Last updated: 2021-07-05

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: 2f9b371

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 2f9b371. 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:  doc_prepare/

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 e2d011a Donghe-Zhu 2021-07-05 Build site.
html 85e0349 Donghe-Zhu 2021-07-05 Build site.
html 6ee0146 Donghe-Zhu 2021-07-05 Build site.
html a482a6b Donghe-Zhu 2021-07-05 Build site.
html f59f1b3 Donghe-Zhu 2021-07-05 Build site.
html 116bcab Donghe-Zhu 2021-07-04 Build site.
html cb1c8dc Donghe-Zhu 2021-07-04 Build site.
html c9bdd83 Donghe-Zhu 2021-07-04 Build site.
html 1920ad9 Donghe-Zhu 2021-07-04 Build site.
html 0b02791 Donghe-Zhu 2021-06-25 change random subset files
html caf62d8 Donghe-Zhu 2021-06-25 Build site.
html 90a9da5 Donghe-Zhu 2021-06-25 Build site.
html bb413c8 Donghe-Zhu 2021-06-25 Build site.
html e7a5266 Donghe-Zhu 2021-06-24 Build site.
html 7c57720 Donghe-Zhu 2021-06-24 Build site.
html b5b95a9 Donghe-Zhu 2021-06-24 Build site.
html 472aad4 Donghe-Zhu 2021-06-24 Build site.
Rmd 76ce72b Donghe-Zhu 2021-06-24 local rebuild
html d517836 Donghe-Zhu 2021-06-24 0
html 9221bfe Donghe-Zhu 2021-06-24 Build site.
html bff5fbf Donghe-Zhu 2021-06-23 Build site.
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 + silicate + phosphate 140 3.6265697 772.02321 28.170142 10.0149831 1982-1999 –> 2000-2012 5.332778 1.7062087 1051.6601 50.386272 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 140 3.8186112 786.47109 65.314344 12.1059671 1982-1999 –> 2000-2012 5.504476 1.6858651 1064.4767 81.850156 10 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 140 3.8741141 790.51155 63.271534 10.1055894 1982-1999 –> 2000-2012 5.553535 1.6794207 1067.9962 74.275609 12 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 140 3.7374228 780.45375 25.704634 11.7039854 1982-1999 –> 2000-2012 5.586994 1.8495710 1071.0631 95.887351 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 140 3.8572512 789.29014 12.674404 13.2754640 1982-1999 –> 2000-2012 5.715328 1.8580764 1080.5235 99.066498 11 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 140 4.0402024 802.26533 66.927172 9.0161985 1982-1999 –> 2000-2012 5.720905 1.6807025 1079.8538 79.817376 14 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 140 4.0423027 802.41085 99.610770 8.9345569 1982-1999 –> 2000-2012 5.730219 1.6879164 1080.5818 111.496547 15 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 140 4.2000427 813.12930 15.248103 13.5412523 1982-1999 –> 2000-2012 5.914686 1.7146436 1093.4369 41.152021 30 37
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 140 4.1850808 812.13007 52.864998 10.3961298 1982-1999 –> 2000-2012 5.998990 1.8139088 1100.0915 242.395186 28 40
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 140 4.0423219 800.41218 53.913922 8.9457096 1982-1999 –> 2000-2012 5.999668 1.9573457 1096.7240 62.068533 16 37
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.74890 37.985442 1.0814134 2000-2012 –> 2010-2019 4.017549 3.6423220 831.9857 101.711511 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.20752 37.579134 1.1603831 2000-2012 –> 2010-2019 4.085136 3.6265697 851.2307 65.749276 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.96802 112.344902 1.1999270 2000-2012 –> 2010-2019 4.203973 3.7374228 861.4218 138.049536 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.03110 12.969790 1.1530624 2000-2012 –> 2010-2019 4.331888 3.8741141 869.5427 76.241324 12 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.89465 18.281666 0.9859564 2000-2012 –> 2010-2019 4.401515 4.0402024 857.1600 85.208838 1 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.14446 71.959254 1.6142810 2000-2012 –> 2010-2019 4.433601 3.8186112 895.6156 137.273598 19 29
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.87110 73.279796 1.0731919 2000-2012 –> 2010-2019 4.454956 4.0755782 864.5774 144.043002 6 25
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 51 0.3797360 57.96728 12.945713 1.0770274 2000-2012 –> 2010-2019 4.460155 4.0804191 861.0060 48.755969 7 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.75092 226.132594 1.6301901 2000-2012 –> 2010-2019 4.475908 3.8572512 899.0411 238.806999 25 36
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.73739 15.221059 1.1668857 2000-2012 –> 2010-2019 4.503258 4.0423027 882.1482 114.831829 14 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 396 4.1730835 2269.29424 193.524090 11.3055726 1982-1999 –> 2000-2012 7.403559 3.2304753 4382.4642 484.216359 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 396 4.1814004 2270.87111 185.610157 11.0001096 1982-1999 –> 2000-2012 7.463021 3.2816205 4396.7646 481.514149 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 396 4.5027485 2329.51220 11.297246 13.6819861 1982-1999 –> 2000-2012 7.827197 3.3244481 4465.9084 25.638295 6 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 396 4.4507945 2320.32075 10.944848 9.7546933 1982-1999 –> 2000-2012 7.830107 3.3793122 4469.9754 27.920297 3 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 396 4.5070033 2330.26024 12.130643 9.7593963 1982-1999 –> 2000-2012 7.895140 3.3881366 4482.0273 22.971577 7 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 396 4.6067712 2347.60088 12.620095 15.3359198 1982-1999 –> 2000-2012 7.947903 3.3411323 4488.0520 23.507347 13 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 396 4.5733406 2341.83251 11.842040 10.2526730 1982-1999 –> 2000-2012 7.982543 3.4092025 4498.6202 25.753769 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 396 4.6402162 2353.33000 11.816812 15.5341992 1982-1999 –> 2000-2012 7.989146 3.3489297 4495.6693 22.802412 14 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 396 4.8888948 2394.67660 13.653814 15.1388060 1982-1999 –> 2000-2012 8.253416 3.3645208 4540.7781 24.898080 21 27
