Last updated: 2021-05-28

Checks: 7 0

Knit directory: emlr_mod_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: b871bd5

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 b871bd5. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

Untracked files:
    Untracked:  docs_1982-2000_2000-2012_GC_0.6/
    Untracked:  docs_1982-2000_2000-2012_GV_1.0/
    Untracked:  docs_1982-2000_2000-2012_RC_3.7/
    Untracked:  docs_1982-2000_2000-2012_RC_SO_1.7/
    Untracked:  docs_1982-2000_2000-2012_RV_4.0/
    Untracked:  docs_1982-2000_2000-2012_RV_SO_1.9/
    Untracked:  docs_2000-2009_2010-2019_GC_3.1/
    Untracked:  docs_2000-2009_2010-2019_GV_2.9/
    Untracked:  docs_2000-2009_2010-2019_RC_0.9/
    Untracked:  docs_2000-2009_2010-2019_RV_0.8/
    Untracked:  docs_2000-2012_2008-2019_GV_1.3/

Unstaged changes:
    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 b8dbce4 Donghe-Zhu 2021-05-28 Build site.
html 94a833e Donghe-Zhu 2021-05-27 Build site.
html 5e0bd64 Donghe-Zhu 2021-05-27 Build site.
html af1eadd Donghe-Zhu 2021-05-27 Build site.
html 9179bfe Donghe-Zhu 2021-05-27 Build site.
html 28cbe5e Donghe-Zhu 2021-05-27 Build site.
html a618f02 Donghe-Zhu 2021-05-27 Build site.
html 4623e38 Donghe-Zhu 2021-05-27 Build site.
html b81bb49 Donghe-Zhu 2021-05-27 Build site.
html 951e188 Donghe-Zhu 2021-05-27 Build site.
html e377833 Donghe-Zhu 2021-05-26 Build site.
Rmd 896faa0 Donghe-Zhu 2021-05-18 final
html 2705a04 Donghe-Zhu 2021-03-28 Build site.
html cd5f759 Donghe-Zhu 2021-03-28 Build site.
Rmd 347fb44 Donghe-Zhu 2021-03-28 local rebuild
html 75dda4d Donghe-Zhu 2021-03-27 Build site.
html 0b19f6e Donghe-Zhu 2021-03-27 Build site.
html e2704ca Donghe-Zhu 2021-03-27 Build site.
Rmd b1706de Donghe-Zhu 2021-03-27 local rebuild
html 3061a0b Donghe-Zhu 2021-03-27 Build site.
html b883157 Donghe-Zhu 2021-03-27 Build site.
html 0c20513 Donghe-Zhu 2021-03-26 Build site.
html d19654d Donghe-Zhu 2021-03-26 Build site.
Rmd 921c9db Donghe-Zhu 2021-03-26 local rebuild
html 6c53dbf Donghe-Zhu 2021-03-25 Build site.
Rmd 195db95 Donghe-Zhu 2021-03-24 local rebuild
html 1914a11 Donghe-Zhu 2021-03-24 Build site.
Rmd e32af14 Donghe-Zhu 2021-03-24 local rebuild
html 8be810e Donghe-Zhu 2021-03-23 Build site.
Rmd 85274db Donghe-Zhu 2021-03-23 local rebuild
html bf19764 Donghe-Zhu 2021-03-22 Build site.
html 3ec9d3d Donghe-Zhu 2021-03-22 Build site.
Rmd 073fa6a Donghe-Zhu 2021-03-22 local rebuild
html 134ace1 Donghe-Zhu 2021-03-22 Build site.
html f6d70a4 Donghe-Zhu 2021-03-22 Build site.
html 183443b Donghe-Zhu 2021-03-21 Build site.
Rmd adca794 Donghe-Zhu 2021-03-21 local rebuild
html 2e6976b Donghe-Zhu 2021-03-21 Build site.
Rmd 4e7de35 Donghe-Zhu 2021-03-21 local rebuild
html 51a42bd Donghe-Zhu 2021-03-16 Build site.
html f745381 Donghe-Zhu 2021-03-16 Build site.
html aecbf75 Donghe-Zhu 2021-03-14 Build site.
html 1b2a0c2 Donghe-Zhu 2021-03-14 Build site.
html 6733e48 Donghe-Zhu 2021-03-12 Build site.
html ba71e6a Donghe-Zhu 2021-03-12 Build site.
html 9dbf5bd Donghe-Zhu 2021-03-11 Build site.
html a49df30 Donghe-Zhu 2021-03-11 Build site.
html b3348a5 Donghe-Zhu 2021-03-11 Build site.
Rmd 026c061 Donghe-Zhu 2021-03-11 local rebuild
html 1c24ff7 Donghe-Zhu 2021-03-10 Build site.
Rmd dbd8ff8 Donghe-Zhu 2021-03-10 local rebuild
html 94ce5a8 Donghe-Zhu 2021-03-10 Build site.
html db33928 Donghe-Zhu 2021-03-10 Build site.
html 3d1f470 Donghe-Zhu 2021-03-10 Build site.
html 9b7bc66 Donghe-Zhu 2021-03-10 Build site.
Rmd 498be1d Donghe-Zhu 2021-03-10 local rebuild
html 4168b43 Donghe-Zhu 2021-03-10 Build site.
html 5365f80 Donghe-Zhu 2021-03-10 Build site.
html 2b6c392 Donghe-Zhu 2021-03-10 Build site.
html 9f58753 Donghe-Zhu 2021-03-10 Build site.
Rmd e255177 Donghe-Zhu 2021-03-10 local rebuild
html f2a7146 Donghe-Zhu 2021-03-10 Build site.
html fd528ed Donghe-Zhu 2021-03-10 Build site.
html 9d5a62c Donghe-Zhu 2021-03-10 Build site.
Rmd 09b27ef Donghe-Zhu 2021-03-10 local rebuild
html 5d1e70b Donghe-Zhu 2021-03-10 Build site.
Rmd 6125b2d Donghe-Zhu 2021-03-10 local rebuild
html 2093979 Donghe-Zhu 2021-03-10 Build site.
Rmd 558d285 Donghe-Zhu 2021-03-10 local rebuild
html b865899 Donghe-Zhu 2021-03-10 Build site.
html cc2a956 Donghe-Zhu 2021-03-10 Build site.
Rmd 2a633bd Donghe-Zhu 2021-03-10 local rebuild
html 60689fb Donghe-Zhu 2021-03-10 Build site.
html 9230b52 Donghe-Zhu 2021-03-10 Build site.
html dba33c8 Donghe-Zhu 2021-03-09 Build site.
Rmd 6a60e02 Donghe-Zhu 2021-03-09 local rebuild
html 17f1c4a Donghe-Zhu 2021-03-09 Build site.
Rmd 4a4a400 Donghe-Zhu 2021-03-09 local rebuild
html c024d1a Donghe-Zhu 2021-03-09 Build site.
Rmd 34744ec Donghe-Zhu 2021-03-09 local rebuild
html 02f7242 Donghe-Zhu 2021-03-09 Build site.
html 6f50bc6 Donghe-Zhu 2021-03-09 Build site.
Rmd 88f0729 Donghe-Zhu 2021-03-09 local rebuild
html 1691156 Donghe-Zhu 2021-03-08 Build site.
html c0ceaf8 Donghe-Zhu 2021-03-08 Build site.
html 058e0a1 Donghe-Zhu 2021-03-08 Build site.
html 112dea0 Donghe-Zhu 2021-03-08 Build site.
html 1843412 Donghe-Zhu 2021-03-08 Build site.
Rmd d709f6c Donghe-Zhu 2021-03-08 local rebuild
html 65b0cef Donghe-Zhu 2021-03-07 Build site.
html 4083a6c Donghe-Zhu 2021-03-07 Build site.
html 3fbbfa4 Donghe-Zhu 2021-03-07 Build site.
html 627c8fb Donghe-Zhu 2021-03-07 Build site.
html 3607f4d Donghe-Zhu 2021-03-07 Build site.
html 9ef3222 Donghe-Zhu 2021-03-05 Build site.
Rmd 2be54f9 Donghe-Zhu 2021-03-05 local rebuild
html 8c1e978 Donghe-Zhu 2021-03-05 Build site.
html 865f68c Donghe-Zhu 2021-03-05 Build site.
html ee69bc1 Donghe-Zhu 2021-03-05 Build site.
html a79291f Donghe-Zhu 2021-03-05 Build site.
html e8c6f30 Donghe-Zhu 2021-03-04 Build site.
html 59288fe Donghe-Zhu 2021-03-04 Build site.
html 731abc8 Donghe-Zhu 2021-03-04 Build site.
html e2a5a33 Donghe-Zhu 2021-03-04 Build site.
html c7892c1 Donghe-Zhu 2021-03-04 Build site.
html 924430b Donghe-Zhu 2021-03-03 Build site.
html 0d0bca1 Donghe-Zhu 2021-03-03 Build site.
html cb63c16 Donghe-Zhu 2021-03-03 Build site.
html ffda45a Donghe-Zhu 2021-03-03 Build site.
html 691ba81 Donghe-Zhu 2021-03-03 Build site.
html c5e45a2 Donghe-Zhu 2021-03-03 Build site.
html 89c3e58 Donghe-Zhu 2021-03-03 Build site.
html c407a50 Donghe-Zhu 2021-03-03 Build site.
html c911669 Donghe-Zhu 2021-03-03 Build site.
Rmd e1f9d21 Donghe-Zhu 2021-03-03 local rebuild
html b71c719 Donghe-Zhu 2021-03-01 Build site.
html 13666ca Donghe-Zhu 2021-03-01 Build site.
Rmd c3195f4 Donghe-Zhu 2021-03-01 local rebuild
html c6e60fe Donghe-Zhu 2021-03-01 Build site.
Rmd 8ef147d Donghe-Zhu 2021-03-01 local rebuild
html 7a388f7 Donghe-Zhu 2021-03-01 Build site.
html 799e913 Donghe-Zhu 2021-03-01 Build site.
Rmd aa780a7 Donghe-Zhu 2021-03-01 local rebuild
html 66ff99f Donghe-Zhu 2021-03-01 Build site.
html ac9bb7a Donghe-Zhu 2021-02-28 Build site.
html efdc047 Donghe-Zhu 2021-02-28 Build site.
html e9a7418 Donghe-Zhu 2021-02-28 Build site.
Rmd eac1b0e Donghe-Zhu 2021-02-28 local rebuild
html e152917 Donghe-Zhu 2021-02-28 Build site.
html feb991c Donghe-Zhu 2021-02-27 Build site.
Rmd 4563314 Donghe-Zhu 2021-02-27 local rebuild
html 287123c Donghe-Zhu 2021-02-27 Build site.
Rmd 764a9c2 Donghe-Zhu 2021-02-27 local rebuild
html 54d5b5b Donghe-Zhu 2021-02-27 Build site.
Rmd 2e836bf Donghe-Zhu 2021-02-27 local rebuild
html 330f064 Donghe-Zhu 2021-02-27 Build site.
Rmd f360282 Donghe-Zhu 2021-02-27 local rebuild
html adbc9bc Donghe-Zhu 2021-02-27 Build site.
Rmd a8a8f9c Donghe-Zhu 2021-02-27 local rebuild
html 5937141 Donghe-Zhu 2021-02-27 Build site.
Rmd 5f0bfca Donghe-Zhu 2021-02-27 local rebuild
html 4414bbf Donghe-Zhu 2021-02-27 Build site.
html a265efb Donghe-Zhu 2021-02-27 Build site.
html 19edd1e Donghe-Zhu 2021-02-27 Build site.
Rmd 1ae5bb4 Donghe-Zhu 2021-02-27 local rebuild
html f20483f Donghe-Zhu 2021-02-26 Build site.
html 6a2c7b3 Donghe-Zhu 2021-02-25 Build site.
html 02b976d Donghe-Zhu 2021-02-24 Build site.
html 354c224 Donghe-Zhu 2021-02-24 Build site.
Rmd d910d39 Donghe-Zhu 2021-02-24 local rebuild
html 1a0a88a Donghe-Zhu 2021-02-24 Build site.
Rmd 663e891 Donghe-Zhu 2021-02-24 local rebuild
html 57f701e Donghe-Zhu 2021-02-24 Build site.
html 06f3149 Donghe-Zhu 2021-02-16 Build site.
html 401eab3 Donghe-Zhu 2021-02-15 Build site.
html e3bba84 Donghe-Zhu 2021-02-15 Build site.
html 5dce4b1 Donghe-Zhu 2021-02-15 Build site.
Rmd 35b0f2e Donghe-Zhu 2021-02-15 local rebuild
html 4469a0c Donghe-Zhu 2021-02-13 Build site.
Rmd 8186d57 Donghe-Zhu 2021-02-10 apply nr_obs
html 5ae6a69 Donghe-Zhu 2021-02-10 Build site.
Rmd eeb6557 Donghe-Zhu 2021-02-10 local rebuild
html 05385dc Donghe-Zhu 2021-02-10 Build site.
html f791ae4 Donghe-Zhu 2021-02-09 Build site.
html f71ae34 Donghe-Zhu 2021-02-09 Build site.
html c011832 Donghe-Zhu 2021-02-09 Build site.
html a145fa7 Donghe-Zhu 2021-02-09 Build site.
Rmd 37a41c8 Donghe-Zhu 2021-02-09 local rebuild
html c344e42 Donghe-Zhu 2021-02-08 Build site.
Rmd 8f5fa79 Donghe-Zhu 2021-02-08 local rebuild
html 2f095d7 Donghe-Zhu 2021-02-07 Build site.
html 2305044 Donghe-Zhu 2021-02-07 Build site.
Rmd c3638c1 Donghe-Zhu 2021-02-07 local rebuild
html 1fad5f1 Donghe-Zhu 2021-02-07 Build site.
html ca03c39 Donghe-Zhu 2021-02-07 Build site.
html e2ffc14 Donghe-Zhu 2021-02-05 Build site.
html cd7c52c Donghe-Zhu 2021-02-04 Build site.
Rmd bcf91a8 jens-daniel-mueller 2021-02-04 separate MLR tables, added plot residuals vs location
html bcf84f4 Donghe-Zhu 2021-02-02 Build site.
html a518739 Donghe-Zhu 2021-02-01 Build site.
html 61666de Donghe-Zhu 2021-01-31 Build site.
html 865b582 Donghe-Zhu 2021-01-31 Build site.
html 3e68089 Donghe-Zhu 2021-01-31 Build site.
html ecf335c Donghe-Zhu 2021-01-31 Build site.
html a618965 Donghe-Zhu 2021-01-31 Build site.
html 59e006e Donghe-Zhu 2021-01-31 Build site.
html a1c8f87 Donghe-Zhu 2021-01-31 Build site.
html ae5c18f Donghe-Zhu 2021-01-31 Build site.
html b50fe52 Donghe-Zhu 2021-01-31 Build site.
Rmd ac99ae5 jens-daniel-mueller 2021-01-29 code review
html ac99ae5 jens-daniel-mueller 2021-01-29 code review
html b5bdcaf Donghe-Zhu 2021-01-29 Build site.
Rmd b234505 Donghe-Zhu 2021-01-29 MLR approach across all depth
html 442010d Donghe-Zhu 2021-01-29 Build site.
Rmd e67e7dd Donghe-Zhu 2021-01-29 surface equilibrium approach across all latitudes irrespective of gamma
html 372adf5 Donghe-Zhu 2021-01-29 Build site.
html af8788e Donghe-Zhu 2021-01-29 Build site.
html 21c91c9 Donghe-Zhu 2021-01-29 Build site.
html eded038 Donghe-Zhu 2021-01-29 Build site.
html 541d4dd Donghe-Zhu 2021-01-29 Build site.
html 6a75576 Donghe-Zhu 2021-01-28 Build site.
html 16fba40 Donghe-Zhu 2021-01-28 Build site.
Rmd aecf0c6 Donghe-Zhu 2021-01-28 diagnostic ploting
Rmd a02684e Donghe-Zhu 2021-01-28 error
Rmd 4584be9 Donghe-Zhu 2021-01-28 latest
html 12bc567 Donghe-Zhu 2021-01-27 Build site.
html ceed31b Donghe-Zhu 2021-01-27 Build site.
html 342402d Donghe-Zhu 2021-01-27 Build site.
html 5bad5c2 Donghe-Zhu 2021-01-27 Build site.
Rmd c2c9529 Donghe-Zhu 2021-01-27 random subsetting based on lat
html 61efb56 Donghe-Zhu 2021-01-25 Build site.
html 48f638e Donghe-Zhu 2021-01-25 Build site.
html c1cec47 Donghe-Zhu 2021-01-25 Build site.
html 05ffb0c Donghe-Zhu 2021-01-25 Build site.
html 8b97165 Donghe-Zhu 2021-01-25 Build site.
html c569946 Donghe-Zhu 2021-01-24 Build site.
html a2f0d56 Donghe-Zhu 2021-01-23 Build site.
html 28509fc Donghe-Zhu 2021-01-23 Build site.
html 4c28e4a Donghe-Zhu 2021-01-22 Build site.
html 24cc264 jens-daniel-mueller 2021-01-22 cleaned /docs before creating copies
html 88eb28f Donghe-Zhu 2021-01-21 Build site.
html 2679490 Donghe-Zhu 2021-01-21 Build site.
html 7891955 Donghe-Zhu 2021-01-21 Build site.
html d4cf1cb Donghe-Zhu 2021-01-21 Build site.
Rmd 167eeec Donghe-Zhu 2021-01-21 surface DIC calculation with atmospheric equilibrium option
html 1f3e5b6 jens-daniel-mueller 2021-01-20 Build site.
html 0e7bdf1 jens-daniel-mueller 2021-01-15 cleaning template repository
html 73cbef3 jens-daniel-mueller 2021-01-15 Build site.
html 4571843 jens-daniel-mueller 2021-01-14 revision and html deleted for template copying
html 23151cd jens-daniel-mueller 2021-01-14 Build site.
html b3564aa jens-daniel-mueller 2021-01-14 Build site.
html 8d032c3 jens-daniel-mueller 2021-01-14 Build site.
html 022871c Donghe-Zhu 2021-01-13 Build site.
Rmd d44f36f Donghe-Zhu 2021-01-13 reorder analysis final
html 17dee1d jens-daniel-mueller 2021-01-13 Build site.
Rmd 9e04fd7 jens-daniel-mueller 2021-01-13 local rebuild after revision
html a076226 Donghe-Zhu 2021-01-11 Build site.
Rmd 52eff18 Donghe-Zhu 2021-01-09 Implemet model_run and subsetting
html 7cdea0c jens-daniel-mueller 2021-01-06 Build site.
Rmd b5934dd jens-daniel-mueller 2021-01-06 local rebuild after revision
html fa85b93 jens-daniel-mueller 2021-01-06 Build site.
html e5cb81a Donghe-Zhu 2021-01-05 Build site.
Rmd 608cc45 Donghe-Zhu 2021-01-05 modification of analysis
html a499f10 Donghe-Zhu 2021-01-05 Build site.
Rmd 715bdb4 Donghe-Zhu 2021-01-02 model modification
html fb8a752 Donghe-Zhu 2020-12-23 Build site.
Rmd 82e3c9c Donghe-Zhu 2020-12-23 first build after creating model template
html 8fae0b2 Donghe-Zhu 2020-12-21 Build site.
Rmd 00a1322 Donghe-Zhu 2020-12-21 first build after creating model template
Rmd d73ae35 Donghe-Zhu 2020-12-21 first version with lm error
html c8b76b3 jens-daniel-mueller 2020-12-19 Build site.
Rmd b5fedce jens-daniel-mueller 2020-12-19 first build after creating model template
Rmd 8e8abf5 Jens Müller 2020-12-18 Initial commit

