 21729.867290 21761.832238 2.8300251 4.9535208 39980.341720 40044.019677
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 28186.873105 28232.098946 4.7668564 9.7135149 52909.398048 52998.844834
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 21667.344760 21705.702698 2.8094255 4.7667742 39235.610171 39312.023718
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 28312.110905 28350.875912 4.8314592 9.8077248 53081.497298 53158.165971
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 28228.277293 28273.503134 4.7877833 9.7489201 52974.732644 53064.179430
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 21978.580903 22016.938841 2.9101937 4.9657284 39957.888304 40034.301852
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 28327.382714 28366.147721 4.8392718 9.8221859 53107.701278 53184.369951
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 39908.873017 39956.697044 4.4508540 9.3087743 79366.941824 79462.303061
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 39941.716346 39982.708369 4.4621883 9.3253601 79411.992830 79493.731033
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 39847.088417 39894.912445 4.4308266 9.2547285 79212.747987 79308.109223
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 39858.230674 39899.222697 4.4350791 9.2602191 79225.265126 79307.003329
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 23302.157199 23340.736544 3.0726649 5.4806490 44963.354572 45040.679850
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 23303.050285 23348.059521 3.0722938 5.4781879 44958.066484 45048.279309
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 22807.040719 22845.620064 2.9110586 5.2025572 44001.058650 44078.383928
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 39842.728111 39897.384143 4.4287701 9.2581951 79225.435353 79334.419623
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 22638.552188 22683.561424 2.8574015 5.0052798 43224.726662 43314.939486
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 39860.788248 39908.612276 4.4352596 9.2668063 79247.271189 79342.632425
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 23013.548298 23052.127643 2.9774030 5.3439399 44511.158561 44588.483839
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 39834.138002 39888.794034 4.4259941 9.2487135 79198.574088 79307.558358
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22849.275037 22894.284274 2.9238677 5.1453594 43752.955567 43843.168392
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 39850.218774 39898.042802 4.4318392 9.2562283 79217.206780 79312.568016
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate 23078.909511 23111.058965 2.9993695 5.3194785 44387.837046 44452.274778
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 23013.216557 23051.795902 2.9772953 5.1743459 43810.660973 43887.986251
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate 23283.265511 23315.414965 3.0670064 5.4636487 44897.979900 44962.417632
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 40535.722112 40583.546140 4.6592356 9.6710834 80403.995254 80499.356491
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 23219.146582 23257.725927 3.0449573 5.3173429 44334.247304 44411.572582
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 40597.115030 40638.107054 4.6808449 9.6996557 80481.645036 80563.383239
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 52095.548675 52145.525847 3.9591749 8.5202470 107157.107198 107257.103489
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 29508.687208 29548.985439 2.7129328 5.7934351 60425.578091 60506.146958
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 52125.232324 52168.069900 3.9659124 8.5682149 107353.486171 107439.197277
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 51827.172668 51877.149840 3.9025616 8.3315510 106337.856202 106437.852493
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 30753.811174 30794.109406 3.0043347 6.2612137 62347.062859 62427.631726
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 51826.395854 51869.233430 3.9028177 8.3591247 106450.347764 106536.058871
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 28845.087457 28885.385688 2.5693544 5.6331978 59696.105653 59776.674520
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 51845.476585 51902.593353 3.9059776 8.3370692 106367.055615 106481.337091
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 28366.974341 28413.988944 2.4702368 5.3974302 58665.726888 58759.723899
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 51848.505237 51898.482409 3.9070318 8.3626592 106471.597713 106571.594004
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 28913.367478 28953.665709 2.5837700 5.6739750 59868.461293 59949.030160
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 51825.951140 51883.067907 3.9018869 8.3262789 106319.165619 106433.447095
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 28451.154323 28498.168926 2.4873348 5.4408609 58858.700439 58952.697451
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 51826.186995 51876.164167 3.9023551 8.3496439 106414.164182 106514.160474
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 29040.745419 29074.327279 2.6113069 5.6760763 59893.434427 59960.575150
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 28961.838344 29002.136575 2.5940524 5.5519644 59385.410558 59465.979425
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 29163.796511 29197.378370 2.6377695 5.7279871 60116.939742 60184.080465
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 54958.904031 55008.881203 4.6167850 9.8243320 112505.267321 112605.263612
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 29104.694737 29144.992969 2.6245960 5.6162538 59666.074789 59746.643656
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 54959.623816 55002.461392 4.6174589 9.8317766 112528.344555 112614.055662
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + silicate 19733.507880 19765.503305 2.2270492 4.3682138 38986.733481 39050.690456
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ oxygen + phosphate + silicate 20269.427959 20301.423384 2.3654969 4.5749745 39799.845031 39863.802007
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 34908.584368 34949.029268 3.9410565 8.3838607 73312.263293 73393.473505
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 34480.388546 34527.574263 3.8077927 8.0330774 72223.840650 72318.585897
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 19386.280677 19424.675187 2.1412219 4.2564890 38534.104689 38610.853059
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 34598.275166 34638.720066 3.8444710 8.1507528 72590.219749 72671.429961
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 34545.699596 34592.885313 3.8277304 8.0441436 72261.424219 72356.169466
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 19935.961563 19974.356073 2.2778587 4.4408946 39280.884334 39357.632704
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 34609.953471 34650.398370 3.8480627 8.1215908 72501.175866 72582.386078
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 20397.329900 20442.123496 2.3987112 4.7424339 40452.343577 40541.883342
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 34859.655054 34906.840770 3.9250396 8.3675099 73264.342231 73359.087479
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 34475.423851 34529.350384 3.8056727 8.0286618 72213.706971 72321.987253
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 18906.209576 18951.003172 2.0281540 4.1213233 37963.344759 38052.884525
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 34599.761171 34646.946887 3.8443130 8.1400870 72561.476529 72656.221776
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 34386.034027 34439.960560 3.7785677 7.9786343 72052.515658 72160.795941
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18974.610915 19019.404511 2.0438263 4.1472457 38074.861183 38164.400949
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 34495.379473 34542.565189 3.8123598 8.0815209 72375.114198 72469.859445
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 20446.014986 20484.409497 2.4124324 4.7565754 40500.611551 40577.359922
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 18904.982201 18943.376712 2.0283303 4.1215422 37960.296959 38037.045329
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 18972.736809 19011.131320 2.0438552 4.1472791 38071.005797 38147.754168
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 19971.351604 20003.150791 2.5026796 6.5036302 43771.741628 43835.302408
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 20468.062409 20509.561445 0.9542924 2.3274779 46996.822857 47079.966454
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 19811.962990 19853.462027 0.9132048 2.3864140 47414.635901 47497.779498
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 20412.028611 20453.527647 0.9507123 2.3268391 46973.470076 47056.613673
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 18013.232382 18054.731418 0.8094094 2.3913075 46703.144731 46786.288328
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 19757.468074 19805.883617 0.9097507 2.3843518 47376.566087 47473.566950
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 19951.367876 19989.526900 2.4962484 6.5046173 43769.466321 43845.739257
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20395.681379 20444.096922 0.9495430 2.3227284 46926.440936 47023.441799
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19947.318566 19991.837428 2.4944817 6.4965810 43754.142912 43843.128004
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19844.643553 19895.522252 2.4641075 6.4660974 43653.235952 43754.933200
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17959.670425 18008.085968 0.8063983 2.3820984 46591.619856 46688.620719
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 19842.866730 19887.385591 2.4641719 6.4719094 43661.629399 43750.614490
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19767.524382 19815.939924 0.9103646 2.3833842 47370.232420 47467.233284
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20404.500897 20452.916440 0.9501049 2.3216540 46917.048026 47014.048889
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19925.074481 19975.953180 2.4874135 6.6524480 44072.297611 44173.994858
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17978.979306 18027.394849 0.8074435 2.3818993 46598.862978 46695.863841
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 20303.486598 20335.285785 2.6018831 6.6571538 44218.233263 44281.794042
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 20243.096950 20281.255974 2.5829530 6.6303397 44143.341477 44219.614413
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20110.199037 20154.717898 2.5424920 6.5894775 44011.602780 44100.587872
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 20134.502622 20172.661646 2.5503313 6.6042704 44048.464322 44124.737258
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 8497.991185 8533.861051 1.0362792 1.9185716 17659.085726 17731.980101
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 8377.324277 8413.194143 1.0150655 1.8896405 17476.287417 17549.181792
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 8548.680434 8584.550300 1.0453222 1.9334278 17756.217696 17829.112070
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8499.985297 8541.833474 1.0362781 1.9165842 17647.140000 17732.183436
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8293.133100 8334.981277 1.0001793 1.9125373 17693.202660 17778.246097
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 8594.401068 8636.249245 1.0531854 1.9438235 17824.075511 17909.118947
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15771.537351 15812.739921 4.6786265 8.5664101 34562.108665 34646.192723
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15767.297036 15814.385688 4.6731417 8.5605475 34559.211033 34655.307098
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8411.437336 8453.285513 1.0206683 1.9506624 17946.905708 18031.949145
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 15656.444477 15691.760965 4.5802176 8.4064605 34337.121920 34409.193969
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15656.633498 15697.836067 4.5786588 8.4010736 34332.542444 34416.626501
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15649.943587 15697.032238 4.5711859 8.3923209 34325.588131 34421.684197
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15652.759193 15693.961763 4.5753256 8.4010296 34334.484430 34418.568487
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 8595.504930 8631.374795 1.0537459 1.9487937 17858.108498 17931.002873
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 8463.701751 8499.571616 1.0302063 1.9173233 17663.362580 17736.256954
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 15662.350224 15691.780631 4.5870291 8.4633354 34428.929537 34488.989578
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8507.465433 8543.335299 1.0379634 1.9333027 17772.371038 17845.265412
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 15663.146932 15698.463421 4.5859917 8.4609709 34429.410683 34501.482733
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15653.358971 15694.561541 4.5758414 8.4419657 34406.152998 34490.237055
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 15655.935144 15691.251632 4.5797792 8.4490138 34412.167015 34484.239064
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4123.715604 4157.013259 0.7139744 1.3068169 8730.977361 8799.370959
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 4135.825658 4169.123313 0.7162534 1.3157645 8800.448302 8868.841900
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 3952.968720 3986.266375 0.6826032 1.2601429 8426.125632 8494.519230
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3771.486717 3810.333981 0.6504270 1.2278386 8245.506261 8325.298792
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 3957.181808 3990.479463 0.6833605 1.2619607 8439.746786 8508.140384
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 3796.314551 3835.161815 0.6546905 1.2332873 8280.848975 8360.641506
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 8848.656310 8880.414416 4.8877246 8.5373921 16578.062501 16641.379524
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8837.465619 8874.516742 4.8658443 8.5049823 16560.654781 16634.524642
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8837.246101 8879.590242 4.8621723 8.4935977 16556.401472 16640.824170
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 8850.612486 8887.663610 4.8876517 8.5334079 16578.969066 16652.838927
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 3960.428884 3993.726539 0.6839446 1.2634909 8451.371219 8519.764817
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3809.295022 3848.142286 0.6569307 1.2364556 8302.048235 8381.840765
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 8812.508131 8844.266237 4.8279965 8.4478863 16518.614862 16581.931886
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8807.319539 8844.370663 4.8162060 8.4295715 16510.295799 16584.165660
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8804.605233 8846.949375 4.8084894 8.4048020 16496.127751 16580.550450
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8813.262139 8850.313263 4.8259508 8.4342920 16512.281094 16586.150955
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4154.889133 4188.186789 0.7198557 1.3145447 8778.099108 8846.492706
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4166.772956 4200.070611 0.7221104 1.3178568 8799.091873 8867.485471
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8902.501726 8939.552850 4.9746816 8.7621531 16739.313815 16813.183676
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 8901.618592 8933.376698 4.9765718 8.7643015 16736.624642 16799.941666
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12590.859562 12630.588384 4.4777753 8.1075422 25430.454199 25510.571629
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 4206.030292 4241.200655 0.5427256 1.1737858 10636.712761 10708.579834
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4175.474243 4216.506333 0.5393331 1.1622440 10521.123300 10604.968218
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 12568.277841 12602.331117 4.4564433 8.0888089 25409.261845 25477.933927
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4190.417776 4231.449865 0.5408876 1.1495560 10381.188795 10465.033713
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12555.657443 12595.386265 4.4413518 8.0679202 25391.076919 25471.194348
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12557.643199 12603.047567 4.4413371 8.0545412 25377.577715 25469.140491
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12569.432881 12609.161703 4.4555697 8.0727153 25392.530863 25472.648292
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 4995.951148 5031.121511 0.6319092 1.2407863 11187.017863 11258.884937
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 4206.120506 4241.290869 0.5427350 1.1748174 10647.640022 10719.507095
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4174.101755 4215.133844 0.5391905 1.1633078 10532.705464 10616.550383
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4189.527023 4230.559112 0.5407948 1.1507899 10394.876932 10478.721851
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12552.639583 12592.368405 4.4382430 8.0951645 25427.532692 25507.650121
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12554.638817 12600.043185 4.4382422 8.0664268 25394.168337 25485.731114
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12566.765347 12606.494169 4.4528130 8.0850565 25409.590202 25489.707631
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 4206.264267 4241.434629 0.5427500 1.1736576 10635.326080 10707.193153
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4179.045768 4220.077857 0.5397042 1.1625601 10524.103437 10607.948356
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4193.195570 4234.227659 0.5411771 1.1497774 10383.217494 10467.062413
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12534.709250 12580.113618 4.4177671 8.0860433 25426.284829 25517.847604
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12548.939666 12588.668488 4.4344347 8.1077013 25444.953917 25525.071346
mod Indian1 (-Inf,26] cstar_tref ~ sal + aou + phosphate + nitrate 43.861230 52.065005 0.4191162 4.2868150 859.624718 885.688895
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 74.320137 82.523912 0.7086076 4.3489042 872.511209 898.575387
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 127.805412 136.876270 1.9908648 5.2594833 568.747591 594.665484
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 64.520655 72.724430 0.5984514 2.6599841 697.813251 723.877428
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 125.848266 133.623288 1.9924453 4.8388301 542.106332 564.321668
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 127.619561 136.690419 1.9840246 4.6262617 533.672133 559.590026
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 73.865157 82.068932 0.7030706 2.2260337 619.348097 645.412275
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 96.785117 104.988892 1.0438062 3.2202295 745.805319 771.869497
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 73.746473 81.950248 0.7016334 4.3416345 871.914001 897.978178
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 127.868745 136.939603 1.9932011 5.2527366 568.354557 594.272450
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 65.336953 73.540728 0.6069336 2.6881474 701.384998 727.449175
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 125.886477 133.661498 1.9938557 4.8110232 540.452438 562.667775
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 127.640655 136.711513 1.9847998 4.6017454 532.115862 558.033755
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 73.438638 81.642413 0.6979194 2.2141634 617.639330 643.703507
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + silicate 105.192411 112.028891 1.2489584 4.3430464 854.237610 875.957758
obs Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 128.227680 137.298538 2.0064939 4.7688026 541.568557 567.486449
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 126.285270 134.060292 2.0086349 5.3117208 566.947758 589.163095
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 127.772305 135.547326 2.0647167 5.2536688 562.667771 584.883107
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 128.276463 137.347320 2.0083074 4.7528631 540.559931 566.477824
mod Indian1 (-Inf,26] cstar_tref ~ temp + phosphate + nitrate + silicate 99.372982 107.576757 1.0914337 4.3269830 863.382781 889.446959
mod Indian1 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 72.183082 85.587721 0.3742508 2.0475094 1731.705337 1769.436612
mod Indian1 (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 109.537068 125.175813 0.4835305 2.0342132 1706.241101 1750.260922
mod Indian1 (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate 140.401448 153.806087 0.6135502 2.1718059 1739.256238 1776.987513
