Last updated: 2021-06-23

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: a302ba7

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 a302ba7. 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_GV_2021_2R_ann_standard/
    Untracked:  docs_GV_2021_5R_ann_standard/

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 256a616 Donghe-Zhu 2021-06-23 Build site.
html 00072e2 Donghe-Zhu 2021-06-23 Build site.
Rmd 71d2509 Donghe-Zhu 2021-06-23 local rebuild
html 61cae2b Donghe-Zhu 2021-06-20 1
html d20c383 Donghe-Zhu 2021-06-18 Build site.
html b0874a2 Donghe-Zhu 2021-06-17 Build site.
html 72c2f2e Donghe-Zhu 2021-06-15 Build site.
html d97dcb6 Donghe-Zhu 2021-06-08 1
html 25dda1d Donghe-Zhu 2021-06-08 Build site.
html bd2bcc3 Donghe-Zhu 2021-06-08 Build site.
html e9b27d7 Donghe-Zhu 2021-06-07 Build site.
html 7ae0d4b Donghe-Zhu 2021-06-07 Build site.
html 325391f Donghe-Zhu 2021-06-07 Build site.
html ed89970 Donghe-Zhu 2021-06-07 Build site.
html df37958 Donghe-Zhu 2021-06-07 1
html 812bf63 Donghe-Zhu 2021-06-06 Build site.
html 65c89c8 Donghe-Zhu 2021-06-06 Build site.
html 9baa3b2 Donghe-Zhu 2021-06-06 debug
html b7d99cf Donghe-Zhu 2021-06-06 Build site.
html 5d8fa90 Donghe-Zhu 2021-06-06 Build site.
html dbe2a95 Donghe-Zhu 2021-05-28 Build site.
html d50b039 Donghe-Zhu 2021-05-28 Build site.
html 441ebe5 Donghe-Zhu 2021-05-28 Build site.
html 6262ad3 Donghe-Zhu 2021-05-28 Build site.
html a61aa77 Donghe-Zhu 2021-05-28 Build site.
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:

  • 1000

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 + aou + nitrate + phosphate_star 470 5.5486275 2958.5398 202.329211 20.274147 1982-1999 –> 2000-2009 11.456215 5.9075876 8276.532 359.642699 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 470 5.5487490 2958.5604 343.021512 21.270943 1982-1999 –> 2000-2009 11.618016 6.0692675 8321.373 617.995298 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 470 5.5682589 2961.8597 387.165300 20.510866 1982-1999 –> 2000-2009 11.641696 6.0734369 8325.813 682.625514 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 470 5.6316886 2972.5070 203.928194 20.247240 1982-1999 –> 2000-2009 11.651674 6.0199853 8321.786 363.407015 4 6
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 470 5.7001536 2983.8658 403.958254 21.262348 1982-1999 –> 2000-2009 11.902964 6.2028104 8382.808 706.657190 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 470 5.7511375 2990.2360 193.428603 23.250123 1982-1999 –> 2000-2009 11.986905 6.2357675 8395.975 352.573039 6 12
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 470 5.7942727 2997.2600 183.893314 24.766851 1982-1999 –> 2000-2009 12.072200 6.2779271 8414.184 338.513554 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 470 5.8141862 3002.4850 205.083660 20.334497 1982-1999 –> 2000-2009 12.105624 6.2914376 8424.978 365.582888 8 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 470 5.8219309 3001.7363 198.173115 21.170439 1982-1999 –> 2000-2009 12.146134 6.3242029 8430.852 358.670161 9 18
Atlantic (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 470 5.9369630 3022.1281 469.223167 22.499112 1982-1999 –> 2000-2009 12.366863 6.4299001 8480.758 802.972470 10 20
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 361 5.0987335 2214.6060 267.687595 18.473126 2000-2009 –> 2010-2019 10.647483 5.5487490 5173.166 610.709107 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 361 5.1337126 2219.5422 292.295464 18.298811 2000-2009 –> 2010-2019 10.701972 5.5682589 5181.402 679.460764 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 361 5.3749988 2252.7031 302.008157 17.870461 2000-2009 –> 2010-2019 11.075152 5.7001536 5236.569 705.966411 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 361 5.6316557 2286.3809 188.100534 19.285086 2000-2009 –> 2010-2019 11.180283 5.5486275 5244.921 390.429745 6 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 361 5.7080206 2296.1054 188.191188 18.950698 2000-2009 –> 2010-2019 11.339709 5.6316886 5268.612 392.119382 8 12
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 361 5.7908851 2304.5115 183.362291 20.126916 2000-2009 –> 2010-2019 11.542023 5.7511375 5294.748 376.790895 9 15
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 361 5.8246533 2308.7094 175.459079 20.753043 2000-2009 –> 2010-2019 11.618926 5.7942727 5305.969 359.352393 10 17
Atlantic (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 361 5.6857897 2293.2880 357.357386 17.696123 2000-2009 –> 2010-2019 11.622753 5.9369630 5315.416 826.580554 7 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 361 5.9185873 2322.2602 187.364317 18.804074 2000-2009 –> 2010-2019 11.732774 5.8141862 5324.745 392.447976 11 19
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 361 5.9214142 2320.6050 185.983824 18.557994 2000-2009 –> 2010-2019 11.743345 5.8219309 5322.341 384.156940 12 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 464 7.0906091 3148.5147 38.119807 19.127835 1982-1999 –> 2000-2009 14.719348 7.6287390 8959.961 71.501573 2 3
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 464 7.2000248 3162.7254 35.987742 23.962444 1982-1999 –> 2000-2009 14.853701 7.6536765 8979.655 68.021055 5 9
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 464 7.1920358 3161.6951 405.966560 23.548786 1982-1999 –> 2000-2009 14.856701 7.6646653 8981.035 699.765881 4 9
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 464 7.2038077 3163.2128 108.294402 23.971697 1982-1999 –> 2000-2009 14.856801 7.6529929 8979.992 190.407833 6 8
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 464 7.2096930 3163.9706 51.548501 24.064634 1982-1999 –> 2000-2009 14.863056 7.6533629 8980.831 99.561484 8 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 464 7.1483971 3156.0472 113.182589 17.715467 1982-1999 –> 2000-2009 14.865749 7.7173520 8986.896 195.775061 3 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 464 7.0701805 3145.8372 24.396176 21.982775 1982-1999 –> 2000-2009 14.987577 7.9173962 9019.679 44.636434 1 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 464 7.2453725 3168.5518 48.960694 17.945219 1982-1999 –> 2000-2009 15.000160 7.7547870 9007.530 94.368759 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 464 7.3688714 3184.2365 52.186393 22.526661 1982-1999 –> 2000-2009 15.090066 7.7211948 9015.921 99.090716 18 25
Atlantic (26,26.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 464 7.4352136 3190.5539 48.960694 19.891122 1982-1999 –> 2000-2009 15.239041 7.8038276 9038.123 93.969862 20 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 514 6.1371555 3337.8323 29.947345 14.574184 2000-2009 –> 2010-2019 13.227765 7.0906091 6486.347 68.067153 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 514 6.2176178 3351.2225 76.574433 15.011558 2000-2009 –> 2010-2019 13.366015 7.1483971 6507.270 189.757022 2 5
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 514 6.2225549 3352.0384 303.741721 14.640974 2000-2009 –> 2010-2019 13.414591 7.1920358 6513.734 709.708281 3 7
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 514 6.2319770 3353.5939 29.113065 14.999664 2000-2009 –> 2010-2019 13.432002 7.2000248 6516.319 65.100806 4 9
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 514 6.2389119 3354.7372 75.045878 15.074928 2000-2009 –> 2010-2019 13.442720 7.2038077 6517.950 183.340280 5 11
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 514 6.2436050 3355.5102 51.763822 15.142442 2000-2009 –> 2010-2019 13.453298 7.2096930 6519.481 103.312323 6 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 514 6.2611543 3358.3956 45.287818 14.941159 2000-2009 –> 2010-2019 13.506527 7.2453725 6526.947 94.248512 7 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 514 6.4594856 3390.4539 21.277889 16.530553 2000-2009 –> 2010-2019 13.529666 7.0701805 6536.291 45.674065 11 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 514 6.2804450 3361.5580 48.268130 14.220678 2000-2009 –> 2010-2019 13.649316 7.3688714 6545.794 100.454523 8 26
Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 514 6.5620032 3404.6410 18.217463 16.373016 2000-2009 –> 2010-2019 13.770595 7.2085921 6566.470 39.960164 12 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 357 4.6875648 2130.1902 25.192866 16.466473 1982-1999 –> 2000-2009 9.735410 5.0478453 6008.399 48.786503 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 357 4.7370258 2137.6845 29.348299 16.954366 1982-1999 –> 2000-2009 9.852920 5.1158939 6032.926 63.570119 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 357 4.7443501 2138.7876 28.245691 16.950070 1982-1999 –> 2000-2009 9.862396 5.1180463 6034.564 60.874595 3 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 357 4.7481338 2139.3568 201.811141 16.933017 1982-1999 –> 2000-2009 9.866975 5.1188416 6035.331 461.148425 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 357 4.7508172 2139.7602 200.235628 18.020182 1982-1999 –> 2000-2009 9.867643 5.1168263 6035.234 449.799069 5 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 357 4.7628934 2141.5728 22.658343 18.030621 1982-1999 –> 2000-2009 9.883233 5.1203400 6037.920 47.699754 9 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 357 4.7658788 2140.0202 12.852164 17.906052 1982-1999 –> 2000-2009 9.886440 5.1205615 6034.422 29.911602 11 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 357 4.7511423 2139.8091 30.580462 15.436445 1982-1999 –> 2000-2009 9.890904 5.1397622 6040.972 68.442111 6 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + silicate 357 4.7651791 2139.9154 23.889506 16.894856 1982-1999 –> 2000-2009 9.891304 5.1261250 6035.698 46.866902 10 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 357 4.7603791 2141.1958 24.758573 15.435837 1982-1999 –> 2000-2009 9.901775 5.1413962 6042.763 55.906758 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 313 5.0205512 1912.3314 286.165090 18.877907 2000-2009 –> 2010-2019 9.771368 4.7508172 4052.092 486.400718 1 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 313 5.1083073 1923.1790 29.496119 13.495295 2000-2009 –> 2010-2019 9.795872 4.6875648 4053.369 54.688985 6 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 313 5.0514552 1916.1729 43.239921 14.907290 2000-2009 –> 2010-2019 9.802597 4.7511423 4055.982 73.820382 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 313 5.0513932 1916.1652 36.154005 15.056948 2000-2009 –> 2010-2019 9.811772 4.7603791 4057.361 60.912578 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 313 5.0519544 1916.2348 256.642124 15.185386 2000-2009 –> 2010-2019 9.814473 4.7625184 4057.751 443.897061 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 313 5.1248927 1925.2081 41.016558 16.352196 2000-2009 –> 2010-2019 9.861918 4.7370258 4062.893 70.364858 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 313 5.1000616 1922.1677 33.501892 16.977562 2000-2009 –> 2010-2019 9.862955 4.7628934 4063.740 56.160235 5 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 313 5.1249716 1925.2178 39.915534 16.446767 2000-2009 –> 2010-2019 9.869322 4.7443501 4064.005 68.161225 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 313 5.1257235 1925.3096 282.703614 16.578104 2000-2009 –> 2010-2019 9.873857 4.7481338 4064.666 484.514756 9 13