1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# 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)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
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)

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

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 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.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 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.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

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

  • 3^{8}

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

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

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

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rmse_sum)
} else {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rank_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rank_sum)
}

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 124 1.3867197 446.9781 1.288038e+01 5.700011 1982-1999 –> 2000-2012 2.789038 1.4023180 1139.2053 2.355656e+01 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 124 1.3857371 446.8023 1.906145e+04 5.728899 1982-1999 –> 2000-2012 2.868260 1.4825234 1160.4984 5.210951e+04 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 124 1.3830960 446.3292 8.350364e+01 5.489653 1982-1999 –> 2000-2012 2.870761 1.4876654 1161.3618 1.781453e+02 1 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 124 1.3982800 449.0370 1.180863e+02 5.625244 1982-1999 –> 2000-2012 2.871474 1.4731939 1160.2963 2.334932e+02 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 124 1.3957215 448.5828 2.613861e+01 5.428348 1982-1999 –> 2000-2012 2.879737 1.4840159 1162.6673 4.881964e+01 4 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 124 1.4111453 451.3084 3.193060e+01 5.568938 1982-1999 –> 2000-2012 2.880244 1.4690982 1161.4930 5.776260e+01 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 124 1.4161684 452.1896 1.305128e+01 5.530905 1982-1999 –> 2000-2012 2.884588 1.4684198 1162.1960 2.622066e+01 11 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 124 1.4014568 449.5998 1.227011e+01 5.388232 1982-1999 –> 2000-2012 2.884822 1.4833656 1163.5151 2.238316e+01 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 124 1.4042243 450.0890 8.560161e+00 5.387248 1982-1999 –> 2000-2012 2.887123 1.4828991 1163.8829 1.820345e+01 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 124 1.4197297 452.8124 1.368801e+01 5.646669 1982-1999 –> 2000-2012 2.887485 1.4677550 1162.6441 2.683014e+01 12 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 105 1.3139004 369.3071 1.185774e+02 3.824671 2000-2012 –> 2008-2019 2.712180 1.3982800 818.3441 2.366637e+02 1 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 105 1.3396875 373.3887 8.531682e+01 3.885192 2000-2012 –> 2008-2019 2.722783 1.3830960 819.7180 1.688205e+02 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 105 1.3293377 371.7601 3.176362e+01 3.957429 2000-2012 –> 2008-2019 2.740483 1.4111453 823.0684 6.369423e+01 2 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 105 1.3385127 373.2045 1.862122e+01 4.015804 2000-2012 –> 2008-2019 2.754681 1.4161684 825.3941 3.167250e+01 3 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 105 1.3594431 376.4629 2.692721e+01 3.948472 2000-2012 –> 2008-2019 2.755164 1.3957215 825.0457 5.306582e+01 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 105 1.3421365 373.7723 1.821878e+01 4.042135 2000-2012 –> 2008-2019 2.761866 1.4197297 826.5847 3.190679e+01 5 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 105 1.3819335 379.9086 1.209269e+04 4.006831 2000-2012 –> 2008-2019 2.767670 1.3857371 826.7110 3.115414e+04 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 105 1.3707839 378.2075 1.690556e+01 4.124418 2000-2012 –> 2008-2019 2.772241 1.4014568 827.8073 2.917567e+01 7 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 105 1.3724079 378.4561 1.167696e+01 4.128249 2000-2012 –> 2008-2019 2.776632 1.4042243 828.5452 2.023712e+01 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 105 1.3954029 381.9456 1.858023e+01 3.921200 2000-2012 –> 2008-2019 2.782123 1.3867197 828.9237 3.146061e+01 10 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 967 3.5775143 5223.4355 3.350560e+02 12.588354 1982-1999 –> 2000-2012 7.145726 3.5682118 12298.6276 6.350770e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 3.7229436 5300.4984 3.356444e+02 12.915553 1982-1999 –> 2000-2012 7.269757 3.5468134 12359.9072 6.327994e+02 6 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 967 3.6642136 5269.7461 1.195068e+01 12.538308 1982-1999 –> 2000-2012 7.327818 3.6636048 12414.1673 2.376975e+01 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 967 3.6739168 5274.8607 1.188285e+01 12.544613 1982-1999 –> 2000-2012 7.344700 3.6707836 12424.4185 2.337096e+01 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 967 3.6919938 5284.3534 1.221154e+01 12.544754 1982-1999 –> 2000-2012 7.379740 3.6877461 12446.0087 2.464035e+01 4 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 3.8188931 5349.7110 1.114262e+01 12.800131 1982-1999 –> 2000-2012 7.449665 3.6307721 12470.5102 2.163157e+01 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 3.8379090 5359.3172 1.188625e+01 12.794461 1982-1999 –> 2000-2012 7.480687 3.6427783 12488.7792 2.327933e+01 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 3.8409394 5360.8438 1.169635e+01 12.802152 1982-1999 –> 2000-2012 7.487704 3.6467643 12493.1754 2.303040e+01 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 967 3.6967384 5286.8372 3.577874e+01 12.063122 1982-1999 –> 2000-2012 7.526879 3.8301406 12547.9055 8.129739e+01 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 3.8783724 5379.6008 1.188275e+01 12.946665 1982-1999 –> 2000-2012 7.541625 3.6632528 12523.7699 2.330940e+01 10 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 872 3.6546081 4748.8334 3.164498e+02 13.124671 2000-2012 –> 2008-2019 7.232122 3.5775143 9972.2688 6.515058e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 872 3.7477307 4792.7153 1.237811e+01 13.124269 2000-2012 –> 2008-2019 7.411944 3.6642136 10062.4614 2.432879e+01 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 872 3.7554528 4796.3051 1.099806e+01 13.372257 2000-2012 –> 2008-2019 7.429370 3.6739168 10071.1658 2.288090e+01 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 872 3.7359740 4787.2358 3.173955e+02 13.010610 2000-2012 –> 2008-2019 7.458918 3.7229436 10087.7342 6.530398e+02 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 872 3.7724660 4804.1880 1.121691e+01 13.757504 2000-2012 –> 2008-2019 7.464460 3.6919938 10088.5414 2.342845e+01 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 872 3.7891544 4811.8860 3.524491e+01 13.116847 2000-2012 –> 2008-2019 7.485893 3.6967384 10098.7232 7.102365e+01 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 872 3.8554189 4842.1213 1.152662e+01 15.345016 2000-2012 –> 2008-2019 7.674312 3.8188931 10191.8323 2.266923e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 872 3.8745336 4850.7465 1.101695e+01 15.803262 2000-2012 –> 2008-2019 7.712442 3.8379090 10210.0638 2.290320e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 872 3.8761242 4851.4623 1.089245e+01 15.809706 2000-2012 –> 2008-2019 7.717064 3.8409394 10212.3061 2.258880e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 872 3.8878384 4856.7250 1.098995e+01 15.679570 2000-2012 –> 2008-2019 7.766211 3.8783724 10236.3259 2.287270e+01 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1280 3.2175180 6638.1249 2.723197e+02 13.723555 1982-1999 –> 2000-2012 6.772665 3.5551475 15923.4310 5.450168e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1280 3.2391900 6655.3103 4.492101e+04 14.461162 1982-1999 –> 2000-2012 6.848278 3.6090876 15992.5679 9.060809e+04 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1280 3.2617583 6673.0847 7.752026e+01 13.861388 1982-1999 –> 2000-2012 6.864342 3.6025837 16004.1195 1.397074e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1280 3.2849175 6691.1970 7.708063e+01 14.015115 1982-1999 –> 2000-2012 6.913180 3.6282624 16046.7357 1.390476e+02 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1280 3.2718200 6680.9695 1.878934e+03 15.675445 1982-1999 –> 2000-2012 6.941389 3.6695685 16075.5630 3.732694e+03 4 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1280 3.3005586 6703.3575 7.802370e+01 14.187638 1982-1999 –> 2000-2012 6.946608 3.6460491 16075.7677 1.404157e+02 8 13
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1280 3.2930393 6695.5187 2.389215e+02 15.053887 1982-1999 –> 2000-2012 6.962613 3.6695733 16088.1167 4.918909e+02 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1280 3.2943254 6698.5183 2.346539e+01 16.156809 1982-1999 –> 2000-2012 7.008745 3.7144196 16135.0236 5.034516e+01 7 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1280 3.3133218 6713.2379 2.357004e+01 16.508467 1982-1999 –> 2000-2012 7.055665 3.7423427 16175.5816 5.062951e+01 9 24
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1280 3.3453659 6735.8774 1.744303e+01 15.211607 1982-1999 –> 2000-2012 7.067367 3.7220009 16177.4171 3.525143e+01 11 23
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1213 3.7363256 6654.0620 2.791988e+02 12.815530 2000-2012 –> 2008-2019 6.953844 3.2175180 13292.1869 5.515185e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1213 3.7583807 6668.3403 4.712693e+04 14.149661 2000-2012 –> 2008-2019 6.997571 3.2391900 13323.6505 9.204794e+04 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1213 3.7796345 6682.0208 8.119568e+01 12.766729 2000-2012 –> 2008-2019 7.041393 3.2617583 13355.1054 1.587159e+02 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1213 3.8011563 6695.7955 8.073279e+01 12.730243 2000-2012 –> 2008-2019 7.086074 3.2849175 13386.9925 1.578134e+02 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1213 3.8375245 6718.8964 1.941496e+03 14.313005 2000-2012 –> 2008-2019 7.109345 3.2718200 13399.8659 3.820430e+03 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1213 3.8171265 6705.9668 8.167939e+01 12.795752 2000-2012 –> 2008-2019 7.117685 3.3005586 13409.3243 1.597031e+02 5 13
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1213 3.8396979 6718.2700 2.390798e+02 14.470553 2000-2012 –> 2008-2019 7.132737 3.2930393 13413.7887 4.780013e+02 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1213 3.8882831 6750.7745 2.599707e+01 14.649249 2000-2012 –> 2008-2019 7.182609 3.2943254 13449.2928 4.946246e+01 8 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1213 3.9147274 6767.2179 2.617388e+01 14.735845 2000-2012 –> 2008-2019 7.228049 3.3133218 13480.4558 4.974392e+01 10 19
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1213 3.8911602 6750.5690 1.716436e+01 14.487885 2000-2012 –> 2008-2019 7.236526 3.3453659 13486.4464 3.460738e+01 9 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2300 1.7762238 9183.7697 6.294793e+04 9.108355 1982-1999 –> 2000-2012 3.581129 1.8049047 21338.8443 1.087470e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2300 1.9551032 9625.1549 3.475765e+02 10.971332 1982-1999 –> 2000-2012 3.769771 1.8146674 21812.8226 6.532419e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2300 1.9488310 9610.3739 2.597941e+03 11.428978 1982-1999 –> 2000-2012 3.792978 1.8441465 21895.4045 4.884182e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2300 1.9870492 9697.7107 3.247587e+02 11.634870 1982-1999 –> 2000-2012 3.838296 1.8512464 22003.9582 6.256306e+02 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2300 2.0061224 9743.6543 2.568279e+01 11.688860 1982-1999 –> 2000-2012 3.914348 1.9082259 22235.0639 5.472666e+01 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2300 2.0639835 9874.4513 1.097928e+02 11.546689 1982-1999 –> 2000-2012 3.961107 1.8971231 22330.6037 1.514803e+02 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2300 2.0394157 9819.3686 2.187075e+01 11.874424 1982-1999 –> 2000-2012 3.986852 1.9474362 22433.6712 4.523050e+01 6 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2300 2.0538433 9851.7963 2.225832e+01 11.931935 1982-1999 –> 2000-2012 4.017139 1.9632958 22515.1047 4.562582e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2300 2.1022869 9959.0358 1.092562e+02 11.698090 1982-1999 –> 2000-2012 4.042513 1.9402263 22550.9277 1.505500e+02 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2300 2.1046852 9962.2805 2.554663e+01 12.324377 1982-1999 –> 2000-2012 4.047201 1.9425160 22559.2986 5.268604e+01 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2174 2.2585266 9725.9154 6.925010e+04 23.800110 2000-2012 –> 2008-2019 4.034751 1.7762238 18909.6852 1.321980e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2174 2.3943077 9979.7579 2.896170e+03 18.226914 2000-2012 –> 2008-2019 4.343139 1.9488310 19590.1318 5.494111e+03 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2174 2.3977040 9985.9212 3.905762e+02 16.321137 2000-2012 –> 2008-2019 4.352807 1.9551032 19611.0761 7.381526e+02 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2174 2.4204575 10026.9879 2.883179e+01 18.294376 2000-2012 –> 2008-2019 4.426580 2.0061224 19770.6422 5.451457e+01 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2174 2.4462390 10073.0558 2.143781e+01 18.486530 2000-2012 –> 2008-2019 4.485655 2.0394157 19892.4244 4.330857e+01 7 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2174 2.5018908 10168.8641 3.713991e+02 18.807762 2000-2012 –> 2008-2019 4.488940 1.9870492 19866.5748 6.961579e+02 10 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2174 2.4566297 10091.4852 2.173469e+01 18.541276 2000-2012 –> 2008-2019 4.510473 2.0538433 19943.2815 4.399301e+01 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2174 2.4299917 10044.0812 9.949741e+01 16.983498 2000-2012 –> 2008-2019 4.543255 2.1132631 20027.0713 2.138302e+02 5 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2174 2.4434359 10066.0705 2.808598e+01 17.874729 2000-2012 –> 2008-2019 4.558186 2.1147506 20050.2974 5.321146e+01 6 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2174 2.4956728 10160.0444 9.512333e+01 16.880261 2000-2012 –> 2008-2019 4.559656 2.0639835 20034.4957 2.049161e+02 9 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2040 1.9367902 8500.2800 9.839644e+01 8.912014 1982-1999 –> 2000-2012 3.488801 1.5520110 19371.5789 1.604116e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2040 2.0414950 8715.0932 1.218415e+03 13.221346 1982-1999 –> 2000-2012 3.543043 1.5015479 19393.2849 2.421032e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2040 2.0458268 8723.7414 4.273436e+01 12.955162 1982-1999 –> 2000-2012 3.566382 1.5205553 19475.4200 9.554320e+01 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2040 2.0458447 8721.7771 3.910385e+01 12.935929 1982-1999 –> 2000-2012 3.638959 1.5931144 19743.7819 8.856049e+01 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2040 2.0937757 8818.2628 1.973169e+01 13.787599 1982-1999 –> 2000-2012 3.659920 1.5661444 19742.5211 3.833958e+01 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2040 2.1063568 8842.7052 1.969813e+01 14.980047 1982-1999 –> 2000-2012 3.688074 1.5817170 19824.7653 3.828178e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2040 2.1987816 9017.9151 2.717826e+02 15.618809 1982-1999 –> 2000-2012 3.865475 1.6666933 20305.6905 5.819910e+02 9 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2040 2.2631516 9135.6433 9.215638e+01 16.619796 1982-1999 –> 2000-2012 3.999852 1.7367003 20663.7900 1.427532e+02 12 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2040 2.2899859 9183.7355 9.072682e+01 17.201652 1982-1999 –> 2000-2012 4.069036 1.7790502 20852.6317 1.392967e+02 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2040 2.1135739 8856.6610 1.073652e+02 14.604000 1982-1999 –> 2000-2012 4.088738 1.9751643 21136.4665 1.620767e+02 7 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1961 2.1750327 8626.6423 1.261769e+02 8.748838 2000-2012 –> 2008-2019 4.111823 1.9367902 17126.9222 2.245733e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1961 2.2766396 8805.7082 1.467508e+02 10.591219 2000-2012 –> 2008-2019 4.390213 2.1135739 17662.3692 2.541160e+02 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1961 2.3768316 8974.6204 4.132514e+01 12.588860 2000-2012 –> 2008-2019 4.422658 2.0458268 17698.3618 8.405950e+01 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1961 