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 113.375602 129.014347 0.4971689 1.9067600 1628.802560 1672.822381
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 178.914635 191.403962 1.5763175 5.0874268 1455.453548 1492.189698
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 177.897753 188.602891 1.5940265 4.6886077 1392.832759 1424.320887
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 178.238801 190.728129 1.5642578 4.5687962 1381.236287 1417.972437
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 141.132002 154.536641 0.6168068 2.0403041 1662.923074 1700.654350
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 113.200177 128.838923 0.4965373 1.8913950 1619.674958 1663.694779
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 178.907355 191.396682 1.5761871 5.0878609 1455.522144 1492.258294
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 177.771205 188.476342 1.5917359 4.6734796 1390.744104 1422.232233
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 178.137112 190.626440 1.5624513 4.5630566 1380.516332 1417.252482
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 141.209533 154.614172 0.6171535 2.0266286 1654.566356 1692.297631
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate 179.860010 188.780958 1.6674389 4.9310062 1417.890444 1444.130551
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate 180.117170 190.822308 1.6347401 4.8947742 1419.636322 1451.124450
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 109.360917 124.999663 0.4829137 2.0222477 1699.806622 1743.826443
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 180.012181 192.501508 1.5961006 4.8195063 1416.198131 1452.934281
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 181.208905 191.914043 1.6551472 4.8785833 1415.399312 1446.887441
mod Indian1 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 91.197581 104.602220 0.4295389 1.9203495 1652.353835 1690.085110
mod Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 100.474257 113.878896 0.4594061 1.8453278 1599.473195 1637.204471
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate -61.084324 -48.321518 0.1342129 1.2335894 792.522746 827.051279
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate -34.927495 -22.164689 0.1657315 0.9761904 649.156339 683.684872
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate -56.953649 -44.190843 0.1387590 1.3936818 870.229327 904.757860
mod Indian1 (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate -55.115013 -42.352207 0.1408319 1.2083406 782.137003 816.665536
mod Indian1 (26.5,26.75] cstar_tref ~ sal + phosphate + nitrate + silicate -98.959982 -86.197176 0.0988870 1.2289595 769.958514 804.487047
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 193.348996 207.007702 1.3573999 4.0244566 1440.904806 1479.407044
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 195.326778 210.936728 1.3571100 4.0219852 1444.462011 1488.464569
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 198.811838 212.470544 1.4306063 4.3444853 1491.861624 1530.363863
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate -32.098946 -19.336140 0.1695555 0.9553408 634.795063 669.323596
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate -14.591194 -1.828388 0.1952677 1.0611994 706.302816 740.831349
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 193.510121 207.168827 1.3595045 4.0053163 1436.955174 1475.457413
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 195.483408 211.093358 1.3591554 3.9997048 1439.905143 1483.907701
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 198.893988 212.552694 1.4317368 4.3258273 1488.441227 1526.943466
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate -32.522434 -19.759628 0.1689774 0.9526381 632.866212 667.394745
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate -56.703230 -43.940424 0.1390396 0.9800351 647.944655 682.473188
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + silicate -12.191929 -1.556257 0.2023198 1.0753357 711.232289 740.006067
obs Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 192.194498 203.901960 1.3684803 4.1500538 1459.359522 1492.361441
obs Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 194.006008 207.664714 1.3660023 4.1426281 1462.255942 1500.758181
obs Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 192.196397 203.903860 1.3685053 4.1263357 1454.955164 1487.957083
obs Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 194.063424 207.722130 1.3667567 4.1152233 1457.074007 1495.576246
mod Indian1 (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate -281.470508 -265.839487 0.0557827 0.7065038 274.624873 311.956521
obs Indian1 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 414.795576 432.818553 1.9098373 4.6182088 2138.818113 2183.926168
mod Indian1 (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate -234.638119 -219.007098 0.0705009 0.7181025 318.814266 356.145913
mod Indian1 (26.75,27] cstar_tref ~ sal + phosphate + nitrate + silicate -401.119968 -385.488946 0.0306679 0.6819400 155.440979 192.772626
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate -412.785734 -394.549542 0.0286424 0.6350009 106.474298 150.027887
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 407.192974 425.215950 1.8364408 4.4867827 2115.880997 2160.989052
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 407.983644 428.581331 1.8250287 4.4730063 2118.039822 2169.591885
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -406.657613 -388.421421 0.0295336 0.6359143 112.622589 156.176178
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 407.075622 425.098598 1.8353303 4.4846607 2115.493401 2160.601456
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 407.851572 428.449260 1.8237867 4.4686369 2117.071067 2168.623130
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 409.361141 427.384118 1.8570802 4.6354667 2151.453834 2196.561889
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate -83.732838 -68.101817 0.1499276 0.7565109 433.731099 471.062747
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate + silicate -402.375393 -384.139202 0.0301728 0.6529300 131.561585 175.115174
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate -136.347506 -120.716485 0.1152472 0.7537530 409.325191 446.656838
obs Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 410.315351 425.763617 1.8855761 4.5381829 2117.608174 2156.272221
obs Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 412.036226 430.059203 1.8828651 4.5322788 2120.476293 2165.584349
mod Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate -130.654399 -115.023378 0.1185749 0.7099413 372.836121 410.167769
obs Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 409.894891 425.343157 1.8814938 4.5322581 2116.695746 2155.359793
obs Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 411.590194 429.613170 1.8785411 4.5240212 2118.978300 2164.086355
mod Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate -135.580501 -119.949480 0.1156900 0.7065237 367.414288 404.745936
mod Indian1 (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate -202.325215 -188.582458 0.0557477 0.5595184 259.923765 296.027608
obs Indian1 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 364.186957 381.762973 1.6572600 4.2522922 2133.864691 2178.835228
mod Indian1 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate -204.854122 -191.111365 0.0547904 0.5561465 254.444824 290.548667
obs Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 366.630110 384.206127 1.6796569 4.2380061 2125.772652 2170.743189
obs Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 364.810587 379.875744 1.6813233 4.4446980 2179.000060 2217.546235
mod Indian1 (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate -171.208980 -157.466223 0.0689899 0.5950921 317.671768 353.775612
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate -196.059602 -182.316846 0.0581922 0.5844253 292.973877 329.077720
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 368.368452 385.944469 1.6957767 4.4417808 2179.891583 2224.862120
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 365.982454 386.069330 1.6553989 4.2138320 2127.149282 2178.544182
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 364.160276 381.736292 1.6570170 4.3297957 2155.682561 2200.653098
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + silicate -176.398353 -162.655596 0.0665809 0.6284080 352.821473 388.925316
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate -135.609550 -121.866793 0.0880401 0.5796247 311.604308 347.708151
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 366.209002 386.295878 1.6574607 4.2118629 2126.208999 2177.603899
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 364.379077 381.955094 1.6590103 4.3291104 2155.159406 2200.129944
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate -175.550991 -161.808234 0.0669684 0.6293420 354.265674 390.369518
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate -190.995737 -179.543440 0.0610769 0.6648436 380.428161 410.514697
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate -191.382708 -177.639951 0.0600865 0.5562283 261.496976 297.600819
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate -192.176944 -178.434187 0.0597605 0.6512828 368.667055 404.770898
obs Indian1 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 364.797745 382.373761 1.6628311 4.4256653 2180.842493 2225.813030
obs Indian1 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 365.078573 382.654589 1.6653988 4.4448446 2185.559236 2230.529774
mod Indian1 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate -69.491072 -56.669331 0.1599403 0.6810336 610.965080 644.186487
mod Indian1 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate -59.066321 -46.244580 0.1688645 0.7226449 674.563272 707.784679
mod Indian1 (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate -247.596906 -232.210817 0.0625990 0.6074143 473.767744 513.633433
obs Indian1 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 429.648941 448.293014 1.7188744 4.4471628 2672.452893 2720.015552
obs Indian1 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 433.482074 452.126148 1.7502358 4.4140281 2654.276255 2701.838914
mod Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate -242.819437 -227.433348 0.0641762 0.5892146 446.228681 486.094369
mod Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + silicate 10.109655 22.931396 0.2421090 0.7671533 697.167747 730.389154
mod Indian1 (27.25,27.5] cstar_tref ~ sal + phosphate + nitrate + silicate -237.767120 -222.381030 0.0658873 0.7022537 619.353901 659.219589
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou -118.521582 -105.699841 0.1238949 0.7231942 684.147900 717.369307
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 429.421710 448.065784 1.7170331 4.4171951 2662.691994 2710.254654
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 429.074967 450.382480 1.6981311 4.3543649 2649.254939 2703.612264
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 427.078417 445.722491 1.6981587 4.4197606 2667.624838 2715.187497
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen -115.926183 -103.104442 0.1255810 0.7248946 686.764025 719.985432
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 429.236618 447.880692 1.7155346 4.4080006 2659.880952 2707.443611
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 428.769780 450.077293 1.6956883 4.3330655 2642.395390 2696.752714
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 426.771452 445.415526 1.6957017 4.4050744 2663.174666 2710.737325
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate -135.781580 -122.959839 0.1132432 0.7066435 658.242275 691.463682
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + silicate -209.614471 -196.792730 0.0770914 0.6622411 572.172101 605.393508
obs Indian1 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 436.944678 455.588751 1.7790571 4.4494352 2660.010595 2707.573254
obs Indian1 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 437.008365 455.652439 1.7795917 4.4333587 2654.333542 2701.896201
mod Indian1 (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate + silicate -421.183816 -404.024942 0.0451418 0.2584030 -522.347976 -480.560342
mod Indian1 (27.5,27.75] cstar_tref ~ oxygen + phosphate + silicate -289.025780 -274.726718 0.0759293 0.2895469 -390.693227 -355.870199
mod Indian1 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate -379.781484 -362.622609 0.0529996 0.4204032 6.427712 48.215346
obs Indian1 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 576.091342 596.428266 1.9403750 4.2739395 2752.175358 2801.684897
mod Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate -380.026620 -362.867745 0.0529492 0.4009544 -42.419592 -0.631958
mod Indian1 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate -375.286305 -360.987243 0.0543508 0.4159685 -5.299647 29.523381
mod Indian1 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate -383.171822 -366.012948 0.0523077 0.4038835 -36.418355 5.369278
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate -380.557861 -363.398987 0.0528403 0.4161162 -4.472082 37.315551
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 574.474770 594.811693 1.9287921 4.2712127 2754.172462 2803.682001
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 576.331538 599.573736 1.9277692 4.2302042 2741.603689 2798.186019
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 578.959738 599.296661 1.9610988 4.2739758 2746.548639 2796.058178
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate -377.779824 -360.620950 0.0534124 0.4167204 -1.614645 40.172988
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 576.709770 599.951968 1.9304716 4.2167863 2735.279053 2791.861384
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 579.324508 599.661431 1.9637501 4.2638457 2741.626838 2791.136377
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate -381.130713 -363.971839 0.0527231 0.4138302 -10.410045 31.377588
obs Indian1 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 574.339376 594.676300 1.9278251 4.2326203 2738.588936 2788.098475
obs Indian1 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 577.016679 594.448327 1.9615124 4.2744323 2742.623267 2785.060014
obs Indian1 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 574.709893 595.046816 1.9304725 4.2195138 2732.416213 2781.925752
obs Indian1 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 577.349400 594.781049 1.9639311 4.2641620 2737.707827 2780.144574
mod Indian1 (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate -392.425120 -375.266246 0.0504649 0.3637215 -149.072496 -107.284862
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 241.709321 254.174546 1.6951151 4.1493412 1022.870328 1054.007479
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 243.366161 257.908923 1.6901926 4.1295150 1024.504886 1060.831563
mod Indian1 (27.75,27.85] cstar_tref ~ sal + aou + silicate -276.034490 -265.011027 0.0286236 0.1226083 -585.675742 -559.002786
mod Indian1 (27.75,27.85] cstar_tref ~ sal + nitrate + silicate -232.939700 -221.916237 0.0394816 0.1206622 -592.082947 -565.409990
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate -272.316906 -261.293443 0.0294288 0.1368141 -536.905799 -510.232842
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + silicate -278.185478 -267.162015 0.0281678 0.1150173 -614.513863 -587.840906
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou -272.420250 -261.396787 0.0294061 0.1341875 -545.306350 -518.633393
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 241.724946 254.190170 1.6953395 4.1532320 1023.381549 1054.518701
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 243.391979 257.934741 1.6905625 4.1339253 1025.080173 1061.406850
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 244.176374 260.796673 1.6732361 4.0931267 1024.659780 1066.175982
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 242.802135 257.344897 1.6821330 4.1249554 1024.416896 1060.743573
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + nitrate -232.071561 -221.048097 0.0397382 0.1251969 -573.856445 -547.183489
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen -271.706189 -260.682726 0.0295632 0.1343392 -544.609638 -517.936682
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 243.706027 258.248789 1.6950677 4.1417155 1025.840265 1062.166942
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 244.598145 261.218444 1.6792275 4.1006634 1025.293493 1066.809695
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 243.204805 257.747567 1.6878830 4.1320920 1025.007963 1061.334639
obs Indian1 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 245.488949 260.031711 1.7208739 4.1505160 1025.307543 1061.634220
mod Indian1 (27.75,27.85] cstar_tref ~ temp + aou + silicate -268.762398 -257.738934 0.0302199 0.1191139 -597.226167 -570.553210
mod Indian1 (27.75,27.85] cstar_tref ~ temp + oxygen + silicate -267.673304 -256.649841 0.0304665 0.1193266 -596.265906 -569.592949
mod Indian1 (27.75,27.85] cstar_tref ~ temp + phosphate + silicate -265.312582 -254.289119 0.0310080 0.1352242 -540.026564 -513.353607
obs Indian1 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 370.279001 385.277859 1.7709221 4.1500011 1259.969366 1294.513196
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate -376.279206 -361.553123 0.0253146 0.0848730 -967.078562 -932.128650
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate -380.092416 -365.366332 0.0247595 0.0864391 -955.843686 -920.893775
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + silicate -377.652848 -365.381112 0.0254069 0.0850705 -969.693851 -940.568924
mod Indian1 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate -382.580873 -367.854789 0.0244039 0.0831864 -979.018934 -944.069022
mod Indian1 (27.85,27.95] cstar_tref ~ sal + phosphate + nitrate + silicate -379.518011 -364.791928 0.0248423 0.0825875 -983.612345 -948.662434
mod Indian1 (27.85,27.95] cstar_tref ~ sal + phosphate + silicate -375.234077 -362.962341 0.0257667 0.0854409 -967.198452 -938.073526
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 372.385501 389.884168 1.7719702 4.1408146 1262.420363 1302.721499
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 373.711068 393.709546 1.7653433 4.1293370 1264.958803 1311.017243
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 371.832653 389.331320 1.7665361 4.2626178 1281.958360 1322.259495
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate -379.668264 -364.942180 0.0248206 0.0844053 -970.278030 -935.328118
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 372.838481 390.337148 1.7764351 4.1440420 1262.672692 1302.973827
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 374.287414 394.285891 1.7710049 4.1332582 1265.252344 1311.310784
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate -377.904587 -363.178503 0.0250765 0.0845955 -968.988131 -934.038219
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate -385.104200 -370.378117 0.0240485 0.0856736 -961.235130 -926.285218
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate -373.284526 -358.558443 0.0257592 0.0853016 -964.199162 -929.249250
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 370.894897 385.893755 1.7769919 4.1533635 1260.148008 1294.691838
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 372.157581 389.656249 1.7697279 4.1392335 1262.299602 1302.600737
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate 371.332256 386.331114 1.7813149 4.1563640 1260.371616 1294.915446
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 372.723517 390.222185 1.7753008 4.1429411 1262.563125 1302.864261
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + phosphate -244.314782 -234.012567 0.0270165 0.0762831 -934.606217 -907.335864
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate -242.559493 -230.196835 0.0269596 0.0733692 -957.135803 -924.411380
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate -248.952161 -238.649946 0.0259578 0.0759622 -932.701952 -905.431599
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate -247.633301 -235.270643 0.0258058 0.0692704 -991.056255 -958.331832
mod Indian1 (27.95,28.05] cstar_tref ~ sal + phosphate + nitrate + silicate -237.764624 -225.401966 0.0280973 0.0790093 -911.600469 -878.876045
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate -261.172326 -248.809668 0.0229630 0.0693393 -976.064738 -943.340315
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 423.824041 439.272307 2.0215525 4.5069132 2196.817405 2235.875036
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 425.428719 443.451696 2.0174373 4.4897842 2196.453148 2242.020384
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 425.566096 446.163784 1.9981603 4.4567277 2194.365223 2246.442064
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 424.765150 442.788126 2.0105486 4.4866732 2196.943870 2242.511106
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate -260.298027 -247.935369 0.0231367 0.0696019 -974.347586 -941.623163
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 423.421755 438.870021 2.0173649 4.5108364 2198.878262 2237.935893