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 396 4.4702281 2323.77136 38.812436 15.1093038 1982-1999 –> 2000-2012 8.374572 3.9043433 4590.4042 173.528584 4 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 375 3.5839004 1981.63488 264.949618 12.4550455 2000-2012 –> 2010-2019 7.756984 4.1730835 4250.9291 458.473708 3 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 375 3.7456137 2013.85252 265.066340 12.7175334 2000-2012 –> 2010-2019 7.927014 4.1814004 4284.7236 450.676497 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 375 3.6045968 1985.83836 11.237819 12.4631453 2000-2012 –> 2010-2019 8.107345 4.5027485 4315.3506 22.535065 4 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 375 3.7638321 2017.39459 11.024846 12.7075892 2000-2012 –> 2010-2019 8.214627 4.4507945 4337.7153 21.969694 8 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 375 3.6079164 1986.51035 9.807152 12.4588395 2000-2012 –> 2010-2019 8.214688 4.6067712 4334.1112 22.427247 5 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 375 3.6099553 1986.92276 8.989051 12.4435253 2000-2012 –> 2010-2019 8.250172 4.6402162 4340.2528 20.805863 6 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 375 3.7650480 2017.63037 9.787882 12.7215809 2000-2012 –> 2010-2019 8.272051 4.5070033 4347.8906 21.918525 9 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 375 3.7699106 2018.57257 9.203129 12.7214272 2000-2012 –> 2010-2019 8.343251 4.5733406 4360.4051 21.045169 10 20
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 375 3.9737977 2057.02237 174.259847 17.9721913 2000-2012 –> 2010-2019 8.444026 4.4702281 4380.7937 213.072283 23 27
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 375 3.5601143 1976.77376 9.982069 13.2405859 2000-2012 –> 2010-2019 8.449009 4.8888948 4371.4504 23.635883 2 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 612 3.1248504 3145.38974 79.101916 14.9327624 1982-1999 –> 2000-2012 5.833577 2.7087265 5792.1944 159.878737 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 612 3.1052173 3137.67521 73.969062 15.3395760 1982-1999 –> 2000-2012 5.845394 2.7401763 5797.0625 153.360922 6 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 612 2.9966232 3094.10370 43.044502 15.8354945 1982-1999 –> 2000-2012 5.857260 2.8606372 5800.3851 115.287869 1 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 612 3.1072450 3138.47422 83.126533 15.5935696 1982-1999 –> 2000-2012 5.878052 2.7708069 5809.9783 165.165522 7 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 612 2.9974629 3094.44665 43.011691 16.5095936 1982-1999 –> 2000-2012 5.895252 2.8977892 5814.7931 115.478830 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 612 3.0074476 3098.51704 42.972026 16.7153826 1982-1999 –> 2000-2012 5.918191 2.9107434 5823.7253 115.791156 3 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 612 3.0379473 3110.86760 82.564807 15.7105060 1982-1999 –> 2000-2012 5.928413 2.8904654 5828.4557 168.834906 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 612 3.2740746 3202.48793 86.116386 13.7766975 1982-1999 –> 2000-2012 5.940272 2.6661974 5832.0430 205.672375 15 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 612 3.0387248 3109.18083 9.254214 15.8344301 1982-1999 –> 2000-2012 5.997781 2.9590566 5850.3327 25.081450 5 23
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 612 3.1462759 3151.75343 8.877922 15.5532664 1982-1999 –> 2000-2012 6.074071 2.9277948 5881.3284 24.199933 11 28
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 483 4.3133972 2704.54050 94.822345 10.7932731 2000-2012 –> 2010-2019 7.418615 3.1052173 5842.2157 168.791406 8 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 483 4.4260596 2728.62266 41.994693 11.3334966 2000-2012 –> 2010-2019 7.422683 2.9966232 5822.7264 85.039195 14 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 483 4.2984886 2701.30668 95.458993 10.7526333 2000-2012 –> 2010-2019 7.423339 3.1248504 5846.6964 174.560909 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 483 4.3299618 2708.12043 96.189594 10.9398228 2000-2012 –> 2010-2019 7.437207 3.1072450 5846.5946 179.316127 10 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 483 4.4529419 2734.27827 42.277204 11.4442194 2000-2012 –> 2010-2019 7.450405 2.9974629 5828.7249 85.288895 16 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 483 4.4572132 2735.17375 42.334994 11.4504476 2000-2012 –> 2010-2019 7.464661 3.0074476 5833.6908 85.307019 17 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 483 4.2598851 2692.88079 316.961526 10.6503314 2000-2012 –> 2010-2019 7.533960 3.2740746 5895.3687 403.077913 4 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 483 4.1542191 2669.42084 46.745476 11.6765676 2000-2012 –> 2010-2019 7.562021 3.4078017 5920.9081 91.359181 3 24
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 483 4.1237136 2662.53694 46.965614 11.4453966 2000-2012 –> 2010-2019 7.592644 3.4689302 5935.7855 91.503880 2 25
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 483 4.1128960 2660.08359 46.542943 11.3916824 2000-2012 –> 2010-2019 7.626018 3.5131217 5948.8265 91.206985 1 25
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1055 2.4154102 4868.70419 182.631449 6.8273550 1982-1999 –> 2000-2012 4.029145 1.6137343 9011.6413 360.245528 4 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1055 2.3436834 4805.09749 90.227559 6.5183876 1982-1999 –> 2000-2012 4.074446 1.7307627 9100.3791 164.038372 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1055 2.3492863 4810.13574 87.098105 6.4671893 1982-1999 –> 2000-2012 4.140353 1.7910665 9179.9432 160.814745 2 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1055 2.3753307 4833.39869 93.598276 6.4067649 1982-1999 –> 2000-2012 4.204778 1.8294476 9249.3435 167.473290 3 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1055 2.5380632 4973.21701 48.240985 11.7773645 1982-1999 –> 2000-2012 4.293829 1.7557659 9299.7090 96.211703 5 9