2.3895867 8995.6112 1.255141e+03 12.856978 2000-2012 –> 2008-2019 4.431082 2.0414950 17710.7044 2.473556e+03 5 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1961 2.4004845 9011.4570 3.847749e+01 13.363989 2000-2012 –> 2008-2019 4.446329 2.0458447 17733.2341 7.758134e+01 6 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1961 2.4081653 9025.9861 1.789816e+01 12.652755 2000-2012 –> 2008-2019 4.501941 2.0937757 17844.2489 3.762985e+01 7 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1961 2.4138433 9035.2225 1.786980e+01 13.554074 2000-2012 –> 2008-2019 4.520200 2.1063568 17877.9277 3.756792e+01 8 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1961 2.3805532 8980.7566 1.102716e+02 15.591418 2000-2012 –> 2008-2019 4.602903 2.2223502 18042.1722 1.992414e+02 4 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1961 2.4257433 9052.5102 8.628398e+00 14.024526 2000-2012 –> 2008-2019 4.613010 2.1872669 18047.0028 1.755265e+01 10 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1961 2.4213946 9047.4727 3.001324e+02 18.204701 2000-2012 –> 2008-2019 4.620176 2.1987816 18065.3878 5.719150e+02 9 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2100 2.3205342 9509.0910 3.043942e+01 11.077727 1982-1999 –> 2000-2012 4.150558 1.8300235 21452.2751 6.207027e+01 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2100 2.4074023 9663.4446 2.665860e+02 11.474059 1982-1999 –> 2000-2012 4.178560 1.7711578 21413.8569 5.535230e+02 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2100 2.4077684 9664.0833 2.426058e+02 11.505793 1982-1999 –> 2000-2012 4.181655 1.7738868 21423.5734 5.038927e+02 3 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2100 2.4208163 9684.7820 3.042854e+01 10.526966 1982-1999 –> 2000-2012 4.251359 1.8305423 21627.6376 6.198174e+01 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2100 2.4381119 9716.6823 3.119692e+02 11.731107 1982-1999 –> 2000-2012 4.261926 1.8238140 21639.8266 6.520372e+02 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2100 2.4708104 9772.6359 5.385845e+02 17.055442 1982-1999 –> 2000-2012 4.323316 1.8525060 21787.8132 1.192010e+03 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2100 2.6578118 10079.0550 7.177726e+02 19.082648 1982-1999 –> 2000-2012 4.635705 1.9778934 22480.3794 1.505424e+03 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2100 2.6671865 10093.8434 3.025971e+01 19.578160 1982-1999 –> 2000-2012 4.655979 1.9887921 22527.5671 6.296478e+01 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2100 2.7231512 10181.0587 2.226977e+01 20.651549 1982-1999 –> 2000-2012 4.782808 2.0596566 22821.2119 4.426203e+01 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2100 2.7245924 10183.2809 2.226421e+01 20.646212 1982-1999 –> 2000-2012 4.793604 2.0690112 22850.1521 4.425797e+01 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1971 2.7804967 9638.6615 3.234575e+01 12.032536 2000-2012 –> 2008-2019 5.101031 2.3205342 19147.7525 6.278517e+01 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1971 2.9571689 9881.4996 2.869769e+02 11.557308 2000-2012 –> 2008-2019 5.364571 2.4074023 19544.9442 5.535629e+02 5 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1971 2.9666680 9894.1420 2.481783e+02 12.232081 2000-2012 –> 2008-2019 5.374436 2.4077684 19558.2253 4.907842e+02 7 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1971 2.8409792 9723.4902 3.973236e+02 17.142588 2000-2012 –> 2008-2019 5.387977 2.5469975 19623.6759 7.408052e+02 2 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1971 2.9587359 9883.5880 3.372331e+02 11.832401 2000-2012 –> 2008-2019 5.396848 2.4381119 19600.2703 6.492023e+02 6 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1971 3.0189745 9961.0393 3.232730e+01 11.911444 2000-2012 –> 2008-2019 5.439791 2.4208163 19645.8212 6.275584e+01 11 15
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1971 3.0601629 10016.4571 6.045008e+02 15.804650 2000-2012 –> 2008-2019 5.530973 2.4708104 19789.0930 1.143085e+03 13 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1971 3.0087348 9949.6462 6.870701e+02 21.271260 2000-2012 –> 2008-2019 5.666547 2.6578118 20028.7013 1.404843e+03 8 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1971 2.9373554 9854.9987 4.240891e+02 14.863781 2000-2012 –> 2008-2019 5.671998 2.7346422 20053.7431 8.308464e+02 3 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1971 2.9395630 9855.9603 3.206663e+01 14.137289 2000-2012 –> 2008-2019 5.674548 2.7349849 20053.2309 6.231620e+01 4 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2708 2.1933100 11952.7616 1.162785e+03 15.233059 1982-1999 –> 2000-2012 4.118003 1.9246930 27735.2143 2.250257e+03 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2708 2.1912530 11947.6797 1.180068e+03 15.303519 1982-1999 –> 2000-2012 4.126038 1.9347847 27769.8984 2.299761e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2708 2.0567966 11604.7181 1.337452e+03 14.532490 1982-1999 –> 2000-2012 4.126164 2.0693671 27938.2810 2.602633e+03 1 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2708 2.2130821 12001.3666 1.832960e+01 13.370426 1982-1999 –> 2000-2012 4.152647 1.9395646 27842.3476 3.672870e+01 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2708 2.2060246 11984.0674 5.037024e+02 14.314563 1982-1999 –> 2000-2012 4.168925 1.9629007 27915.9910 9.716826e+02 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2708 2.2566266 12106.8967 1.744016e+01 13.760896 1982-1999 –> 2000-2012 4.231500 1.9748731 28085.0586 3.592191e+01 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2708 2.2585869 12111.5994 1.704989e+01 13.832163 1982-1999 –> 2000-2012 4.232638 1.9740514 28086.5969 3.553313e+01 8 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2708 2.2647151 12126.2746 1.726567e+01 13.846839 1982-1999 –> 2000-2012 4.236806 1.9720914 28093.7184 3.581560e+01 10 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2708 2.2587074 12111.8885 1.298799e+03 15.698231 1982-1999 –> 2000-2012 4.261804 2.0030969 28197.9534 2.530446e+03 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2708 2.2940645 12194.0121 1.704963e+01 14.919883 1982-1999 –> 2000-2012 4.276162 1.9820977 28197.9407 3.553137e+01 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2464 2.2249504 10947.6213 1.263335e+03 15.552834 2000-2012 –> 2008-2019 4.281747 2.0567966 22552.3394 2.600787e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2464 2.3481855 11213.2814 1.130063e+03 16.975316 2000-2012 –> 2008-2019 4.539439 2.1912530 23160.9611 2.310131e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2464 2.3732906 11265.6882 1.114373e+03 16.876864 2000-2012 –> 2008-2019 4.566601 2.1933100 23218.4498 2.277158e+03 3 6
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2464 2.4207938 11361.3516 1.026046e+03 17.316574 2000-2012 –> 2008-2019 4.614118 2.1933242 23312.1482 2.078883e+03 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2464 2.4104222 11342.1929 1.246001e+03 16.624601 2000-2012 –> 2008-2019 4.669130 2.2587074 23454.0813 2.544800e+03 5 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2464 2.5007819 11523.5509 4.772328e+02 13.712613 2000-2012 –> 2008-2019 4.706806 2.2060246 23507.6183 9.809352e+02 8 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2464 2.5040331 11529.9535 1.718502e+01 13.380426 2000-2012 –> 2008-2019 4.717115 2.2130821 23531.3201 3.551462e+01 9 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2464 2.5410525 11602.2753 1.766333e+01 12.497013 2000-2012 –> 2008-2019 4.797679 2.2566266 23709.1720 3.510349e+01 11 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2464 2.5449017 11609.7346 1.722381e+01 12.516212 2000-2012 –> 2008-2019 4.803489 2.2585869 23721.3340 3.427370e+01 12 20
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2464 2.5129164 11545.4051 1.703589e+01 13.518206 2000-2012 –> 2008-2019 4.808022 2.2951055 23741.8742 3.518647e+01 10 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 962 1.7985289 3873.3662 1.776541e+03 12.236280 1982-1999 –> 2000-2012 3.301119 1.5025906 9186.7932 3.499863e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 962 1.8210003 3897.2563 1.215122e+03 12.173703 1982-1999 –> 2000-2012 3.334563 1.5135622 9231.7961 2.349571e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 962 1.8518801 3929.6093 1.409216e+03 12.194558 1982-1999 –> 2000-2012 3.384838 1.5329583 9301.1015 2.745957e+03 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 962 1.8834566 3962.1389 5.224634e+03 11.279877 1982-1999 –> 2000-2012 3.479086 1.5956295 9449.9112 1.091629e+04 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 962 1.8874468 3964.2106 1.177781e+03 11.572559 1982-1999 –> 2000-2012 3.494241 1.6067946 9470.2184 2.266018e+03 5 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 962 1.9889562 4066.9993 1.793935e+03 12.439027 1982-1999 –> 2000-2012 3.580984 1.5920275 9548.2132 3.598243e+03 6 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 962 2.0034719 4080.9900 5.425963e+04 12.534321 1982-1999 –> 2000-2012 3.698630 1.6951578 9744.3550 1.167239e+05 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 962 2.0413673 4117.0423 1.419304e+03 14.561288 1982-1999 –> 2000-2012 3.702218 1.6608509 9721.0738 3.020351e+03 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 962 2.0886389 4161.0880 3.972506e+01 14.555337 1982-1999 –> 2000-2012 3.779125 1.6904865 9816.4451 8.347779e+01 9 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 962 2.1484611 4215.4202 4.464893e+01 14.700643 1982-1999 –> 2000-2012 3.883520 1.7350594 9946.3026 9.370542e+01 12 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 943 2.0691649 4061.5137 1.728951e+03 12.026670 2000-2012 –> 2008-2019 3.867694 1.7985289 7934.8799 3.505492e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 943 2.0817223 4072.9249 1.133936e+03 11.945396 2000-2012 –> 2008-2019 3.902723 1.8210003 7970.1812 2.349059e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 943 2.1049185 4093.8241 1.322276e+03 11.988434 2000-2012 –> 2008-2019 3.956799 1.8518801 8023.4333 2.731492e+03 5 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 943 2.0984386 4088.0091 4.825578e+03 11.224246 2000-2012 –> 2008-2019 3.981895 1.8834566 8050.1480 1.005021e+04 3 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 943 2.1024217 4089.5855 1.109838e+03 11.503215 2000-2012 –> 2008-2019 3.989868 1.8874468 8053.7962 2.287618e+03 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 943 2.2492588 4218.9111 1.843883e+03 12.859663 2000-2012 –> 2008-2019 4.238215 1.9889562 8285.9104 3.637818e+03 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 943 2.3281237 4283.9062 5.369537e+04 11.855292 2000-2012 –> 2008-2019 4.331596 2.0034719 8364.8962 1.079550e+05 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 943 2.2427834 4213.4736 5.219307e+03 11.832964 2000-2012 –> 2008-2019 4.365806 2.1230227 8405.9772 1.074392e+04 6 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 943 2.2504219 4217.8860 1.230490e+03 12.646910 2000-2012 –> 2008-2019 4.387326 2.1369046 8420.9292 2.522392e+03 8 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 943 2.3924175 4335.2841 1.512671e+03 14.544939 2000-2012 –> 2008-2019 4.433785 2.0413673 8452.3264 2.931974e+03 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 941 3.6429886 5117.5002 1.599431e+03 19.579290 1982-1999 –> 2000-2012 7.190896 3.5479074 12311.9830 3.181096e+03 1 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 941 3.6604132 5126.4804 1.209136e+03 19.545785 1982-1999 –> 2000-2012 7.210838 3.5504249 12322.8600 2.473065e+03 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 941 3.7167957 5155.2485 4.907172e+03 19.837852 1982-1999 –> 2000-2012 7.217499 3.5007037 12313.9158 9.698417e+03 6 10
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 941 3.7379930 5165.9513 4.726236e+03 20.693967 1982-1999 –> 2000-2012 7.227408 3.4894152 12315.9820 9.523455e+03 7 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 941 3.6747930 5133.8593 1.339536e+03 19.542226 1982-1999 –> 2000-2012 7.229836 3.5550432 12333.7149 2.757462e+03 4 11
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 941 3.7485880 5171.2780 5.156358e+03 21.016209 1982-1999 –> 2000-2012 7.235604 3.4870159 12319.4696 1.043749e+04 9 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 941 3.6574570 5124.9599 6.912440e+04 19.936573 1982-1999 –> 2000-2012 7.253492 3.5960350 12355.4719 1.351768e+05 2 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 941 3.7088902 5151.2413 2.380382e+03 19.613178 1982-1999 –> 2000-2012 7.277278 3.5683877 12361.1154 4.658110e+03 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 941 3.8214851 5207.5251 9.680096e+03 21.627406 1982-1999 –> 2000-2012 7.321676 3.5001914 12365.8011 1.915164e+04 13 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 941 3.7455502 5169.7523 1.329380e+03 20.456325 1982-1999 –> 2000-2012 7.380529 3.6349793 12429.0674 2.452970e+03 8 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 899 3.4784608 4806.6201 1.678231e+03 21.678112 2000-2012 –> 2008-2019 7.121449 3.6429886 9924.1203 3.277662e+03 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 899 3.4824993 4808.7064 1.182868e+03 21.659337 2000-2012 –> 2008-2019 7.142913 3.6604132 9935.1868 2.392004e+03 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 899 3.4871727 4811.1176 1.324655e+03 21.652450 2000-2012 –> 2008-2019 7.161966 3.6747930 9944.9769 2.664192e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 899 3.5127539 4824.2593 2.257711e+03 21.698511 2000-2012 –> 2008-2019 7.221644 3.7088902 9975.5005 4.638093e+03 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 899 3.6129577 4874.8306 6.827318e+04 22.557625 2000-2012 –> 2008-2019 7.270415 3.6574570 9999.7905 1.373976e+05 9 11
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 899 3.5830903 4859.9052 4.970810e+03 21.897197 2000-2012 –> 2008-2019 7.299886 3.7167957 10015.1536 9.877982e+03 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 899 3.5877749 4862.2544 4.803289e+03 22.716729 2000-2012 –> 2008-2019 7.325768 3.7379930 10028.2056 9.529526e+03 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 899 3.5913442 4864.0422 5.219875e+03 22.968464 2000-2012 –> 2008-2019 7.339932 3.7485880 10035.3203 1.037623e+04 7 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 899 3.6909342 4913.2230 1.314133e+03 23.341372 2000-2012 –> 2008-2019 7.436484 3.7455502 10082.9752 2.643513e+03 12 20
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 899 3.6557410 4895.9967 9.783167e+03 24.374491 2000-2012 –> 2008-2019 7.477226 3.8214851 10103.5218 1.946326e+04 10 23
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1194 3.1920197 6174.0666 3.007574e+03 28.852088 1982-1999 –> 2000-2012 6.989164 3.7971443 15207.5099 5.418853e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1194 3.3275747 6273.3832 2.835835e+03 28.642253 1982-1999 –> 2000-2012 7.248373 3.9207986 15411.8094 5.331045e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1194 3.3427611 6284.2568 2.337801e+03 28.821597 1982-1999 –> 2000-2012 7.286165 3.9434042 15441.5168 4.365513e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1194 3.3906611 6318.2327 2.144780e+03 29.336996 1982-1999 –> 2000-2012 7.387847 3.9971860 15519.8702 4.080904e+03 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1194 3.6274069 6479.4063 1.518710e+05 23.061391 1982-1999 –> 2000-2012 7.579558 3.9521511 15643.9247 2.947367e+05 7 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1194 3.5428574 6423.0866 2.428249e+03 32.210085 1982-1999 –> 2000-2012 7.683506 4.1406483 15740.2416 4.534357e+03 5 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1194 3.6950203 6523.5079 1.372824e+03 22.902452 1982-1999 –> 2000-2012 7.814297 4.1192771 15823.7107 2.522286e+03 10 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1194 3.6265424 6478.8371 2.679173e+03 34.158957 1982-1999 –> 2000-2012 7.909546 4.2830039 15906.7282 5.042831e+03 6 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1194 3.8106598 6597.0972 1.149815e+03 23.204098 1982-1999 –> 2000-2012 8.034083 4.2234230 15979.0960 2.213505e+03 12 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1194 3.8476224 6620.1487 1.003449e+03 23.535907 1982-1999 –> 2000-2012 8.115814 4.2681913 16036.6903 1.911950e+03 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1016 3.3810256 5372.6230 2.545161e+03 27.932047 2000-2012 –> 2008-2019 6.573045 3.1920197 11546.6897 5.552735e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1016 3.5128816 5450.3624 2.434704e+03 27.802682 2000-2012 –> 2008-2019 6.840456 3.3275747 11723.7456 5.270540e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1016 3.5271490 5458.5985 1.987267e+03 27.970313 2000-2012 –> 2008-2019 6.869910 3.3427611 11742.8554 4.325068e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1016 3.5790864 5488.3017 1.776984e+03 28.413798 2000-2012 –> 2008-2019 6.969748 3.3906611 11806.5344 3.921765e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1016 3.7637234 5590.5136 2.085596e+03 31.094952 2000-2012 –> 2008-2019 7.306581 3.5428574 12013.6002 4.513845e+03 6 11