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 424.968166 442.991143 2.0126537 4.4918633 2198.088205 2243.655441
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 425.247218 445.844905 1.9948786 4.4564635 2194.973619 2247.050461
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 424.496970 442.519947 2.0077712 4.4891930 2198.291273 2243.858510
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate -252.738568 -242.436353 0.0251241 0.0782484 -909.859210 -882.588857
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate -252.687097 -240.324439 0.0247056 0.0672678 -1005.341853 -972.617430
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate -250.906009 -238.543351 0.0250879 0.0781523 -906.522616 -873.798193
obs Indian1 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 425.736438 443.759414 2.0206399 4.4966546 2197.881587 2243.448823
obs Indian1 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 425.279302 443.302278 2.0158841 4.4983538 2199.392780 2244.960016
obs Indian1 (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 307.665436 319.448980 1.6309672 4.9152136 2127.669994 2158.700162
obs Indian1 (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 309.651655 323.791908 1.6308232 4.9073533 2130.023767 2167.259969
mod Indian1 (28.05,28.1] cstar_tref ~ sal + aou + nitrate -232.342313 -222.305647 0.0267278 0.0779680 -759.435820 -733.632696
mod Indian1 (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate -226.398599 -216.361933 0.0282118 0.0825453 -733.210289 -707.407165
mod Indian1 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate -267.142996 -257.106331 0.0194790 0.0791257 -741.673257 -715.870133
mod Indian1 (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate -240.774018 -230.737352 0.0247556 0.0698443 -812.118355 -786.315231
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate -267.471830 -255.427831 0.0190709 0.0702652 -792.875113 -761.911364
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 310.635817 327.132779 1.6202381 4.9163919 2137.152021 2180.594256
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 307.504894 326.358565 1.5678145 4.8638733 2136.001106 2185.649375
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 306.372881 322.869843 1.5765621 4.8809683 2134.624437 2178.066673
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate -261.560093 -249.516094 0.0201239 0.0971242 -645.732442 -614.768693
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate -267.286403 -255.242404 0.0191031 0.0703538 -792.308431 -761.344682
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 307.538201 326.391872 1.5681492 4.8929608 2142.062164 2191.710433
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 306.398531 322.895493 1.5768214 4.9094896 2140.560510 2184.002745
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + phosphate -272.132868 -262.096202 0.0186151 0.0965627 -654.074853 -628.271729
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate -270.542019 -258.498020 0.0185460 0.0634081 -841.629348 -810.665599
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate -275.985798 -263.941799 0.0176505 0.0936064 -664.883354 -633.919606
obs Indian1 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 306.674330 323.171292 1.5796116 4.8881691 2135.797209 2179.239444
obs Indian1 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 305.732988 319.873241 1.5903677 4.9056757 2134.270406 2171.506607
obs Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 306.820249 323.317211 1.5810898 4.9228877 2142.880818 2186.323053
mod Indian1 (28.1, Inf] cstar_tref ~ aou + nitrate + silicate -542.882237 -529.028814 0.0232451 0.0881419 -1880.484731 -1845.439685
mod Indian1 (28.1, Inf] cstar_tref ~ oxygen + nitrate + silicate -686.214649 -672.361226 0.0126639 0.0626354 -2291.434878 -2256.389832
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + nitrate -547.165505 -533.312081 0.0228270 0.0686568 -2240.982319 -2205.937272
obs Indian1 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 402.497481 419.838839 2.1999476 4.7593075 1855.301886 1898.685426
obs Indian1 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 401.805755 416.669776 2.2163615 4.7827727 1854.288437 1891.474328
mod Indian1 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate -699.918259 -686.064836 0.0119495 0.0542782 -2475.109765 -2440.064719
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate -698.597767 -681.973659 0.0119151 0.0505164 -2566.182066 -2524.128011
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 401.218804 416.082825 2.2089824 4.7743596 1853.455686 1890.641577
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 402.954828 420.296186 2.2056717 4.7608851 1854.770150 1898.153690
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 403.141201 422.959895 2.1830596 4.7364980 1856.532626 1906.113815
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 402.357304 419.698662 2.1981961 4.7575976 1855.171625 1898.555165
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate -698.818776 -682.194669 0.0119040 0.0505753 -2564.547833 -2522.493777
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 403.826520 423.645215 2.1915767 4.7651256 1862.003399 1911.584588
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 403.142968 420.484326 2.2080308 4.7908315 1861.508844 1904.892384
mod Indian1 (28.1, Inf] cstar_tref ~ temp + aou + nitrate -431.033465 -417.180042 0.0373387 0.0899027 -1984.461107 -1949.416061
mod Indian1 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate -683.288319 -666.664211 0.0127137 0.0619905 -2300.844128 -2258.790073
obs Indian1 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 401.624163 416.488184 2.2140759 4.7850779 1855.197040 1892.382932
obs Indian1 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 403.273424 420.614782 2.2096680 4.7783716 1858.300732 1901.684272
mod Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate -435.504837 -421.651414 0.0366379 0.0886176 -2000.381070 -1965.336024
mod Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate -684.237089 -667.612981 0.0126627 0.0616434 -2307.963702 -2265.909646
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 535.721457 555.519654 1.9502300 3.5045902 1234.202396 1276.505143
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 517.381897 532.641666 3.5582294 7.7159170 1246.044095 1278.321555
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 516.869442 534.672506 3.5109931 7.6058501 1243.694366 1281.351403
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 515.090375 530.350144 3.5151215 7.5802703 1238.080373 1270.357833
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 512.025405 529.828468 3.4216838 7.4855759 1236.937487 1274.594524
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 509.910823 530.257181 3.3476101 7.3607522 1233.656104 1276.692717
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 514.283143 532.086207 3.4630234 7.4787357 1236.189769 1273.846806
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 497.630514 517.428710 1.6746154 3.2388489 1198.441593 1240.744340
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate 536.442601 550.584170 1.9874092 3.3220859 1174.849559 1205.065806
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 533.238640 550.208522 1.9464672 3.1618785 1139.198402 1175.457899
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 466.349641 486.147837 1.4776604 2.5372415 1023.816515 1066.119262
obs Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 530.257030 548.060093 3.7701301 7.8850416 1258.313111 1295.970148
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 476.655845 493.625728 1.5522180 2.6988063 1061.164264 1097.423761
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 525.406182 539.547750 1.9015820 3.1319841 1133.877046 1164.093294
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 522.503480 539.473362 1.8646538 2.9632094 1091.263492 1127.522989
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 529.409130 544.668899 3.7933051 7.9508286 1258.061375 1290.338835
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 455.012317 474.810514 1.4121463 2.3694387 975.119838 1017.422585
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 524.757311 542.560375 3.6614369 7.6852280 1247.170399 1284.827436
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 465.109790 482.079672 1.4821602 2.5401263 1020.015329 1056.274826
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 532.463354 547.723123 3.8554339 7.8910230 1253.614237 1285.891698
mod Indian2 (26,26.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 410.665386 429.694878 1.4217508 2.5425686 1414.981494 1460.454553
obs Indian2 (26,26.5] cstar_tref ~ sal + oxygen + nitrate 527.551323 540.267797 3.7961752 8.0191379 1830.034235 1859.853384
obs Indian2 (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate 529.266335 544.526104 3.7904250 7.9960028 1831.884635 1867.667614
mod Indian2 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 396.029080 415.058572 1.3318227 2.4053778 1372.513644 1417.986703
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou 528.007455 540.723929 3.8053968 7.9810522 1825.398310 1855.217459
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 355.581620 374.611112 1.1117990 2.1160786 1288.974616 1334.447674
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 353.786270 370.097263 1.1128152 2.3169216 1402.407135 1441.384043
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 529.857577 545.117345 3.8023643 7.9577607 1827.050141 1862.833120
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + nitrate 530.501947 543.218421 3.8562255 8.0479707 1829.631129 1859.450278
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 354.674449 370.985442 1.1172364 2.1657981 1313.941688 1352.918596
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 532.253604 547.513372 3.8511348 8.0183269 1830.727399 1866.510378
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen 528.453092 541.169566 3.8144278 7.9930019 1826.159777 1855.978926
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 355.490252 374.519745 1.1113456 2.1149850 1288.471366 1333.944425
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 353.661587 369.972580 1.1121960 2.3167868 1402.542313 1441.519220
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 530.239551 545.499320 3.8100977 7.9666881 1827.561970 1863.344948
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate 517.125178 529.841652 3.5913774 7.5925728 1795.225502 1825.044651
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 356.609609 375.639101 1.1169130 2.1023258 1277.751171 1323.224229
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 357.738003 374.048996 1.1326213 2.3776734 1427.960873 1466.937780
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 519.084777 534.344546 3.5906057 7.5788609 1797.720925 1833.503903
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + silicate 371.498828 385.091322 1.2151840 2.6104817 1513.320732 1545.801488
obs Indian2 (26.5,26.75] cstar_tref ~ aou + phosphate + silicate 393.029235 404.748262 2.9103236 6.4493503 1696.134146 1725.277158
obs Indian2 (26.5,26.75] cstar_tref ~ oxygen + phosphate + silicate 399.457981 411.177008 3.0343869 6.7131051 1721.222378 1750.365389
mod Indian2 (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 109.583745 124.096789 0.4355766 0.9929431 617.221085 653.896522
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate 392.116606 403.835634 2.8931276 6.4461540 1697.124451 1726.267462
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 392.046434 406.109267 2.8544965 6.3934461 1697.140849 1732.112464
mod Indian2 (26.5,26.75] cstar_tref ~ sal + aou + silicate 114.618907 126.713110 0.4544333 1.0118071 620.263975 650.826838
mod Indian2 (26.5,26.75] cstar_tref ~ sal + nitrate + silicate 116.818213 128.912416 0.4604941 1.0566476 662.417033 692.979897
mod Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 106.310493 120.823536 0.4270718 0.9895284 619.347772 656.023209
obs Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate 399.791491 411.510518 3.0409654 6.7008966 1719.088034 1748.231046
obs Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + silicate 401.315924 415.378757 3.0315891 6.6886207 1722.230444 1757.202058
mod Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + silicate 117.303658 129.397861 0.4618427 1.0288619 633.140022 663.702886
mod Indian2 (26.5,26.75] cstar_tref ~ sal + phosphate + silicate 100.135759 112.229962 0.4164653 0.9669599 598.403902 628.966766
obs Indian2 (26.5,26.75] cstar_tref ~ sal + phosphate + silicate 401.776759 413.495787 3.0804214 6.7822025 1726.553521 1755.696532
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate 116.564065 131.077109 0.4542832 1.0091324 621.512533 658.187969
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 93.084349 107.597393 0.3943649 0.9768626 626.918328 663.593765
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate 117.550166 132.063209 0.4569898 1.0115904 622.232478 658.907915
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate 397.238702 408.957729 2.9909722 6.6329450 1714.164374 1743.307386
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate 90.691070 105.204114 0.3887200 0.9317547 582.854760 619.530196
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate 397.578659 411.641492 2.9589042 6.5890626 1714.938208 1749.909822
obs Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 373.006989 384.726016 2.5555046 5.8100644 1635.722853 1664.865865
obs Indian2 (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 826.464833 845.172796 2.7720273 6.0927598 3169.485123 3212.781532
obs Indian2 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 828.759633 847.467596 2.7911385 6.1744658 3188.400002 3231.696411
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + nitrate 80.035439 94.295590 0.3181086 0.9427159 778.505905 812.238071
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 63.289589 80.401770 0.2956472 0.9094009 751.033720 791.512318
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + silicate 49.027423 66.139605 0.2796266 0.8452204 677.444621 717.923220
mod Indian2 (26.75,27] cstar_tref ~ sal + phosphate + silicate 81.781702 96.041853 0.3202859 0.9179937 748.292825 782.024990
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 806.104604 824.812567 2.6080952 6.0531251 3181.829889 3225.126297
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 806.783642 828.609598 2.5978007 6.0248852 3179.860770 3230.373247
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + silicate 90.833301 107.945483 0.3292309 0.9355956 769.784026 810.262625
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + nitrate 80.424329 94.684481 0.3185922 0.9376706 772.439776 806.171942
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 64.406990 81.519171 0.2969404 0.9069119 747.663297 788.141896
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 806.156052 824.864015 2.6084970 6.0634688 3184.446076 3227.742485
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 806.740967 828.566924 2.5974688 6.0332995 3182.086549 3232.599026
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 91.886777 108.998959 0.3305885 0.9358983 769.573356 810.051954
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + phosphate 117.761055 132.021207 0.3686171 0.9513697 765.875928 799.608094
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate 55.043535 72.155717 0.2862758 0.8629356 697.527959 738.006557
obs Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate 807.535284 823.125253 2.6350223 6.0864467 3182.911018 3218.991359
obs Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 806.441301 825.149263 2.6107257 6.0579146 3182.724188 3226.020597
obs Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate 808.130097 823.720066 2.6397192 6.0981536 3185.311649 3221.391989
obs Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 806.701832 825.409795 2.6127630 6.0646339 3184.192698 3227.489106
obs Indian2 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 599.479120 616.400810 2.5855258 6.1131234 2883.742287 2924.962378
obs Indian2 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 606.103420 623.025109 2.6555181 6.2498231 2906.252639 2947.472729
obs Indian2 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 600.394843 620.136814 2.5742463 6.1011283 2886.485954 2934.576059
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + nitrate 133.497335 147.558257 0.3997496 0.9304325 784.341148 818.458406
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + phosphate 137.005121 151.066043 0.4054906 0.8725480 683.635609 717.752867
obs Indian2 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 607.280878 627.022849 2.6467251 6.2409465 2909.410385 2957.500491
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou 138.711649 152.772571 0.4083133 0.9134915 749.364778 783.482036
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 584.234153 603.976124 2.4118467 5.8941428 2859.536733 2907.626838
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + silicate 111.705173 128.578279 0.3628982 0.8674588 723.360078 764.300787
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + nitrate 132.797514 146.858436 0.3986140 0.9092867 752.277742 786.395000
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 81.142525 98.015631 0.3205005 0.8310883 702.487099 743.427808
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen 139.180500 153.241422 0.4090923 0.9145835 750.339050 784.456307
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 611.953021 631.694992 2.6970602 6.2450768 2903.110561 2951.200666
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 584.671124 604.413095 2.4161001 5.9140423 2863.775270 2911.865375
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 112.960913 129.834019 0.3647554 0.8697748 725.357421 766.298130
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + phosphate 136.138750 150.199671 0.4040651 0.8884612 712.513178 746.630435
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 125.953361 142.826468 0.3845377 0.8677687 702.362669 743.303378
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 593.386123 613.128093 2.5025140 5.9794228 2867.375795 2915.465900
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 592.809352 609.731041 2.5169168 5.9996149 2866.209822 2907.429913
obs Indian2 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 592.601977 609.523666 2.5148131 6.0143061 2870.082016 2911.302106
obs Indian2 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 751.575713 770.319497 2.1862323 5.5470453 3578.875658 3623.313042
obs Indian2 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 749.895428 771.763176 2.1624167 5.5227577 3579.045086 3630.888701
mod Indian2 (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 13.159779 28.897252 0.2442036 0.6191216 445.286499 481.913692
mod Indian2 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 97.799146 113.536618 0.3123258 0.6507329 431.156392 467.783585
mod Indian2 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate 84.077374 99.814846 0.3001127 0.6159563 350.916273 387.543466
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou 82.522066 98.259538 0.2987588 0.6201424 366.123021 402.750214
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 750.668809 775.660521 2.1545368 5.3652746 3533.088839 3592.338684
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 762.412056 784.279804 2.2444899 5.4692096 3547.481523 3599.325138
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 73.483552 92.368519 0.2893242 0.6023786 333.771476 377.724108
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + nitrate 61.980376 77.717849 0.2814409 0.6085418 362.580010 399.207203
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 9.995079 28.880046 0.2405646 0.5594779 288.158047 332.110679
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen 84.567014 100.304486 0.3005401 0.6224900 369.865390 406.492583
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 750.287611 775.279323 2.1520939 5.3759502 3537.070592 3596.320438
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 763.446863 785.314611 2.2514131 5.4871477 3552.164975 3604.008590
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate 90.679186 106.416659 0.3059278 0.6242929 365.183483 401.810676
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 89.104986 107.989953 0.3027657 0.6121016 337.874174 381.826805
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 752.546782 774.414530 2.1795477 5.3902855 3532.966828 3584.810443
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 761.511848 780.255632 2.2518486 5.4828834 3546.674710 3591.112094
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 751.996758 773.864506 2.1759827 5.3999753 3536.824957 3588.668572
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 762.378400 781.122184 2.2576637 5.4971102 3550.323291 3594.760675
mod Indian2 (27.5,27.75] cstar_tref ~ aou + nitrate + silicate -141.106391 -124.845024 0.1629185 0.3393707 -546.023853 -507.324066
obs Indian2 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 958.124095 981.553848 2.2909715 5.3802808 4339.107479 4393.993508