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 313 5.1695160 1928.6352 18.064627 13.822118 2000-2009 –> 2010-2019 9.938110 4.7685939 4069.062 32.856047 10 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 554 4.6348429 3285.4153 333.203283 16.569405 1982-1999 –> 2000-2009 9.154798 4.5199546 8709.325 707.134664 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 554 4.6870191 3297.8187 389.522959 15.672690 1982-1999 –> 2000-2009 9.188592 4.5015730 8714.198 810.194946 2 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 554 4.6965283 3300.0644 52.292133 15.937117 1982-1999 –> 2000-2009 9.219170 4.5226419 8725.073 104.129001 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 554 4.7026969 3301.5188 69.110496 16.080473 1982-1999 –> 2000-2009 9.237287 4.5345903 8731.403 138.465432 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 554 4.6991948 3300.6933 29.143638 17.886476 1982-1999 –> 2000-2009 9.310742 4.6115475 8761.677 58.698868 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 554 4.8541800 3336.6468 285.119337 17.874424 1982-1999 –> 2000-2009 9.345643 4.4914635 8748.871 571.760742 21 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 554 4.7430837 3310.9936 34.150712 18.549276 1982-1999 –> 2000-2009 9.412871 4.6697872 8795.170 69.289909 6 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 554 4.7614724 3315.2810 19.125151 18.728151 1982-1999 –> 2000-2009 9.418632 4.6571597 8794.453 37.154683 7 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 554 4.7941330 3322.8552 254.753320 18.311348 1982-1999 –> 2000-2009 9.418711 4.6245779 8789.053 530.145745 9 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 554 4.7964918 3323.4002 34.626687 18.400555 1982-1999 –> 2000-2009 9.430086 4.6335947 8793.198 68.783071 10 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 494 4.6558659 2935.5816 262.133896 19.640129 2000-2009 –> 2010-2019 9.290709 4.6348429 6220.997 595.337179 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 494 4.6985284 2944.5936 304.192446 17.430224 2000-2009 –> 2010-2019 9.385547 4.6870191 6242.412 693.715405 2 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 494 4.7107140 2947.1527 42.829362 17.779249 2000-2009 –> 2010-2019 9.407242 4.6965283 6247.217 95.121495 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 494 4.7156090 2948.1788 57.531796 17.908134 2000-2009 –> 2010-2019 9.418306 4.7026969 6249.698 126.642292 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 494 4.7671734 2958.9238 25.018717 20.750681 2000-2009 –> 2010-2019 9.466368 4.6991948 6259.617 54.162355 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 494 4.8093392 2967.6243 30.184262 21.177450 2000-2009 –> 2010-2019 9.552423 4.7430837 6278.618 64.334974 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 494 4.8426005 2974.4337 191.871522 19.713321 2000-2009 –> 2010-2019 9.636734 4.7941330 6297.289 446.624842 8 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 494 4.8464975 2975.2285 27.778005 19.798673 2000-2009 –> 2010-2019 9.642989 4.7964918 6298.629 62.404691 9 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 494 4.8480800 2975.5510 29.639406 19.831618 2000-2009 –> 2010-2019 9.646872 4.7987919 6299.482 66.647593 10 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 494 4.7947776 2964.6283 272.098441 18.238005 2000-2009 –> 2010-2019 9.648958 4.8541800 6301.275 557.217778 6 27
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 900 4.0659236 5092.8430 656.383749 17.527076 1982-1999 –> 2000-2009 7.772165 3.7062412 13293.713 1313.939210 1 2
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 900 4.1248019 5118.7217 513.191705 14.499858 1982-1999 –> 2000-2009 7.977564 3.8527620 13435.908 1108.695387 2 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 900 4.2319817 5164.8960 96.830991 16.577174 1982-1999 –> 2000-2009 8.080696 3.8487145 13478.929 194.087310 6 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 900 4.1718020 5139.1159 78.889175 15.153580 1982-1999 –> 2000-2009 8.093654 3.9218524 13509.624 169.831598 3 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 900 4.1879718 5146.0792 105.004483 15.345686 1982-1999 –> 2000-2009 8.136223 3.9482516 13536.713 226.615458 4 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 900 4.2674684 5179.9267 140.492066 16.344344 1982-1999 –> 2000-2009 8.156505 3.8890371 13525.227 285.543246 7 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 900 4.3464095 5210.9195 418.702833 14.407261 1982-1999 –> 2000-2009 8.285778 3.9393681 13592.796 863.498415 9 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 900 4.1892340 5146.6216 407.868590 16.247296 1982-1999 –> 2000-2009 8.305318 4.1160839 13662.144 867.941461 5 15
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 900 4.4533020 5254.6519 68.213420 15.266748 1982-1999 –> 2000-2009 8.503807 4.0505054 13719.992 136.478683 17 25
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 900 4.4766081 5264.0475 90.218175 15.497374 1982-1999 –> 2000-2009 8.560007 4.0833987 13753.652 186.419897 20 29
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 789 4.8897359 4757.5892 708.224836 17.703314 2000-2009 –> 2010-2019 8.955660 4.0659236 9850.432 1364.608585 2 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 789 4.8348369 4739.7722 482.861460 15.692989 2000-2009 –> 2010-2019 8.959639 4.1248019 9858.494 996.053165 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 789 4.8960203 4759.6160 71.701959 16.227307 2000-2009 –> 2010-2019 9.067822 4.1718020 9898.732 150.591135 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 789 4.9139828 4765.3948 95.800836 16.383284 2000-2009 –> 2010-2019 9.101955 4.1879718 9911.474 200.805319 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 789 4.9545230 4778.3598 389.046842 17.428739 2000-2009 –> 2010-2019 9.143757 4.1892340 9924.981 796.915432 5 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 789 5.0678671 4814.0528 101.893330 16.824850 2000-2009 –> 2010-2019 9.299849 4.2319817 9978.949 198.724321 6 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 789 5.1006435 4824.2257 145.131702 16.598773 2000-2009 –> 2010-2019 9.368112 4.2674684 10004.152 285.623768 9 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 789 5.0810576 4816.1547 424.125821 16.097245 2000-2009 –> 2010-2019 9.427467 4.3464095 10027.074 842.828654 7 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 789 5.0984209 4823.5379 30.809958 18.836122 2000-2009 –> 2010-2019 9.431723 4.3333020 10031.021 62.818736 8 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 789 5.1374783 4835.5804 34.872212 19.203952 2000-2009 –> 2010-2019 9.518820 4.3813418 10062.909 72.334506 10 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2095 3.6224193 11352.4779 394.840733 14.266737 1982-1999 –> 2000-2009 6.801556 3.1791363 30471.894 807.212053 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2095 3.7604534 11509.1731 315.417816 13.885399 1982-1999 –> 2000-2009 6.987181 3.2267275 30738.812 687.121355 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2095 3.7180671 11461.6769 31.440539 15.077820 1982-1999 –> 2000-2009 7.014964 3.2968974 30850.902 63.702292 2 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2095 3.7715082 11521.4726 80.759271 13.995214 1982-1999 –> 2000-2009 7.016170 3.2446614 30792.226 162.924056 6 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2095 3.7858797 11537.4084 93.465187 14.105714 1982-1999 –> 2000-2009 7.046460 3.2605798 30844.466 190.481825 8 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2095 3.7683511 11517.9637 19.043884 15.106693 1982-1999 –> 2000-2009 7.111280 3.3429291 31010.044 39.514761 5 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2095 3.7744110 11522.6963 4.978564 14.698105 1982-1999 –> 2000-2009 7.117908 3.3434970 31014.036 9.987533 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2095 3.7888702 11538.7169 6.127997 14.632384 1982-1999 –> 2000-2009 7.133725 3.3448552 31033.070 12.550260 9 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2095 3.7670117 11516.4742 33.959009 15.461531 1982-1999 –> 2000-2009 7.136445 3.3694336 31067.136 68.660512 4 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2095 3.7944821 11544.9183 5.379922 14.917652 1982-1999 –> 2000-2009 7.154591 3.3601093 31073.024 11.488070 10 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2058 4.0804374 11642.2874 435.991518 15.074100 2000-2009 –> 2010-2019 7.702857 3.6224193 22994.765 830.832252 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2058 4.1358268 11697.7838 31.820578 22.015943 2000-2009 –> 2010-2019 7.853894 3.7180671 23159.461 63.261117 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2058 4.1580153 11719.8069 276.247212 22.187750 2000-2009 –> 2010-2019 7.918469 3.7604534 23228.980 591.665028 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2058 4.1561469 11717.9570 18.143148 25.406285 2000-2009 –> 2010-2019 7.924498 3.7683511 23235.921 37.187032 3 8
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2058 4.1597040 11719.4782 5.221032 25.249755 2000-2009 –> 2010-2019 7.934115 3.7744110 23242.174 10.199595 5 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2058 4.1686869 11730.3571 34.388761 24.020584 2000-2009 –> 2010-2019 7.935699 3.7670117 23246.831 68.347770 8 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2058 4.1653576 11727.0686 66.702314 23.675444 2000-2009 –> 2010-2019 7.936866 3.7715082 23248.541 147.461585 6 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2058 4.1675652 11727.2495 6.398529 25.182657 2000-2009 –> 2010-2019 7.956436 3.7888702 23265.966 12.526526 7 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2058 4.1693358 11728.9977 5.198509 25.659213 2000-2009 –> 2010-2019 7.963818 3.7944821 23273.916 10.578431 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2058 4.1812813 11742.7736 75.985160 23.782946 2000-2009 –> 2010-2019 7.967161 3.7858797 23280.182 169.450347 12 20
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3545 4.6444093 20962.1334 173.247791 27.560306 1982-1999 –> 2000-2009 8.171231 3.5268219 54591.079 330.920464 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3545 4.6925982 21035.3179 30.218715 28.771504 1982-1999 –> 2000-2009 8.270724 3.5781255 54845.452 64.525568 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3545 4.7479512 21118.4608 13.539918 38.796924 1982-1999 –> 2000-2009 8.280560 3.5326091 54767.977 28.795093 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3545 4.7343428 21098.1105 39.282128 28.895604 1982-1999 –> 2000-2009 8.361592 3.6272490 55079.314 82.707702 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3545 4.8814106 21315.0029 13.105235 48.150816 1982-1999 –> 2000-2009 8.515989 3.6345779 55321.531 27.877739 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3545 4.8836646 21318.2759 30.873175 42.566732 1982-1999 –> 2000-2009 8.544376 3.6607113 55414.689 65.676134 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3545 4.8348355 21245.0301 7.133089 38.161307 1982-1999 –> 2000-2009 8.587694 3.7528591 55651.343 14.205138 5 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3545 4.8633086 21288.6618 368.085371 31.406196 1982-1999 –> 2000-2009 8.612412 3.7491038 55684.415 735.550394 6 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3545 4.9019755 21342.8096 5.815636 38.924906 1982-1999 –> 2000-2009 8.651759 3.7497832 55738.836 11.817918 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3545 4.9046735 21346.7109 55.012430 38.924473 1982-1999 –> 2000-2009 8.654315 3.7496416 55742.263 98.668618 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3110 5.2663060 19173.2651 178.590735 33.855119 2000-2009 –> 2010-2019 9.910715 4.6444093 40135.399 351.838526 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3110 5.3044632 19218.1699 30.458269 35.455037 2000-2009 –> 2010-2019 9.997061 4.6925982 40253.488 60.676984 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3110 5.3029206 19216.3607 12.977925 43.284077 2000-2009 –> 2010-2019 10.050872 4.7479512 40334.822 26.517843 2 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3110 5.3415630 19261.5216 39.737425 35.663014 2000-2009 –> 2010-2019 10.075906 4.7343428 40359.632 79.019554 4 7
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3110 5.3717847 19294.6141 6.464056 42.468812 2000-2009 –> 2010-2019 10.206620 4.8348355 40539.644 13.597145 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3110 5.3695534 19294.0300 12.615600 49.510457 2000-2009 –> 2010-2019 10.250964 4.8814106 40609.033 25.720835 5 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3110 5.3868117 19313.9897 32.852554 50.158311 2000-2009 –> 2010-2019 10.270476 4.8836646 40632.266 63.725729 7 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3110 5.4330325 19367.1318 443.213189 39.283776 2000-2009 –> 2010-2019 10.296341 4.8633086 40655.794 811.298559 9 15
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3110 5.4209456 19351.2787 7.006115 44.430660 2000-2009 –> 2010-2019 10.315437 4.8944914 40683.255 14.625016 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3110 5.4392073 19372.1970 5.387420 42.931747 2000-2009 –> 2010-2019 10.341183 4.9019755 40715.007 11.203057 10 20