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1016 3.7439774 5579.8249 1.518707e+05 22.895522 2000-2012 –> 2008-2019 7.371384 3.6274069 12059.2312 3.037417e+05 5 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1016 3.8458204 5634.3606 2.329175e+03 32.812534 2000-2012 –> 2008-2019 7.472363 3.6265424 12113.1977 5.008348e+03 8 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1016 3.8288540 5625.3763 1.235031e+03 23.113975 2000-2012 –> 2008-2019 7.523874 3.6950203 12148.8842 2.607854e+03 7 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1016 3.8685591 5646.3396 1.664831e+03 34.986512 2000-2012 –> 2008-2019 7.553829 3.6852700 12163.5377 3.628532e+03 9 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1016 3.8790289 5649.8315 1.612634e+03 34.970969 2000-2012 –> 2008-2019 7.568457 3.6894281 12167.7225 3.538950e+03 10 19
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 700 1.3223831 2391.7236 7.053803e+05 13.449159 1982-1999 –> 2000-2012 2.598496 1.2761128 5322.1997 1.506400e+06 4 5
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 700 1.2915976 2358.7458 1.175195e+04 9.692847 1982-1999 –> 2000-2012 2.675935 1.3843377 5432.0031 2.416012e+04 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 700 1.2985842 2366.2984 1.267342e+04 9.691122 1982-1999 –> 2000-2012 2.690752 1.3921682 5449.4492 2.681402e+04 2 6
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 700 1.3001259 2367.9595 1.411240e+04 9.711286 1982-1999 –> 2000-2012 2.696005 1.3958791 5455.7794 3.040570e+04 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 700 1.3471152 2417.6655 1.345683e+04 9.188498 1982-1999 –> 2000-2012 2.775350 1.4282347 5545.6781 2.750089e+04 7 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 700 1.3312981 2401.1302 1.050503e+04 13.592061 1982-1999 –> 2000-2012 2.813615 1.4823168 5594.3338 2.023807e+04 5 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 700 1.3440478 2412.4741 1.026400e+04 12.171384 1982-1999 –> 2000-2012 2.870815 1.5267672 5655.5018 1.995164e+04 6 43
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 700 1.4806402 2549.9783 3.078498e+05 13.428520 1982-1999 –> 2000-2012 2.889025 1.4083845 5653.4420 6.849484e+05 12 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 700 1.5129116 2580.1644 9.840307e+05 11.845937 1982-1999 –> 2000-2012 2.896826 1.3839148 5652.8858 1.986420e+06 14 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 700 1.5232921 2589.7373 1.997770e+03 13.169038 1982-1999 –> 2000-2012 2.942272 1.4189803 5706.3476 4.054692e+03 15 22
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 604 1.1523408 1899.3665 7.905677e+05 5.078288 2000-2012 –> 2008-2019 2.474724 1.3223831 4291.0902 1.495948e+06 1 5
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 604 1.2324907 1980.5945 1.257187e+04 5.521642 2000-2012 –> 2008-2019 2.524088 1.2915976 4339.3404 2.432381e+04 4 5
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 604 1.2425193 1990.3841 1.303022e+04 5.570425 2000-2012 –> 2008-2019 2.541104 1.2985842 4356.6825 2.570363e+04 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 604 1.2440014 1991.8242 1.426073e+04 5.572514 2000-2012 –> 2008-2019 2.544127 1.3001259 4359.7836 2.837313e+04 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 604 1.2173484 1965.6613 1.190949e+04 4.978681 2000-2012 –> 2008-2019 2.548646 1.3312981 4366.7915 2.241452e+04 3 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 604 1.2704658 2015.2532 1.121876e+04 5.370755 2000-2012 –> 2008-2019 2.614514 1.3440478 4427.7272 2.148276e+04 7 13
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 604 1.2917335 2037.3077 1.348001e+04 5.668583 2000-2012 –> 2008-2019 2.638849 1.3471152 4454.9732 2.693684e+04 9 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 604 1.1886097 1936.8012 3.267936e+05 4.711242 2000-2012 –> 2008-2019 2.669250 1.4806402 4486.7795 6.346434e+05 2 14
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 604 1.2793924 2025.7111 1.041946e+06 6.024262 2000-2012 –> 2008-2019 2.792304 1.5129116 4605.8755 2.025977e+06 8 22
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 604 1.2946944 2038.0736 3.259444e+05 5.966426 2000-2012 –> 2008-2019 2.820969 1.5262747 4628.5494 6.323884e+05 10 26
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 967 1.0173247 2791.4461 6.542324e+05 4.325926 1982-1999 –> 2000-2012 2.185518 1.1681929 6993.3411 1.294442e+06 1 8
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 967 1.0847821 2915.6143 1.154836e+04 4.160855 1982-1999 –> 2000-2012 2.207845 1.1230627 7012.7090 2.342300e+04 8 9
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 1.0901628 2925.1836 1.076262e+04 4.113846 1982-1999 –> 2000-2012 2.216063 1.1258998 7028.9896 2.215493e+04 9 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 1.0911870 2926.9998 1.193796e+04 4.098564 1982-1999 –> 2000-2012 2.218041 1.1268538 7033.0587 2.466260e+04 10 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 1.1048722 2951.1043 9.140476e+03 4.129133 1982-1999 –> 2000-2012 2.239353 1.1344808 7075.1067 1.895396e+04 15 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 967 1.0955625 2934.7393 1.340632e+06 5.103209 1982-1999 –> 2000-2012 2.241396 1.1458336 7085.2279 2.663274e+06 12 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 1.0802723 2907.5574 1.368902e+03 4.375388 1982-1999 –> 2000-2012 2.242422 1.1621496 7095.6558 2.954920e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 967 1.0700871 2889.2363 4.477692e+03 4.467579 1982-1999 –> 2000-2012 2.243195 1.1731078 7102.2991 9.723525e+03 2 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 967 1.0823326 2909.2424 1.359366e+03 4.460287 1982-1999 –> 2000-2012 2.257025 1.1746920 7123.8948 2.917159e+03 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 967 1.0827729 2912.0289 2.384490e+03 4.512363 1982-1999 –> 2000-2012 2.259295 1.1765216 7132.8212 4.943196e+03 6 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 860 0.9009691 2275.2053 6.641841e+05 4.541808 2000-2012 –> 2008-2019 1.918294 1.0173247 5066.6515 1.318417e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 860 0.9839208 2426.6932 4.580642e+03 4.171554 2000-2012 –> 2008-2019 2.054008 1.0700871 5315.9296 9.058334e+03 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 860 1.0017182 2457.5271 1.447355e+03 4.255586 2000-2012 –> 2008-2019 2.081991 1.0802723 5365.0845 2.816257e+03 5 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 860 0.9997847 2454.2039 2.276954e+03 4.096047 2000-2012 –> 2008-2019 2.082558 1.0827729 5366.2328 4.661444e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 860 1.0016063 2457.3349 2.430921e+03 4.068246 2000-2012 –> 2008-2019 2.086179 1.0845726 5372.5758 4.975236e+03 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 860 1.0059381 2462.7576 1.434389e+03 4.501051 2000-2012 –> 2008-2019 2.088271 1.0823326 5372.0000 2.793755e+03 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 860 1.0044913 2462.2820 1.343941e+06 6.970175 2000-2012 –> 2008-2019 2.100054 1.0955625 5397.0213 2.684573e+06 6 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 860 1.0114834 2474.2132 2.505508e+03 4.058254 2000-2012 –> 2008-2019 2.103108 1.0916243 5401.9879 5.141982e+03 8 19
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 860 1.0383375 2519.2821 1.173892e+04 5.663881 2000-2012 –> 2008-2019 2.123120 1.0847821 5434.8964 2.328728e+04 14 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 860 1.0226526 2493.1019 1.532640e+02 4.153036 2000-2012 –> 2008-2019 2.124241 1.1015889 5438.4504 3.037429e+02 9 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1541 0.8788069 3989.0046 1.086441e+06 21.593945 1982-1999 –> 2000-2012 1.619380 0.7405733 9099.3818 2.163278e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1541 0.9057094 4081.9372 3.550400e+03 16.142306 1982-1999 –> 2000-2012 1.673021 0.7673112 9353.9064 7.602251e+03 2 5
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1541 0.9140809 4110.2935 1.135681e+06 13.641289 1982-1999 –> 2000-2012 1.677854 0.7637731 9361.2060 2.196761e+06 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1541 0.9179383 4123.2719 1.325972e+02 16.507658 1982-1999 –> 2000-2012 1.693623 0.7756849 9444.6911 2.712632e+02 6 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1541 0.9171506 4120.6262 1.231674e+03 15.892865 1982-1999 –> 2000-2012 1.695757 0.7786065 9459.1736 2.658845e+03 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1541 0.9194752 4128.4280 1.225899e+03 15.905013 1982-1999 –> 2000-2012 1.701855 0.7823794 9488.9991 2.646472e+03 8 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1541 0.9283332 4157.9771 2.235165e+02 16.992387 1982-1999 –> 2000-2012 1.703279 0.7749455 9475.0516 4.881137e+02 12 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1541 0.9210027 4133.5435 1.259150e+03 15.729767 1982-1999 –> 2000-2012 1.703626 0.7826232 9495.5343 2.713505e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1541 0.9166419 4118.9164 1.666452e+03 17.103710 1982-1999 –> 2000-2012 1.705949 0.7893069 9519.6507 3.391417e+03 4 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1541 0.9185871 4123.4495 1.539141e+03 18.022064 1982-1999 –> 2000-2012 1.707903 0.7893158 9522.2349 3.108256e+03 7 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1453 0.8976990 3823.8186 1.110129e+06 21.891865 2000-2012 –> 2008-2019 1.776506 0.8788069 7812.8232 2.196570e+06 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1453 0.8895893 3797.4467 1.205489e+06 14.900361 2000-2012 –> 2008-2019 1.803670 0.9140809 7907.7402 2.341170e+06 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1453 0.9220790 3901.6881 3.457864e+03 16.109453 2000-2012 –> 2008-2019 1.827788 0.9057094 7983.6252 7.008264e+03 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1453 0.9291499 3923.8874 1.399201e+02 16.961045 2000-2012 –> 2008-2019 1.847088 0.9179383 8047.1593 2.725173e+02 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1453 0.9335428 3937.5941 1.331973e+03 15.876406 2000-2012 –> 2008-2019 1.850693 0.9171506 8058.2202 2.563647e+03 6 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1453 0.9378642 3951.0151 1.580043e+03 17.717326 2000-2012 –> 2008-2019 1.854506 0.9166419 8069.9315 3.246495e+03 9 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1453 0.9355522 3943.8424 1.326042e+03 15.895012 2000-2012 –> 2008-2019 1.855027 0.9194752 8072.2704 2.551941e+03 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1453 0.9384727 3950.9001 1.457884e+03 18.230635 2000-2012 –> 2008-2019 1.857060 0.9185871 8074.3496 2.997026e+03 10 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1453 0.9371192 3948.7058 1.364374e+03 15.714557 2000-2012 –> 2008-2019 1.858122 0.9210027 8082.2493 2.623523e+03 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1453 0.9317572 3932.0305 2.273442e+02 17.216129 2000-2012 –> 2008-2019 1.860090 0.9283332 8090.0076 4.508607e+02 5 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2966 0.6431546 5812.9354 1.036729e+03 10.719746 1982-1999 –> 2000-2012 1.196955 0.5538004 12382.9411 2.172270e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2966 0.6616715 5981.3100 4.003109e+02 12.339882 1982-1999 –> 2000-2012 1.231792 0.5701207 12781.2836 6.924381e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2966 0.6985264 6302.8463 1.061447e+02 12.538789 1982-1999 –> 2000-2012 1.283931 0.5854043 13312.2882 1.773634e+02 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2966 0.7035887 6343.6814 1.051053e+02 12.165076 1982-1999 –> 2000-2012 1.290275 0.5866866 13368.4481 1.758741e+02 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2966 0.7133341 6427.2818 9.793060e+02 12.868340 1982-1999 –> 2000-2012 1.309477 0.5961427 13580.6519 1.845558e+03 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2966 0.7134300 6428.0791 5.248412e+02 12.848300 1982-1999 –> 2000-2012 1.309573 0.5961433 13581.4574 9.138262e+02 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2966 0.7135257 6428.8746 5.319777e+02 12.847840 1982-1999 –> 2000-2012 1.309668 0.5961425 13582.2420 9.250846e+02 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2966 0.7135697 6427.2407 3.525092e+02 12.789270 1982-1999 –> 2000-2012 1.309733 0.5961633 13578.8847 5.744266e+02 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2966 0.7140812 6431.4915 2.779059e+01 12.869459 1982-1999 –> 2000-2012 1.310362 0.5962810 13584.6983 4.819079e+01 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2966 0.7147947 6437.4158 5.304795e+02 12.626614 1982-1999 –> 2000-2012 1.310942 0.5961476 13588.8513 9.046638e+02 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2683 0.7006517 5719.0997 9.740470e+02 10.772780 2000-2012 –> 2008-2019 1.343806 0.6431546 11532.0351 2.010776e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2683 0.7422030 6028.2453 4.726022e+02 12.438920 2000-2012 –> 2008-2019 1.403874 0.6616715 12009.5553 8.729131e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2683 0.7891651 6357.4643 1.259296e+02 12.321076 2000-2012 –> 2008-2019 1.487691 0.6985264 12660.3106 2.320743e+02 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2683 0.7908407 6366.8456 1.225918e+02 12.089303 2000-2012 –> 2008-2019 1.494429 0.7035887 12710.5270 2.276971e+02 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2683 0.8045168 6460.8473 5.985074e+02 13.088723 2000-2012 –> 2008-2019 1.517947 0.7134300 12888.9264 1.123349e+03 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2683 0.8046660 6461.8422 1.107430e+03 13.098108 2000-2012 –> 2008-2019 1.518000 0.7133341 12889.1240 2.086736e+03 7 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2683 0.8046890 6461.9953 6.097271e+02 13.084423 2000-2012 –> 2008-2019 1.518215 0.7135257 12890.8698 1.141705e+03 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2683 0.8053625 6464.4851 4.301361e+02 13.208939 2000-2012 –> 2008-2019 1.518932 0.7135697 12891.7258 7.826453e+02 10 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2683 0.8047100 6460.1354 6.097271e+02 13.054497 2000-2012 –> 2008-2019 1.519505 0.7147947 12897.5513 1.140207e+03 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2683 0.8060134 6470.8201 6.130643e+02 13.056739 2000-2012 –> 2008-2019 1.521623 0.7156097 12916.9955 1.147066e+03 11 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4933 5.5680093 30953.5405 1.547510e+02 38.662999 1982-1999 –> 2000-2012 11.342044 5.7740343 73539.9347 3.336880e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4933 5.6534084 31103.7112 2.752155e+01 39.658956 1982-1999 –> 2000-2012 11.521219 5.8678109 73906.3099 5.950514e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4933 5.6991417 31183.2011 1.634318e+01 40.498944 1982-1999 –> 2000-2012 11.606114 5.9069719 74075.0655 3.480901e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4933 5.7174623 31214.8657 1.946697e+01 39.748265 1982-1999 –> 2000-2012 11.654116 5.9366540 74173.9958 4.109742e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4933 5.7762105 31315.7239 1.557729e+02 21.845871 1982-1999 –> 2000-2012 11.864559 6.0883480 74613.4555 3.353234e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4933 5.8724789 31478.7989 7.261066e+03 22.477422 1982-1999 –> 2000-2012 12.063606 6.1911269 75001.1857 1.552193e+04 7 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4933 5.8581601 31454.7135 2.262083e+01 23.112411 1982-1999 –> 2000-2012 12.066033 6.2078729 75013.3503 4.695037e+01 6 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4933 5.8726262 31477.0463 1.547182e+02 22.430296 1982-1999 –> 2000-2012 12.066693 6.1940664 75003.8035 3.335014e+02 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4933 5.9102476 31542.0486 6.575171e+00 23.432297 1982-1999 –> 2000-2012 12.175159 6.2649110 75223.4257 1.293746e+01 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4933 5.9149930 31549.9670 8.429556e+00 23.506417 1982-1999 –> 2000-2012 12.192167 6.2771744 