obs Indian2 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 957.506417 977.589062 2.2985241 5.3878439 4336.494308 4383.539476
mod Indian2 (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate -335.973369 -319.712002 0.0978198 0.2894640 -632.366900 -593.667112
mod Indian2 (27.5,27.75] cstar_tref ~ sal + aou + silicate -143.717601 -127.456234 0.1618087 0.3612751 -387.543766 -348.843979
mod Indian2 (27.5,27.75] cstar_tref ~ sal + nitrate + silicate -216.423245 -200.161878 0.1337652 0.3198788 -551.294773 -512.594986
mod Indian2 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate -134.496731 -118.235364 0.1657620 0.3472232 -502.632887 -463.933100
mod Indian2 (27.5,27.75] cstar_tref ~ sal + oxygen + silicate -120.158455 -103.897088 0.1721021 0.3682027 -386.346791 -347.647004
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 955.560127 982.336987 2.2662113 5.3177728 4322.290734 4385.017625
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 954.641355 978.071108 2.2720528 5.3350417 4324.313264 4379.199293
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate -143.866755 -124.353114 0.1609009 0.3511199 -448.068306 -401.628561
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + nitrate -153.046217 -136.784850 0.1579051 0.3465170 -470.396879 -431.697091
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate -246.229431 -226.715790 0.1230786 0.3036140 -619.086907 -572.647162
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 955.252501 982.029361 2.2645520 5.3267914 4326.600867 4389.327758
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 954.385862 977.815614 2.2706711 5.3424273 4327.836385 4382.722414
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate -118.508090 -98.994449 0.1719446 0.3633139 -414.787743 -368.347998
obs Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 957.934845 981.364598 2.2899395 5.3881466 4342.720395 4397.606425
obs Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 957.332903 977.415548 2.2975747 5.3959966 4340.210088 4387.255256
obs Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 957.704284 981.134037 2.2886827 5.3983568 4347.373696 4402.259726
obs Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 957.178602 977.261247 2.2967308 5.4071480 4345.163949 4392.209117
mod Indian2 (27.75,27.85] cstar_tref ~ aou + nitrate + silicate -275.934557 -263.491375 0.0485427 0.1222179 -793.916902 -764.460333
mod Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate -128.618483 -116.175302 0.1110590 0.3175919 -188.928972 -159.472404
mod Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + silicate -127.115841 -114.672659 0.1120005 0.3255017 -172.693192 -143.236623
mod Indian2 (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate -229.357530 -216.914349 0.0630616 0.1421788 -715.699141 -686.242573
mod Indian2 (27.75,27.85] cstar_tref ~ sal + aou + nitrate -123.298454 -110.855272 0.1144284 0.2715381 -305.049671 -275.593102
obs Indian2 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 418.131018 434.978053 2.8441805 6.4009568 1727.647306 1768.887919
obs Indian2 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 417.715257 432.155572 2.8717884 6.4287261 1725.253419 1760.602516
mod Indian2 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate -132.587909 -120.144727 0.1086097 0.2986605 -229.825228 -200.368659
obs Indian2 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 417.549350 434.396384 2.8341108 6.4423932 1733.995491 1775.236104
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 420.419022 437.266057 2.8841385 6.4405442 1729.885097 1771.125711
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 419.599629 438.853383 2.8349798 6.3773283 1729.156751 1776.288881
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 418.765250 435.612285 2.8552010 6.3978992 1726.369940 1767.610553
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + nitrate -145.489083 -133.045901 0.1010164 0.3238281 -172.114399 -142.657831
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 419.423016 438.676770 2.8319284 6.3738268 1728.918881 1776.051010
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 418.587561 435.434596 2.8521092 6.3943606 1726.131461 1767.372074
mod Indian2 (27.75,27.85] cstar_tref ~ temp + aou + nitrate -147.263888 -134.820706 0.1000142 0.2869297 -251.886991 -222.430422
obs Indian2 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 417.741711 434.588746 2.8374370 6.4431568 1733.845418 1775.086032
mod Indian2 (27.75,27.85] cstar_tref ~ temp + nitrate + silicate -107.672932 -95.229750 0.1249274 0.3151457 -204.519025 -175.062456
mod Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate -157.058027 -144.614845 0.0946597 0.2756435 -275.999711 -246.543143
obs Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 417.549501 434.396536 2.8341134 6.4435430 1734.148855 1775.389469
mod Indian2 (27.85,27.95] cstar_tref ~ aou + nitrate + silicate -195.021322 -183.049076 0.0682552 0.1581153 -684.264630 -654.645239
mod Indian2 (27.85,27.95] cstar_tref ~ aou + phosphate + silicate -161.676109 -149.703863 0.0838549 0.2109328 -476.260178 -446.640787
mod Indian2 (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate -160.280164 -148.307919 0.0845806 0.1547350 -774.291755 -744.672364
mod Indian2 (27.85,27.95] cstar_tref ~ oxygen + phosphate + silicate -120.931653 -108.959408 0.1078344 0.2180465 -507.282472 -477.663081
mod Indian2 (27.85,27.95] cstar_tref ~ sal + aou + nitrate -144.199072 -132.226826 0.0934074 0.2437970 -373.895041 -344.275650
obs Indian2 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 577.848841 596.940555 2.9328300 5.9174013 2059.087316 2103.916308
obs Indian2 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 575.629080 594.720795 2.9041649 5.8990815 2058.888342 2103.717333
mod Indian2 (27.85,27.95] cstar_tref ~ sal + nitrate + silicate -140.915563 -128.943317 0.0953200 0.2514752 -351.650547 -322.031156
mod Indian2 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate -167.667588 -153.300893 0.0798187 0.1415127 -844.448938 -808.905669
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 576.647067 595.738782 2.9172759 5.9024405 2058.001635 2102.830627
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 577.283281 599.102383 2.8997247 5.8757566 2058.848425 2110.081558
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 576.324301 595.416016 2.9131125 5.8979259 2057.610145 2102.439136
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate -138.951464 -124.584769 0.0952988 0.2138604 -486.497211 -450.953941
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 575.348062 591.712389 2.9263386 5.9187779 2056.124081 2094.548931
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 575.252513 594.344228 2.8993300 5.8854567 2056.795270 2101.624261
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 576.418098 598.237200 2.8886451 5.8650929 2058.064862 2109.297995
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 575.478570 594.570285 2.9022315 5.8871523 2056.785426 2101.614417
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate -110.008231 -95.641536 0.1139409 0.2503408 -386.913746 -351.370477
mod Indian2 (27.85,27.95] cstar_tref ~ temp + nitrate + silicate -102.353148 -90.380902 0.1209381 0.2480335 -416.868169 -387.248777
obs Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 575.898867 594.990582 2.9076338 5.9170283 2061.974481 2106.803472
obs Indian2 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1060.632986 1083.398900 3.7469358 6.6400181 3828.832674 3881.831365
mod Indian2 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate -236.411590 -218.551187 0.1027424 0.1990942 -944.485449 -902.812801
obs Indian2 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1057.915180 1080.681094 3.7203722 6.6077323 3823.917271 3876.915961
mod Indian2 (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate -256.708186 -238.847783 0.0957975 0.2022531 -886.799892 -845.127244
mod Indian2 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate -253.208427 -235.348025 0.0969606 0.1886576 -1000.004256 -958.331608
mod Indian2 (27.95,28.05] cstar_tref ~ sal + phosphate + nitrate + silicate -237.510077 -219.649675 0.1023540 0.2014669 -923.489648 -881.817000
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate -278.699847 -260.839445 0.0888015 0.1583869 -1241.276126 -1199.603478
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate -305.996754 -285.159618 0.0802687 0.1374854 -1419.617458 -1370.999369
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1024.102234 1050.120421 3.3874335 6.2708185 3790.575094 3851.145026
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 1024.934334 1047.700248 3.4126408 6.3017461 3791.607134 3844.605824
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate -289.591531 -271.731129 0.0855282 0.1970797 -883.117805 -841.445157
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate -278.527261 -260.666858 0.0888544 0.1589474 -1235.419555 -1193.746907
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -305.837477 -285.000341 0.0803128 0.1380844 -1411.911127 -1363.293038
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1024.938682 1050.956869 3.3948589 6.2814307 3792.637672 3853.207605
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1025.624142 1048.390056 3.4188089 6.3107264 3793.376864 3846.375555
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate -277.047925 -259.187523 0.0893088 0.1761280 -1066.588711 -1024.916063
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1024.141968 1046.907882 3.4055695 6.3320946 3805.099247 3858.097938
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 1023.812714 1043.326354 3.4204970 6.3470227 3802.770218 3848.197667
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1025.039123 1047.805037 3.4135771 6.3410308 3806.348523 3859.347214
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 1024.579226 1044.092866 3.4273673 6.3548215 3803.888807 3849.316256
mod Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate -286.784962 -267.390169 0.0676471 0.1451376 -1063.015658 -1016.675592
mod Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate -279.431400 -260.036607 0.0697881 0.1412572 -1111.800552 -1065.460486
obs Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 642.176396 662.140608 2.8147558 5.3239172 2934.252438 2983.534499
mod Indian2 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate -271.733624 -255.109516 0.0727156 0.1490549 -1060.351704 -1020.631647
obs Indian2 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 635.168777 655.132989 2.7387511 5.2371587 2923.061507 2972.343568
mod Indian2 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate -263.535755 -246.911647 0.0752859 0.1468393 -1097.086324 -1057.366267
obs Indian2 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 635.205775 655.169987 2.7391469 5.2408188 2924.370241 2973.652302
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate -286.650318 -267.255526 0.0676857 0.1451791 -1062.855412 -1016.515346
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate -279.355185 -259.960393 0.0698106 0.1413064 -1111.464864 -1065.124798
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 644.203425 664.167637 2.8371318 5.3453783 2935.924292 2985.206352
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 632.151559 654.967801 2.6855982 5.1839907 2922.038369 2978.360724
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 638.530098 658.494309 2.7749484 5.2742316 2926.764069 2976.046129
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate -287.152072 -270.527964 0.0681168 0.1456106 -1065.352924 -1025.632867
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -286.624979 -267.230187 0.0676930 0.1451865 -1062.828534 -1016.488468
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -279.276064 -259.881272 0.0698340 0.1412971 -1111.703158 -1065.363092
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 632.067056 654.883299 2.6847119 5.1790461 2920.370465 2976.692820
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 638.516830 658.481042 2.7748046 5.2695856 2924.994664 2974.276724
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate -273.351556 -256.727448 0.0722188 0.1488511 -1059.310904 -1019.590847
obs Indian2 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 640.003363 659.967575 2.7909641 5.3093286 2935.645324 2984.927384
obs Indian2 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 639.848534 659.812746 2.7892767 5.3011110 2932.961605 2982.243666
mod Indian2 (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate -1070.491081 -1045.288026 0.0807175 0.1621358 -3722.715187 -3666.857759
mod Indian2 (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate -1053.265514 -1028.062459 0.0821401 0.1678410 -3580.097115 -3524.239687
obs Indian2 (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1971.997919 1996.422346 2.3264384 5.1595306 6929.215599 6983.116482
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate -1070.796637 -1045.593582 0.0806925 0.1616321 -3737.443993 -3681.586565
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate -1084.804046 -1059.600991 0.0795543 0.1603725 -3755.123308 -3699.265881
obs Indian2 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1949.432961 1977.928125 2.2613738 5.1116049 6920.773546 6983.657910
obs Indian2 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 1956.533509 1980.957935 2.2852632 5.1354988 6925.877292 6979.778175
mod Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate -1062.129382 -1036.926327 0.0814049 0.1663349 -3611.067156 -3555.209728
mod Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate -1073.772073 -1048.569018 0.0804494 0.1637824 -3669.138048 -3613.280621
obs Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1953.399898 1981.895062 2.2717564 5.1038136 6911.883133 6974.767497
obs Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 1960.135890 1984.560316 2.2947893 5.1269453 6916.689258 6970.590141
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate -1070.462540 -1041.058975 0.0805563 0.1614189 -3737.437447 -3672.270448
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate -1089.277102 -1059.873537 0.0790337 0.1593089 -3774.086190 -3708.919191
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1946.797163 1979.363065 2.2493008 5.0974108 6918.641467 6990.509312
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 1954.044899 1982.540063 2.2734490 5.1215612 6923.890682 6986.775045
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -1070.502315 -1041.098750 0.0805530 0.1614195 -3737.361850 -3672.194851
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1950.122989 1982.688891 2.2579557 5.0845022 6906.691286 6978.559130
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1956.918223 1985.413387 2.2810047 5.1075782 6911.505769 6974.390132
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + phosphate + nitrate -967.914514 -942.711459 0.0895672 0.1728066 -3566.030269 -3510.172841
obs Indian2 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1973.861754 2002.356918 2.3260726 5.1526332 6928.440042 6991.324406
mod Indian3 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate 518.723164 536.786976 1.3101461 2.4143989 1201.726639 1240.179427
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 706.634966 723.886150 3.4292445 6.6623107 1755.582774 1792.623863
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 707.105091 727.231472 3.4092787 6.4176027 1729.233746 1772.448349
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 700.835148 723.836727 3.3033466 6.2993947 1723.328206 1772.716324
mod Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 502.029401 523.103848 1.2309991 2.1072418 1084.806638 1129.668224
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 700.729555 720.855936 3.3273182 6.5601502 1751.648385 1794.862988
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 404.682110 425.756557 0.8898834 1.7750764 991.951204 1036.812790
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 709.199505 729.325887 3.4366415 6.4307902 1729.438901 1772.653504
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 703.265752 726.267331 3.3341347 6.3139804 1723.589774 1772.977891
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 497.258716 518.333163 1.2115783 2.0624574 1067.053079 1111.914665
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 703.447931 723.574313 3.3620205 6.5930542 1754.144193 1797.358796
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 405.124955 426.199402 0.8911980 1.7733155 990.855751 1035.717337
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 710.026710 730.153091 3.4475091 6.4373041 1729.684061 1772.898664
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 704.285498 727.287077 3.3471370 6.3220186 1723.942614 1773.330731
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 496.416842 517.491289 1.2081830 2.0555515 1064.383770 1109.245356
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 704.692953 724.819334 3.3780348 6.6097134 1755.469047 1798.683649
mod Indian3 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 482.272272 500.336084 1.1602502 2.1417497 1113.189272 1151.642060
mod Indian3 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 526.869540 544.933352 1.3462100 2.3399464 1163.263121 1201.715909
mod Indian3 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 474.228371 492.292182 1.1295538 2.0883520 1094.802179 1133.254967
mod Indian3 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 520.216828 538.280640 1.3166855 2.2797270 1142.742491 1181.195279
mod Indian3 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 1441.590090 1465.730776 1.3658816 2.7387628 2772.836197 2820.617910
obs Indian3 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1999.666427 2027.229180 3.3223560 5.7920030 3449.288920 3502.985063
mod Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1351.937539 1380.101672 1.2224299 2.5929192 2683.858399 2739.603731
obs Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2004.430699 2031.993452 3.3433038 5.8028196 3451.512773 3505.208916
obs Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1993.189078 2024.689368 3.2854063 5.7218036 3436.434713 3497.801733
mod Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1483.256719 1511.420852 1.4330752 3.0165380 2924.956732 2980.702064
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1331.986281 1360.150415 1.1932570 2.5125207 2634.955671 2690.701003
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2004.893297 2032.456051 3.3453448 5.8087031 3452.940104 3506.636247
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1992.484630 2023.984919 3.2823544 5.7238823 3437.030293 3498.397313
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1468.847540 1497.011673 1.4082927 2.9302816 2880.454475 2936.199807
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1328.510351 1356.674484 1.1882461 2.4945082 2623.952598 2679.697930
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2005.524818 2033.087571 3.3481331 5.8154452 3454.562762 3508.258904
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1992.682359 2024.182649 3.2832108 5.7291471 3438.342889 3499.709909
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1465.702496 1493.866629 1.4029407 2.9055034 2867.546596 2923.291928
mod Indian3 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 1395.080726 1419.221411 1.2910984 2.6214290 2702.398865 2750.180578
obs Indian3 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2009.858113 2033.483331 3.3762249 5.8843570 3467.036786 3513.062051
obs Indian3 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1996.956645 2024.519399 3.3105001 5.7781704 3446.084300 3499.780442
mod Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1384.135327 1408.276012 1.2741028 2.5959610 2686.597877 2734.379590
obs Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1996.366174 2023.928928 3.3079222 5.7779432 3446.082256 3499.778398
mod Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1484.305217 1508.445903 1.4383740 3.1398291 2978.626193 3026.407907
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1968.967576 1995.369121 1.2293060 2.9862072 3364.745646 3414.277623
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1903.885720 1934.687522 1.1626873 2.8820078 3286.571372 3344.358678
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3955.138132 3987.608107 3.1910192 6.2389607 5945.194018 6005.427019
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3954.490461 3991.599003 3.1854946 6.2142573 5941.622777 6010.460493
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1891.760437 1922.562239 1.1510369 2.9056994 3288.648562 3346.435867
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3965.487954 3997.957929 3.2127067 6.2647197 5956.585086 6016.818087
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1959.981189 1986.382734 1.2201649 2.9573697 3347.889892 3397.421869
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3964.603303 3992.434709 3.2150526 6.2672655 5953.751514 6005.379802
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1896.967101 1927.768903 1.1560253 2.8609161 3273.769970 3331.557276