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1055 2.6510056 5063.08165 76.189466 12.7902357 1982-1999 –> 2000-2012 4.345625 1.6946197 9310.4413 216.546218 9 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1055 2.5910442 5016.80897 48.232036 11.7872346 1982-1999 –> 2000-2012 4.412476 1.8214314 9423.1982 96.204484 6 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1055 2.6154090 5036.55756 48.235485 11.7544358 1982-1999 –> 2000-2012 4.464568 1.8491588 9475.8220 96.208151 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1055 2.6759936 5082.87707 18.447678 12.7690408 1982-1999 –> 2000-2012 4.487354 1.8113603 9475.2013 49.068170 10 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1055 2.7233860 5119.91861 3.769833 12.7731351 1982-1999 –> 2000-2012 4.597858 1.8744718 9586.7683 9.580577 12 22
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 914 2.5320013 4118.21406 88.411329 8.1010841 2000-2012 –> 2010-2019 4.875685 2.3436834 8923.3116 178.638888 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 914 2.5426601 4125.55705 87.515593 8.1517321 2000-2012 –> 2010-2019 4.891946 2.3492863 8935.6928 174.613698 3 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 914 2.5174687 4108.15240 252.167463 12.4549683 2000-2012 –> 2010-2019 4.932879 2.4154102 8976.8566 434.798912 1 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 914 2.5700225 4144.26734 93.059840 8.3112704 2000-2012 –> 2010-2019 4.945353 2.3753307 8977.6660 186.658116 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 914 2.7369076 4254.24109 100.140409 10.4244913 2000-2012 –> 2010-2019 5.374163 2.6372558 9308.3505 204.798247 5 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 914 2.9535722 4387.41540 33.294258 13.4785577 2000-2012 –> 2010-2019 5.491635 2.5380632 9360.6324 81.535244 7 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 914 2.9815576 4403.89990 33.378486 13.5718828 2000-2012 –> 2010-2019 5.572602 2.5910442 9420.7089 81.610522 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 914 2.9919828 4410.00122 33.388002 13.5832394 2000-2012 –> 2010-2019 5.607392 2.6154090 9446.5588 81.623487 10 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 914 2.9870663 4405.12653 23.398453 13.3122624 2000-2012 –> 2010-2019 5.706343 2.7192766 9521.8588 42.562198 9 20
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 914 3.1224047 4482.58337 179.177019 13.9689997 2000-2012 –> 2010-2019 5.773410 2.6510056 9545.6650 255.366485 12 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1437 2.4686776 6689.21315 56.933131 11.4124629 1982-1999 –> 2000-2012 3.844743 1.3760657 11281.5451 137.635979 7 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1437 2.3122688 6501.10008 167.929802 8.5603581 1982-1999 –> 2000-2012 3.848813 1.5365439 11383.9812 328.694603 2 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1437 2.3818360 6586.29235 128.408127 7.6642907 1982-1999 –> 2000-2012 3.850618 1.4687825 11350.3752 272.067558 5 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1437 2.3091623 6497.23634 130.363282 8.8441676 1982-1999 –> 2000-2012 3.860252 1.5510900 11404.9355 275.426666 1 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1437 2.3700284 6572.00951 122.917856 7.8393399 1982-1999 –> 2000-2012 3.869013 1.4989843 11389.7045 264.748443 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1437 2.4951420 6719.85868 40.432465 11.7142368 1982-1999 –> 2000-2012 3.932294 1.4371515 11426.5973 60.320533 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1437 2.5093979 6736.23252 40.498955 11.7968980 1982-1999 –> 2000-2012 3.968047 1.4586491 11482.0798 60.381789 11 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1437 2.4961744 6719.04766 55.724083 10.8184059 1982-1999 –> 2000-2012 4.038763 1.5425888 11610.2708 130.092455 10 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1437 2.6958463 6942.21013 325.239823 7.5010366 1982-1999 –> 2000-2012 4.168844 1.4729980 11713.8419 664.972411 13 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1437 2.7046392 6951.56885 40.000917 14.7449603 1982-1999 –> 2000-2012 4.407130 1.7024906 12104.5839 59.751244 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1262 2.0657903 5220.72802 246.881027 9.5480102 2000-2012 –> 2010-2019 4.378059 2.3122688 11721.8281 414.810829 1 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1262 2.1787086 5349.94487 112.010453 8.8321883 2000-2012 –> 2010-2019 4.499046 2.3203377 11861.0566 183.364459 2 5
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1262 2.2488787 5426.91097 214.621945 9.8577249 2000-2012 –> 2010-2019 4.558041 2.3091623 11924.1473 344.985227 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1262 2.1795798 5350.91557 252.161713 10.0464106 2000-2012 –> 2010-2019 4.669852 2.4902723 12065.1597 426.582605 3 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1262 2.3425429 5525.98631 184.489181 8.3563115 2000-2012 –> 2010-2019 4.712571 2.3700284 12097.9958 307.407037 8 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1262 2.3430142 5526.47472 200.074016 8.3220954 2000-2012 –> 2010-2019 4.724850 2.3818360 12112.7671 328.482142 9 14