75257.5877 1.658895e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4621 5.7280046 29258.5139 1.454560e+02 51.811855 2000-2012 –> 2008-2019 11.296014 5.5680093 60212.0544 3.002070e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4621 5.8349945 29429.5472 2.061229e+01 56.389607 2000-2012 –> 2008-2019 11.488403 5.6534084 60533.2584 4.813384e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4621 5.8862287 29510.3424 1.225782e+01 56.000236 2000-2012 –> 2008-2019 11.585370 5.6991417 60693.5436 2.860100e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4621 5.9000614 29532.0357 1.510957e+01 57.041259 2000-2012 –> 2008-2019 11.617524 5.7174623 60746.9015 3.457654e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4621 5.9606275 29626.4244 1.449980e+02 81.575785 2000-2012 –> 2008-2019 11.736838 5.7762105 60942.1482 3.007709e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4621 6.0230474 29722.7036 7.191017e+03 82.125963 2000-2012 –> 2008-2019 11.895526 5.8724789 61201.5025 1.445208e+04 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4621 6.0234041 29721.2509 1.445909e+02 82.526439 2000-2012 –> 2008-2019 11.896030 5.8726262 61198.2972 2.993091e+02 7 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4621 6.0679960 29791.4184 1.863030e+01 86.576587 2000-2012 –> 2008-2019 11.926156 5.8581601 61246.1318 4.125112e+01 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4621 6.0295612 29732.6933 5.049622e+00 74.824467 2000-2012 –> 2008-2019 11.946411 5.9168503 61285.7576 1.106585e+01 8 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4621 6.0314988 29733.6626 4.817677e+00 73.870062 2000-2012 –> 2008-2019 11.957760 5.9262611 61300.4066 1.076639e+01 9 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5273 3.8592805 29220.2961 7.900627e+02 15.909404 1982-1999 –> 2000-2012 7.734154 3.8748731 71368.5703 1.578663e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5273 3.9530457 29473.4588 5.286824e+01 15.523036 1982-1999 –> 2000-2012 7.904056 3.9510102 71917.3450 1.038842e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5273 4.0401750 29703.3791 1.869394e+01 15.241534 1982-1999 –> 2000-2012 8.065389 4.0252141 72429.9399 3.682459e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5273 4.0507845 29731.0365 1.892135e+01 15.252841 1982-1999 –> 2000-2012 8.091284 4.0404996 72515.1785 3.746389e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5273 4.0814114 29810.4723 5.612364e+01 17.117854 1982-1999 –> 2000-2012 8.194221 4.1128097 72864.0913 1.093136e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5273 4.1006265 29860.0058 1.220720e+01 17.028756 1982-1999 –> 2000-2012 8.223214 4.1225872 72949.6984 2.356775e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5273 4.1090242 29881.5808 1.724893e+01 17.004310 1982-1999 –> 2000-2012 8.239729 4.1307049 73001.1582 3.378143e+01 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5273 4.1172720 29902.7279 4.981676e+01 27.538829 1982-1999 –> 2000-2012 8.282906 4.1656340 73150.2282 9.962953e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5273 4.1089050 29881.2749 8.334891e+02 27.363109 1982-1999 –> 2000-2012 8.307360 4.1984548 73248.0030 1.694978e+03 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5273 4.1375406 29954.5167 3.969562e+02 16.955193 1982-1999 –> 2000-2012 8.313619 4.1760783 73240.0594 7.984783e+02 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4901 3.9660201 27427.2693 7.796526e+02 15.632850 2000-2012 –> 2008-2019 7.825301 3.8592805 56647.5654 1.569715e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4901 4.1047146 27764.1946 4.860801e+01 15.321787 2000-2012 –> 2008-2019 8.057760 3.9530457 57237.6534 1.014762e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4901 4.2039406 27998.3264 1.832366e+01 15.449220 2000-2012 –> 2008-2019 8.244116 4.0401750 57701.7055 3.701760e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4901 4.2122869 28017.7674 1.856567e+01 15.472257 2000-2012 –> 2008-2019 8.263071 4.0507845 57748.8038 3.748701e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4901 4.2244525 28046.0359 5.118458e+01 16.917515 2000-2012 –> 2008-2019 8.305864 4.0814114 57856.5082 1.073082e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4901 4.2511972 28107.8961 1.104787e+01 16.861134 2000-2012 –> 2008-2019 8.351824 4.1006265 57967.9019 2.325507e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4901 4.2594808 28126.9771 1.575678e+01 16.845846 2000-2012 –> 2008-2019 8.368505 4.1090242 58008.5579 3.300571e+01 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4901 4.2599063 28127.9561 3.659856e+02 16.735160 2000-2012 –> 2008-2019 8.397447 4.1375406 58082.4728 7.629419e+02 8 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4901 4.2940845 28206.2862 8.289386e+02 26.459521 2000-2012 –> 2008-2019 8.402990 4.1089050 58087.5611 1.662428e+03 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4901 4.3416500 28314.2657 4.659096e+01 26.995766 2000-2012 –> 2008-2019 8.458922 4.1172720 58216.9936 9.640771e+01 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4585 2.9287527 22879.5340 1.834386e+03 27.619034 1982-1999 –> 2000-2012 5.834961 2.9062087 54174.6893 3.647974e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4585 2.9588847 22973.3962 1.230439e+02 17.690269 1982-1999 –> 2000-2012 5.872228 2.9133437 54299.4083 2.447620e+02 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4585 2.9764512 23027.6763 8.897487e+02 16.116491 1982-1999 –> 2000-2012 6.017617 3.0411657 54894.0385 1.771078e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4585 3.0552344 23267.2387 4.790058e+01 18.177776 1982-1999 –> 2000-2012 6.040326 2.9850914 54899.4056 9.242692e+01 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4585 3.0642915 23294.3825 5.206435e+01 18.425675 1982-1999 –> 2000-2012 6.061479 2.9971871 54977.4375 1.004644e+02 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4585 3.0594417 23279.8578 1.230561e+02 16.871925 1982-1999 –> 2000-2012 6.156981 3.0975389 55377.3501 2.447708e+02 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4585 3.1469601 23538.4930 1.834461e+04 17.015422 1982-1999 –> 2000-2012 6.301975 3.1550146 55867.3451 3.671036e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4585 3.1473463 23537.6185 8.734207e+02 17.002369 1982-1999 –> 2000-2012 6.302369 3.1550230 55864.5040 1.727310e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4585 3.1738119 23616.4052 2.125442e+01 20.990105 1982-1999 –> 2000-2012 6.356118 3.1823065 56053.6449 4.112460e+01 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4585 3.1872921 23655.2707 3.190857e+01 21.565370 1982-1999 –> 2000-2012 6.385351 3.1980589 56154.6473 6.230037e+01 10 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4131 3.0640661 20988.5853 8.874392e+02 15.388777 2000-2012 –> 2008-2019 6.040517 2.9764512 44016.2617 1.777188e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4131 3.1501398 21217.4758 1.834083e+03 17.193698 2000-2012 –> 2008-2019 6.078893 2.9287527 44097.0099 3.668468e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4131 3.2878357 21570.9463 1.144330e+02 16.379567 2000-2012 –> 2008-2019 6.246720 2.9588847 44544.3425 2.374769e+02 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4131 3.2296420 21423.4017 1.145727e+02 15.913126 2000-2012 –> 2008-2019 6.289084 3.0594417 44703.2595 2.376288e+02 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4131 3.3182116 21646.9274 1.757618e+04 17.040246 2000-2012 –> 2008-2019 6.465172 3.1469601 45185.4204 3.592079e+04 5 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4131 3.3405075 21700.2563 8.585941e+02 16.567989 2000-2012 –> 2008-2019 6.487854 3.1473463 45237.8748 1.732015e+03 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4131 3.4348098 21932.2606 4.894243e+01 18.044730 2000-2012 –> 2008-2019 6.490044 3.0552344 45199.4993 9.684301e+01 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4131 3.4429982 21951.9333 5.272312e+01 18.138924 2000-2012 –> 2008-2019 6.507290 3.0642915 45246.3158 1.047875e+02 10 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4131 3.3962775 21839.0521 2.186802e+01 19.839438 2000-2012 –> 2008-2019 6.570089 3.1738119 45455.4572 4.312244e+01 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4131 3.4122435 21877.8011 3.145846e+01 20.118660 2000-2012 –> 2008-2019 6.599536 3.1872921 45533.0718 6.336704e+01 8 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5564 3.0725865 28295.3473 1.240844e+03 25.533920 1982-1999 –> 2000-2012 5.900391 2.8278041 65161.3483 2.376640e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5564 3.1416489 28542.7013 1.009816e+02 16.398568 1982-1999 –> 2000-2012 6.000800 2.8591508 65573.9544 2.100549e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5564 3.1729621 28653.0665 8.142912e+02 23.042208 1982-1999 –> 2000-2012 6.164722 2.9917601 66363.9248 1.592803e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5564 3.1968909 28736.6729 1.066030e+04 22.831399 1982-1999 –> 2000-2012 6.193266 2.9963752 66470.6368 1.980420e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5564 3.2029132 28755.6164 6.714270e+02 20.945165 1982-1999 –> 2000-2012 6.202835 2.9999222 66505.3142 1.328637e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5564 3.3040827 29103.6760 4.175209e+01 21.038624 1982-1999 –> 2000-2012 6.309200 3.0051170 66881.3090 8.163991e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5564 3.3056537 29108.9660 4.659401e+01 20.996501 1982-1999 –> 2000-2012 6.322402 3.0167487 66944.5077 9.131168e+01 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5564 3.3007949 29092.5974 1.141305e+02 20.036749 1982-1999 –> 2000-2012 6.402375 3.1015804 67343.8438 2.359822e+02 7 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5564 3.2893487 29053.9417 2.828093e+01 20.608845 1982-1999 –> 2000-2012 6.412809 3.1234603 67410.5629 5.626389e+01 6 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5564 3.3073985 29112.8380 2.781270e+01 20.735394 1982-1999 –> 2000-2012 6.442056 3.1346571 67521.0981 5.546991e+01 10 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5157 3.2861571 26919.6921 1.185209e+03 27.953208 2000-2012 –> 2008-2019 6.358744 3.0725865 55215.0394 2.426053e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5157 3.3330105 27065.7087 1.049237e+02 20.488977 2000-2012 –> 2008-2019 6.474659 3.1416489 55608.4100 2.059053e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5157 3.3568382 27139.1811 8.235207e+02 26.904707 2000-2012 –> 2008-2019 6.529800 3.1729621 55792.2476 1.637812e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5157 3.3751593 27195.3203 9.380743e+03 25.421978 2000-2012 –> 2008-2019 6.572050 3.1968909 55931.9933 2.004105e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5157 3.3759035 27195.5940 6.907118e+02 24.907282 2000-2012 –> 2008-2019 6.578817 3.2029132 55951.2104 1.362139e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5157 3.4624453 27458.6629 2.878578e+01 17.369289 2000-2012 –> 2008-2019 6.751794 3.2893487 56512.6046 5.706670e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5157 3.4717476 27486.3356 1.173943e+02 19.986010 2000-2012 –> 2008-2019 6.772543 3.3007949 56578.9330 2.315248e+02 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5157 3.5007613 27572.1725 4.777505e+01 15.492498 2000-2012 –> 2008-2019 6.806415 3.3056537 56681.1385 9.436907e+01 8 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5157 3.5038408 27581.2413 4.270302e+01 15.488587 2000-2012 –> 2008-2019 6.807924 3.3040827 56684.9174 8.445512e+01 9 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5157 3.5111473 27600.7266 2.818880e+01 15.859077 2000-2012 –> 2008-2019 6.818546 3.3073985 56713.5646 5.600150e+01 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6624 3.1304793 33930.5313 9.065859e+02 11.127071 1982-1999 –> 2000-2012 5.671265 2.5407861 76538.0093 2.040289e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6624 3.2023768 34231.3560 9.044526e+01 11.351801 1982-1999 –> 2000-2012 5.697012 2.4946350 76506.7843 1.871884e+02 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6624 3.2148083 34282.6844 1.679098e+03 15.566127 1982-1999 –> 2000-2012 5.704496 2.4896873 76522.1513 3.610275e+03 4 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6624 3.1652392 34076.8227 1.260842e+02 11.707593 1982-1999 –> 2000-2012 5.730204 2.5649644 76855.8597 2.710855e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6624 3.2552613 34448.3482 2.878784e+04 13.035633 1982-1999 –> 2000-2012 5.841171 2.5859094 77374.7004 6.560654e+04 8 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6624 3.2753623 34529.9021 3.529598e+01 11.582832 1982-1999 –> 2000-2012 5.844312 2.5689500 77337.0643 7.043138e+01 11 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6624 3.2785289 34542.7040 3.836030e+01 11.607138 1982-1999 –> 2000-2012 5.856161 2.5776319 77410.9798 7.664618e+01 13 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6624 3.2174510 34293.5704 2.917469e+01 11.308393 1982-1999 –> 2000-2012 5.859894 2.6424430 77611.6671 5.719245e+01 5 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6624 3.2673349 34495.3936 9.001769e+01 12.317027 1982-1999 –> 2000-2012 5.869417 2.6020825 77532.6830 1.852858e+02 10 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6624 3.2760665 34530.7503 6.279430e+02 14.533704 1982-1999 –> 2000-2012 5.873271 2.5972049 77534.0534 1.346464e+03 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6130 3.3222313 32129.9914 1.080161e+03 14.782414 2000-2012 –> 2008-2019 6.452711 3.1304793 66060.5227 1.986747e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6130 3.3817461 32347.6746 1.403289e+02 10.299069 2000-2012 –> 2008-2019 6.546985 3.1652392 66424.4973 2.664131e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6130 3.3944829 32393.7630 1.851090e+03 19.350296 2000-2012 –> 2008-2019 6.609291 3.2148083 66676.4473 3.530188e+03 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6130 3.4241020 32500.2755 9.940454e+01 11.556012 2000-2012 –> 2008-2019 6.626479 3.2023768 66731.6314 1.898498e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6130 3.4788128 32694.6193 2.848028e+01 12.062524 2000-2012 –> 2008-2019 6.696264 3.2174510 66988.1897 5.765497e+01 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6130 3.4418294 32563.5849 2.934616e+04 15.452213 2000-2012 –> 2008-2019 6.697091 3.2552613 67011.9332 5.813400e+04 5 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6130 3.4501114 32591.0505 7.343578e+02 17.570140 2000-2012 –> 2008-2019 6.726178 3.2760665 67121.8008 1.362301e+03 6 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6130 3.4827563 32708.5088 4.121000e+01 11.010995 2000-2012 –> 2008-2019 6.731755 3.2489983 67131.3439 8.029775e+01 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6130 3.4877372 32726.0303 2.715766e+01 11.128383 2000-2012 –> 2008-2019 6.739150 3.2514131 67158.7083 5.277344e+01 10 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6130 3.4733296 32673.2800 9.858329e+01 11.357525 2000-2012 –> 2008-2019 6.740665 3.2673349 67168.6736 1.886010e+02 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6082 3.1925817 31394.3031 1.847548e+05 19.913646 1982-1999 –> 2000-2012 5.527495 2.3349130 68875.8440 3.628707e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6082 3.3396792 31942.2288 4.573582e+03 22.190497 1982-1999 –> 2000-2012 5.697458 2.3577792 69584.8435 9.388555e+03 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6082 3.2292252 31533.1228 1.529948e+05 27.725939 1982-1999 –> 2000-2012 5.716468 2.4872426 70059.2342 3.018707e+05 2 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6082 3.3259561 31892.1425 1.008852e+02 26.797349 1982-1999 –> 2000-2012 5.813509 2.4875526 70420.3137 2.025112e+02 3 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6082 3.4081346 32189.0405 1.759105e+01 19.940027 1982-1999 –> 2000-2012 5.817366 2.4092317 70188.4578 3.552862e+01 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6082 3.4269979 32256.1800 4.654642e+03 16.550340 1982-1999 –> 2000-2012 5.839805 2.4128068 70280.1051 9.319970e+03 7 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6082 3.4298376 32266.2555 4.657576e+02 23.057481 1982-1999 –> 2000-2012 5.859543 2.4297049 70405.5313 9.720489e+02 8 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6082 3.4748624 32422.8979 2.136073e+03 16.416441 1982-1999 –> 2000-2012 5.902486 2.4276238 70546.0104 4.204888e+03 12 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6082 3.4925425 32486.6314 8.586185e+01 23.522674 1982-1999 –> 2000-2012 5.980642 2.4880997 71018.4373 1.805926e+02 13 24