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1465 4.7672525 8747.4764 274.818697 22.695239 1982-1999 –> 2000-2009 8.151054 3.3838012 23001.067 486.802598 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1465 4.7931375 8763.3426 55.902928 22.973197 1982-1999 –> 2000-2009 8.213490 3.4203526 23074.929 100.935528 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1465 4.8136710 8775.8677 67.143482 23.129882 1982-1999 –> 2000-2009 8.265813 3.4521422 23137.393 121.815485 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1465 4.9070016 8832.1327 431.008028 22.263278 1982-1999 –> 2000-2009 8.409379 3.5023772 23271.642 732.607573 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1465 4.9401866 8849.8810 192.238326 22.093427 1982-1999 –> 2000-2009 8.442648 3.5024618 23287.521 369.108888 6 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1465 4.9394938 8851.4701 77.117672 22.663998 1982-1999 –> 2000-2009 8.464493 3.5249989 23325.733 134.358780 5 11
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1465 4.9541249 8858.1361 37.857569 22.513220 1982-1999 –> 2000-2009 8.481619 3.5274937 23334.218 74.436166 7 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1465 4.9576604 8862.2264 100.358655 22.802618 1982-1999 –> 2000-2009 8.501215 3.5435549 23364.831 173.892455 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1465 4.9669880 8865.7338 50.224187 22.678057 1982-1999 –> 2000-2009 8.516768 3.5497804 23375.813 98.147292 9 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1465 5.0407514 8910.9265 32.360366 33.614905 1982-1999 –> 2000-2009 8.732778 3.6920270 23635.093 67.353066 10 20
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1291 5.8788571 8251.3569 288.970065 26.299650 2000-2009 –> 2010-2019 10.646109 4.7672525 16998.833 563.788762 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1291 5.9028768 8261.8849 56.614885 27.167381 2000-2009 –> 2010-2019 10.696014 4.7931375 17025.228 112.517813 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1291 5.9201355 8269.4231 68.329964 27.588394 2000-2009 –> 2010-2019 10.733807 4.8136710 17045.291 135.473446 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1291 5.9476798 8281.4084 420.041910 25.916713 2000-2009 –> 2010-2019 10.854681 4.9070016 17113.541 851.049938 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1291 5.9901870 8299.7959 72.658554 27.409353 2000-2009 –> 2010-2019 10.929681 4.9394938 17151.266 149.776226 5 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1291 6.0104017 8308.4946 95.211579 27.819298 2000-2009 –> 2010-2019 10.968062 4.9576604 17170.721 195.570234 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1291 6.0495044 8323.2382 186.521269 25.569886 2000-2009 –> 2010-2019 10.989691 4.9401866 17173.119 378.759595 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1291 6.0574222 8326.6154 35.064197 26.868302 2000-2009 –> 2010-2019 11.011547 4.9541249 17184.752 72.921766 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1291 6.0671408 8330.7547 47.688921 27.295603 2000-2009 –> 2010-2019 11.034129 4.9669880 17196.489 97.913108 9 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1291 6.0820475 8339.0908 604.064164 25.072298 2000-2009 –> 2010-2019 11.186017 5.1039696 17286.535 1162.422565 10 21
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1934 5.1741906 11860.2198 48.795343 26.851520 1982-1999 –> 2000-2009 8.977650 3.8034595 30243.557 86.469804 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1934 5.2149300 11890.5555 47.062642 25.917341 1982-1999 –> 2000-2009 9.046112 3.8311821 30322.318 87.198931 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1934 5.2994417 11952.7368 168.449254 22.673048 1982-1999 –> 2000-2009 9.167693 3.8682513 30448.706 293.603517 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1934 5.3413762 11983.2238 53.899574 33.571231 1982-1999 –> 2000-2009 9.256788 3.9154121 30559.996 95.114347 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1934 5.3543107 11992.5791 53.599012 33.805482 1982-1999 –> 2000-2009 9.283109 3.9287979 30592.109 95.600788 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1934 5.4119495 12033.9953 201.555926 32.890025 1982-1999 –> 2000-2009 9.377683 3.9657338 30695.920 337.812595 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1934 5.4846708 12085.6242 454.486812 17.564089 1982-1999 –> 2000-2009 9.455787 3.9711163 30756.593 776.483867 8 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1934 5.4626114 12070.0357 500.299450 33.994255 1982-1999 –> 2000-2009 9.465638 4.0030268 30794.372 897.248707 7 17
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1934 5.4903323 12087.6149 46.770285 18.060445 1982-1999 –> 2000-2009 9.468703 3.9783707 30768.754 83.766653 9 17
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1934 5.5166719 12106.1271 46.804033 17.475394 1982-1999 –> 2000-2009 9.516390 3.9997183 30822.950 84.967431 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1743 6.0491793 11234.9500 41.132899 34.662726 2000-2009 –> 2010-2019 11.223370 5.1741906 23095.170 89.928242 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1743 6.0708419 11247.4113 41.460167 34.269312 2000-2009 –> 2010-2019 11.285772 5.2149300 23137.967 88.522808 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1743 6.1343359 11283.6815 141.979948 32.309297 2000-2009 –> 2010-2019 11.433778 5.2994417 23236.418 310.429202 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1743 6.2647893 11357.0379 41.174540 35.523269 2000-2009 –> 2010-2019 11.606165 5.3413762 23340.262 95.074114 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1743 6.2730649 11361.6397 41.966367 35.686623 2000-2009 –> 2010-2019 11.627376 5.3543107 23354.219 95.565379 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1743 6.3194580 11387.3259 146.684778 35.183069 2000-2009 –> 2010-2019 11.731407 5.4119495 23421.321 348.240703 7 13
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1743 6.2942871 11373.4132 381.862260 28.685025 2000-2009 –> 2010-2019 11.778958 5.4846708 23459.037 836.349072 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1743 6.3715258 11415.9304 534.588791 35.805242 2000-2009 –> 2010-2019 11.834137 5.4626114 23485.966 1034.888241 8 15
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1743 6.3805485 11418.8634 40.033800 25.705526 2000-2009 –> 2010-2019 11.870881 5.4903323 23506.478 86.804085 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1743 6.3986515 11428.7399 40.903657 25.441893 2000-2009 –> 2010-2019 11.915323 5.5166719 23534.867 87.707690 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2287 4.8275068 13705.2109 442.433339 21.912966 1982-1999 –> 2000-2009 9.147549 4.3200418 39572.577 869.684149 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2287 4.8265858 13704.3382 431.117160 21.516605 1982-1999 –> 2000-2009 9.170871 4.3442849 39621.902 904.269921 1 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2287 4.8683538 13743.7501 84.198515 21.239734 1982-1999 –> 2000-2009 9.234314 4.3659605 39705.957 151.378307 4 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2287 4.8680990 13743.5107 83.199615 21.231330 1982-1999 –> 2000-2009 9.234674 4.3665755 39706.981 149.589916 3 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2287 4.8704658 13745.7339 81.287283 21.235615 1982-1999 –> 2000-2009 9.234763 4.3642977 39704.524 145.441018 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2287 4.8705307 13743.7949 64.858049 21.384783 1982-1999 –> 2000-2009 9.238491 4.3679601 39708.110 119.448027 7 19
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2287 4.8703172 13743.5944 64.736278 21.375066 1982-1999 –> 2000-2009 9.238494 4.3681769 39708.354 119.177574 5 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2287 4.8716749 13744.8693 70.045166 21.221281 1982-1999 –> 2000-2009 9.239548 4.3678734 39709.006 124.894432 8 19
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2287 4.8736791 13746.7507 63.377721 21.411251 1982-1999 –> 2000-2009 9.241014 4.3673351 39709.782 116.477770 9 19
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 2287 4.8811713 13751.7768 61.502779 21.569873 1982-1999 –> 2000-2009 9.249610 4.3684390 39715.075 112.899164 10 25
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1912 4.5058971 11196.6209 405.979610 47.436130 2000-2009 –> 2010-2019 9.332483 4.8265858 24900.959 837.096771 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1912 4.5287892 11215.9994 411.060232 48.328006 2000-2009 –> 2010-2019 9.356296 4.8275068 24921.210 853.493571 6 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1912 4.5074362 11197.9269 468.322729 42.795347 2000-2009 –> 2010-2019 9.398883 4.8914463 24963.322 986.758481 2 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1912 4.5164972 11205.6062 386.301210 42.464675 2000-2009 –> 2010-2019 9.432752 4.9162548 24994.141 790.944215 4 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1912 4.5100441 11200.1386 285.263384 45.225236 2000-2009 –> 2010-2019 9.446896 4.9368521 25007.797 606.825110 3 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1912 4.5886378 11266.2031 88.767127 47.394657 2000-2009 –> 2010-2019 9.456992 4.8683538 25009.953 172.965641 9 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1912 4.5893071 11266.7609 87.827570 47.393492 2000-2009 –> 2010-2019 9.457406 4.8680990 25010.272 171.027185 10 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1912 4.5916832 11266.7402 66.595174 46.595461 2000-2009 –> 2010-2019 9.462214 4.8705307 25010.535 131.453223 11 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1912 4.5920086 11267.0112 66.512392 46.632164 2000-2009 –> 2010-2019 9.462326 4.8703172 25010.606 131.248670 12 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1912 4.5255643 11211.2754 212.853598 43.190508 2000-2009 –> 2010-2019 9.462631 4.9370664 25017.132 453.891798 5 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 674 3.2105048 3499.0743 462.798154 15.764045 1982-1999 –> 2000-2009 5.483796 2.2732911 9615.290 885.161427 1 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 674 3.2434679 3512.8441 324.210185 15.952236 1982-1999 –> 2000-2009 5.504258 2.2607906 9614.039 677.856588 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 674 3.2272428 3504.0839 100.272386 16.314365 1982-1999 –> 2000-2009 5.508239 2.2809961 9627.516 220.111222 2 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 674 3.2737228 3525.3598 321.751141 16.380522 1982-1999 –> 2000-2009 5.529409 2.2556863 9620.398 663.842635 9 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 674 3.2789383 3527.5057 299.222046 16.287839 1982-1999 –> 2000-2009 5.534271 2.2553326 9622.116 616.187763 11 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 674 3.2822808 3528.8791 244.362123 16.218059 1982-1999 –> 2000-2009 5.538924 2.2566432 9625.072 495.269948 12 15
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 674 3.2644773 3519.5475 28.555132 16.587674 1982-1999 –> 2000-2009 5.544644 2.2801664 9641.989 67.783499 7 14
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 674 3.2396859 3511.2713 769.778190 15.812242 1982-1999 –> 2000-2009 5.560002 2.3203159 9683.260 1277.762155 3 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 674 3.2927721 3531.1809 113.929708 15.422508 1982-1999 –> 2000-2009 5.560728 2.2679558 9638.996 273.160778 13 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 674 3.3067140 3536.8764 118.097937 17.261441 1982-1999 –> 2000-2009 5.593939 2.2872252 9667.738 290.576009 14 24
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 657 2.9662419 3307.1919 482.369245 18.720013 2000-2009 –> 2010-2019 6.176747 3.2105048 6806.266 945.167399 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 657 2.9796938 3311.1374 136.632121 19.123567 2000-2009 –> 2010-2019 6.206937 3.2272428 6815.221 236.904507 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 657 3.0090338 3326.0126 361.611696 18.913545 2000-2009 –> 2010-2019 6.252502 3.2434679 6838.857 685.821881 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 657 3.0306221 3335.4063 661.168318 18.847940 2000-2009 –> 2010-2019 6.270308 3.2396859 6846.678 1430.946508 7 10