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1262 2.3432592 5524.72867 111.412475 8.3259464 2000-2012 –> 2010-2019 4.739275 2.3960160 12126.0803 180.049779 10 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1262 2.3195359 5502.02214 76.582270 11.7031438 2000-2012 –> 2010-2019 4.788214 2.4686776 12191.2353 133.515401 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1262 2.3235096 5506.17807 642.581271 11.9719001 2000-2012 –> 2010-2019 4.796294 2.4727840 12200.1679 1174.824640 6 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1262 2.3235152 5504.18390 68.472257 11.9798173 2000-2012 –> 2010-2019 4.819690 2.4961744 12223.2316 124.196340 7 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2850 3.2564015 14831.49932 245.360928 13.4251442 1982-1999 –> 2000-2012 5.107095 1.8506940 22857.3573 700.758672 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2850 3.3157381 14934.42705 48.567618 10.6926007 1982-1999 –> 2000-2012 5.400512 2.0847742 23429.3002 110.282206 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2850 3.5014702 15245.09232 180.395829 11.1984692 1982-1999 –> 2000-2012 5.463636 1.9621656 23501.2763 457.873372 9 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2850 3.2654201 14847.26362 284.184536 13.5994961 1982-1999 –> 2000-2012 5.513261 2.2478410 23638.7061 798.689735 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2850 3.5031568 15247.83733 240.207151 12.0920084 1982-1999 –> 2000-2012 5.515098 2.0119408 23602.6723 680.789437 10 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2850 3.5089914 15255.32290 43.898075 11.6858281 1982-1999 –> 2000-2012 5.593892 2.0849007 23748.4350 105.554247 11 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2850 3.3484321 14990.35518 212.427067 12.5520844 1982-1999 –> 2000-2012 5.597742 2.2493100 23784.3704 529.932462 5 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2850 3.4820553 15213.39921 270.559502 12.2539156 1982-1999 –> 2000-2012 5.776209 2.2941534 24085.1522 720.631138 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2850 3.5613667 15339.77258 227.857227 15.4461187 1982-1999 –> 2000-2012 5.855332 2.2939650 24209.2021 663.331913 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2850 3.3363303 14969.71707 319.631128 11.2760235 1982-1999 –> 2000-2012 5.968602 2.6322719 24382.8797 879.405422 4 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2050 3.4669644 10513.78757 574.314390 10.7909821 2000-2012 –> 2010-2019 6.803295 3.3363303 25483.5046 893.945519 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2050 3.4712102 10518.61456 371.571461 11.4403703 2000-2012 –> 2010-2019 6.841906 3.3706962 25546.7443 552.730835 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2050 3.5776799 10637.76761 53.849499 10.1804462 2000-2012 –> 2010-2019 6.893418 3.3157381 25572.1947 102.417117 11 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2050 3.6657465 10733.67578 542.572994 12.5967901 2000-2012 –> 2010-2019 6.931167 3.2654201 25580.9394 826.757530 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2050 3.4392069 10482.08369 49.290847 13.0164476 2000-2012 –> 2010-2019 6.969987 3.5307802 25774.6908 100.649249 1 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2050 3.5972704 10657.30513 53.515075 10.4121785 2000-2012 –> 2010-2019 6.993523 3.3962529 25726.4894 97.417442 14 21
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2050 3.7373332 10809.95392 388.021070 9.5644976 2000-2012 –> 2010-2019 6.993735 3.2564015 25641.4532 633.381998 24 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2050 3.6693142 10737.51244 385.176906 12.5719824 2000-2012 –> 2010-2019 7.017746 3.3484321 25727.8676 597.603974 17 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2050 3.4580469 10503.62999 49.603182 13.4354820 2000-2012 –> 2010-2019 7.060209 3.6021620 25910.3247 100.952793 2 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2050 3.4589288 10504.63562 49.145104 13.3875400 2000-2012 –> 2010-2019 7.061075 3.6021460 25911.3050 100.145284 3 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5175 2.3780726 23666.11886 19.108388 19.6948731 1982-1999 –> 2000-2012 4.078974 1.7009015 38138.1376 35.469324 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5175 2.3783523 23667.33601 18.533737 19.4990860 1982-1999 –> 2000-2012 4.079070 1.7007180 38138.5550 34.569478 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5175 2.3869410 23704.64460 18.605761 19.2420956 1982-1999 –> 2000-2012 4.088461 1.7015198 38179.3579 34.131879 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5175 2.4050434 23782.84221 28.506872 17.5147623 1982-1999 –> 2000-2012 4.119702 1.7146584 38314.5841 63.013864 4 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5175 2.4104113 23805.91674 469.339255 17.3814417 1982-1999 –> 2000-2012 4.179456 1.7690451 38569.1683 1113.593117 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5175 2.5469706 24374.27701 18.494099 22.7492948 1982-1999 –> 2000-2012 4.252431 1.7054602 38864.1399 33.752121 13 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5175 2.4269547 23874.70935 17.379535 18.1983011 1982-1999 –> 2000-2012 4.257102 1.8301472 38887.7146 31.886642 7 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5175 2.4271915 23875.71919 17.278372 18.4527010 1982-1999 –> 2000-2012 4.258567 1.8313758 38893.6998 31.320496 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 5175 2.4518186 23980.20480 17.252785 16.1192263 1982-1999 –> 2000-2012 4.281535 1.8297160 38991.4629 31.135508 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5175 2.4492960 23969.55020 17.786194 17.6933498 1982-1999 –> 2000-2012 4.287940 1.8386443 39016.8979 32.120534 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4150 2.0506033 17161.87036 664.312704 11.9451148 2000-2012 –> 2010-2019 4.436928 2.3863251 40863.8440 1523.852230 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4150 2.1124023 17400.11739 611.791146 11.0281210 2000-2012 –> 2010-2019 4.515776 2.4033735 41175.7708 1317.011683 2 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4150 2.1431515 17514.07680 573.720886 11.2105193 2000-2012 –> 2010-2019 4.549063 2.4059114 41298.6536 1233.220603 3 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4150 2.1890284 17686.02821 22.656325 11.6748444 2000-2012 –> 2010-2019 4.567101 2.3780726 41352.1471 41.764713 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4150 2.1911351 17693.74677 22.834058 11.6137461 2000-2012 –> 2010-2019 4.569487 2.3783523 41361.0828 41.367795 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4150 2.1877794 17681.44837 694.181599 11.4367180 2000-2012 –> 2010-2019 4.584938 2.3971588 41430.3035 1521.824270 4 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4150 2.2205069 17800.59260 22.712901 11.7734821 