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3949.816881 3982.286856 3.1799258 6.2168927 5937.059176 5997.292178
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3949.378155 3986.486697 3.1748546 6.1943794 5934.127810 6002.965526
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1884.359646 1915.161448 1.1439833 2.8797997 3273.710265 3331.497571
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3960.950743 3993.420717 3.2031811 6.2442136 5949.236526 6009.469528
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 1904.444456 1930.846000 1.1651609 2.8991872 3291.074883 3340.606860
obs Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3960.787852 3993.257826 3.2028397 6.2559135 5952.156045 6012.389047
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1897.613007 1924.014552 1.1585685 2.9732068 3315.960613 3365.492590
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 1896.479791 1922.881335 1.1574786 2.8821407 3279.330629 3328.862605
obs Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 3956.703213 3984.534620 3.1984730 6.2607924 5948.429889 6000.058176
obs Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3956.601929 3989.071904 3.1940776 6.2357862 5945.061134 6005.294135
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1888.405651 1914.807196 1.1497424 2.9540988 3302.787103 3352.319079
obs Indian3 (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 4333.253420 4361.960162 2.7876789 5.5882524 7832.291538 7888.406748
obs Indian3 (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4323.351413 4356.842612 2.7689756 5.4985150 7787.805131 7853.272876
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1914.407899 1945.990116 0.9929792 2.3710638 3588.017895 3648.772728
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 2064.373450 2091.443922 1.1116618 2.6067078 3813.698547 3865.774118
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4322.186827 4355.678026 2.7671522 5.5180088 7797.718461 7863.186206
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4313.951612 4352.227268 2.7511791 5.4672028 7773.336663 7848.156943
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + silicate 2042.303762 2069.374234 1.0935831 2.5973996 3797.209084 3849.284655
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1904.016699 1935.598917 0.9853428 2.3458245 3565.362300 3626.117133
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 2053.724725 2080.795197 1.1029017 2.5843218 3794.315198 3846.390769
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4317.144460 4350.635659 2.7592715 5.5086366 7791.903795 7857.371540
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4310.126474 4348.402131 2.7452332 5.4607005 7769.219743 7844.040023
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 2041.174828 2068.245300 1.0926662 2.5944917 3794.816208 3846.891778
mod Indian3 (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1932.093076 1959.163548 1.0076081 2.3871435 3604.706856 3656.782427
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4320.633417 4349.340160 2.7678513 5.5636518 7817.242563 7873.357773
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4312.073449 4345.564649 2.7513687 5.4788033 7775.428634 7840.896378
mod Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 2030.692357 2057.762829 1.0841897 2.5640490 3770.277137 3822.352708
mod Indian3 (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 1918.067769 1945.138242 0.9971634 2.3612623 3579.946441 3632.022012
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4315.572216 4344.278958 2.7599392 5.5539991 7811.294587 7867.409797
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4308.261978 4341.753178 2.7454436 5.4725077 7771.423690 7836.891435
mod Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 2020.600044 2047.670516 1.0760909 2.5437846 3752.309871 3804.385442
mod Indian3 (27,27.25] cstar_tref ~ aou + phosphate + nitrate 1068.165936 1089.463843 0.6654395 1.0966087 1583.061681 1624.759254
mod Indian3 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 1113.250498 1134.548406 0.6947482 1.1406948 1657.598734 1699.296307
mod Indian3 (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1243.888880 1269.446369 0.7856652 1.3460338 1989.854847 2039.891935
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1942.083907 1970.111116 2.6153867 5.6558410 3737.869520 3792.942148
mod Indian3 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 1364.759041 1390.316530 0.8819060 1.5430175 2255.221467 2305.258555
mod Indian3 (27,27.25] cstar_tref ~ sal + phosphate + nitrate 1101.413654 1122.711561 0.6869306 1.2165556 1796.063743 1837.761316
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1949.528666 1977.555876 2.6395357 5.6583883 3740.294683 3795.367311
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1938.984869 1971.015966 2.5989743 5.5963654 3726.728159 3789.668305
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 1959.244643 1987.271852 2.6713877 5.6687885 3744.990215 3800.062842
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1947.475896 1975.503105 2.6328548 5.6507356 3738.015228 3793.087855
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1937.689484 1969.720581 2.5948212 5.5912568 3725.208321 3788.148467
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1957.861670 1985.888880 2.6668305 5.6632668 3743.380667 3798.453294
mod Indian3 (27,27.25] cstar_tref ~ temp + aou + nitrate 1265.758597 1287.056504 0.8038002 1.5300747 2236.381807 2278.079381
mod Indian3 (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1267.757112 1293.314601 0.8037991 1.5295474 2239.746895 2289.783983
obs Indian3 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1937.031115 1965.058324 2.5991227 5.5966090 3722.796763 3777.869391
mod Indian3 (27,27.25] cstar_tref ~ temp + oxygen + nitrate 1265.541373 1286.839281 0.8036333 1.5346935 2241.904784 2283.602358
mod Indian3 (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 1267.495781 1293.053269 0.8035983 1.5340638 2245.148039 2295.185127
obs Indian3 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1935.765101 1963.792311 2.5950635 5.5915222 3721.289378 3776.362005
obs Indian3 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 1956.623201 1980.646523 2.6693389 5.6658005 3740.148137 3787.353246
mod Indian3 (27,27.25] cstar_tref ~ temp + phosphate + nitrate 1259.713942 1281.011849 0.7991686 1.3178249 1936.073173 1977.770747
mod Indian3 (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1967.802456 1990.464127 1.0059718 1.8884905 3375.282740 3419.402257
mod Indian3 (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate 1985.493868 2008.155539 1.0190083 1.9288917 3425.953558 3470.073075
mod Indian3 (27.25,27.5] cstar_tref ~ sal + aou + nitrate 2169.752761 2192.414432 1.1652480 2.0626474 3595.291843 3639.411361
mod Indian3 (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 2113.773105 2136.434776 1.1187274 2.1441139 3683.301827 3727.421344
mod Indian3 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 2213.868675 2236.530347 1.2032685 2.1677701 3717.287032 3761.406549
mod Indian3 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1766.673196 1793.867201 0.8677221 1.6752629 3080.264174 3133.207594
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2461.350791 2491.326658 2.3828689 5.0693455 4651.431612 4710.203254
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2434.731654 2468.989788 2.3199795 4.9905313 4621.437831 4688.605422
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2434.100374 2464.076242 2.3229490 4.9967569 4619.908080 4678.679723
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1970.056738 1997.250743 1.0061580 1.9800788 3485.970999 3538.914420
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2463.084470 2493.060337 2.3867329 5.0766244 4654.313676 4713.085319
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2435.907066 2470.165200 2.3225294 4.9954983 4623.431094 4690.598685
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2435.267505 2465.243372 2.3254842 5.0021369 4622.036512 4680.808155
mod Indian3 (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1906.739299 1929.400971 0.9622434 1.7791011 3230.719300 3274.838817
obs Indian3 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2433.636615 2463.612483 2.3219424 5.0436463 4635.494381 4694.266024
obs Indian3 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 2432.355861 2458.049461 2.3235038 5.0511761 4634.193852 4684.569545
mod Indian3 (27.25,27.5] cstar_tref ~ temp + nitrate + silicate 2022.762373 2045.424044 1.0470263 2.0228542 3538.789512 3582.909029
mod Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 1912.546236 1935.207908 0.9663188 1.7869107 3241.452214 3285.571731
obs Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2434.767905 2464.743772 2.3243987 5.0496977 4637.818971 4696.590614
obs Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2433.498125 2459.191725 2.3259855 5.0568111 4636.380550 4686.756244
obs Indian3 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate 3102.498868 3125.087224 2.3750869 4.7984548 5752.993780 5797.336565
obs Indian3 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 3103.599610 3130.705638 2.3735101 4.7946285 5755.030299 5808.241641
obs Indian3 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 3104.184164 3131.290192 2.3745350 4.7853124 5750.709613 5803.920955
mod Indian3 (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate 1299.962413 1323.194366 0.5591706 0.9388035 1881.955166 1927.455244
mod Indian3 (27.5,27.75] cstar_tref ~ sal + aou + nitrate 1184.389670 1207.621623 0.5187424 0.8925365 1746.697784 1792.197861
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 3104.436894 3131.542921 2.3749782 4.7981698 5756.848445 5810.059787
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3104.792807 3136.416505 2.3720962 4.7920751 5757.683999 5819.763898
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3106.184134 3137.807833 2.3745349 4.7842675 5754.212787 5816.292686
mod Indian3 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 1234.060731 1257.292684 0.5357466 0.9139022 1811.101619 1856.601696
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3124.850709 3160.992079 2.4039440 4.8155772 5775.782869 5846.731325
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3125.219470 3156.843169 2.4081533 4.8222230 5775.308845 5837.388744
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 1253.208406 1281.086749 0.5417454 0.9361110 1885.554601 1940.154693
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 1185.705749 1213.584092 0.5185121 0.9086668 1804.418679 1859.018772
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 1242.085645 1269.963988 0.5378467 0.9317376 1872.902189 1927.502282
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 1210.044757 1237.923100 0.5267720 0.9185041 1833.881544 1888.481637
mod Indian3 (27.5,27.75] cstar_tref ~ temp + aou + nitrate 1275.087719 1298.319672 0.5502112 0.9281169 1851.288967 1896.789044
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3123.572700 3155.196399 2.4052262 4.8212259 5774.577939 5836.657837
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 3123.230142 3150.336169 2.4081723 4.8241767 5772.237632 5825.448974
mod Indian3 (27.5,27.75] cstar_tref ~ temp + nitrate + silicate 1253.240599 1276.472552 0.5424608 0.9381438 1887.822467 1933.322544
mod Indian3 (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate 1278.346722 1301.578674 0.5513768 0.9316245 1862.394510 1907.894587
obs Indian3 (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1494.328053 1520.706300 2.4450707 4.9927732 2869.015478 2921.058711
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1498.507928 1524.886175 2.4610919 5.0098270 2873.429593 2925.472827
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1495.784183 1525.930751 2.4429938 4.9841153 2870.976650 2930.454632
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1495.889332 1522.267580 2.4510428 4.9937128 2869.433910 2921.477143
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 57.454233 80.754168 0.2577844 0.4951194 57.576973 103.237994
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 180.151173 199.567785 0.3066773 0.6354200 378.316812 416.367663
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1495.132549 1525.279117 2.4405077 4.9897014 2872.158201 2931.636182
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 1495.261828 1521.640075 2.4486407 4.9989226 2870.534154 2922.577388
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 48.942084 72.242018 0.2547463 0.4927883 50.891182 96.552202
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 47.489461 70.789395 0.2542314 0.4898730 43.215571 88.876592
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1494.368457 1524.515025 2.4375957 4.9935069 2872.915219 2932.393201
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1494.527105 1520.905352 2.4458313 5.0024884 2871.242519 2923.285753
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 48.878075 72.178009 0.2547236 0.4926892 50.630117 96.291138
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 47.816322 71.116256 0.2543472 0.4909611 46.070799 91.731820
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + silicate 56.435358 75.851970 0.2581369 0.5056732 80.398010 118.448860
mod Indian3 (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 220.473346 243.773280 0.3234905 0.6792096 469.062763 514.723784
mod Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate 234.055382 253.471994 0.3305876 0.6690544 450.119546 488.170397
obs Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1493.608230 1519.986477 2.4423222 4.9966504 2869.796882 2921.840116
mod Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate 225.239349 244.655961 0.3265532 0.6584063 429.187012 467.237863
obs Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1492.909538 1519.287785 2.4396574 5.0001538 2870.492264 2922.535498
obs Indian3 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 1757.433644 1780.733578 2.7511735 5.2593886 3462.514839 3509.164639
obs Indian3 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 1753.953976 1777.253911 2.7378726 5.2648107 3464.419493 3511.069292
obs Indian3 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1758.562335 1785.745592 2.7478369 5.2454306 3462.571134 3516.995900
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate -77.440070 -55.118199 0.2089706 0.4364994 -103.348771 -58.646302
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + silicate 71.166765 89.768324 0.2674921 0.5705926 219.919278 257.171336
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1763.317567 1790.500824 2.7660959 5.2627308 3467.048363 3521.473129
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1747.909478 1778.976057 2.6998377 5.1902786 3451.841834 3514.041567
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1746.780193 1773.963449 2.7031138 5.2306392 3459.413997 3513.838763
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate -145.030059 -122.708188 0.1870527 0.3699574 -305.418686 -260.716217
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate -144.231733 -121.909862 0.1872977 0.3695926 -306.677193 -261.974724
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1753.154137 1784.220716 2.7196310 5.2102633 3457.142151 3519.341884
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1752.327933 1779.511189 2.7240807 5.2539429 3465.630777 3520.055543
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate -145.021956 -122.700086 0.1870552 0.3699614 -305.405244 -260.702774
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate -144.192881 -121.871011 0.1873096 0.3698418 -305.837208 -261.134739
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + silicate -145.895459 -127.293900 0.1874009 0.3705697 -307.395479 -270.143421
obs Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1752.969187 1780.152444 2.7265147 5.2328451 3459.506157 3513.930923
mod Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate -16.541013 5.780858 0.2309100 0.4639956 -27.586288 17.116182
mod Indian3 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate 51.959266 70.560825 0.2592006 0.5493095 173.725967 210.978025
obs Indian3 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1758.345087 1785.528343 2.7470056 5.2530875 3464.810254 3519.235020
mod Indian3 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate -20.085514 2.236357 0.2295722 0.4598089 -38.706116 5.996353
mod Indian3 (27.95,28.05] cstar_tref ~ sal + aou + phosphate -35.668763 -16.224373 0.2271393 0.4378312 -148.585777 -108.662264
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate -44.558047 -21.224779 0.2237393 0.4498871 -92.611767 -44.703552
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate -42.073018 -18.739750 0.2245107 0.4478281 -101.310604 -53.402389
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + silicate -44.070750 -24.626360 0.2245114 0.4538180 -81.806837 -41.883325
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2575.007976 2604.552107 3.0857509 5.7806802 5544.048655 5604.521341
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2557.182968 2590.947689 3.0255360 5.6990318 5518.433953 5587.545593
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2562.233166 2591.777297 3.0468139 5.7223031 5522.397938 5582.870623
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate -61.019145 -37.685878 0.2186959 0.4462253 -103.664324 -55.756109
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate -82.708271 -59.375003 0.2122239 0.4181080 -214.123316 -166.215101
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2576.180527 2605.724658 3.0893496 5.7821666 5544.259852 5604.732538
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2557.528322 2591.293044 3.0265749 5.6982005 5517.921387 5587.033028
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2562.685097 2592.229228 3.0481829 5.7222941 5522.218222 5582.690908
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate -61.078602 -37.745334 0.2186779 0.4461690 -103.873035 -55.964820
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate -88.553020 -65.219752 0.2105128 0.4195641 -206.411497 -158.503282
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2557.864765 2587.408896 3.0336123 5.7089770 5517.972511 5578.445196
mod Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate -9.943965 13.389302 0.2347271 0.4027862 -321.620969 -273.712754
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 2571.167264 2596.490805 3.0801100 5.7559606 5529.497623 5581.331353
obs Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2558.276182 2587.820313 3.0348532 5.7090174 5517.833659 5578.306344
mod Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate -15.880382 7.452886 0.2328050 0.3986292 -339.445250 -291.537035
obs Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 2571.864296 2597.187837 3.0822449 5.7569351 5529.662905 5581.496636
mod Indian3 (28.05,28.1] cstar_tref ~ aou + phosphate + silicate -55.313798 -36.503541 0.2183550 0.4034475 -255.931126 -217.251821
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate -137.278830 -118.468574 0.1919522 0.3777320 -334.982820 -296.303515
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate -135.739324 -113.167015 0.1918132 0.3579233 -419.405862 -372.990696
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate -166.470352 -143.898043 0.1827653 0.3352135 -517.596348 -471.181182
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate -135.280447 -112.708139 0.1919517 0.3754801 -340.568203 -294.153037
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate -133.757426 -107.423066 0.1918078 0.3577525 -416.206697 -362.055670
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1647.406534 1674.331605 2.5637615 5.0898982 3584.822865 3639.861037
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1643.049945 1673.821456 2.5403191 5.0417218 3574.397883 3637.298651
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1641.888955 1668.814026 2.5434010 5.0454862 3571.460607 3626.498779
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate -135.164203 -112.591895 0.1919868 0.3758199 -339.147771 -292.732605
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -133.646993 -107.312634 0.1918411 0.3580915 -414.649782 -360.498755
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1644.272294 1675.043804 2.5448103 5.0500378 3576.873126 3639.773894
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1643.157269 1670.082341 2.5480669 5.0546220 3574.192545 3629.230716
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1645.691026 1668.769659 2.5648158 5.0911435 3581.169351 3628.344926
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1642.859870 1669.784941 2.5469720 5.0552165 3574.447624 3629.485796
mod Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate -96.677022 -74.104714 0.2039635 0.3673633 -393.273531 -346.858365
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 1643.798201 1666.876834 2.5578098 5.0669635 3573.683108 3620.858684
obs Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1644.146440 1671.071512 2.5517118 5.0678239 3578.302268 3633.340439
mod Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate -103.545106 -80.972798 0.2017727 0.3625053 -413.077877 -366.662711