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 657 3.0288591 3332.6416 338.566921 17.626536 2000-2009 –> 2010-2019 6.290028 3.2611687 6850.822 663.619952 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 657 3.0300411 3333.1544 308.518387 17.710313 2000-2009 –> 2010-2019 6.291512 3.2614703 6851.460 621.327203 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 657 3.0292757 3332.8224 41.063574 19.446348 2000-2009 –> 2010-2019 6.293753 3.2644773 6852.370 69.618706 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 657 3.0408972 3337.8538 281.841078 17.937512 2000-2009 –> 2010-2019 6.308445 3.2675481 6858.669 585.871939 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 657 3.0515424 3344.4456 358.713757 19.210516 2000-2009 –> 2010-2019 6.325265 3.2737228 6869.805 680.464898 9 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 657 3.0549188 3345.8987 330.054836 19.040021 2000-2009 –> 2010-2019 6.333857 3.2789383 6873.404 629.276882 10 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 715 3.1370357 3677.9701 603.923503 22.880494 1982-1999 –> 2000-2009 5.541004 2.4039678 10033.686 1184.280551 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 715 3.1758853 3693.5707 491.176309 23.417307 1982-1999 –> 2000-2009 5.678120 2.5022349 10157.942 970.800974 2 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 715 3.2487705 3726.0177 913.689505 22.726857 1982-1999 –> 2000-2009 5.776032 2.5272616 10217.877 1659.294695 5 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 715 3.2480373 3725.6949 914.434386 22.643283 1982-1999 –> 2000-2009 5.795771 2.5477336 10239.837 1687.608383 4 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 715 3.3235606 3760.5645 324.556742 23.468353 1982-1999 –> 2000-2009 5.800635 2.4770741 10199.022 667.342316 8 10
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 715 3.2461743 3724.8745 907.631986 22.510158 1982-1999 –> 2000-2009 5.802347 2.5561732 10248.151 1670.538627 3 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 715 3.3411196 3768.0996 271.912553 23.553345 1982-1999 –> 2000-2009 5.830081 2.4889613 10219.780 546.206030 9 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 715 3.3456126 3770.0213 325.403164 23.944472 1982-1999 –> 2000-2009 5.845013 2.4994001 10233.262 779.819131 11 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 715 3.3492418 3771.5717 310.607459 23.587485 1982-1999 –> 2000-2009 5.846363 2.4971210 10232.292 633.261370 13 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 715 3.3487405 3771.3577 267.506939 23.734712 1982-1999 –> 2000-2009 5.847565 2.4988249 10233.962 782.273223 12 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 591 3.1462694 3046.0144 628.010417 23.557561 2000-2009 –> 2010-2019 6.283305 3.1370357 6723.984 1231.933920 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 591 3.1602066 3049.2388 526.386218 23.718987 2000-2009 –> 2010-2019 6.336092 3.1758853 6742.809 1017.562527 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 591 3.2372560 3077.7115 981.997551 22.039737 2000-2009 –> 2010-2019 6.483430 3.2461743 6802.586 1889.629537 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 591 3.2575449 3085.0964 963.743761 22.184049 2000-2009 –> 2010-2019 6.505582 3.2480373 6810.791 1878.178147 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 591 3.3611614 3122.1081 908.764174 23.491045 2000-2009 –> 2010-2019 6.650111 3.2889500 6865.703 1794.575045 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 591 3.3584271 3123.1461 331.784525 22.986426 2000-2009 –> 2010-2019 6.681988 3.3235606 6883.711 656.341267 5 12
Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate 591 3.4806253 3161.3899 962.978450 26.801485 2000-2009 –> 2010-2019 6.729915 3.2492902 6885.636 1870.307815 16 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 591 3.3934733 3135.4167 279.505349 23.465469 2000-2009 –> 2010-2019 6.734593 3.3411196 6903.516 551.417902 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 591 3.3768957 3127.6283 208.788786 23.162037 2000-2009 –> 2010-2019 6.750168 3.3732728 6907.424 405.686376 7 26
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 591 3.4052292 3139.5044 316.804820 23.478892 2000-2009 –> 2010-2019 6.754471 3.3492418 6911.076 627.412280 9 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 633 2.8744843 3147.1118 255.789806 26.353247 1982-1999 –> 2000-2009 5.291063 2.4165787 8343.620 512.221029 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 633 2.8760186 3147.7873 248.820449 26.442806 1982-1999 –> 2000-2009 5.310310 2.4342912 8360.741 625.539732 2 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 633 2.8819336 3150.3884 269.997180 26.468587 1982-1999 –> 2000-2009 5.313817 2.4318839 8361.114 608.351579 5 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 633 2.8811587 3150.0479 269.708802 26.435095 1982-1999 –> 2000-2009 5.316683 2.4355242 8364.142 543.749328 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 633 2.8845491 3151.5368 268.935099 26.477517 1982-1999 –> 2000-2009 5.316856 2.4323066 8362.654 542.140444 6 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 633 2.8780773 3146.6932 244.262611 26.666462 1982-1999 –> 2000-2009 5.378076 2.4999986 8417.628 498.935314 3 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 633 2.8872768 3150.7334 263.868404 26.842135 1982-1999 –> 2000-2009 5.406644 2.5193671 8439.048 537.883098 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 633 2.9808808 3191.1252 152.314009 25.373972 1982-1999 –> 2000-2009 5.415761 2.4348806 8402.624 385.495564 8 13
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 633 3.0462228 3218.5766 153.007804 26.680729 1982-1999 –> 2000-2009 5.670937 2.6247146 8599.143 304.405406 9 21
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 633 3.0517928 3220.8894 138.021231 26.765228 1982-1999 –> 2000-2009 5.673629 2.6218363 8598.985 476.299714 11 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 506 3.9112586 2830.1913 580.210502 23.466939 2000-2009 –> 2010-2019 6.792417 2.8811587 5980.239 849.919304 1 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 506 3.9182289 2831.9932 501.380686 23.588219 2000-2009 –> 2010-2019 6.794247 2.8760186 5979.781 750.201135 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 506 3.9271397 2834.2921 537.363877 23.810489 2000-2009 –> 2010-2019 6.801624 2.8744843 5981.404 793.153683 5 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 506 3.9200211 2832.4560 577.785737 23.663470 2000-2009 –> 2010-2019 6.804570 2.8845491 5983.993 846.720836 3 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 506 3.9245931 2833.6356 581.702192 23.816582 2000-2009 –> 2010-2019 6.806527 2.8819336 5984.024 851.699372 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 506 3.9836933 2846.7617 324.778457 25.765790 2000-2009 –> 2010-2019 6.964574 2.9808808 6037.887 477.092466 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 506 3.9843366 2846.9251 194.212695 24.102737 2000-2009 –> 2010-2019 7.030559 3.0462228 6065.502 347.220499 7 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 506 3.9926346 2849.0305 62.030940 23.997909 2000-2009 –> 2010-2019 7.044260 3.0516257 6069.851 98.203392 8 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 506 4.0061776 2852.4574 325.289420 24.259340 2000-2009 –> 2010-2019 7.057970 3.0517928 6073.347 463.310650 11 22
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 506 4.0050011 2852.1602 59.078243 24.165790 2000-2009 –> 2010-2019 7.062838 3.0578371 6075.554 95.017086 10 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 815 2.6558800 3919.0148 65.237449 20.862618 1982-1999 –> 2000-2009 4.896625 2.2407455 10912.958 118.720917 2 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 815 2.6626010 3923.1344 27.190663 20.892818 1982-1999 –> 2000-2009 4.903106 2.2405048 10916.741 49.210163 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 815 2.6645097 3924.3025 27.047515 20.921042 1982-1999 –> 2000-2009 4.904477 2.2399671 10917.156 48.874683 5 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 815 2.6645341 3924.3174 21.437955 20.930604 1982-1999 –> 2000-2009 4.904921 2.2403868 10917.758 38.492411 6 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 815 2.6644524 3924.2675 63.871120 20.883339 1982-1999 –> 2000-2009 4.906255 2.2418024 10919.689 115.156017 4 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 815 2.6457634 3912.7940 83.299669 21.013996 1982-1999 –> 2000-2009 4.908778 2.2630145 10937.749 162.246386 1 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 815 2.6647848 3924.4708 68.917137 20.863396 1982-1999 –> 2000-2009 4.913818 2.2490332 10929.991 133.271369 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 815 2.6717259 3926.7110 3.200180 21.144874 1982-1999 –> 2000-2009 4.920124 2.2483980 10929.346 6.217574 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 815 2.6739822 3928.0870 49.309838 21.237086 1982-1999 –> 2000-2009 4.928341 2.2543592 10939.025 90.892531 10 22
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 815 2.6799224 3931.7040 6.703985 21.146803 1982-1999 –> 2000-2009 4.931829 2.2519068 10939.229 12.541690 11 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 707 2.6704946 3409.3000 49.485742 23.113549 2000-2009 –> 2010-2019 5.326375 2.6558800 7328.315 114.723191 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 707 2.6702142 3409.1515 22.530241 23.108198 2000-2009 –> 2010-2019 5.332815 2.6626010 7332.286 49.720905 1 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 707 2.6888825 3419.0028 76.592617 23.098081 2000-2009 –> 2010-2019 5.334646 2.6457634 7331.797 159.892286 10 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 707 2.6714898 3409.8268 17.542974 23.108473 2000-2009 –> 2010-2019 5.336024 2.6645341 7334.144 38.980929 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 707 2.6716752 3409.9249 46.631392 23.101992 2000-2009 –> 2010-2019 5.336128 2.6644524 7334.192 110.502512 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 707 2.6717648 3409.9724 22.547844 23.101221 2000-2009 –> 2010-2019 5.336275 2.6645097 7334.275 49.595360 6 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 707 2.6746724 3411.5103 63.720105 23.004860 2000-2009 –> 2010-2019 5.339457 2.6647848 7335.981 132.637242 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 707 2.6711870 3407.6665 9.518087 23.163998 2000-2009 –> 2010-2019 5.373047 2.7018602 7352.659 23.499409 3 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 707 2.7033580 3424.5946 2.460739 23.796277 2000-2009 –> 2010-2019 5.375084 2.6717259 7351.306 5.660919 11 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 707 2.6729426 3408.5955 8.936923 23.169459 2000-2009 –> 2010-2019 5.378187 2.7052449 7355.629 22.543670 7 25
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3115 8.7272926 22351.0029 20.109732 31.124497 1982-1999 –> 2000-2009 17.781383 9.0540900 62469.504 42.576965 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3115 9.1541640 22648.5082 29.397593 29.311693 1982-1999 –> 2000-2009 18.574220 9.4200558 63205.731 66.081844 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3115 9.1650884 22655.9385 24.216919 29.331843 1982-1999 –> 2000-2009 18.590198 9.4251101 63219.101 52.862497 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3115 9.1992150 22679.0931 32.925117 29.370368 1982-1999 –> 2000-2009 18.653261 9.4540465 63276.196 69.050681 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3115 9.1791712 22665.5040 146.987875 32.394484 1982-1999 –> 2000-2009 18.674277 9.4951053 63310.588 341.348559 4 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3115 9.3070825 22749.7195 16.452456 33.377286 1982-1999 –> 2000-2009 18.788611 9.4815280 63376.960 34.659618 6 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3115 9.6306624 22964.6381 9.169947 48.100432 1982-1999 –> 2000-2009 19.574127 9.9434643 64120.574 20.172001 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3115 9.6289168 22963.5088 27.513641 48.688871 1982-1999 –> 2000-2009 19.574190 9.9452730 64121.458 59.968091 7 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3115 9.6330286 22966.1686 15.146144 47.752649 1982-1999 –> 2000-2009 19.576771 9.9437426 64122.414 32.689754 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3115 9.7176925 23020.6843 22.229253 39.483444 1982-1999 –> 2000-2009 19.720922 10.0032294 64242.969 49.106673 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2761 8.9504304 19951.9549 21.995583 29.256327 2000-2009 –> 2010-2019 17.677723 8.7272926 42302.958 42.105315 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2761 9.3780344 20209.6588 30.953375 27.419434 2000-2009 –> 2010-2019 18.532198 9.1541640 42858.167 60.350969 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2761 9.3572384 20197.4000 169.429946 29.685650 2000-2009 –> 2010-2019 18.536410 9.1791712 42862.904 316.417821 2 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2761 9.3945828 20219.3943 26.872124 27.260508 2000-2009 –> 2010-2019 18.559671 9.1650884 42875.333 51.089042 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2761 9.4386707 20245.2478 40.503273 26.948114 2000-2009 –> 2010-2019 18.637886 9.1992150 42924.341 73.428391 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2761 9.6121409 20343.8136 19.670947 40.732266 2000-2009 –> 2010-2019 18.919223 9.3070825 43093.533 36.123402 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2761 10.0832533 20610.0356 27.934224 57.523269 2000-2009 –> 2010-2019 19.712170 9.6289168 43573.544 55.447865 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2761 10.0871332 20612.1600 8.705641 56.710612 2000-2009 –> 2010-2019 19.717796 9.6306624 43576.798 17.875588 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2761 10.0890220 20613.1939 16.522652 56.462525 2000-2009 –> 2010-2019 19.722051 9.6330286 43579.362 31.668796 11 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2761 10.0838895 20610.3840 23.226575 41.028468 2000-2009 –> 2010-2019 19.801582 9.7176925 43631.068 45.455829 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2359 5.7920076 14995.6198 13.494175 19.894486 1982-1999 –> 2000-2009 11.440275 5.6482670 41667.351 26.530433 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2359 5.8446522 15038.3088 35.413285 19.907698 1982-1999 –> 2000-2009 11.735199 5.8905466 42065.444 67.310320 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2359 5.8486402 15041.5269 17.738504 19.899003 1982-1999 –> 2000-2009 11.738048 5.8894083 42067.027 33.794136 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2359 5.8517611 15044.0438 70.675267 19.880833 1982-1999 –> 2000-2009 11.742832 5.8910711 42071.933 132.776134 4 8