2000-2012 –> 2010-2019 4.607448 2.3869410 41505.2372 41.318662 8 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4150 2.2385263 17865.44455 693.019409 10.6818809 2000-2012 –> 2010-2019 4.648938 2.4104113 41671.3613 1162.358664 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4150 2.2506712 17908.86005 33.901309 10.6938082 2000-2012 –> 2010-2019 4.655715 2.4050434 41691.7023 62.408181 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 4150 2.2526097 17913.76825 33.712016 10.8214604 2000-2012 –> 2010-2019 4.664984 2.4123741 41726.1099 61.836443 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2017 1.2395918 6604.42931 27.031832 13.6169558 1982-1999 –> 2000-2012 2.072977 0.8333849 9781.8538 61.024414 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2017 1.2874718 6757.31094 31.673358 13.6990879 1982-1999 –> 2000-2012 2.170707 0.8832352 10083.3448 60.775293 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2017 1.2901852 6765.80370 32.087438 13.7608059 1982-1999 –> 2000-2012 2.174603 0.8844183 10095.2617 60.462680 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2017 1.2903166 6766.21472 29.911532 13.7255811 1982-1999 –> 2000-2012 2.174812 0.8844955 10095.8961 56.208777 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 2017 1.2690575 6697.19753 20.985940 13.5044574 1982-1999 –> 2000-2012 2.223563 0.9545051 10219.7359 52.689516 2 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2017 1.3230960 6865.41508 28.556650 14.2406629 1982-1999 –> 2000-2012 2.230745 0.9076492 10259.1964 53.594371 8 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2017 1.3141429 6840.02513 26.437967 14.4423222 1982-1999 –> 2000-2012 2.249236 0.9350934 10312.0053 56.721247 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2017 1.3185032 6851.38754 18.104657 14.3862050 1982-1999 –> 2000-2012 2.300091 0.9815877 10445.4945 46.773268 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2017 1.7763496 8053.77500 26.541916 11.5094673 1982-1999 –> 2000-2012 2.818062 1.0417122 11799.9541 50.596122 13 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2017 1.5121638 7404.22486 17.434477 13.4611617 1982-1999 –> 2000-2012 2.906285 1.3941212 11895.8015 39.068917 9 27
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1523 1.1634439 4627.60909 27.844763 5.2357676 2000-2012 –> 2010-2019 2.403036 1.2395918 11232.0384 54.876595 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1523 1.2062883 4731.85785 19.561332 4.8626610 2000-2012 –> 2010-2019 2.475346 1.2690575 11429.0554 40.547272 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1523 1.2117112 4747.03607 32.285837 5.3722512 2000-2012 –> 2010-2019 2.499183 1.2874718 11504.3470 63.959196 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1523 1.2143773 4753.49332 30.764920 5.3748454 2000-2012 –> 2010-2019 2.504694 1.2903166 11519.7080 60.676452 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1523 1.2166982 4759.10296 32.489588 5.3946031 2000-2012 –> 2010-2019 2.506883 1.2901852 11524.9067 64.577026 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1523 1.2555704 4849.50086 29.317266 5.2326487 2000-2012 –> 2010-2019 2.578667 1.3230960 11714.9159 57.873916 6 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1523 1.2836362 4916.45061 27.397827 5.8940545 2000-2012 –> 2010-2019 2.597779 1.3141429 11756.4757 53.835794 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1523 1.2987865 4948.92387 17.357723 5.6499892 2000-2012 –> 2010-2019 2.617290 1.3185032 11800.3114 35.462379 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1523 1.4732154 5319.16183 16.754720 6.8374946 2000-2012 –> 2010-2019 2.986939 1.5137239 12727.5464 36.292782 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1523 1.4772831 5327.26260 15.532899 6.9545152 2000-2012 –> 2010-2019 2.989447 1.5121638 12731.4875 32.967376 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2072 2.6111637 9871.47587 29.615120 25.2701254 1982-1999 –> 2000-2012 3.682045 1.0708815 14118.6752 63.079013 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2072 2.6416321 9919.55028 49.150920 25.3552479 1982-1999 –> 2000-2012 3.756330 1.1146974 14280.8765 97.089349 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2072 2.6489885 9931.07435 29.186708 25.3952515 1982-1999 –> 2000-2012 3.764926 1.1159375 14295.5651 53.520375 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2072 2.6687646 9961.89660 46.733660 25.5425909 1982-1999 –> 2000-2012 3.787397 1.1186329 14333.2530 93.292581 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2072 2.7574068 10095.30184 22.101796 25.9559793 1982-1999 –> 2000-2012 3.882614 1.1252072 14481.3356 45.487962 10 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2072 2.6531490 9935.57777 29.443004 24.7620850 1982-1999 –> 2000-2012 3.893650 1.2405012 14599.2339 59.912018 4 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2072 2.6859799 9986.54235 23.296695 24.9395843 1982-1999 –> 2000-2012 3.913735 1.2277552 14620.8048 42.608348 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2072 2.7242330 10045.14382 49.055821 25.0033325 1982-1999 –> 2000-2012 4.014578 1.2903453 14820.9163 91.350359 8 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2072 2.7391171 10067.72339 25.494647 25.0429796 1982-1999 –> 2000-2012 4.033866 1.2947484 14853.1909 46.518667 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2072 2.8155240 10183.73619 25.126965 26.0105676 1982-1999 –> 2000-2012 4.070214 1.2546895 14881.7590 53.880662 13 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1500 1.6535613 5552.82887 27.398644 11.7493965 2000-2012 –> 2010-2019 4.264725 2.6111637 15424.3047 57.013763 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1500 1.7054788 5641.92478 51.171551 11.7898650 2000-2012 –> 2010-2019 4.347111 2.6416321 15561.4751 100.322470 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1500 1.7118548 5652.67902 30.176246 11.8517187 2000-2012 –> 2010-2019 