obs Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 1645.208001 1668.286634 2.5630261 5.0801267 3577.685887 3624.861463
obs Indian3 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate 4188.810320 4217.710735 2.3832647 4.9958749 9216.350116 9275.012618
mod Indian3 (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate -38.668012 -9.233493 0.2359057 0.4310759 -524.049486 -464.293452
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate -88.940635 -59.506115 0.2300382 0.4248320 -578.788980 -519.032946
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 4200.354428 4229.254843 2.3983796 5.0135216 9229.935991 9288.598493
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4188.614925 4222.332076 2.3804011 4.9926055 9217.827358 9286.266943
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate -148.064700 -118.630180 0.2233241 0.4096856 -740.315538 -680.559504
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate -148.561951 -114.221678 0.2230449 0.4094060 -738.817423 -669.102050
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4191.661319 4225.378470 2.3843757 5.0052033 9227.821001 9296.260586
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate -86.989760 -52.649487 0.2300325 0.4248121 -575.008210 -505.292837
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate -166.034019 -131.693746 0.2211009 0.4071098 -760.667565 -690.952192
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4192.805841 4226.522992 2.3858707 4.9960863 9220.412656 9288.852242
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4191.963841 4230.497728 2.3821602 4.9922691 9221.484549 9299.701218
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4201.861688 4235.578840 2.3977325 5.0113832 9232.240875 9300.680461
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -89.027878 -54.687605 0.2297977 0.4244201 -578.914440 -509.199067
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -169.976305 -135.636032 0.2206647 0.4063542 -768.586472 -698.871099
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4198.696578 4237.230465 2.3909598 5.0100600 9235.466371 9313.683040
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 4194.502141 4223.402556 2.3907052 5.0009227 9220.110531 9278.773033
mod Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate -136.673948 -102.333675 0.2243773 0.4157196 -665.890988 -596.175615
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4192.705010 4226.422161 2.3857389 4.9958495 9220.227007 9288.666592
mod Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate -145.557488 -111.217215 0.2233808 0.4135957 -688.450631 -618.735258
obs Indian4 (26,26.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 51.335850 52.716423 1.9256727 3.7057114 113.229618 118.004536
obs Indian4 (26,26.5] cstar_tref ~ sal + aou + phosphate + silicate 49.360068 50.543415 1.9282653 3.7115211 109.297172 113.389959
obs Indian4 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 51.577741 52.958313 1.9517253 3.7355194 113.522089 118.297008
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 53.048838 54.626635 1.8952111 3.5153805 114.684100 120.141150
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 51.071064 52.451636 1.8975528 3.5188654 110.723256 115.498174
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 53.168756 54.746552 1.9078794 3.5290876 114.819402 120.276451
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 51.188487 52.569059 1.9099719 3.5323950 110.857111 115.632030
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 52.322292 53.702864 2.0341493 3.7355212 113.131255 117.906174
obs Indian4 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 51.295321 52.675893 1.9213417 3.6807337 112.909084 117.684003
obs Indian4 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 51.408667 52.789239 1.9334785 3.6927165 113.020330 117.795248
obs Indian4 (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 287.716702 300.815109 4.1882254 8.2438722 623.088257 650.488023
obs Indian4 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 285.307857 300.277465 4.0002291 8.0515553 622.557896 653.871914
obs Indian4 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 283.516150 296.614557 4.0089179 8.1195964 620.424184 647.823950
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 285.229126 300.198734 3.9969498 8.0453324 622.396307 653.710325
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 283.509065 296.607472 4.0086221 8.1170946 620.355907 647.755673
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 285.227521 300.197129 3.9968830 8.0444560 622.371902 653.685920
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 283.531944 296.630351 4.0095775 8.1170910 620.352171 647.751937
obs Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 287.318281 300.416688 4.1708794 8.2232999 622.599111 649.998877
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 287.092628 300.191035 4.1610870 8.2128389 622.354647 649.754413
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 286.294257 297.521463 4.2134985 8.3234283 621.181526 644.667040
mod Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 304.494283 323.005020 0.9779161 1.7066128 510.318996 546.091089
obs Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1812.300249 1839.164362 3.3283957 6.8134569 3714.836556 3768.785747
obs Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1807.318505 1838.020349 3.2946928 6.7480949 3705.393759 3767.049978
mod Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 295.532022 314.042758 0.9366747 1.5889770 482.086307 517.858400
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 301.757071 320.267808 0.9651313 1.6882084 506.234699 542.006792
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1779.273488 1806.137601 3.1719497 6.5609122 3662.012844 3715.962036
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1772.743131 1803.444975 3.1327509 6.4835340 3649.461012 3711.117231
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 293.225415 311.736151 0.9263449 1.5756925 478.989767 514.761860
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1770.841526 1797.705639 3.1332003 6.8350102 3716.095881 3770.045072
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 300.887062 319.397798 0.9611029 1.6841350 505.353885 541.125978
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1766.796243 1793.660356 3.1147785 6.4927581 3647.237392 3701.186584
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1760.369912 1791.071755 3.0767528 6.4136655 3634.150990 3695.807208
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 292.492944 311.003680 0.9230885 1.5739457 478.661338 514.433431
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1758.370402 1785.234515 3.0767550 6.7617526 3700.401964 3754.351156
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 294.466154 312.976891 0.9318871 1.5291179 465.672850 501.444943
obs Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1779.260254 1806.124368 3.1718885 6.7687451 3704.151441 3758.100633
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 292.522211 308.388556 0.9321383 1.7214373 510.247358 540.909152
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 293.206346 311.717082 0.9262600 1.5279197 465.698650 501.470744
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1767.981815 1794.845928 3.1201662 6.6882961 3687.195763 3741.144955
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 291.327963 307.194308 0.9268017 1.6966887 504.720262 535.382056
obs Indian4 (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1816.086127 1843.190952 3.0624368 7.3961918 3728.661502 3782.338731
obs Indian4 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 1820.141722 1843.374428 3.0886681 7.4743485 3738.554150 3784.563203
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 695.211653 721.889640 0.6708829 1.3253650 1383.840218 1437.300206
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 809.888648 832.755494 0.7989200 1.6992216 1712.721738 1758.544584
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 736.827149 763.505135 0.7140074 1.5248625 1570.714017 1624.174005
obs Indian4 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1821.240369 1848.345193 3.0847494 7.4640365 3740.692871 3794.370099
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 930.909817 953.776663 0.9576001 1.6996794 1702.703332 1748.526179
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 677.876410 704.554396 0.6536968 1.3032439 1361.373255 1414.833243
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 782.088097 804.954943 0.7663533 1.6490311 1671.517396 1717.340243
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1822.268859 1849.373684 3.0892212 7.4340441 3736.522552 3790.199781
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1812.936852 1843.913794 3.0403068 7.2554265 3709.248526 3770.593931
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 709.911579 736.589566 0.6858099 1.4961096 1543.333842 1596.793830
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 679.204750 705.882737 0.6549980 1.3161013 1374.658003 1428.117990
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 776.715256 799.582102 0.7602141 1.6459633 1668.499704 1714.322551
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1820.711433 1847.816258 3.0824522 7.4042668 3731.471365 3785.148594
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1809.417648 1840.394591 3.0252745 7.2152142 3701.786828 3763.132233
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 707.136014 733.814001 0.6829663 1.5066189 1551.639976 1605.099963
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1832.472692 1859.577517 3.1339388 7.4597660 3743.843269 3797.520497
obs Indian4 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1812.272033 1839.376857 3.0460296 7.3365316 3718.247250 3771.924479
obs Indian4 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1808.629930 1835.734754 3.0304443 7.2889957 3709.686801 3763.364029
mod Indian4 (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1302.348350 1323.824680 0.7971318 1.6292953 2473.447856 2515.687849
obs Indian4 (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2722.601888 2752.365215 3.2887400 7.2383936 5121.453590 5179.614405
obs Indian4 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 2761.976799 2787.488222 3.4224776 7.4456762 5174.584285 5224.436412
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1282.010043 1307.781639 0.7808732 1.5262278 2351.550776 2402.238768
obs Indian4 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2724.192625 2758.207856 3.2874436 7.2368709 5124.995418 5191.464922
obs Indian4 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2747.342904 2777.106231 3.3680697 7.3810895 5159.787001 5217.947816
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 1356.882792 1382.654388 0.8367150 1.6234404 2477.201592 2527.889584
mod Indian4 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1312.991571 1338.763166 0.8035131 1.5665989 2404.632134 2455.320126
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1273.382654 1303.449516 0.7732550 1.5183550 2344.602259 2403.738250
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2736.282746 2766.046074 3.3323726 7.4355736 5167.705618 5225.866433
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2718.667385 2752.682616 3.2699911 7.2167492 5118.892797 5185.362300
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1356.828810 1386.895671 0.8351311 1.6107593 2465.794011 2524.930002
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1278.044938 1308.111799 0.7765879 1.5345388 2365.338696 2424.474687
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2734.021632 2763.784959 3.3251214 7.4354786 5166.932620 5225.093436
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2715.178506 2749.193737 3.2590186 7.2054796 5115.339636 5181.809139
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1356.106673 1386.173535 0.8345749 1.6191358 2475.835680 2534.971671
mod Indian4 (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1272.065623 1297.837219 0.7737423 1.5576174 2388.972560 2439.660552
obs Indian4 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2716.670429 2746.433756 3.2700007 7.2172773 5115.008035 5173.168850
mod Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1277.032789 1302.804385 0.7772959 1.5769305 2412.650523 2463.338515
obs Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2713.180309 2742.943637 3.2590243 7.2062143 5111.499180 5169.659995
obs Indian4 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2788.218323 2818.167973 3.2658422 7.7456697 5773.274804 5832.851590
mod Indian4 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1558.001138 1585.177651 0.7479116 1.4692425 3081.718481 3136.132510
obs Indian4 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2785.941273 2815.890923 3.2588736 7.8440121 5794.651785 5854.228571
obs Indian4 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2782.028350 2816.256521 3.2408472 7.7203745 5769.016618 5837.104374
mod Indian4 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 1565.685978 1592.862491 0.7521187 1.4713723 3085.411850 3139.825879
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1558.970134 1590.676066 0.7473489 1.4458779 3040.231428 3103.714462
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2773.362010 2803.311660 3.2206435 7.7806149 5776.469493 5836.046279
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2771.060962 2805.289134 3.2076751 7.6743678 5755.128303 5823.216058
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1561.595716 1593.301647 0.7487826 1.4461913 3040.635790 3104.118824
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 1566.453977 1593.630490 0.7525404 1.4719226 3086.427149 3140.841178
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1559.417036 1591.122968 0.7475928 1.4422554 3032.996752 3096.479785
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2769.719683 2799.669333 3.2096579 7.7639395 5771.556142 5831.132928
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2767.116871 2801.345043 3.1958290 7.6544657 5749.346507 5817.434263
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1562.111062 1593.816994 0.7490643 1.4429203 3034.082679 3097.565712
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2797.098681 2827.048331 3.2931621 7.8503108 5799.575796 5859.152582
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 1566.501957 1593.678470 0.7525668 1.4692851 3081.340702 3135.754731
obs Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2779.868906 2809.818556 3.2403625 7.7082368 5762.205501 5821.782287
mod Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 1592.481651 1619.658164 0.7669741 1.4701285 3080.877185 3135.291214
obs Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2775.409228 2805.358878 3.2268346 7.6862265 5755.811304 5815.388090
mod Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1588.483035 1615.659548 0.7647388 1.4694065 3079.854005 3134.268034
obs Indian4 (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1472.847392 1498.750497 2.7748747 7.1270105 3393.986858 3446.483611
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1472.632764 1502.236313 2.7646173 7.0929717 3392.155903 3452.152193
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1474.711984 1500.615089 2.7835404 7.1516675 3398.272076 3450.768829
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 550.835278 577.125474 0.5657994 1.0610222 1057.574695 1110.749382
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1482.168403 1508.071508 2.8184655 7.1879997 3405.941069 3458.437823
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1469.419736 1499.023285 2.7498029 7.0640410 3386.786847 3446.783137
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 562.323296 588.613491 0.5761781 1.0718990 1069.754245 1122.928932
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 570.988189 593.522642 0.5859836 1.0823118 1077.261647 1122.839950
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 560.451804 582.986258 0.5762953 1.0789985 1075.505794 1121.084098
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 550.274369 576.564564 0.5652975 1.0593564 1055.394857 1108.569544
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1479.934034 1505.837139 2.8079542 7.1730769 3403.040031 3455.536784
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1466.491326 1496.094874 2.7363701 7.0430278 3382.697769 3442.694059
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 562.088991 588.379186 0.5759646 1.0707342 1068.198600 1121.373287
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 571.159257 593.693711 0.5861422 1.0818511 1076.573718 1122.152021
mod Indian4 (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 552.026891 574.561344 0.5686640 1.0779908 1076.086891 1121.665195
obs Indian4 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1469.191016 1495.094121 2.7579600 7.0942377 3387.921224 3440.417977
mod Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 551.872558 574.407011 0.5685251 1.0731280 1069.521667 1115.099970
obs Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate 1477.976608 1500.179270 2.8081541 7.1738267 3399.165736 3444.162953
obs Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1466.792561 1492.695666 2.7469205 7.0779830 3384.728504 3437.225258
mod Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 560.674095 583.208549 0.5764981 1.0817546 1079.213761 1124.792064
mod Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 494.156619 517.147914 0.4906795 0.8379103 766.923286 813.247848
obs Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 1794.988507 1818.371431 2.8016864 6.5213766 4042.238083 4089.703297
obs Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1794.756147 1822.036224 2.7931083 6.5122870 4043.893208 4099.269291
mod Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 511.698583 534.689878 0.5034642 0.8497684 782.536259 828.860822
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1796.106259 1823.386336 2.7982931 6.5079739 4043.151669 4098.527753
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1793.588714 1824.765945 2.7809823 6.4837212 4041.101972 4104.388924
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate 502.100483 525.091778 0.4964283 0.8555441 799.166227 845.490789
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1788.777714 1816.057791 2.7702649 6.5033001 4040.956725 4096.332808
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1786.490535 1817.667766 2.7539988 6.4678753 4036.460593 4099.747546
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 502.635095 525.626390 0.4968176 0.8543503 796.511015 842.835577
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1786.747535 1814.027612 2.7625502 6.5168240 4043.567251 4098.943335
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1783.175829 1814.353060 2.7414879 6.4678656 4035.894713 4099.181665
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 502.737352 525.728647 0.4968921 0.8540396 795.835152 842.159715
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 504.920828 527.912123 0.4984855 0.8659501 818.579700 864.904262
mod Indian4 (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 495.994638 518.985932 0.4920037 0.8390390 768.354839 814.679402
obs Indian4 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 1788.460858 1811.843781 2.7766772 6.5296315 4042.993032 4090.458246
obs Indian4 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1788.403313 1815.683391 2.7688405 6.5176175 4044.024483 4099.400566
mod Indian4 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 513.330942 536.322237 0.5046707 0.8504580 783.090049 829.414611
mod Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 497.138419 520.129714 0.4928296 0.8398472 769.461893 815.786456
mod Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 514.359833 537.351128 0.5054326 0.8509358 783.525464 829.850027
obs Indian4 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2281.147868 2310.364371 2.5668355 6.0928631 5226.094672 5285.442316
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2258.643085 2292.033374 2.5021441 6.0154678 5201.641214 5269.467094
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2282.972875 2312.189378 2.5717199 6.1026640 5229.444066 5288.791710
mod Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate 450.076513 474.863872 0.3895479 0.7275437 804.314373 854.531679
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2259.849442 2289.065945 2.5105151 6.1033814 5225.339818 5284.687463
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 433.944868 462.863453 0.3819457 0.7194315 788.636374 847.223232
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2260.708707 2294.098996 2.5075338 5.9988163 5196.821924 5264.647803
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 454.593494 483.512079 0.3906151 0.7284280 810.277225 868.864083
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2286.354338 2315.570840 2.5807943 6.0869031 5225.103546 5284.451191
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 452.860266 477.647625 0.3907284 0.7289226 807.698983 857.916289