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2359 6.0385412 15190.2825 6.134677 18.478447 1982-1999 –> 2000-2009 12.082115 6.0435739 42432.441 12.496893 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2359 6.2230714 15334.2996 11.929999 18.844765 1982-1999 –> 2000-2009 12.527577 6.3045059 42936.139 23.371124 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2359 6.2159005 15328.8598 56.528091 19.633678 1982-1999 –> 2000-2009 12.537682 6.3217812 42953.854 108.744289 6 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2359 6.2237064 15332.7810 5.991846 19.034439 1982-1999 –> 2000-2009 12.545527 6.3218208 42955.828 12.005514 8 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2359 6.2441581 15348.2593 7.025496 18.284904 1982-1999 –> 2000-2009 12.555582 6.3114241 42957.379 13.873356 9 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2359 6.2820231 15376.7832 26.717687 18.323266 1982-1999 –> 2000-2009 12.653832 6.3718086 43066.478 53.027198 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2043 5.6878779 12914.6287 13.868603 19.304695 2000-2009 –> 2010-2019 11.479885 5.7920076 27910.249 27.362779 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2043 5.7517791 12960.2775 16.920759 24.424697 2000-2009 –> 2010-2019 11.600419 5.8486402 28001.804 34.659263 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2043 5.7501831 12959.1436 64.954819 24.440991 2000-2009 –> 2010-2019 11.601944 5.8517611 28003.187 135.630086 2 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2043 5.7613764 12967.0896 33.706733 24.390896 2000-2009 –> 2010-2019 11.606029 5.8446522 28005.398 69.120018 4 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2043 5.9067490 13066.9094 5.694734 22.277120 2000-2009 –> 2010-2019 11.945290 6.0385412 28257.192 11.829411 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2043 6.0881730 13192.5210 52.287678 23.394396 2000-2009 –> 2010-2019 12.304074 6.2159005 28521.381 108.815769 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2043 6.0908995 13194.3504 11.465646 22.488612 2000-2009 –> 2010-2019 12.313971 6.2230714 28528.650 23.395645 7 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2043 6.0928553 13193.6622 5.559110 22.855886 2000-2009 –> 2010-2019 12.316562 6.2237064 28526.443 11.550956 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2043 6.1131176 13207.2280 6.612462 21.120800 2000-2009 –> 2010-2019 12.357276 6.2441581 28555.487 13.637958 9 18
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2043 6.1593053 13237.9837 24.010592 21.096671 2000-2009 –> 2010-2019 12.441328 6.2820231 28614.767 50.728279 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2016 5.1400555 12335.8017 43.767038 24.924065 1982-1999 –> 2000-2009 9.911892 4.7718364 34062.321 90.546607 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2016 5.1643848 12354.8413 24.105525 25.372072 1982-1999 –> 2000-2009 9.957098 4.7927131 34113.150 48.354075 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2016 5.1721797 12360.9224 95.762988 25.115244 1982-1999 –> 2000-2009 9.972870 4.8006903 34131.341 190.218435 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2016 5.1813884 12368.0947 71.296929 24.086585 1982-1999 –> 2000-2009 10.026045 4.8446569 34204.901 147.223945 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2016 5.1808926 12367.7089 15.116349 23.776330 1982-1999 –> 2000-2009 10.034721 4.8538287 34218.288 32.041018 4 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2016 5.1929181 12375.0568 27.378492 22.489697 1982-1999 –> 2000-2009 10.050913 4.8579953 34229.885 57.981134 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2016 5.2077813 12388.5807 30.885754 21.122199 1982-1999 –> 2000-2009 10.051853 4.8440714 34224.507 64.879674 9 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2016 5.1957868 12377.2836 7.303502 22.042351 1982-1999 –> 2000-2009 10.062167 4.8663802 34244.669 15.133123 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2016 5.2078113 12386.6039 4.485535 21.123426 1982-1999 –> 2000-2009 10.088661 4.8808495 34275.609 9.335403 10 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2016 5.2079868 12386.7399 4.938683 21.128987 1982-1999 –> 2000-2009 10.091285 4.8832986 34279.398 10.281398 11 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1939 5.2295574 11932.1224 42.820854 21.980289 2000-2009 –> 2010-2019 10.369613 5.1400555 24267.924 86.587893 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1939 5.2446199 11943.2760 23.618747 22.273680 2000-2009 –> 2010-2019 10.409005 5.1643848 24298.117 47.724272 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1939 5.2505504 11947.6586 96.758230 22.286527 2000-2009 –> 2010-2019 10.422730 5.1721797 24308.581 192.521218 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1939 5.2649913 11958.3099 78.193899 21.520245 2000-2009 –> 2010-2019 10.446380 5.1813884 24326.405 149.490827 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1939 5.2689856 11961.2509 16.672580 21.289908 2000-2009 –> 2010-2019 10.449878 5.1808926 24328.960 31.788929 6 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1939 5.2677890 11958.3700 30.311666 21.072750 2000-2009 –> 2010-2019 10.460707 5.1929181 24333.427 57.690158 5 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1939 5.2733396 11962.4541 7.486608 20.780558 2000-2009 –> 2010-2019 10.469126 5.1957868 24339.738 14.790111 7 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1939 5.2929227 11978.8288 26.191883 20.602897 2000-2009 –> 2010-2019 10.483934 5.1910109 24354.405 49.117597 10 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1939 5.2809346 11970.0354 33.460470 20.623764 2000-2009 –> 2010-2019 10.488716 5.2077813 24358.616 64.346225 8 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1939 5.2916500 11975.8962 4.528218 20.348428 2000-2009 –> 2010-2019 10.499461 5.2078113 24362.500 9.013753 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2963 4.9054074 17846.9736 50.074216 27.263268 1982-1999 –> 2000-2009 9.622325 4.7169179 48126.233 100.854211 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2963 4.9418883 17890.8815 29.560668 25.754340 1982-1999 –> 2000-2009 9.645673 4.7037849 48141.730 60.229451 6 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2963 4.9067403 17848.5837 80.327184 27.725130 1982-1999 –> 2000-2009 9.654647 4.7479066 48194.569 158.063344 3 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2963 4.9280878 17874.3096 23.555142 27.606636 1982-1999 –> 2000-2009 9.685241 4.7571536 48240.122 46.585604 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2963 4.9644953 17917.9286 64.589806 26.341450 1982-1999 –> 2000-2009 9.693857 4.7293617 48224.035 127.870283 7 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2963 5.0183300 17979.8439 7.844128 24.968885 1982-1999 –> 2000-2009 9.737844 4.7195144 48262.711 15.208713 10 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2963 4.9993362 17959.3720 16.546751 25.731451 1982-1999 –> 2000-2009 9.738091 4.7387546 48285.696 33.089032 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2963 4.9067336 17848.5755 27.896635 27.730157 1982-1999 –> 2000-2009 9.788036 4.8813028 48476.909 57.610071 2 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2963 4.9067408 17846.5842 7.471426 27.733642 1982-1999 –> 2000-2009 9.797532 4.8907914 48492.706 14.512185 4 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2963 5.0911896 18067.2629 30.599335 26.501299 1982-1999 –> 2000-2009 9.852156 4.7609667 48441.240 63.160119 11 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2724 5.0316060 16546.9244 26.680619 25.356506 2000-2009 –> 2010-2019 9.938340 4.9067336 34395.500 54.577254 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2724 5.0324310 16547.8175 83.083207 25.778230 2000-2009 –> 2010-2019 9.939171 4.9067403 34396.401 163.410390 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2724 5.0339038 16549.4118 48.419033 25.574488 2000-2009 –> 2010-2019 9.939311 4.9054074 34396.385 98.493249 3 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2724 5.0342403 16547.7759 7.363366 25.383549 2000-2009 –> 2010-2019 9.940981 4.9067408 34394.360 14.834792 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2724 5.0450257 16561.4353 23.148661 25.927430 2000-2009 –> 2010-2019 9.973114 4.9280878 34435.745 46.703804 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2724 5.0981289 16618.4804 28.282592 24.489006 2000-2009 –> 2010-2019 10.040017 4.9418883 34509.362 57.843261 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2724 5.1174089 16639.0447 65.601221 25.157816 2000-2009 –> 2010-2019 10.081904 4.9644953 34556.973 130.191027 7 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2724 5.1338619 16654.5325 7.111409 26.398472 2000-2009 –> 2010-2019 10.119805 4.9859433 34596.008 14.328336 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2724 5.1411277 16664.2374 15.993506 24.864289 2000-2009 –> 2010-2019 10.140464 4.9993362 34623.609 32.540256 9 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2724 5.1667432 16689.3146 7.702547 23.255659 2000-2009 –> 2010-2019 10.185073 5.0183300 34669.158 15.546675 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4684 3.7559951 25703.7896 36.357522 15.278110 1982-1999 –> 2000-2009 7.258612 3.5026170 72966.687 72.360694 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4684 3.7831827 25771.3551 33.696636 15.102733 1982-1999 –> 2000-2009 7.297291 3.5141081 73092.161 69.317307 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4684 3.8078928 25832.3438 13.660979 14.914382 1982-1999 –> 2000-2009 7.348087 3.5401945 73283.909 27.313507 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4684 3.8393576 25909.4339 38.937713 15.498709 1982-1999 –> 2000-2009 7.535884 3.6965267 74124.987 77.294254 4 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4684 3.8478369 25930.1006 46.196695 15.281619 1982-1999 –> 2000-2009 7.552712 3.7048754 74185.539 94.940100 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4684 3.9664729 26214.5703 19.393837 16.395497 1982-1999 –> 2000-2009 7.563223 3.5967505 73946.348 38.127598 8 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4684 3.8516728 25939.4349 15.450356 15.173492 1982-1999 –> 2000-2009 7.567149 3.7154763 74245.390 30.777016 6 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4684 3.9679371 26216.0278 8.658220 16.484277 1982-1999 –> 2000-2009 7.570516 3.6025792 73974.433 17.200049 9 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4684 4.0733567 26461.6668 8.734808 17.838944 1982-1999 –> 2000-2009 7.865211 3.7918545 75125.380 17.336981 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4684 3.8989771 26053.7871 19.000121 19.302446 1982-1999 –> 2000-2009 7.883051 3.9840744 75593.773 37.175347 7 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4437 3.9735272 24848.7116 35.911056 18.468315 2000-2009 –> 2010-2019 7.729522 3.7559951 