4.360843 2.6489885 15583.7534 59.362954 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1500 1.7182739 5663.46575 48.138993 11.8919030 2000-2012 –> 2010-2019 4.387039 2.6687646 15625.3624 94.872653 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1500 1.8168584 5822.24860 25.033831 11.6169497 2000-2012 –> 2010-2019 4.470007 2.6531490 15757.8264 54.476835 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1500 1.7748887 5754.89296 25.901589 12.7975898 2000-2012 –> 2010-2019 4.532296 2.7574068 15850.1948 48.003385 5 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1500 2.0378574 6153.07367 851.704519 18.2637659 2000-2012 –> 2010-2019 4.669079 2.6312219 16054.2609 1785.244688 10 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1500 1.8829734 5927.26074 26.970317 11.9842529 2000-2012 –> 2010-2019 4.698497 2.8155240 16110.9969 52.097282 7 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1500 1.9746605 6064.28350 589.232101 12.7862944 2000-2012 –> 2010-2019 4.777054 2.8023938 16228.6489 1140.415444 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1500 2.0966945 6235.10437 27.366934 13.2577103 2000-2012 –> 2010-2019 4.782674 2.6859799 16221.6467 50.663629 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2321 4.0410650 13083.30405 92.981041 19.7231307 1982-1999 –> 2000-2012 7.316311 3.2752456 21997.1161 164.391079 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2321 4.0738135 13120.77084 33.310841 19.6945784 1982-1999 –> 2000-2012 7.471960 3.3981464 22160.4189 69.558840 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2321 4.0762058 13123.49601 35.053819 19.5064168 1982-1999 –> 2000-2012 7.473832 3.3976258 22162.6207 58.041743 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2321 4.0761901 13123.47819 108.219774 19.5058772 1982-1999 –> 2000-2012 7.473874 3.3976843 22162.6617 187.499582 3 9
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2321 4.1417296 13195.52147 89.560172 19.4298890 1982-1999 –> 2000-2012 7.476563 3.3348329 22168.9230 153.732971 9 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2321 4.0979272 13146.16684 27.401426 19.1977827 1982-1999 –> 2000-2012 7.545624 3.4476971 22233.2663 44.990997 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2321 4.0762375 13121.53219 23.078536 19.5135385 1982-1999 –> 2000-2012 7.562981 3.4867433 22247.1014 43.713510 5 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2321 4.1072607 13156.72749 31.436093 18.9397391 1982-1999 –> 2000-2012 7.563314 3.4560532 22252.0962 51.775197 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2321 4.1062176 13155.54840 94.802838 18.9703577 1982-1999 –> 2000-2012 7.563549 3.4573319 22252.1808 172.189815 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2321 4.2466042 13311.60009 79.080395 21.4210030 1982-1999 –> 2000-2012 7.588228 3.3416237 22291.9506 134.750113 11 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1784 3.4670598 9161.47540 109.067442 19.0650150 2000-2012 –> 2010-2019 7.508125 4.0410650 22244.7795 202.048484 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1784 3.4781245 9172.42344 40.202193 19.8910900 2000-2012 –> 2010-2019 7.551938 4.0738135 22293.1943 73.513034 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1784 3.4892332 9183.38012 44.676952 19.8603588 2000-2012 –> 2010-2019 7.565439 4.0762058 22306.8761 79.730771 3 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1784 3.4893364 9183.48173 125.600148 19.8778515 2000-2012 –> 2010-2019 7.565526 4.0761901 22306.9599 233.819922 4 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1784 3.4894249 9181.56894 25.471901 19.9158260 2000-2012 –> 2010-2019 7.565663 4.0762375 22303.1011 48.550437 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1784 3.5958043 9284.75459 35.821514 20.3315203 2000-2012 –> 2010-2019 7.693732 4.0979272 22430.9214 63.222940 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1784 3.6191185 9306.96077 114.579735 20.3812633 2000-2012 –> 2010-2019 7.725336 4.1062176 22462.5092 209.382574 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1784 3.6237241 9311.33056 41.636619 20.3469375 2000-2012 –> 2010-2019 7.730985 4.1072607 22468.0581 73.072713 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1784 3.6917460 9375.23073 107.201150 19.8868775 2000-2012 –> 2010-2019 7.833476 4.1417296 22570.7522 196.761322 9 18
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1784 3.7098677 9390.05578 18.958170 19.0966528 2000-2012 –> 2010-2019 7.851789 4.1419217 22583.7925 34.149487 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1293 1.2492530 4258.87837 70.787194 8.7270237 1982-1999 –> 2000-2012 1.965851 0.7165982 6348.7339 131.987535 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1293 1.2553932 4269.55763 63.969135 9.2130840 1982-1999 –> 2000-2012 1.973571 0.7181783 6361.6244 123.258796 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1293 1.2645070 4290.26346 251.145780 8.6347384 1982-1999 –> 2000-2012 1.994505 0.7299985 6415.5430 465.849851 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1293 1.2694872 4298.42844 218.858899 9.0852592 1982-1999 –> 2000-2012 2.003414 0.7339265 6431.9687 411.968304 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1293 1.2716673 4304.86548 58.815447 8.7326070 1982-1999 –> 2000-2012 2.005017 0.7333501 6438.9033 98.520969 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1293 1.2753499 4310.34351 56.054975 9.1155496 1982-1999 –> 2000-2012 2.013888 0.7385383 6455.8606 92.660924 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1293 1.2909196 4343.72274 222.021508 9.2860741 1982-1999 –> 2000-2012 2.030552 0.7396326 6494.0708 413.282911 8 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1293 1.2920010 4343.88810 214.225406 9.1371324 1982-1999 –> 2000-2012 2.057940 0.7659391 6559.0588 403.545306 10 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1293 1.2816036 4322.99304 70.786981 8.3757704 1982-1999 –> 2000-2012 2.122199 0.8405956 6715.9950 131.330566 7 17