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6082 3.5067060 32535.8609 3.075503e+02 16.576447 1982-1999 –> 2000-2012 5.980787 2.4740811 70974.2809 6.221798e+02 15 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5592 3.4575277 29757.7622 1.465933e+05 28.889091 2000-2012 –> 2008-2019 6.686753 3.2292252 61290.8850 2.995881e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5592 3.4943495 29876.2392 1.787365e+05 22.722710 2000-2012 –> 2008-2019 6.686931 3.1925817 61270.5423 3.634913e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5592 3.5778840 30140.4537 9.959620e+01 26.993868 2000-2012 –> 2008-2019 6.903840 3.3259561 62032.5963 2.004814e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5592 3.6761037 30443.3371 4.430699e+03 22.831475 2000-2012 –> 2008-2019 7.015783 3.3396792 62385.5659 9.004281e+03 5 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5592 3.6519547 30369.6250 3.323935e+01 29.102094 2000-2012 –> 2008-2019 7.072686 3.4207312 62603.5414 6.511281e+01 4 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5592 3.7042793 30528.7304 1.989001e+05 21.249985 2000-2012 –> 2008-2019 7.142702 3.4384230 62825.3962 4.048855e+05 7 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5592 3.7178726 30567.6964 1.449036e+05 22.729430 2000-2012 –> 2008-2019 7.163614 3.4457414 62888.2248 2.958134e+05 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5592 3.7000963 30516.0938 3.578366e+01 29.846410 2000-2012 –> 2008-2019 7.170981 3.4708848 62927.0599 7.014581e+01 6 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5592 3.7689381 30722.2648 1.813362e+01 18.855929 2000-2012 –> 2008-2019 7.177073 3.4081346 62911.3052 3.572467e+01 9 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5592 3.7711705 30728.8873 4.703164e+03 16.274216 2000-2012 –> 2008-2019 7.198168 3.4269979 62985.0674 9.357807e+03 10 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5780 2.9551503 28942.7616 1.534250e+02 9.340025 1982-1999 –> 2000-2012 5.244897 2.2897464 63683.2711 3.132549e+02 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5780 2.9709625 29004.4512 3.222837e+01 11.134322 1982-1999 –> 2000-2012 5.275617 2.3046542 63845.2378 5.948174e+01 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5780 2.9421307 28891.7192 4.368571e+01 8.726167 1982-1999 –> 2000-2012 5.277559 2.3354281 63937.4702 8.370770e+01 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5780 2.9434075 28896.7345 5.247685e+01 8.709503 1982-1999 –> 2000-2012 5.287672 2.3442645 64000.8396 9.645759e+01 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5780 3.0012756 29121.8017 5.169567e+02 8.605158 1982-1999 –> 2000-2012 5.369938 2.3686627 64385.8939 1.044607e+03 7 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5780 2.9847522 29055.9827 3.202437e+01 12.337286 1982-1999 –> 2000-2012 5.373861 2.3891092 64450.8856 5.878480e+01 6 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5780 3.0066604 29142.5236 6.017763e+01 8.579690 1982-1999 –> 2000-2012 5.387181 2.3805209 64483.7804 1.184931e+02 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5780 3.0147147 29173.4494 6.155432e+01 8.669253 1982-1999 –> 2000-2012 5.397672 2.3829573 64530.5126 1.203418e+02 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5780 3.0371520 29259.1675 4.363665e+03 9.153156 1982-1999 –> 2000-2012 5.413084 2.3759320 64570.6088 8.671706e+03 11 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5780 3.0499132 29305.6371 4.094552e+01 9.511914 1982-1999 –> 2000-2012 5.436379 2.3864658 64683.4336 7.775546e+01 12 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5298 3.3853289 27970.3762 4.117468e+01 9.020473 2000-2012 –> 2008-2019 6.369526 2.9841975 57026.2105 8.574106e+01 1 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5298 3.4343626 28122.7496 4.599305e+01 9.196182 2000-2012 –> 2008-2019 6.377770 2.9434075 57019.4841 9.846991e+01 6 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5298 3.4413463 28144.2746 4.020015e+01 9.503830 2000-2012 –> 2008-2019 6.383477 2.9421307 57035.9938 8.388587e+01 7 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5298 3.4248818 28093.4581 4.914933e+02 9.494068 2000-2012 –> 2008-2019 6.426157 3.0012756 57215.2598 1.008450e+03 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5298 3.4211400 28081.8754 5.666502e+01 9.421345 2000-2012 –> 2008-2019 6.427800 3.0066604 57224.3991 1.168427e+02 2 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5298 3.4281371 28101.5248 3.280761e+01 9.545872 2000-2012 –> 2008-2019 6.442935 3.0147981 57273.2944 6.812084e+01 4 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5298 3.4324432 28116.8261 5.734397e+01 9.518250 2000-2012 –> 2008-2019 6.447158 3.0147147 57290.2755 1.188983e+02 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5298 3.4928955 28301.8188 1.589509e+02 10.039636 2000-2012 –> 2008-2019 6.448046 2.9551503 57244.5805 3.123759e+02 11 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5298 3.5177450 28376.9350 2.796477e+01 13.674233 2000-2012 –> 2008-2019 6.488707 2.9709625 57381.3861 6.019314e+01 12 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5298 3.5226907 28389.8217 2.763897e+01 14.395975 2000-2012 –> 2008-2019 6.507443 2.9847522 57445.8045 5.966334e+01 13 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2051 2.2718100 9200.4922 5.930074e+03 7.528824 1982-1999 –> 2000-2012 3.980675 1.7088648 20544.3264 1.175336e+04 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2051 2.2847804 9223.8451 6.453870e+02 7.086102 1982-1999 –> 2000-2012 4.005013 1.7202328 20606.1090 1.298001e+03 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2051 2.2918161 9236.4573 3.545693e+05 11.533688 1982-1999 –> 2000-2012 4.007762 1.7159455 20604.2578 6.987405e+05 4 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2051 2.2888531 9231.1505 2.103603e+02 7.007174 1982-1999 –> 2000-2012 4.015614 1.7267610 20635.3681 3.809677e+02 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2051 2.2941061 9240.5540 1.988159e+02 6.971624 1982-1999 –> 2000-2012 4.024923 1.7308165 20658.3682 3.617554e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2051 2.3278954 9300.5306 4.956101e+02 6.364980 1982-1999 –> 2000-2012 4.078916 1.7510210 20785.6119 1.002993e+03 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2051 2.3708786 9375.5808 5.313648e+03 9.586839 1982-1999 –> 2000-2012 4.120521 1.7496428 20856.0985 1.040103e+04 18 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2051 2.3525810 9343.8003 3.492118e+05 12.217631 1982-1999 –> 2000-2012 4.120926 1.7683445 20885.9421 6.829069e+05 13 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2051 2.3676966 9370.0718 6.204349e+03 7.648426 1982-1999 –> 2000-2012 4.121244 1.7535475 20863.5101 1.231296e+04 16 24
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2051 2.3696882 9371.5208 5.307540e+03 7.640151 1982-1999 –> 2000-2012 4.127346 1.7576577 20876.5285 1.048406e+04 17 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1956 2.6449299 9369.8731 3.853729e+05 9.846163 2000-2012 –> 2008-2019 4.936746 2.2918161 18606.3304 7.399423e+05 1 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1956 2.6850011 9428.6961 6.072665e+03 9.789810 2000-2012 –> 2008-2019 4.956811 2.2718100 18629.1883 1.200274e+04 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1956 2.6959729 9444.6493 6.732829e+02 9.520661 2000-2012 –> 2008-2019 4.980753 2.2847804 18668.4944 1.318670e+03 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1956 2.6974624 9446.8100 1.660026e+02 9.431332 2000-2012 –> 2008-2019 4.986315 2.2888531 18677.9605 3.763629e+02 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1956 2.7025079 9454.1205 1.564913e+02 9.399713 2000-2012 –> 2008-2019 4.996614 2.2941061 18694.6744 3.553072e+02 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1956 2.6991210 9449.2147 1.890701e+02 8.843069 2000-2012 –> 2008-2019 5.021276 2.3221551 18739.6178 4.250594e+02 5 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1956 2.7006323 9449.4045 1.641661e+02 9.031432 2000-2012 –> 2008-2019 5.031199 2.3305671 18752.6403 3.743664e+02 6 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1956 2.7131566 9469.5046 5.216452e+02 8.195466 2000-2012 –> 2008-2019 5.041052 2.3278954 18770.0352 1.017255e+03 9 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1956 2.7110499 9466.4658 1.702141e+02 8.105585 2000-2012 –> 2008-2019 5.049125 2.3380748 18784.8946 3.867082e+02 8 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1956 2.7131744 9467.5303 1.683904e+02 8.215318 2000-2012 –> 2008-2019 5.053363 2.3401891 18787.6667 3.742013e+02 10 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2752 1.9749349 11569.5047 4.621990e+03 14.047810 1982-1999 –> 2000-2012 3.452489 1.4775545 25182.4058 9.191829e+03 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2752 1.9762282 11573.1078 2.665925e+02 14.889969 1982-1999 –> 2000-2012 3.456476 1.4802482 25199.6986 5.510483e+02 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2752 1.9857317 11599.5126 2.848854e+02 14.494866 1982-1999 –> 2000-2012 3.461817 1.4760858 25204.9387 5.982198e+02 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2752 1.9859983 11600.2517 5.365623e+02 14.470188 1982-1999 –> 2000-2012 3.461981 1.4759829 25205.1541 1.086518e+03 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2752 1.9909159 11613.8634 2.806304e+02 14.661827 1982-1999 –> 2000-2012 3.467472 1.4765563 25221.6849 5.924466e+02 6 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2752 1.9862874 11599.0526 2.575126e+02 14.384675 1982-1999 –> 2000-2012 3.518277 1.5319899 25481.8759 5.338961e+02 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2752 2.0394626 11746.4634 2.576528e+05 13.236747 1982-1999 –> 2000-2012 3.565276 1.5258131 25600.9216 5.207892e+05 8 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2752 2.0391341 11745.5766 2.856101e+02 17.359267 1982-1999 –> 2000-2012 3.600027 1.5608931 25770.8787 6.055641e+02 7 32
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2752 2.0561262 11791.2515 2.946979e+05 13.120447 1982-1999 –> 2000-2012 3.601124 1.5449976 25739.6217 6.013532e+05 9 29
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2752 2.0826964 11861.9212 4.297458e+03 14.711529 1982-1999 –> 2000-2012 3.607804 1.5251081 25712.9057 8.429191e+03 12 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2597 2.1826865 11438.1769 4.299649e+03 14.294011 2000-2012 –> 2008-2019 4.157621 1.9749349 23007.6816 8.921638e+03 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2597 2.1878659 11450.4876 2.937026e+02 14.583046 2000-2012 –> 2008-2019 4.173598 1.9857317 23050.0001 5.785880e+02 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2597 2.1891304 11453.4884 5.610788e+02 14.604267 2000-2012 –> 2008-2019 4.175129 1.9859983 23053.7401 1.097641e+03 3 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2597 2.2041895 11489.0959 2.664153e+02 14.156641 2000-2012 –> 2008-2019 4.180418 1.9762282 23062.2037 5.330078e+02 5 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2597 2.1914853 11459.0728 2.894416e+02 14.728805 2000-2012 –> 2008-2019 4.182401 1.9909159 23072.9362 5.700719e+02 4 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2597 2.2070213 11493.7644 2.632372e+02 13.903478 2000-2012 –> 2008-2019 4.193309 1.9862874 23092.8171 5.207498e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2597 2.2227090 11532.5533 3.099124e+02 16.755642 2000-2012 –> 2008-2019 4.261843 2.0391341 23278.1299 5.955225e+02 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2597 2.2303867 11550.4635 3.035078e+02 17.114456 2000-2012 –> 2008-2019 4.301420 2.0710329 23381.4745 5.799071e+02 8 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2597 2.2437450 11579.4788 2.890505e+02 16.349467 2000-2012 –> 2008-2019 4.324416 2.0806711 23434.0448 5.661763e+02 10 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2597 2.2884512 11683.9509 2.493138e+05 14.010266 2000-2012 –> 2008-2019 4.327914 2.0394626 23430.4143 5.069667e+05 12 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2608 1.9200224 10817.7725 3.591298e+02 14.515542 1982-1999 –> 2000-2012 3.715628 1.7956059 25984.1371 6.690412e+02 1 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2608 1.9617240 10929.8478 3.339654e+03 14.757268 1982-1999 –> 2000-2012 3.722927 1.7612033 25949.9626 6.218692e+03 7 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2608 1.9687972 10948.6208 3.081868e+02 14.687136 1982-1999 –> 2000-2012 3.731666 1.7628685 25975.8800 5.700712e+02 8 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2608 1.9710586 10954.6084 9.537488e+01 14.651191 1982-1999 –> 2000-2012 3.734756 1.7636973 25985.4210 1.765996e+02 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2608 1.9715594 10955.9337 9.434214e+01 14.635790 1982-1999 –> 2000-2012 3.735365 1.7638056 25987.2104 1.756486e+02 10 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2608 1.9837537 10988.0956 8.063579e+01 14.143418 1982-1999 –> 2000-2012 3.749606 1.7658527 26028.1415 1.499672e+02 11 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2608 1.9853002 10990.1604 1.994958e+01 13.911563 1982-1999 –> 2000-2012 3.755086 1.7697858 26045.0262 3.719314e+01 12 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2608 1.9552821 10912.6912 8.909817e+02 15.449629 1982-1999 –> 2000-2012 3.791722 1.8364401 26249.0537 1.810757e+03 2 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2608 1.9559490 10914.4699 8.640298e+02 15.482003 1982-1999 –> 2000-2012 3.792952 1.8370028 26253.1483 1.741252e+03 3 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2608 1.9559535 10914.4820 7.763991e+02 15.476418 1982-1999 –> 2000-2012 3.793596 1.8376427 26255.7933 1.580930e+03 4 27
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2393 2.1876878 10551.7368 3.516873e+02 26.888490 2000-2012 –> 2008-2019 4.107710 1.9200224 21369.5092 7.108171e+02 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2393 2.2096420 10599.5265 1.041962e+03 26.517830 2000-2012 –> 2008-2019 4.164924 1.9552821 21512.2177 1.932944e+03 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2393 2.2109731 10602.4089 9.306272e+02 26.582698 2000-2012 –> 2008-2019 4.166927 1.9559535 21516.8909 1.707026e+03 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2393 2.2117597 10604.1112 1.002808e+03 26.638976 2000-2012 –> 2008-2019 4.167709 1.9559490 21518.5811 1.866838e+03 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2393 2.2151004 10611.3348 3.418910e+03 26.729506 2000-2012 –> 2008-2019 4.173270 1.9581696 21531.7233 6.653149e+03 5 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2393 2.2311483 10643.8833 3.411652e+02 28.213028 2000-2012 –> 2008-2019 4.187104 1.9559559 21556.3716 6.903033e+02 6 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2393 2.2518732 10690.1347 3.263865e+03 30.781603 2000-2012 –> 2008-2019 4.213597 1.9617240 21619.9825 6.603519e+03 8 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2393 2.2593351 10705.9676 3.130129e+02 31.015906 2000-2012 –> 2008-2019 4.228132 1.9687972 21654.5884 6.211997e+02 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2393 2.2612478 10710.0175 9.926747e+01 31.097390 2000-2012 –> 2008-2019 4.232306 1.9710586 21664.6259 1.946423e+02 10 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2393 2.2615518 10710.6609 9.816681e+01 31.099758 2000-2012 –> 2008-2019 4.233111 1.9715594 21666.5945 1.925090e+02 11 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1751 1.7824878 7007.3139 3.046254e+03 12.723793 1982-1999 –> 2000-2012 3.261956 1.4794677 15676.0818 5.579296e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1751 1.7888117 7019.7162 6.009244e+02 12.643028 1982-1999 –> 2000-2012 3.270475 1.4816631 15695.5719 1.147491e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1751 1.7897458 7021.5445 7.969636e+02 12.606846 1982-1999 –> 2000-2012 3.272082 1.4823360 15699.5706 1.527005e+03 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1751 1.7915795 7025.1306 7.376741e+02 12.610184 1982-1999 –> 2000-2012 3.275221 1.4836411 15707.3632 1.407540e+03 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1751 1.8306058 7100.5964 9.440024e+02 10.322632 1982-1999 –> 2000-2012 3.390106 1.5595003 16021.1894 1.822523e+03 12 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1751 1.8122243 7065.2542 4.744307e+03 12.903618 1982-1999 –> 2000-2012 3.397474 1.5852501 16064.1281 8.655217e+03 5 