50552.501 72.268578 5 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4437 3.9369579 24766.6639 38.508511 16.282593 2000-2009 –> 2010-2019 7.776315 3.8393576 50676.098 77.446224 1 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4437 3.9460447 24787.1223 45.418253 16.033840 2000-2009 –> 2010-2019 7.793882 3.8478369 50717.223 91.614949 2 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4437 3.9480166 24791.5557 15.411923 15.968988 2000-2009 –> 2010-2019 7.799690 3.8516728 50730.991 30.862279 3 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4437 4.0195235 24950.8443 33.685888 18.357654 2000-2009 –> 2010-2019 7.802706 3.7831827 50722.199 67.382524 7 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4437 3.9542199 24805.4878 18.590015 20.684356 2000-2009 –> 2010-2019 7.853197 3.8989771 50859.275 37.590136 4 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4437 4.0456086 25008.2468 13.577728 19.114228 2000-2009 –> 2010-2019 7.853501 3.8078928 50840.591 27.238707 8 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4437 3.9898322 24883.0507 11.349020 18.043000 2000-2009 –> 2010-2019 7.976883 3.9870512 51144.097 22.321270 6 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4437 4.2194479 25381.5963 18.472304 17.945270 2000-2009 –> 2010-2019 8.185921 3.9664729 51596.167 37.866141 10 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4437 4.2224632 25385.9356 9.061787 17.686184 2000-2009 –> 2010-2019 8.190400 3.9679371 51601.963 17.720007 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7936 3.3956894 41939.0204 30.446801 16.587881 1982-1999 –> 2000-2009 6.268894 2.8732042 111923.153 59.613382 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7936 3.4061745 41987.9539 48.375849 16.423413 1982-1999 –> 2000-2009 6.275219 2.8690446 111931.119 97.115318 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7936 3.4252522 42076.6036 14.407902 16.269924 1982-1999 –> 2000-2009 6.303297 2.8780452 112108.341 28.289675 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7936 3.5189235 42504.8307 46.578230 17.221708 1982-1999 –> 2000-2009 6.549575 3.0306513 113997.586 91.906386 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7936 3.5185683 42503.2283 12.402953 17.333462 1982-1999 –> 2000-2009 6.550048 3.0314800 114003.715 24.341921 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7936 3.5207421 42513.0311 26.309998 16.723073 1982-1999 –> 2000-2009 6.550347 3.0296054 113996.025 51.563715 9 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 7936 3.5612641 42692.6666 26.036371 17.490506 1982-1999 –> 2000-2009 6.601663 3.0403988 114274.227 51.105858 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7936 3.6153174 42933.7640 16.028465 16.463874 1982-1999 –> 2000-2009 6.627395 3.0120780 114252.684 31.787630 18 22
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7936 3.6187535 42946.8419 14.520419 16.625248 1982-1999 –> 2000-2009 6.650835 3.0320815 114450.939 28.736100 19 27
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 7936 3.6106360 42911.1984 42.814695 17.948866 1982-1999 –> 2000-2009 6.678072 3.0674359 114743.113 84.970404 17 27
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7120 3.7800856 39155.2771 31.493686 16.997265 2000-2009 –> 2010-2019 7.175775 3.3956894 81094.298 61.940488 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7120 3.7973129 39220.0268 48.200207 16.816830 2000-2009 –> 2010-2019 7.203487 3.4061745 81207.981 96.576055 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7120 3.8149813 39286.1302 14.800869 16.885594 2000-2009 –> 2010-2019 7.240234 3.4252522 81362.734 29.208771 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7120 3.8137932 39281.6944 13.398051 18.571667 2000-2009 –> 2010-2019 7.329299 3.5155054 81771.100 26.515906 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7120 3.8168470 39293.0924 61.434859 18.546238 2000-2009 –> 2010-2019 7.333260 3.5164127 81786.594 124.009427 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7120 3.8238535 39319.2085 28.625794 18.482883 2000-2009 –> 2010-2019 7.341708 3.5178546 81819.217 56.435812 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7120 3.8761258 39512.5516 12.574524 16.676138 2000-2009 –> 2010-2019 7.394694 3.5185683 82015.780 24.977477 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7120 3.8766500 39514.4770 47.095829 16.681397 2000-2009 –> 2010-2019 7.395574 3.5189235 82019.308 93.674059 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7120 3.8850132 39545.1644 26.871617 16.632953 2000-2009 –> 2010-2019 7.405755 3.5207421 82058.195 53.181615 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7120 3.8549704 39434.6185 14.038996 17.447720 2000-2009 –> 2010-2019 7.456257 3.6012868 82306.665 27.712890 7 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9834 3.0224355 49675.7295 17.952458 22.428813 1982-1999 –> 2000-2009 5.328600 2.3061647 128201.286 36.400336 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9834 3.1457194 50462.0493 19.963956 27.490295 1982-1999 –> 2000-2009 5.562025 2.4163058 130612.285 40.056648 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9834 3.2019734 50810.6587 18.354772 24.274250 1982-1999 –> 2000-2009 5.621143 2.4191692 131002.138 36.708368 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 9834 3.2134811 50881.2173 52.028556 24.557099 1982-1999 –> 2000-2009 5.639844 2.4263634 131176.103 102.576861 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9834 3.2142265 50885.7790 55.666846 24.614212 1982-1999 –> 2000-2009 5.641122 2.4268956 131188.303 111.233557 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 9834 3.2147406 50886.9248 4.789901 24.672535 1982-1999 –> 2000-2009 5.643339 2.4285983 131211.872 9.574520 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 9834 3.2596347 51159.6893 17.982660 27.710667 1982-1999 –> 2000-2009 5.736600 2.4769659 132171.370 35.973186 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9834 3.2764890 51263.1231 55.726376 29.647387 1982-1999 –> 2000-2009 5.831366 2.5548770 133355.292 110.162833 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9834 3.2822598 51297.7331 52.148741 29.837812 1982-1999 –> 2000-2009 5.839937 2.5576768 133428.045 104.518315 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 9834 3.2846173 51309.8547 14.806692 29.911613 1982-1999 –> 2000-2009 5.844541 2.5599240 133468.749 29.801546 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8723 3.2576457 45372.6105 18.964408 19.627335 2000-2009 –> 2010-2019 6.280081 3.0224355 95048.340 36.916866 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8723 3.3486678 45853.3849 21.512201 22.258758 2000-2009 –> 2010-2019 6.494387 3.1457194 96315.434 41.476157 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8723 3.4330288 46287.4467 19.714357 20.558498 2000-2009 –> 2010-2019 6.635002 3.2019734 97098.105 38.069128 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 8723 3.4423221 46334.6093 54.004373 20.757751 2000-2009 –> 2010-2019 6.655803 3.2134811 97215.827 106.032929 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8723 3.4426939 46336.4938 60.497482 20.790812 2000-2009 –> 2010-2019 6.656920 3.2142265 97222.273 116.164328 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 8723 3.4428107 46335.0855 4.856475 20.811363 2000-2009 –> 2010-2019 6.657551 3.2147406 97222.010 9.646375 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 8723 3.4663473 46453.9485 19.264678 22.826940 2000-2009 –> 2010-2019 6.725982 3.2596347 97613.638 37.247338 10 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8723 3.4527763 46387.5119 58.077791 24.042603 2000-2009 –> 2010-2019 6.729265 3.2764890 97650.635 113.804167 7 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8723 3.4570032 46408.8564 56.467261 24.153458 2000-2009 –> 2010-2019 6.739263 3.2822598 97706.590 108.616002 8 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 8723 3.4587138 46415.4870 15.516432 24.217036 2000-2009 –> 2010-2019 6.743331 3.2846173 97725.342 30.323124 9 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2801 1.9149021 11602.3254 17.290909 10.695097 1982-1999 –> 2000-2009 3.469777 1.5548749 30424.298 34.688694 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2801 1.9539917 11715.5294 34.306202 10.953161 1982-1999 –> 2000-2009 3.529764 1.5757726 30672.477 67.757794 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2801 1.9573619 11725.1833 174.660621 11.031985 1982-1999 –> 2000-2009 3.536653 1.5792911 30704.680 341.671950 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2801 1.9643580 11745.1706 81.668658 11.191348 1982-1999 –> 2000-2009 3.546902 1.5825443 30745.472 161.255522 5 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2801 1.8945289 11542.4048 13.365993 10.646095 1982-1999 –> 2000-2009 3.627187 1.7326581 31458.902 26.397404 1 7
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2801 2.0644071 12021.4644 8.755992 11.091980 1982-1999 –> 2000-2009 3.711994 1.6475864 31426.972 17.516779 7 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2801 2.0157754 11887.9176 8.408831 11.004997 1982-1999 –> 2000-2009 3.784586 1.7688106 32011.194 16.808315 6 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2801 2.1064840 12136.4967 24.613545 15.327114 1982-1999 –> 2000-2009 3.939624 1.8331404 32622.934 49.886630 8 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2801 2.1066356 12136.9000 125.102298 15.295000 1982-1999 –> 2000-2009 3.941225 1.8345896 32631.327 251.166830 9 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2801 2.1214662 12176.1997 66.682830 15.674473 1982-1999 –> 2000-2009 3.963147 1.8416807 32709.629 130.902861 11 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2432 2.0977373 10519.2566 13.465935 18.286646 2000-2009 –> 2010-2019 3.992266 1.8945289 22061.661 26.831928 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2432 2.2210234 10797.0338 18.756109 19.750002 2000-2009 –> 2010-2019 4.135925 1.9149021 22399.359 36.047018 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2432 2.2284901 10813.3582 40.793057 18.821714 2000-2009 –> 2010-2019 4.182482 1.9539917 22528.888 75.099259 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2432 2.2297846 10816.1829 198.581780 18.826169 2000-2009 –> 2010-2019 4.187146 1.9573619 22541.366 373.242401 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2432 2.2420798 10842.9296 98.518712 19.116311 2000-2009 –> 2010-2019 4.206438 1.9643580 22588.100 180.187370 6 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2432 2.2336854 10822.6846 9.411404 18.665524 2000-2009 –> 2010-2019 4.249461 2.0157754 22710.602 17.820235 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2432 2.3228622 11015.0969 154.709645 22.557075 2000-2009 –> 2010-2019 4.429498 2.1066356 23151.997 279.811944 7 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2432 2.3246371 11018.8121 31.804775 22.665780 2000-2009 –> 2010-2019 4.431121 2.1064840 23155.309 56.418320 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 2432 2.3339690 11036.2988 13.373275 23.465372 2000-2009 –> 2010-2019 4.440679 2.1067102 23171.397 26.534253 9 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2432 2.3948194 11161.4863 9.759600 19.897751 2000-2009 –> 2010-2019 4.459226 2.0644071 23182.951 18.515593 11 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2646 1.4279412 9408.2114 35.716846 18.962445 1982-1999 –> 2000-2009 2.746830 1.3188883 25080.561 67.609871 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2646 1.4299451 9415.6325 262.111689 19.029612 1982-1999 –> 2000-2009 2.752072 1.3221265 25110.627 503.932690 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2646 1.4374242 9443.2396 70.678541 19.181450 1982-1999 –> 2000-2009 2.763841 1.3264163 25168.146 132.970425 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2646 1.4812454 9602.1608 17.444730 17.532401 1982-1999 –> 2000-2009 2.848273 1.3670277 25605.546 35.317057 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2646 1.4279671 9408.3075 12.669648 19.407495 1982-1999 –> 2000-2009 2.858307 1.4303397 25829.745 25.897223 2 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2646 1.4540694 9502.1681 8.360927 19.463370 1982-1999 –> 2000-2009 2.884670 1.4306010 25923.293 16.475990 5 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2646 1.5954029 9993.0550 8.935506 17.907954 1982-1999 –> 2000-2009 3.012485 1.4170822 26326.505 17.612782 10 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2646 