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 453.739521 478.526880 0.3911020 0.7331099 820.060931 870.278237
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 436.636163 465.554748 0.3830647 0.7208080 792.108805 850.695662
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2258.461587 2291.851876 2.5016711 5.9935549 5194.763191 5262.589070
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 454.808101 483.726686 0.3907062 0.7287107 811.072143 869.659000
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2281.918388 2311.134891 2.5688966 6.0748393 5220.615790 5279.963434
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 452.934262 477.721621 0.3907598 0.7290272 807.994768 858.212075
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 453.150241 477.937600 0.3908516 0.7343150 823.820583 874.037890
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + silicate 451.741577 472.397710 0.3911029 0.7471459 857.246093 899.093848
obs Indian4 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2281.479643 2310.696146 2.5677228 6.0763402 5221.011338 5280.358982
obs Indian4 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2282.803319 2312.019822 2.5712657 6.0886475 5225.064373 5284.412017
obs Indian4 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1474.244990 1503.604038 2.9900107 6.2375560 3141.833930 3201.289389
mod Indian4 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9.124197 33.604375 0.2395651 0.4016504 -182.031253 -132.734834
mod Indian4 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate 9.401767 30.384776 0.2406858 0.4027891 -183.696786 -141.442712
obs Indian4 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1474.452873 1500.142039 3.0014145 6.2491315 3140.075449 3192.098975
obs Indian4 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1472.510797 1498.199963 2.9913813 6.2481090 3139.895472 3191.918998
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 10.488559 34.968737 0.2402359 0.4027573 -179.290779 -129.994360
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 1486.665367 1516.024414 3.0547306 6.2701039 3147.922309 3207.377767
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1473.867644 1503.226691 2.9880660 6.2118799 3136.791955 3196.247413
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 10.176401 34.656578 0.2400822 0.4023205 -180.495879 -131.199459
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 11.767167 32.750176 0.2418553 0.4044043 -179.925453 -137.671379
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 8.552205 29.535214 0.2402672 0.4082848 -166.198869 -123.944795
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10.448185 34.928362 0.2402160 0.4028596 -178.946548 -129.650128
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1473.783633 1503.142680 2.9876333 6.1931690 3133.091728 3192.547186
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10.245776 34.725954 0.2401164 0.4023955 -180.297708 -131.001289
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1487.262566 1512.951732 3.0684402 6.2841695 3146.589941 3198.613467
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 12.204913 33.187922 0.2420724 0.4048053 -178.908749 -136.654675
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 10.261531 34.741708 0.2401241 0.4068736 -166.368353 -117.071934
obs Indian4 (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 1489.750831 1515.439997 3.0816324 6.3069405 3150.969865 3202.993391
obs Indian4 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1486.312362 1512.001528 3.0634173 6.2988942 3149.533425 3201.556952
obs Indian4 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1487.932763 1513.621929 3.0719878 6.2946314 3148.626147 3200.649673
mod Indian4 (28.1, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 449.437943 478.312014 0.3077943 0.5837685 760.184356 819.270038
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 438.460637 472.147053 0.3056050 0.5809873 746.329545 815.262841
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 471.019144 504.705560 0.3111274 0.5909608 815.317307 884.250603
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 457.224166 490.910582 0.3087755 0.5868383 787.100676 856.033972
obs Indian4 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4533.499499 4567.155044 2.9388622 6.8773374 10645.854024 10714.486339
obs Indian4 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4527.288976 4560.944520 2.9287956 6.8697065 10640.994979 10709.627294
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 437.259254 470.945670 0.3054031 0.5804466 742.330532 811.263828
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 4565.154068 4603.617547 2.9874084 6.8259880 10623.347567 10701.784498
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4528.805596 4567.269076 2.9280136 6.8177874 10615.960563 10694.397494
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 471.030899 504.717314 0.3111294 0.5909645 815.342643 884.275938
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4564.933148 4598.588693 2.9903462 6.9298416 10677.853839 10746.486154
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 430.858572 464.544988 0.3043298 0.5778350 723.187385 792.120680
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4526.327743 4564.791223 2.9240079 6.7800585 10594.448060 10672.884991
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 465.947104 499.633520 0.3102606 0.5889121 800.629102 869.562398
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4561.321830 4594.977375 2.9843858 6.8837908 10651.882659 10720.514974
mod Indian4 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 447.752614 476.626685 0.3075091 0.5830953 755.302846 814.388528
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 4565.870781 4599.526325 2.9918957 6.8592147 10638.369862 10707.002177
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4539.872565 4573.528110 2.9492283 6.8474576 10629.774187 10698.406502
mod Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 438.935446 467.809516 0.3060213 0.5798510 731.958153 791.043836
obs Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4541.464985 4575.120530 2.9518242 6.8244785 10616.977795 10685.610109
mod Indian5 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate -122.876889 -110.724779 0.0725705 0.4046546 -94.415170 -74.714480
mod Indian5 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate -123.868437 -111.716327 0.0719309 0.4084221 -94.721164 -75.020475
obs Indian5 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 67.145730 70.980074 1.7342097 2.9733609 111.813033 117.462887
mod Indian5 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate -135.201395 -123.049285 0.0650085 0.4227952 -102.863152 -83.162463
mod Indian5 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate -143.441454 -131.289344 0.0603974 0.4065176 -112.827055 -93.126365
obs Indian5 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 68.591070 72.425414 1.8260791 3.0797327 113.491084 119.140938
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate -155.370996 -141.193534 0.0533341 0.3819848 -125.449704 -102.465567
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 64.900723 68.735067 1.6005911 3.0426308 112.600665 118.250519
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 66.900628 71.374029 1.6005857 2.9603660 115.425862 122.017359
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate -153.805650 -139.628188 0.0540847 0.3905612 -122.660647 -99.676509
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -154.735501 -140.558039 0.0536376 0.3820373 -124.853923 -101.869786
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 65.247621 69.081965 1.6205446 3.0504044 112.777920 118.427775
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 67.246157 71.719559 1.6204598 2.9719836 115.649582 122.241079
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate -153.194898 -139.017436 0.0543805 0.3907888 -122.060436 -99.076299
obs Indian5 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 66.780335 71.253736 1.5937240 2.8390755 113.547461 120.138958
mod Indian5 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate -94.973749 -82.821639 0.0931018 0.5129688 -54.315450 -34.614761
obs Indian5 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 65.389211 69.223555 1.6287600 2.8744468 110.161723 115.811577
obs Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 67.381421 71.854822 1.6283069 2.8685012 114.065552 120.657049
mod Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate -93.407036 -81.254926 0.0944134 0.5142905 -52.747476 -33.046787
obs Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 66.033415 69.867759 1.6666678 2.9072176 110.723280 116.373134
obs Indian5 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 295.917917 310.095379 2.9987206 6.2704473 570.343559 597.905182
mod Indian5 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 131.104888 146.553154 0.4470898 1.6505968 306.731074 333.770293
mod Indian5 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 143.453429 158.901694 0.4764733 1.6925948 320.143164 347.182384
mod Indian5 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 146.553203 162.001469 0.4841477 1.6677605 320.479221 347.518441
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 132.465811 150.488788 0.4456194 1.6614321 311.129641 342.675397
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 296.126572 312.329386 2.9511401 6.2015975 571.899997 603.398995
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 132.160137 150.183114 0.4449178 1.6218153 307.505802 339.051558
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 295.779676 309.957138 2.9950216 6.2683606 570.254586 597.816209
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 130.540442 145.988708 0.4457909 1.6678361 307.725814 334.765034
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 132.215017 150.237994 0.4450437 1.6607923 310.873471 342.419227
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 137.894153 153.342419 0.4630133 1.7005620 316.365412 343.404632
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 296.134182 312.336995 2.9513406 6.2014273 571.896201 603.395198
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 131.868367 149.891344 0.4442492 1.6211139 307.211192 338.756949
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 295.776815 309.954277 2.9949451 6.2678136 570.237352 597.798975
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 130.320416 145.768682 0.4452856 1.6672831 307.501807 334.541027
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 294.779344 308.956806 2.9683905 6.2565744 569.706737 597.268360
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 294.268268 306.420378 3.0081157 6.3162777 567.801398 591.425646
obs Indian5 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 294.187518 308.364980 2.9527464 6.3082446 571.141396 598.703019
obs Indian5 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 294.201190 308.378652 2.9531069 6.3085931 571.154711 598.716334
obs Indian5 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 294.193390 306.345500 3.0061053 6.3894203 569.972845 593.597094
obs Indian5 (27.85,27.95] cstar_tref ~ aou + phosphate + nitrate + silicate 1180.233419 1200.485090 3.6157724 6.5204175 2375.212310 2416.297604
obs Indian5 (27.85,27.95] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1175.641024 1195.892695 3.5775383 6.4735642 2369.205326 2410.290621
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 415.266782 434.357483 0.7511374 1.7883239 1000.714181 1039.504105
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 407.688958 429.961443 0.7311982 1.7642888 993.577343 1038.832254
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 369.731273 392.003758 0.6572483 1.5585653 901.857159 947.112070
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate 383.176120 402.266821 0.6863902 1.5974571 917.541149 956.331073
obs Indian5 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1177.665327 1201.292276 3.5777396 6.4750324 2373.437814 2421.370658
mod Indian5 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate 378.422684 397.513386 0.6772862 1.5865450 912.005002 950.794926
obs Indian5 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1175.710272 1199.337221 3.5615848 6.4425747 2368.796780 2416.729624
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 407.901539 430.174024 0.7316350 1.7647149 993.785872 1039.040783
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 370.113473 392.385958 0.6579543 1.5592111 902.213025 947.467935
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1176.783265 1203.785493 3.5539504 6.4302993 2371.102368 2425.882761
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 415.130718 434.221419 0.7508504 1.7880788 1000.594049 1039.383973
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 407.487699 429.760183 0.7307850 1.7638654 993.372227 1038.627138
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 369.349788 391.622273 0.6565444 1.5577997 901.448689 946.703600
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1176.665648 1203.667875 3.5529829 6.4318904 2371.407974 2426.188367
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1175.671936 1199.298884 3.5612688 6.5084707 2379.574241 2427.507084
obs Indian5 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1175.377765 1199.004713 3.5588445 6.4520107 2370.471808 2418.404652
obs Indian5 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1175.259513 1198.886462 3.5578705 6.4534485 2370.750201 2418.683045
obs Indian5 (27.85,27.95] cstar_tref ~ temp + phosphate + nitrate + silicate 1174.219848 1194.471519 3.5657884 6.5170732 2376.781110 2417.866404
mod Indian5 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 1717.960422 1743.425423 1.2678642 1.8439523 2678.944158 2730.235853
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1626.529072 1656.238241 1.1579181 1.7331979 2587.976523 2647.816833
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate 1644.709342 1670.174343 1.1808283 1.8878556 2829.753544 2881.045239
obs Indian5 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2401.522987 2430.334232 3.3746667 6.3876002 5169.386175 5228.315753
obs Indian5 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 2415.865495 2440.560848 3.4360915 6.4731817 5190.449043 5240.960109
mod Indian5 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate 1654.060501 1679.525502 1.1915976 1.9252191 2879.499565 2930.791259
obs Indian5 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2405.158899 2433.970144 3.3882369 6.4197336 5179.729423 5238.659000
mod Indian5 (27.95,28.05] cstar_tref ~ sal + phosphate + nitrate 1688.130062 1709.350896 1.2340654 1.9874230 2940.611193 2983.354271
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1626.659085 1656.368254 1.1580643 1.7336191 2588.629543 2648.469853
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2401.873735 2434.800872 3.3685291 6.3806012 5171.424665 5238.772754
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2416.384357 2445.195602 3.4304788 6.4674618 5192.929365 5251.858943
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1626.713443 1656.422611 1.1581254 1.7337566 2588.828922 2648.669232
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2398.998460 2427.809704 3.3652764 6.4752499 5201.478063 5260.407640
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2400.895807 2433.822944 3.3648951 6.3805370 5171.740148 5239.088237
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2414.943571 2443.754816 3.4250277 6.4647073 5192.457769 5251.387346
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 1688.713403 1714.178405 1.2323693 1.9457545 2883.551433 2934.843127
mod Indian5 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 1724.963912 1750.428914 1.2765144 1.8538189 2688.255021 2739.546715
obs Indian5 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2400.467248 2429.278493 3.3707365 6.4399799 5188.550845 5247.480423
mod Indian5 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 1726.813590 1752.278591 1.2788088 1.8564872 2690.813005 2742.104700
obs Indian5 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2399.440142 2428.251386 3.3669174 6.4431676 5190.013862 5248.943440
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 819.648547 842.479356 0.8166045 1.2895875 1260.603843 1306.044579
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 881.397915 904.228725 0.8961887 1.3596508 1309.338972 1354.779708
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 544.941380 567.772190 0.5399299 0.9977505 965.044249 1010.484985
obs Indian5 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1504.384936 1530.472870 2.7412074 5.2524294 3048.553971 3101.171626
obs Indian5 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 1503.433797 1525.794883 2.7458941 5.2596380 3046.259297 3091.360144
mod Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 817.664039 840.494849 0.8141676 1.3226027 1304.877351 1350.318087
mod Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate 585.041480 607.872290 0.5735419 1.0805161 1070.413222 1115.853957
obs Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1503.494077 1529.582011 2.7372331 5.2127122 3038.287676 3090.905331
obs Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1502.523275 1524.884362 2.7418251 5.2175839 3035.390753 3080.491600
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 815.374278 842.010223 0.8089246 1.2583903 1225.689635 1278.703827
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1506.917876 1533.005810 2.7525391 5.3262814 3067.169748 3119.787403
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1506.189576 1536.004359 2.7403354 5.2204564 3044.208389 3104.342852
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 877.956264 904.592209 0.8888742 1.3541559 1310.405107 1363.419299
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1505.247920 1531.335855 2.7450630 5.2252042 3041.272058 3093.889713
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 881.459693 904.290503 0.8962721 1.3596555 1309.292168 1354.732904
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 815.544889 842.180834 0.8091325 1.2585883 1225.846211 1278.860403
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1505.420184 1531.508118 2.7458332 5.3074447 3062.582278 3115.199934
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1504.818193 1534.632975 2.7342216 5.2044144 3040.213711 3100.348174
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 877.998954 904.634899 0.8889313 1.3541780 1310.399574 1363.413765
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1503.751173 1529.839107 2.7383795 5.2085789 3037.148441 3089.766097
mod Indian5 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1673.931101 1702.987201 0.5873688 1.0238275 3021.412306 3080.658853
mod Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1662.970165 1696.868948 0.5833205 1.0041124 2929.690632 2998.811604
mod Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1643.663415 1677.562198 0.5773417 1.0165331 3007.275767 3076.396739
obs Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4891.772281 4930.856359 2.9264427 5.4624260 10203.590370 10282.892964
mod Indian5 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 1661.178068 1690.234167 0.5833852 1.0086466 2949.818889 3009.065436
mod Indian5 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 1646.469193 1675.525293 0.5788242 1.0269522 3053.686887 3112.933435
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1662.857999 1696.756782 0.5832856 1.0039482 2928.882237 2998.003209
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1643.466666 1677.365449 0.5772811 1.0163159 3006.271367 3075.392339
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4871.141533 4905.340101 2.8987009 5.4252034 10172.517216 10241.906985
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4846.689285 4885.773362 2.8597637 5.3681053 10133.804262 10213.106856
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 1662.305699 1696.204482 0.5831137 1.0281542 3055.870522 3124.991494
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4857.283050 4891.481617 2.8782358 5.3997904 10154.240086 10223.629855
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1662.956167 1696.854950 0.5833162 1.0041766 2930.045321 2999.166293
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1643.586624 1677.485407 0.5773181 1.0166148 3007.741745 3076.862717
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4848.082742 4882.281310 2.8647294 5.4173125 10172.606679 10241.996449
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4843.579118 4882.663195 2.8552201 5.3564512 10124.295495 10203.598089
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4854.418004 4888.616571 2.8740230 5.3905345 10146.862546 10216.252315
obs Indian5 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4891.775584 4925.974151 2.9294414 5.4391012 10178.074785 10247.464555
obs Indian5 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4886.833004 4921.031572 2.9220484 5.4235600 10165.802184 10235.191953
obs Indian5 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 4897.681648 4926.994706 2.9413061 5.4585362 10188.769807 10248.246752