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1751 1.8142629 7069.1915 2.786380e+02 12.825327 1982-1999 –> 2000-2012 3.397951 1.5836882 16063.3534 5.095160e+02 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1751 1.8147424 7070.1169 1.270431e+02 12.801366 1982-1999 –> 2000-2012 3.397966 1.5832237 16062.8767 2.365319e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1751 1.8148581 7070.3402 1.198569e+02 12.800609 1982-1999 –> 2000-2012 3.398019 1.5831607 16062.9097 2.210168e+02 8 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1751 1.8231460 7086.2963 9.907917e+01 13.068828 1982-1999 –> 2000-2012 3.416845 1.5936993 16110.5793 1.771040e+02 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1602 1.8973757 6612.3504 2.741040e+03 15.434741 2000-2012 –> 2008-2019 3.679864 1.7824878 13619.6644 5.787294e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1602 1.9050205 6625.2339 6.408660e+02 15.362509 2000-2012 –> 2008-2019 3.693832 1.7888117 13644.9501 1.241790e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1602 1.9056264 6626.2529 8.051349e+02 15.330195 2000-2012 –> 2008-2019 3.695372 1.7897458 13647.7974 1.602098e+03 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1602 1.9075049 6629.4097 7.479700e+02 15.335809 2000-2012 –> 2008-2019 3.699084 1.7915795 13654.5403 1.485644e+03 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1602 1.9117916 6636.6018 4.638278e+03 15.505116 2000-2012 –> 2008-2019 3.724016 1.8122243 13701.8560 9.382586e+03 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1602 1.9150030 6641.9793 2.584393e+02 15.443060 2000-2012 –> 2008-2019 3.729266 1.8142629 13711.1707 5.370773e+02 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1602 1.9154244 6642.6844 1.145323e+02 15.423554 2000-2012 –> 2008-2019 3.730167 1.8147424 13712.8013 2.415753e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1602 1.9156077 6642.9909 1.077498e+02 15.425500 2000-2012 –> 2008-2019 3.730466 1.8148581 13713.3311 2.276067e+02 8 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1602 1.9159786 6643.6112 2.377226e+06 16.025906 2000-2012 –> 2008-2019 3.739070 1.8230916 13729.8031 4.531519e+06 9 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1602 1.9230237 6655.3708 8.687283e+01 15.675281 2000-2012 –> 2008-2019 3.746170 1.8231460 13741.6671 1.859520e+02 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3731 1.5472540 13859.1462 2.107508e+03 14.302482 1982-1999 –> 2000-2012 2.823143 1.2758891 31104.1443 4.365680e+03 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3731 1.5597283 13919.0652 3.339259e+02 14.094711 1982-1999 –> 2000-2012 2.845310 1.2855820 31242.5003 6.760873e+02 11 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3731 1.5563691 13902.9771 4.117735e+02 11.607964 1982-1999 –> 2000-2012 2.849733 1.2933641 31288.9607 7.868863e+02 8 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3731 1.5612234 13926.2147 4.637831e+02 13.976300 1982-1999 –> 2000-2012 2.850263 1.2890399 31277.4893 9.701753e+02 12 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3731 1.5695902 13966.0974 4.031727e+02 14.031466 1982-1999 –> 2000-2012 2.866564 1.2969738 31380.9660 8.359534e+02 13 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3731 1.5208287 13730.6032 3.542391e+02 11.024400 1982-1999 –> 2000-2012 2.870225 1.3493960 31556.1286 7.113967e+02 1 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3731 1.5573941 13907.8896 3.930267e+02 10.695453 1982-1999 –> 2000-2012 2.876133 1.3187389 31495.2372 7.779403e+02 9 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3731 1.5400782 13824.4587 1.942607e+03 15.860938 1982-1999 –> 2000-2012 2.903702 1.3636238 31758.6881 4.091989e+03 3 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3731 1.5430336 13838.7643 1.615663e+02 15.788305 1982-1999 –> 2000-2012 2.907909 1.3648752 31782.4999 3.350254e+02 4 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3731 1.5581898 13909.7012 3.468571e+02 11.006041 1982-1999 –> 2000-2012 2.907949 1.3497597 31736.0194 6.956263e+02 10 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3298 1.6182766 12548.3808 3.780789e+02 12.737255 2000-2012 –> 2008-2019 3.139105 1.5208287 26278.9841 7.323181e+02 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3298 1.6180213 12547.3401 1.113834e+06 17.751580 2000-2012 –> 2008-2019 3.145767 1.5277454 26311.8032 2.160796e+06 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3298 1.6536566 12691.0336 2.088892e+03 15.774229 2000-2012 –> 2008-2019 3.193735 1.5400782 26515.4923 4.031499e+03 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3298 1.6570790 12704.6708 1.775855e+02 15.679848 2000-2012 –> 2008-2019 3.200113 1.5430336 26543.4351 3.391518e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3298 1.6579554 12708.1582 7.852162e+01 15.633911 2000-2012 –> 2008-2019 3.202113 1.5441577 26552.3570 1.521408e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3298 1.6585231 12710.4163 7.464316e+01 15.638563 2000-2012 –> 2008-2019 3.203100 1.5445772 26556.6420 1.458205e+02 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3298 1.6615183 12722.3175 4.276250e+02 10.936088 2000-2012 –> 2008-2019 3.218912 1.5573941 26630.2071 8.206517e+02 7 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3298 1.6770372 12783.6396 4.568795e+02 11.380187 2000-2012 –> 2008-2019 3.233406 1.5563691 26686.6168 8.686530e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3298 1.6919116 12841.8846 2.308270e+03 14.089390 2000-2012 –> 2008-2019 3.239166 1.5472540 26701.0308 4.415779e+03 10 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3298 1.6855614 12815.0817 3.728256e+02 12.809697 2000-2012 –> 2008-2019 3.243751 1.5581898 26724.7828 7.196826e+02 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7771 0.8754762 20000.2535 1.970180e+02 16.320286 1982-1999 –> 2000-2012 1.564954 0.6894780 42782.7894 3.865312e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7771 0.8784639 20053.2037 1.565887e+02 15.877237 1982-1999 –> 2000-2012 1.587548 0.7090840 43445.4230 3.137477e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7771 0.9260513 20873.1179 1.502766e+03 15.592978 1982-1999 –> 2000-2012 1.659329 0.7332781 44994.8715 3.053289e+03 5 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7771 0.9316767 20967.2445 1.892785e+02 15.413405 1982-1999 –> 2000-2012 1.670239 0.7385627 45245.1408 3.726409e+02 6 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7771 0.9332415 20993.3256 2.283688e+02 15.293948 1982-1999 –> 2000-2012 1.675598 0.7423563 45382.6242 4.645617e+02 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7771 0.9396288 21099.3358 1.780283e+02 15.328158 1982-1999 –> 2000-2012 1.687530 0.7479011 45650.4410 3.582257e+02 9 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7771 0.8902686 20260.6632 1.629406e+02 14.202732 1982-1999 –> 2000-2012 1.698428 0.8081593 46496.6763 3.185547e+02 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7771 0.9319189 20971.2841 1.769924e+02 14.498972 1982-1999 –> 2000-2012 1.727796 0.7958775 46874.3122 3.603654e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7771 0.8937330 20319.0274 1.504233e+02 13.833971 1982-1999 –> 2000-2012 1.741774 0.8480409 47600.4417 2.965158e+02 4 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 7771 0.9745443 21664.3868 1.883538e+02 12.896636 1982-1999 –> 2000-2012 1.765208 0.7906639 47422.5053 3.715283e+02 12 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7113 0.9924753 20092.3679 2.026239e+02 17.320068 2000-2012 –> 2008-2019 1.867951 0.8754762 40092.6214 3.996419e+02 3 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7113 0.9924256 20091.6565 1.538342e+02 17.129617 2000-2012 –> 2008-2019 1.870890 0.8784639 40144.8602 3.104229e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7113 0.9917708 20082.2673 1.650971e+02 16.954069 2000-2012 –> 2008-2019 1.882039 0.8902686 40342.9305 3.280378e+02 1 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7113 0.9924786 20090.4157 1.498877e+02 17.280590 2000-2012 –> 2008-2019 1.886212 0.8937330 40409.4430 3.003110e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7113 1.0298422 20618.1432 1.540190e+03 15.596793 2000-2012 –> 2008-2019 1.955893 0.9260513 41491.2611 3.042956e+03 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7113 1.0344542 20681.7103 1.747461e+02 16.621767 2000-2012 –> 2008-2019 1.966373 0.9319189 41652.9944 3.517385e+02 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7113 1.0348629 20687.3296 1.940037e+02 15.414543 2000-2012 –> 2008-2019 1.966540 0.9316767 41654.5741 3.832822e+02 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7113 1.0353031 20693.3799 2.278752e+02 15.297928 2000-2012 –> 2008-2019 1.968545 0.9332415 41686.7055 4.562440e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7113 1.0413672 20776.4624 1.788887e+02 15.331498 2000-2012 –> 2008-2019 1.980996 0.9396288 41875.7982 3.569170e+02 10 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 7113 1.0366177 20709.4326 1.586005e+02 14.561703 2000-2012 –> 2008-2019 1.987234 0.9506166 41987.4592 3.150148e+02 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3448 0.9854817 9698.1481 2.597090e+02 12.101612 1982-1999 –> 2000-2012 1.826937 0.8414552 21454.9381 4.366707e+02 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3448 0.9886083 9719.9917 2.567400e+02 11.300219 1982-1999 –> 2000-2012 1.835962 0.8473536 21542.5971 4.306954e+02 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3448 0.9812891 9668.7471 3.253859e+02 11.555375 1982-1999 –> 2000-2012 1.848430 0.8671405 21708.8399 5.318959e+02 1 7
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3448 0.9903916 9730.4205 2.525949e+02 10.432998 1982-1999 –> 2000-2012 1.864634 0.8742418 21845.3590 4.259059e+02 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3448 1.0050890 9834.0051 1.828875e+02 12.980690 1982-1999 –> 2000-2012 1.866922 0.8618333 21816.2540 3.339833e+02 8 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3448 1.0139886 9894.7970 1.490812e+01 12.234675 1982-1999 –> 2000-2012 1.879002 0.8650136 21911.7509 2.804773e+01 11 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3448 1.0141638 9893.9884 1.490741e+01 12.325028 1982-1999 –> 2000-2012 1.880904 0.8667398 21927.7265 2.793710e+01 12 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3448 1.0023406 9815.1219 8.022993e+01 14.883082 1982-1999 –> 2000-2012 1.882326 0.8799856 21993.7603 1.380796e+02 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3448 1.0025117 9816.2991 1.147384e+02 14.864042 1982-1999 –> 2000-2012 1.882702 0.8801907 21997.1338 1.962202e+02 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3448 1.0034105 9822.4791 1.545669e+02 14.854122 1982-1999 –> 2000-2012 1.883911 0.8804999 22006.6231 3.012286e+02 7 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3241 1.0685380 9641.2604 3.900245e+02 14.433365 2000-2012 –> 2008-2019 2.049827 0.9812891 19310.0075 7.154104e+02 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3241 1.0775852 9695.9117 3.140960e+02 15.144818 2000-2012 –> 2008-2019 2.063067 0.9854817 19394.0599 5.738051e+02 5 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3241 1.0821546 9723.3399 3.091138e+02 13.697916 2000-2012 –> 2008-2019 2.070763 0.9886083 19443.3317 5.658539e+02 7 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3241 1.0833004 9728.1993 3.014804e+02 12.842441 2000-2012 –> 2008-2019 2.073692 0.9903916 19458.6198 5.540753e+02 8 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3241 1.0755739 9683.8015 1.071255e+02 18.360746 2000-2012 –> 2008-2019 2.077914 1.0023406 19498.9234 1.873554e+02 2 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3241 1.0758685 9685.5767 1.585770e+02 18.325082 2000-2012 –> 2008-2019 2.078380 1.0025117 19501.8758 2.733154e+02 3 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3241 1.0772056 9693.6279 1.969420e+02 18.306488 2000-2012 –> 2008-2019 2.080616 1.0034105 19516.1070 3.515090e+02 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3241 1.0800801 9710.9016 2.415051e+02 18.397117 2000-2012 –> 2008-2019 2.085985 1.0059049 19550.5024 4.195006e+02 6 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3241 1.0886186 9761.9433 2.000515e+02 17.027923 2000-2012 –> 2008-2019 2.093708 1.0050890 19595.9483 3.829390e+02 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3241 1.0870759 9750.7508 4.974359e+01 15.744076 2000-2012 –> 2008-2019 2.097810 1.0107341 19621.3788 9.335587e+01 9 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.870353 1159.7760
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 2.754583 825.0142
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.395430 12446.7269
Atlantic (26,26.5] 2000-2012 –> 2008-2019 7.535273 10123.1423
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.938085 16069.4324
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 7.108583 13399.7109
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.895133 22167.5700
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.430344 19769.5680
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.760828 20050.9931
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.466034 17780.8331
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.421547 22002.4293
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 5.460872 19704.5458
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.193069 27986.3000
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 4.650415 23390.9298
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.563833 9541.6210
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 4.145571 8196.2478
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 7.254506 12342.9381
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 7.279768 10004.4752
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.604835 15671.1098
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 7.204965 11948.5999
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 2.784909 5546.7621
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 2.616858 4431.7593
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 2.231015 7068.3104
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 2.076182 5353.0830
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.688225 9421.9829
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.839055 8019.8377
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.286271 13334.1746
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 1.484402 12628.7621
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.855171 74580.8114
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 11.734603 60936.0002
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.135593 72668.4272
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.267580 57755.5724
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.132941 55256.2471
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 6.377520 44921.8513
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.235086 66617.6500
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 6.647129 56167.0059
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.794720 77122.3953
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 6.656657 66847.3748
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.813556 70235.3058
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 7.021853 62412.0184
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.346386 64257.1934
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.431902 57215.6688
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.060294 20731.6121
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 5.005325 18711.1502
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.519274 25432.0086
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 4.227807 23186.3442
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.752330 26071.3774
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 4.187479 21561.1085
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.347809 15916.3624
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.716731 13687.7581
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.870093 31462.2634
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 3.201917 26550.1351
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.677841 45589.5226
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.933267 41133.8648
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.865173 21820.4983
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 2.077176 19489.0755