1.5865049 9965.4577 18.757323 17.098857 1982-1999 –> 2000-2009 3.013081 1.4265758 26362.564 37.657831 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2646 1.5975652 10002.2228 43.426892 17.303229 1982-1999 –> 2000-2009 3.032945 1.4353800 26456.142 86.151269 12 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2646 1.5990334 10007.0840 78.588874 17.344372 1982-1999 –> 2000-2009 3.035029 1.4359955 26464.963 156.309346 14 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2259 1.5566376 8424.1062 13.138473 14.840422 2000-2009 –> 2010-2019 2.984605 1.4279671 17832.414 25.808121 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2259 1.6208224 8606.6585 33.980243 14.936651 2000-2009 –> 2010-2019 3.048764 1.4279412 18014.870 69.697088 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2259 1.6213728 8608.1927 247.692597 14.937039 2000-2009 –> 2010-2019 3.051318 1.4299451 18023.825 509.804286 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2259 1.6306478 8633.9640 67.723863 15.154127 2000-2009 –> 2010-2019 3.068072 1.4374242 18077.204 138.402404 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2259 1.6228203 8610.2243 9.651611 14.864247 2000-2009 –> 2010-2019 3.076890 1.4540694 18112.392 18.012538 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2259 1.7009844 8824.7581 18.012823 16.012735 2000-2009 –> 2010-2019 3.182230 1.4812454 18426.919 35.457553 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2259 1.7136727 8858.3346 183.480962 15.895355 2000-2009 –> 2010-2019 3.304928 1.5912558 18839.616 374.990831 7 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2259 1.7148401 8861.4113 25.059379 15.946324 2000-2009 –> 2010-2019 3.306643 1.5918027 18844.511 51.055249 8 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2259 1.7233584 8883.7986 48.597824 16.185999 2000-2009 –> 2010-2019 3.322598 1.5992391 18891.563 98.605356 9 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 2259 1.7316261 8903.4215 12.222022 16.450758 2000-2009 –> 2010-2019 3.328139 1.5965133 18900.159 23.804540 10 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3696 1.5452241 13719.5625 25.004709 14.965652 1982-1999 –> 2000-2009 2.781408 1.2361835 35536.334 47.659454 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3696 1.5327431 13659.6140 15.492262 14.503874 1982-1999 –> 2000-2009 2.790154 1.2574105 35703.984 30.970585 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3696 1.5372442 13681.2893 28.708729 13.731091 1982-1999 –> 2000-2009 2.790637 1.2533925 35682.874 57.008568 2 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3696 1.5555352 13768.7245 37.195408 15.165652 1982-1999 –> 2000-2009 2.799675 1.2441398 35671.259 70.978940 6 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3696 1.5568255 13774.8538 385.955769 15.178543 1982-1999 –> 2000-2009 2.803338 1.2465124 35702.858 746.508324 7 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3696 1.5428972 13708.4225 439.895358 13.804835 1982-1999 –> 2000-2009 2.806019 1.2631215 35813.371 885.707259 3 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3696 1.5472098 13729.0554 45.384830 13.932255 1982-1999 –> 2000-2009 2.808625 1.2614148 35815.930 90.212751 5 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 3696 1.5581027 13778.9153 13.121324 15.140560 1982-1999 –> 2000-2009 2.815743 1.2576405 35823.731 26.284956 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3696 1.5648916 13811.0534 14.713352 14.281033 1982-1999 –> 2000-2009 2.831765 1.2668734 35953.651 29.592513 9 21
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3696 1.6808903 14339.6338 24.264242 15.661024 1982-1999 –> 2000-2009 2.936457 1.2555663 36362.383 46.399589 12 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3381 1.6900696 13157.3552 28.435363 14.313847 2000-2009 –> 2010-2019 3.227314 1.5372442 26838.645 57.144092 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3381 1.6920445 13165.2521 438.906171 14.282116 2000-2009 –> 2010-2019 3.234942 1.5428972 26873.675 878.801529 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3381 1.7147330 13255.3206 15.471620 16.397022 2000-2009 –> 2010-2019 3.247476 1.5327431 26914.935 30.963883 6 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3381 1.7009469 13200.7361 44.985372 14.550569 2000-2009 –> 2010-2019 3.248157 1.5472098 26929.792 90.370202 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3381 1.6924882 13167.0252 14.536913 13.901470 2000-2009 –> 2010-2019 3.286343 1.5938546 27115.639 29.092110 3 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3381 1.6973381 13184.3742 14.290902 13.845627 2000-2009 –> 2010-2019 3.291806 1.5944684 27133.834 28.657213 4 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3381 1.7555287 13414.3134 24.599336 17.137541 2000-2009 –> 2010-2019 3.300753 1.5452241 27133.876 49.604045 7 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3381 1.7666991 13457.2038 36.871737 17.368901 2000-2009 –> 2010-2019 3.322234 1.5555352 27225.928 74.067144 9 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3381 1.7661291 13455.0216 382.447545 17.304135 2000-2009 –> 2010-2019 3.322955 1.5568255 27229.875 768.403314 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 3381 1.7667905 13455.5536 13.224890 17.397552 2000-2009 –> 2010-2019 3.324893 1.5581027 27234.469 26.346214 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2382 1.4538067 8556.4425 60.922810 8.983078 1982-1999 –> 2000-2009 2.672969 1.2191622 22445.182 116.985775 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2382 1.4571011 8567.2258 60.926992 8.997314 1982-1999 –> 2000-2009 2.679460 1.2223588 22478.432 116.979225 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2382 1.4561878 8564.2389 357.196768 8.987213 1982-1999 –> 2000-2009 2.679646 1.2234578 22483.156 672.363601 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2382 1.4626269 8585.2581 40.567949 9.110746 1982-1999 –> 2000-2009 2.691795 1.2291680 22544.127 93.423632 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2382 1.4637711 8588.9837 60.026385 9.003941 1982-1999 –> 2000-2009 2.695385 1.2316141 22564.910 115.953043 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2382 1.4632090 8585.1538 29.156524 9.080745 1982-1999 –> 2000-2009 2.698101 1.2348920 22581.885 57.758643 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2382 1.4693745 8605.1857 59.513531 9.151802 1982-1999 –> 2000-2009 2.701137 1.2317627 22580.147 114.812217 9 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2382 1.4658556 8595.7630 342.844986 9.007058 1982-1999 –> 2000-2009 2.701295 1.2354396 22598.298 665.148262 7 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2382 1.4669611 8599.3546 60.035308 9.019006 1982-1999 –> 2000-2009 2.701477 1.2345159 22595.472 115.932190 8 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2382 1.4712934 8611.4030 322.967110 9.152004 1982-1999 –> 2000-2009 2.706847 1.2355534 22612.728 615.568819 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2172 1.7297935 8558.3899 70.574785 22.169536 2000-2009 –> 2010-2019 3.183600 1.4538067 17114.832 131.497594 6 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2172 1.7304431 8560.0208 371.772534 22.155467 2000-2009 –> 2010-2019 3.186631 1.4561878 17124.260 728.969302 7 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2172 1.7247634 8545.7395 69.590120 21.511332 2000-2009 –> 2010-2019 3.188535 1.4637711 17134.723 129.616505 1 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2172 1.7340414 8569.0444 70.596847 22.341267 2000-2009 –> 2010-2019 3.191143 1.4571011 17136.270 131.523839 9 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2172 1.7256750 8548.0348 396.255385 21.520527 2000-2009 –> 2010-2019 3.191531 1.4658556 17143.798 739.100372 2 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2172 1.7293423 8557.2567 69.627336 21.707080 2000-2009 –> 2010-2019 3.196303 1.4669611 17156.611 129.662644 5 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2172 1.7471399 8599.7346 69.482282 21.631346 2000-2009 –> 2010-2019 3.216514 1.4693745 17204.920 128.995813 18 27
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2172 1.7472176 8599.9278 338.080676 21.603845 2000-2009 –> 2010-2019 3.218511 1.4712934 17211.331 661.047786 19 29
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2172 1.7509908 8609.2988 69.512855 21.797866 2000-2009 –> 2010-2019 3.223389 1.4723982 17224.278 129.032305 23 34
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2172 1.7276221 8552.9335 70.804249 21.504377 2000-2009 –> 2010-2019 3.234676 1.5070539 17280.743 112.298728 3 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3746 1.5255717 13809.0775 34.371841 9.007966 1982-1999 –> 2000-2009 2.878329 1.3527573 37395.037 68.383977 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3746 1.5265397 13813.8298 34.360836 9.035594 1982-1999 –> 2000-2009 2.879732 1.3531924 37404.194 68.366072 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3746 1.5284901 13823.3961 241.604950 11.116669 1982-1999 –> 2000-2009 2.879908 1.3514184 37395.793 467.584964 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3746 1.5277128 13819.5851 123.801815 9.106209 1982-1999 –> 2000-2009 2.881764 1.3540510 37418.636 230.732616 3 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3746 1.5309986 13833.6819 5.975218 11.466708 1982-1999 –> 2000-2009 2.889577 1.3585784 37476.450 11.622979 5 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3746 1.5336212 13848.5045 157.742786 9.282089 1982-1999 –> 2000-2009 2.891061 1.3574398 37481.790 303.931313 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3746 1.5339493 13848.1071 24.191842 9.340980 1982-1999 –> 2000-2009 2.891591 1.3576415 37481.428 48.776557 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3746 1.5346160 13853.3626 157.771134 9.280707 1982-1999 –> 2000-2009 2.892556 1.3579405 37491.699 304.198696 8 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3746 1.5350468 13853.4656 24.203668 9.348791 1982-1999 –> 2000-2009 2.893165 1.3581181 37491.594 48.794393 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3746 1.5359286 13859.7680 385.233551 9.266840 1982-1999 –> 2000-2009 2.894799 1.3588706 37507.482 725.716019 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3489 1.7284564 13733.9154 32.994387 12.796224 2000-2009 –> 2010-2019 3.254028 1.5255717 27542.993 67.366228 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3489 1.7259920 13723.9590 227.238553 12.090895 2000-2009 –> 2010-2019 3.254482 1.5284901 27547.355 468.843503 1 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3489 1.7296736 13738.8274 32.981550 12.802907 2000-2009 –> 2010-2019 3.256213 1.5265397 27552.657 67.342386 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3489 1.7307086 13743.0017 126.608066 12.776256 2000-2009 –> 2010-2019 3.258421 1.5277128 27562.587 250.409881 4 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3489 1.7342538 13755.2809 6.034138 11.986458 2000-2009 –> 2010-2019 3.265252 1.5309986 27588.963 12.009355 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3489 1.7361637 13764.9614 222.869473 11.636486 2000-2009 –> 2010-2019 3.273528 1.5373646 27631.731 462.282782 10 22
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3489 1.7406787 13781.0848 8.758947 11.692906 2000-2009 –> 2010-2019 3.278810 1.5381311 27649.589 17.358681 15 28
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3489 1.7339241 13755.9544 223.010047 11.454924 2000-2009 –> 2010-2019 3.280130 1.5462063 27665.689 462.690168 5 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3489 1.7468322 13807.7094 151.910327 13.738548 2000-2009 –> 2010-2019 3.280453 1.5336212 27656.214 309.653113 20 26
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3489 1.7468728 13805.8714 22.119109 13.768891 2000-2009 –> 2010-2019 3.280822 1.5339493 27653.979 46.310952 21 28