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1293 1.2914853 4340.85571 63.860285 8.9816621 1982-1999 –> 2000-2012 2.138607 0.8471216 6746.6443 123.012592 9 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1039 1.3396408 3457.21624 103.953506 8.5372123 2000-2012 –> 2010-2019 2.588894 1.2492530 7716.0946 174.740700 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1039 1.3396410 3455.21642 103.868430 8.5381862 2000-2012 –> 2010-2019 2.595034 1.2553932 7724.7741 167.837565 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1039 1.3568393 3482.88207 422.764248 8.4738660 2000-2012 –> 2010-2019 2.621346 1.2645070 7773.1455 673.910028 5 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1039 1.3568800 3480.94252 333.909945 8.4541348 2000-2012 –> 2010-2019 2.626367 1.2694872 7779.3710 552.768844 6 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1039 1.3510636 3472.29937 101.550782 8.3491507 2000-2012 –> 2010-2019 2.632667 1.2816036 7795.2924 172.337763 3 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1039 1.3634333 3492.63635 78.990366 8.5715612 2000-2012 –> 2010-2019 2.635101 1.2716673 7797.5018 137.805812 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1039 1.3637859 3491.15668 78.964827 8.5158685 2000-2012 –> 2010-2019 2.639136 1.2753499 7801.5002 135.019802 8 14
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1039 1.3520140 3471.71412 100.993714 8.4259027 2000-2012 –> 2010-2019 2.643499 1.2914853 7812.5698 164.853999 4 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1039 1.3785981 3514.89136 356.456062 8.8351967 2000-2012 –> 2010-2019 2.669518 1.2909196 7858.6141 578.477570 13 21
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1039 1.3698940 3500.14790 418.654047 8.2550924 2000-2012 –> 2010-2019 2.670515 1.3006208 7861.2316 664.321989 9 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1976 1.2477557 6496.40653 87.419543 7.9136025 1982-1999 –> 2000-2012 1.889403 0.6416477 8804.1303 151.997980 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1976 1.2522964 6510.76205 119.530622 7.9098765 1982-1999 –> 2000-2012 1.906114 0.6538181 8862.6793 283.290708 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1976 1.2626105 6543.17814 58.554842 7.7139133 1982-1999 –> 2000-2012 1.920762 0.6581513 8910.6318 94.550836 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1976 1.3197451 6718.08257 96.173421 7.5683401 1982-1999 –> 2000-2012 1.985099 0.6653537 9111.1352 234.975201 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1976 1.3209547 6719.70311 73.223886 10.8031252 1982-1999 –> 2000-2012 2.015284 0.6943290 9211.0148 136.616364 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1976 1.3392340 6774.01568 96.118242 7.3541426 1982-1999 –> 2000-2012 2.016942 0.6777079 9208.3397 234.919982 9 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1976 1.3402098 6776.89411 49.085455 7.3021138 1982-1999 –> 2000-2012 2.034977 0.6947676 9269.6911 102.074143 10 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1976 1.3282430 6741.44811 102.318743 10.8984843 1982-1999 –> 2000-2012 2.042239 0.7139957 9298.4538 250.525504 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1976 1.3438584 6787.63830 101.438638 7.2733886 1982-1999 –> 2000-2012 2.045099 0.7012411 9302.2486 250.296388 12 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1976 1.3496130 6804.52522 42.039181 7.1335363 1982-1999 –> 2000-2012 2.052563 0.7029501 9324.8607 75.582256 13 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1531 1.0841199 4423.13858 137.299607 6.8092994 2000-2012 –> 2010-2019 2.331876 1.2477557 10919.5451 224.719150 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1531 1.0963337 4456.07588 339.105326 6.7567418 2000-2012 –> 2010-2019 2.348630 1.2522964 10966.8379 458.635948 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1531 1.1040765 4476.76649 86.670162 6.8682671 2000-2012 –> 2010-2019 2.366687 1.2626105 11019.9446 145.225005 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1531 1.1208671 4521.14096 277.672362 7.2186981 2000-2012 –> 2010-2019 2.440612 1.3197451 11239.2235 373.845783 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1531 1.1004753 4465.16117 129.018205 7.2008255 2000-2012 –> 2010-2019 2.440685 1.3402098 11242.0553 178.103661 3 13
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1531 1.1329504 4550.66529 124.788828 6.6555165 2000-2012 –> 2010-2019 2.453905 1.3209547 11270.3684 198.012715 9 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1531 1.1116232 4494.79397 296.968675 7.1582181 2000-2012 –> 2010-2019 2.455482 1.3438584 11282.4323 398.407313 5 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1531 1.1208795 4519.17341 273.889855 7.2228967 2000-2012 –> 2010-2019 2.460113 1.3392340 11293.1891 370.008098 8 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1531 1.1169841 4508.93827 81.746804 7.2240950 2000-2012 –> 2010-2019 2.466597 1.3496130 11313.4635 123.785985 6 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1531 1.1497790 4594.01447 338.943501 6.5455967 2000-2012 –> 2010-2019 2.478022 1.3282430 11335.4626 441.262245 11 19