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

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

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

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

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

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

6.2.1 All models

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

lm_all_fitted_wide_eras %>%
  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)) +
  facet_grid(eras ~ basin)

Version Author Date
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 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)) +
  facet_grid(eras ~ basin)

Version Author Date
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 4 8 7 3 10 7
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 9 5 7 6 7 10 5
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 8 6 9 6 10 4 6
(27.85,27.95] 8 8 8 8 6 5 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 7 7 9 7 3 8 8
(28.1,28.15] 9 6 9 8 5 6 6
(28.15,28.2] 8 7 7 8 9 3 7
(28.2, Inf] 10 10 4 4 10 4 4
total 112.00 88.00 103.00 96.00 97.00 94.00 95.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 7 5 7 8 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 4 8 7 3 10 7
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 4 7 7 9 10 3
(27.25,27.5] 9 9 5 5 5 10 5
(27.5,27.75] 8 5 9 5 10 6 5
(27.75,27.85] 7 8 9 7 10 3 4
(27.85,27.95] 8 8 8 8 6 5 7
(27.95,28.05] 6 10 8 6 4 8 7
(28.05,28.1] 7 7 9 7 2 7 9
(28.1,28.15] 9 5 9 8 8 4 6
(28.15,28.2] 8 7 7 8 9 3 7
(28.2, Inf] 9 10 5 5 10 4 4
total 111.00 91.00 106.00 94.00 102.00 91.00 85.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 8 9 9 7 4 6 6
(27.5,27.75] 6 5 5 8 10 10 4
(27.75,27.85] 9 7 9 8 8 3 5
(27.85,27.95] 9 9 6 7 8 3 7
(27.95,28.05] 6 5 5 7 10 7 9
(28.05,28.1] 6 6 7 7 6 10 8
(28.1,28.2] 6 8 9 5 6 10 5
(28.2,28.3] 6 10 8 5 5 10 4
(28.3, Inf] 4 10 7 6 10 7 4
total 99.00 109.00 104.00 98.00 98.00 88.00 87.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 3 5 7
(27.25,27.5] 8 7 8 9 6 6 5
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 9 9 5 5 10 4 6
(27.85,27.95] 8 9 5 6 10 3 7
(27.95,28.05] 8 6 6 6 10 5 8
(28.05,28.1] 7 5 7 8 5 10 8
(28.1,28.2] 6 5 9 6 8 10 5
(28.2,28.3] 5 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 98.00 109.00 100.00 94.00 103.00 86.00 90.00

6.4 RMSE alternatives

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

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1