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1735 1.2175228 5620.6762 269.455747 25.535444 1982-1999 –> 2000-2009 2.366119 1.1485963 15615.002 589.745823 5 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1735 1.2316611 5660.7388 248.578492 24.723882 1982-1999 –> 2000-2009 2.385339 1.1536774 15683.350 529.222319 7 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1735 1.2335133 5665.9532 250.400923 24.939472 1982-1999 –> 2000-2009 2.387684 1.1541705 15691.303 533.598576 8 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1735 1.2343450 5668.2923 384.727161 25.015182 1982-1999 –> 2000-2009 2.388847 1.1545015 15695.479 798.772504 10 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1735 1.2343320 5668.2555 260.621829 25.031182 1982-1999 –> 2000-2009 2.388889 1.1545574 15695.753 578.622562 9 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1735 1.2173240 5620.1097 352.763271 26.005043 1982-1999 –> 2000-2009 2.389355 1.1720307 15743.860 720.484525 4 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1735 1.2172867 5620.0034 270.248677 26.012454 1982-1999 –> 2000-2009 2.389580 1.1722932 15745.189 589.318654 3 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1735 1.2181466 5620.4537 269.176434 25.792088 1982-1999 –> 2000-2009 2.392495 1.1743481 15754.862 587.659423 6 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1735 1.2167330 5618.4246 255.976373 26.056252 1982-1999 –> 2000-2009 2.392543 1.1758101 15762.805 538.597429 2 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1735 1.2343761 5666.3797 259.247585 24.923698 1982-1999 –> 2000-2009 2.393268 1.1588918 15715.889 577.230119 11 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1544 1.6425953 5928.1870 250.117202 25.772034 2000-2009 –> 2010-2019 2.874256 1.2316611 11588.926 498.695694 1 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1544 1.6493786 5940.9130 250.417842 25.992482 2000-2009 –> 2010-2019 2.882892 1.2335133 11606.866 500.818765 2 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1544 1.6511207 5944.1730 344.254164 25.976475 2000-2009 –> 2010-2019 2.885466 1.2343450 11612.465 728.981325 3 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1544 1.6532285 5948.1126 254.551422 26.131321 2000-2009 –> 2010-2019 2.887561 1.2343320 11616.368 515.173252 4 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1544 1.6896654 6015.4324 256.492571 29.777398 2000-2009 –> 2010-2019 2.905686 1.2160206 11631.825 505.456193 5 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1544 1.6906698 6017.2675 256.146497 29.761603 2000-2009 –> 2010-2019 2.907403 1.2167330 11635.692 512.122870 7 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1544 1.6911294 6018.1069 321.260695 29.748088 2000-2009 –> 2010-2019 2.908453 1.2173240 11638.217 674.023966 8 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1544 1.6913588 6018.5257 256.143381 29.753613 2000-2009 –> 2010-2019 2.908645 1.2172867 11638.529 526.392058 10 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1544 1.7070100 6046.9695 253.788415 30.586669 2000-2009 –> 2010-2019 2.924533 1.2175228 11667.646 523.244162 15 20
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1544 1.6912271 6016.2852 250.073474 29.871388 2000-2009 –> 2010-2019 2.926672 1.2354452 11685.669 498.614392 9 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 363 0.6006016 674.0176 218.742142 2.792113 1982-1999 –> 2000-2009 1.548035 0.9474331 2855.542 501.750027 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 363 0.6005582 673.9650 249.744063 2.791593 1982-1999 –> 2000-2009 1.548909 0.9483503 2857.026 546.483707 4 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 363 0.6000860 673.3940 221.558188 2.791850 1982-1999 –> 2000-2009 1.549562 0.9494755 2858.338 510.878495 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 363 0.5997807 673.0246 339.560010 2.792572 1982-1999 –> 2000-2009 1.550036 0.9502553 2859.272 754.484213 2 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 363 0.5915770 663.0260 16.582869 2.779813 1982-1999 –> 2000-2009 1.588798 0.9972207 2925.881 27.353669 1 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 363 0.6022540 674.0122 14.311716 2.833835 1982-1999 –> 2000-2009 1.600397 0.9981431 2936.335 24.874050 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 363 0.7971588 879.5641 218.963553 2.927083 1982-1999 –> 2000-2009 1.891863 1.0947037 3290.527 522.470895 7 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 363 0.8076122 887.0226 218.959076 2.054065 1982-1999 –> 2000-2009 1.903093 1.0954805 3297.112 495.063187 12 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 363 0.8007834 882.8577 18.721197 5.701696 1982-1999 –> 2000-2009 1.966051 1.1652673 3393.018 29.835264 11 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 363 0.8005191 882.6181 4.328584 5.695313 1982-1999 –> 2000-2009 1.967000 1.1664804 3394.430 7.272116 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 297 1.3134133 1018.7913 15.982397 16.474663 2000-2009 –> 2010-2019 1.904990 0.5915770 1681.817 32.565266 11 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 297 1.1793238 954.8246 18.625946 13.785766 2000-2009 –> 2010-2019 1.980107 0.8007834 1837.682 37.347143 1 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 297 1.1830729 956.7099 292.900506 14.027376 2000-2009 –> 2010-2019 1.980232 0.7971588 1836.274 511.864059 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 297 1.1846011 957.4767 80.032342 13.830258 2000-2009 –> 2010-2019 1.984954 0.8003528 1839.944 172.175023 7 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 297 1.1845041 957.4281 4.640910 13.872772 2000-2009 –> 2010-2019 1.985023 0.8005191 1840.046 8.969495 6 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 297 1.1851112 957.7325 5.174818 13.884364 2000-2009 –> 2010-2019 1.985614 0.8005030 1840.336 9.976042 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 297 1.3890032 1052.0298 312.769513 17.279171 2000-2009 –> 2010-2019 1.989561 0.6005582 1725.995 562.513576 14 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 297 1.3930165 1053.7436 343.299844 17.292472 2000-2009 –> 2010-2019 1.992797 0.5997807 1726.768 682.859854 17 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 297 1.3929245 1053.7044 274.447374 17.397094 2000-2009 –> 2010-2019 1.993526 0.6006016 1727.722 493.189516 16 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 297 1.3938632 1054.1045 275.864049 17.362471 2000-2009 –> 2010-2019 1.993949 0.6000860 1727.499 497.422238 19 22

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 –> 2000-2009 11.894829 8377.506
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 11.320442 5266.789
Atlantic (26,26.5] 1982-1999 –> 2000-2009 14.933220 8994.962
Atlantic (26,26.5] 2000-2009 –> 2010-2019 13.479249 6523.660
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 9.863900 6033.823
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 9.840225 4060.092
Atlantic (26.75,27] 1982-1999 –> 2000-2009 9.313653 8756.242
Atlantic (26.75,27] 2000-2009 –> 2010-2019 9.509615 6269.523
Atlantic (27,27.25] 1982-1999 –> 2000-2009 8.187172 13550.870
Atlantic (27,27.25] 2000-2009 –> 2010-2019 9.227480 9954.822
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 7.052028 30889.561
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.909381 23217.674
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 8.465065 55283.690
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 10.171558 40491.834
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 8.417926 23280.824
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 10.904974 17134.577
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 9.301555 30600.528
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 11.630717 23357.171
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 9.222933 39686.227
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 9.426888 24984.593
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 5.535821 9635.641
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 6.274935 6846.355
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 5.776293 10201.581
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 6.590966 6843.724
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 5.409378 8424.970
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 6.915959 6023.158
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 4.911827 10925.964
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 5.346804 7339.058
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 18.950796 63546.550
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.981671 43127.801
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 12.155867 42517.387
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 11.996678 28292.456
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 10.024751 34198.407
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 10.449955 24327.867
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 9.721540 48288.595
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 10.029818 34497.350
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 7.544174 74053.861
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 7.896202 50944.110
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.505535 113568.090
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.327604 81744.187
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.668852 131581.544
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.631759 97081.819
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.705086 31540.788
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.271424 22749.163
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.894753 25832.809
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.167419 18396.347
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.816382 35806.637
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.280687 27063.067
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.692811 22548.434
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.203083 17173.177
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.887248 37454.410
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 3.268214 27605.175
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 2.387412 15710.349
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 2.901157 11632.220
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.711374 3066.748
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.979075 1778.408

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
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
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
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
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 --> 2000-2009
(-Inf,26] 9 10 7 7 3 4 7
(26,26.5] 6 10 7 5 6 10 5
(26.5,26.75] 8 6 4 5 8 10 7
(26.75,27] 8 8 6 5 7 9 7
(27,27.25] 7 10 7 6 4 4 9
(27.25,27.5] 8 10 4 5 5 10 5
(27.5,27.75] 8 10 5 3 5 10 6
(27.75,27.85] 7 10 6 6 4 4 10
(27.85,27.95] 7 4 7 8 4 10 8
(27.95,28.05] 3 4 3 10 10 4 10
(28.05,28.1] 6 2 7 7 7 10 7
(28.1,28.15] 8 5 7 6 8 6 6
(28.15,28.2] 4 3 5 6 8 10 9
(28.2, Inf] 7 4 4 6 10 8 8
total 96.00 96.00 79.00 85.00 89.00 109.00 104.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 9 10 7 7 3 4 7
(26,26.5] 7 10 6 5 6 10 5
(26.5,26.75] 8 7 5 5 6 10 8
(26.75,27] 7 7 7 6 7 9 7
(27,27.25] 7 10 7 6 6 6 7
(27.25,27.5] 8 10 4 5 5 10 5
(27.5,27.75] 8 10 4 4 5 10 6
(27.75,27.85] 7 10 7 6 4 4 9
(27.85,27.95] 7 4 7 8 4 10 8
(27.95,28.05] 7 6 7 7 10 3 7
(28.05,28.1] 8 4 9 6 5 7 6
(28.1,28.15] 9 5 8 5 6 4 6
(28.15,28.2] 6 2 5 7 6 10 9
(28.2, Inf] 6 4 4 5 10 10 8
total 104.00 99.00 87.00 82.00 83.00 107.00 98.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 7 6 5 10 5 9
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 9 10 4 4 4 10 5
(26.75,27] 5 10 7 5 5 10 6
(27,27.25] 4 10 7 5 6 10 6
(27.25,27.5] 5 10 8 5 10 5 4
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 6 10 6 4 7 5 10
(27.85,27.95] 6 7 6 4 10 5 10
(27.95,28.05] 5 5 7 5 10 5 10
(28.05,28.1] 6 4 7 5 10 5 10
(28.1,28.2] 7 4 5 8 10 5 8
(28.2,28.3] 8 10 9 5 6 5 5
(28.3, Inf] 6 8 6 7 10 4 7
total 88.00 115.00 89.00 71.00 112.00 89.00 100.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 7 6 5 10 5 9
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 8 10 5 5 5 10 4
(26.75,27] 4 10 8 5 5 10 5
(27,27.25] 4 10 6 6 6 10 6
(27.25,27.5] 6 10 6 7 7 7 7
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 7 10 5 3 7 5 10
(27.85,27.95] 7 10 5 4 6 6 10
(27.95,28.05] 6 6 6 4 10 6 10
(28.05,28.1] 7 4 6 6 10 4 10
(28.1,28.2] 7 4 4 9 9 8 6
(28.2,28.3] 8 10 7 7 5 5 7
(28.3, Inf] 7 6 7 7 10 6 7
total 92.00 117.00 82.00 77.00 104.00 97.00 101.00

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
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
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
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
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