7.3 Alternative model selection

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

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

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

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

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

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

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

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

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

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

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

lm_all <- lm_all_new

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

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

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

7.5 dcant coeffcients

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

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

# pivot to wide format
lm_best_dcant <- lm_best_dcant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )
GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 All models

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlanto-Pacific - mod
(-Inf,26.5] 5 8 5 6 10 6 10
(-Inf,26] 6 10 6 4 10 5 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 8 6 5 10 5 8 7
(26.75,27] 10 6 7 10 6 7 3
(27,27.25] 9 7 4 10 4 7 7
(27.25,27.5] 7 9 5 10 5 6 8
(27.5,27.75] 6 8 6 10 6 7 8
(27.75,27.85] 7 3 4 7 6 5 9
(27.85,27.95] 6 2 4 8 6 5 10
(27.95,28.05] 5 NA 5 10 6 6 8
(28.05,28.1] 6 2 4 8 5 10 6
(28.1, Inf] 4 7 6 7 10 6 6
(28.1,28.15] 9 8 6 5 5 6 5
(28.15,28.2] 7 10 7 1 6 6 6
(28.2, Inf] 6 10 7 4 10 3 6
total 107.00 — 87.00 120.00 104.00 103.00 117.00
Indian1 - mod
(-Inf,26] 4 5 3 4 9 5 9
(26,26.5] 6 7 6 4 7 7 7
(26.5,26.75] 4 5 3 3 10 9 5
(26.75,27] 3 6 4 5 8 10 7
(27,27.25] 3 6 2 4 10 7 7
(27.25,27.5] 3 5 4 4 8 5 4
(27.5,27.75] 2 9 4 7 7 5 4
(27.75,27.85] 3 2 4 2 7 6 6
(27.85,27.95] 4 5 2 6 10 7 4
(27.95,28.05] 3 6 3 8 10 2 5
(28.05,28.1] 2 7 3 5 10 2 6
(28.1, Inf] 5 10 5 NA 4 4 6
total 42.00 73.00 43.00 — 100.00 69.00 70.00
Indian2 - mod
(-Inf,26] 5 6 4 9 2 6 10
(26,26.5] 3 6 3 4 10 10 8
(26.5,26.75] 3 4 3 2 10 10 4
(26.75,27] 1 4 4 4 10 7 6
(27,27.25] 2 3 4 3 10 4 8
(27.25,27.5] 2 4 3 3 10 4 7
(27.5,27.75] 3 6 3 1 8 8 4
(27.75,27.85] 5 9 3 2 3 4 4
(27.85,27.95] 3 7 3 3 5 9 3
(27.95,28.05] 3 10 4 4 10 5 6
(28.05,28.1] 5 10 5 6 10 4 6
(28.1, Inf] 5 10 4 6 8 6 4
total 40.00 79.00 43.00 47.00 96.00 77.00 70.00
Indian3 - mod
(-Inf,26] 6 5 6 10 5 5 8
(26,26.5] 6 6 7 10 6 4 7
(26.5,26.75] 5 4 5 10 6 4 10
(26.75,27] 5 4 5 4 6 8 10
(27,27.25] 4 10 4 4 3 4 5
(27.25,27.5] 3 10 4 NA 5 6 4
(27.5,27.75] 3 7 4 1 6 6 7
(27.75,27.85] 3 3 4 3 7 8 8
(27.85,27.95] 2 2 5 4 7 9 8
(27.95,28.05] 3 2 5 5 8 9 6
(28.05,28.1] 7 3 3 10 7 4 6
(28.1, Inf] 7 10 3 7 7 7 6
total 54.00 66.00 55.00 — 73.00 74.00 85.00
Indian4 - mod
(26.75,27] 6 5 6 7 6 10 8
(27,27.25] 7 4 6 6 10 6 7
(27.25,27.5] 6 7 4 3 7 10 6
(27.5,27.75] 5 4 5 4 8 10 8
(27.75,27.85] 4 5 5 3 7 10 10
(27.85,27.95] 6 3 6 4 4 10 7
(27.95,28.05] 4 3 4 3 10 10 9
(28.05,28.1] 5 4 5 4 10 10 8
(28.1, Inf] 7 7 6 4 7 10 6
total 50.00 42.00 47.00 38.00 69.00 86.00 69.00
Indian5 - mod
(27.5,27.75] 5 4 5 6 8 10 6
(27.75,27.85] 4 3 6 5 10 9 7
(27.85,27.95] 6 10 7 5 10 3 5
(27.95,28.05] 5 10 5 10 7 NA 5
(28.05,28.1] 5 8 6 4 10 6 5
(28.1, Inf] 6 9 6 5 10 6 5
total 31.00 44.00 35.00 35.00 55.00 — 33.00
Atlanto-Pacific - obs
(-Inf,26.5] 8 10 6 10 6 5 6
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 6 4 10 8 5 10
(26.75,27] 7 6 6 10 9 4 7
(27,27.25] 6 5 4 10 6 10 8
(27.25,27.5] 6 5 4 10 6 10 8
(27.5,27.75] 7 6 5 10 5 10 7
(27.75,27.85] 6 5 4 10 6 10 8
(27.85,27.95] 4 5 6 10 8 10 6
(27.95,28.05] 4 5 6 10 8 10 6
(28.05,28.1] 6 6 4 10 10 8 5
(28.1, Inf] 9 5 2 10 5 5 9
(28.1,28.15] 2 6 8 10 6 5 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 6 7 10 9 7 5
total 94.00 97.00 83.00 156.00 116.00 118.00 123.00
Indian1 - obs
(-Inf,26] 4 8 6 7 6 5 10
(26,26.5] 3 6 3 8 10 4 10
(26.5,26.75] 5 8 5 10 6 6 10
(26.75,27] 5 9 5 10 6 6 9
(27,27.25] 5 7 5 10 8 9 7
(27.25,27.5] 6 8 5 10 8 7 8
(27.5,27.75] 6 6 4 10 6 9 9
(27.75,27.85] 7 6 5 10 9 5 8
(27.85,27.95] 6 9 5 10 5 5 9
(27.95,28.05] 5 6 5 10 8 6 10
(28.05,28.1] 7 6 5 10 5 7 8
(28.1, Inf] 8 6 2 10 8 7 8
total 67.00 85.00 55.00 115.00 85.00 76.00 106.00
Indian2 - obs
(-Inf,26] 3 5 7 10 6 6 10
(26,26.5] 2 4 4 2 10 5 8
(26.5,26.75] 3 NA 4 10 7 6 3
(26.75,27] 6 2 4 10 5 5 8
(27,27.25] 5 6 5 10 5 9 6
(27.25,27.5] 6 6 4 10 5 10 8
(27.5,27.75] 6 5 6 10 4 10 8
(27.75,27.85] 6 7 4 10 8 9 7
(27.85,27.95] 5 7 6 10 9 6 8
(27.95,28.05] 6 6 5 10 6 9 8
(28.05,28.1] 6 8 5 10 8 8 7
(28.1, Inf] 4 6 6 10 8 10 5
total 58.00 — 60.00 112.00 81.00 93.00 86.00
Indian3 - obs
(-Inf,26] 7 6 7 10 10 6 6
(26,26.5] 7 10 6 10 6 6 7
(26.5,26.75] 4 7 6 10 7 6 10
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 5 7 5 10 7 8 9
(27.25,27.5] 5 6 5 10 6 8 10
(27.5,27.75] 10 4 6 10 5 6 4
(27.75,27.85] 7 7 7 10 7 9 6
(27.85,27.95] 7 7 6 10 6 7 7
(27.95,28.05] 5 6 5 10 6 8 10
(28.05,28.1] 6 6 4 10 5 8 10
(28.1, Inf] 9 8 4 10 7 5 6
total 78.00 84.00 67.00 120.00 76.00 82.00 93.00
Indian4 - obs
(26,26.5] 5 7 4 10 8 10 7
(26.5,26.75] 6 6 7 10 6 10 7
(26.75,27] 6 8 6 10 8 7 8
(27,27.25] 6 9 5 10 6 8 7
(27.25,27.5] 7 10 5 10 6 8 6
(27.5,27.75] 6 9 7 10 7 7 7
(27.75,27.85] 6 10 6 10 6 7 7
(27.85,27.95] 8 10 6 10 6 5 6
(27.95,28.05] 7 7 6 10 7 10 6
(28.05,28.1] 6 9 7 10 7 8 7
(28.1, Inf] 6 8 6 10 7 8 8
total 69.00 93.00 65.00 110.00 74.00 88.00 76.00
Indian5 - obs
(27.5,27.75] 5 4 5 10 6 6 8
(27.75,27.85] 4 5 5 10 7 10 9
(27.85,27.95] 4 10 4 10 5 10 6
(27.95,28.05] 5 7 5 10 8 9 7
(28.05,28.1] 5 6 5 10 10 8 6
(28.1, Inf] 5 7 6 10 7 8 9
total 28.00 39.00 30.00 60.00 43.00 51.00 45.00

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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[7]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[8]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[9]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[10]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[11]]


[[12]]

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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[4]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[5]]

Version Author Date
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[6]]

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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

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

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[30]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[32]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[30]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[32]]

Version Author Date
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
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
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

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

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

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

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

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

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