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3463 0.9957136 9809.81685 935.395009 11.6389768 1982-1999 –> 2000-2012 1.691379 0.6956653 14193.8717 1732.213607 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3463 1.0114501 9920.42099 169.076182 10.9752096 1982-1999 –> 2000-2012 1.693396 0.6819459 14224.0141 281.682719 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3463 1.0248543 10011.60446 720.699162 10.4256365 1982-1999 –> 2000-2012 1.707454 0.6825994 14319.1632 1107.865009 7 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3463 1.0185377 9966.78462 88.765782 12.3684088 1982-1999 –> 2000-2012 1.715819 0.6972816 14360.4470 150.490586 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3463 1.0165963 9953.57099 79.539445 10.1719236 1982-1999 –> 2000-2012 1.722916 0.7063193 14400.5485 153.948394 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3463 1.0161574 9950.57992 378.197696 11.9990444 1982-1999 –> 2000-2012 1.728638 0.7124807 14433.5155 587.356713 3 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3463 1.0211067 9984.23206 391.134388 12.0150783 1982-1999 –> 2000-2012 1.739410 0.7183033 14500.8635 609.239377 6 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3463 1.0261268 10018.19904 478.308736 12.1813876 1982-1999 –> 2000-2012 1.753349 0.7272222 14585.9185 782.608008 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3463 1.0467464 10155.99423 628.421794 9.7184749 1982-1999 –> 2000-2012 1.775348 0.7286013 14731.5573 938.445629 13 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3463 1.0346345 10077.38657 108.332639 12.7354795 1982-1999 –> 2000-2012 1.836691 0.8020569 15052.6088 233.735440 9 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2893 0.8486323 7186.48941 201.162313 6.8382905 2000-2012 –> 2010-2019 1.860082 1.0114501 17106.9104 370.238495 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2893 0.8535918 7217.79757 114.138077 6.8132461 2000-2012 –> 2010-2019 1.872130 1.0185377 17184.5822 202.903859 3 7
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2893 0.8614362 7270.08699 133.816649 6.6001821 2000-2012 –> 2010-2019 1.878033 1.0165963 17223.6580 213.356093 4 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2893 0.8532236 7217.33117 754.290350 6.1897682 2000-2012 –> 2010-2019 1.878078 1.0248543 17228.9356 1474.989512 2 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2893 0.8634651 7283.53357 294.664036 6.8459338 2000-2012 –> 2010-2019 1.879622 1.0161574 17234.1135 672.861732 5 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2893 0.8683681 7315.89915 303.297781 6.8244776 2000-2012 –> 2010-2019 1.889475 1.0211067 17300.1312 694.432169 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2893 0.8759424 7365.54022 482.308442 6.7296544 2000-2012 –> 2010-2019 1.902069 1.0261268 17383.7393 960.617178 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2893 0.9032153 7542.79643 169.766351 6.0821611 2000-2012 –> 2010-2019 1.937850 1.0346345 17620.1830 278.098990 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2893 0.9055949 7555.83609 167.361045 5.9350652 2000-2012 –> 2010-2019 1.940423 1.0348280 17632.5175 264.007919 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2893 0.9099936 7583.53252 142.011315 5.7796425 2000-2012 –> 2010-2019 1.949361 1.0393677 17690.5315 228.200375 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5335 0.6429206 10440.77250 206.731644 4.0884077 1982-1999 –> 2000-2012 1.198054 0.5551333 16151.2583 436.438427 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5335 0.6595686 10713.54814 62.896809 4.0038619 1982-1999 –> 2000-2012 1.222306 0.5627369 16517.3564 100.530401 2 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5335 0.6648121 10796.03747 49.833408 3.7872800 1982-1999 –> 2000-2012 1.228004 0.5631915 16603.3858 81.099406 3 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5335 0.6853820 11123.17254 579.511436 4.0425357 1982-1999 –> 2000-2012 1.231927 0.5465448 16726.6968 880.902600 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5335 0.6889711 11178.90262 636.315845 3.9944127 1982-1999 –> 2000-2012 1.232670 0.5436992 16746.6171 937.771769 10 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5335 0.6857267 11128.53820 589.688070 4.0339069 1982-1999 –> 2000-2012 1.232838 0.5471115 16739.1721 889.520787 6 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5335 0.6854043 11121.51949 430.348554 4.0642256 1982-1999 –> 2000-2012 1.236440 0.5510362 16779.1878 643.716401 5 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5335 0.6860301 11131.25712 150.739121 3.9786204 1982-1999 –> 2000-2012 1.244346 0.5583162 16878.9626 259.465839 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5335 0.6870447 11147.02704 11.843476 3.9925880 1982-1999 –> 2000-2012 1.253055 0.5660106 16988.6278 29.166202 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 5335 0.6880615 11160.80636 8.685710 4.1419827 1982-1999 –> 2000-2012 1.254260 0.5661980 17002.6778 26.005847 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4810 0.6334700 8937.33504 657.314743 4.2851522 2000-2012 –> 2010-2019 1.276391 0.6429206 19378.1075 864.046388 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4810 0.6662070 9404.53007 285.732372 4.2195148 2000-2012 –> 2010-2019 1.325776 0.6595686 20118.0782 348.629181 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4810 0.6689924 9441.21560 258.438319 3.9901446 2000-2012 –> 2010-2019 1.333805 0.6648121 20237.2531 308.271727 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4810 0.6801673 9596.81653 923.173884 4.2595316 2000-2012 –> 2010-2019 1.365894 0.6857267 20725.3547 1512.861954 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4810 0.6806541 9603.45019 950.601414 4.2624814 2000-2012 –> 2010-2019 1.366036 0.6853820 20726.6227 1530.112850 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4810 0.6801803 9594.99423 629.446872 4.2443116 2000-2012 –> 2010-2019 1.366210 0.6860301 20726.2514 780.185993 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4810 0.6860942 9675.26225 920.727425 3.9540398 2000-2012 –> 2010-2019 1.371498 0.6854043 20796.7817 1351.075979 10 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4810 0.6836009 9643.50477 976.101635 4.2422576 2000-2012 –> 2010-2019 1.372572 0.6889711 20822.4074 1612.417480 8 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4810 0.6856369 9669.07995 24.147359 4.3699809 2000-2012 –> 2010-2019 1.372682 0.6870447 20816.1070 35.990835 9 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4810 0.6903635 9730.77921 12.981032 4.0734175 2000-2012 –> 2010-2019 1.378425 0.6880615 20891.5856 21.666742 12 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3536 5.6894888 22344.25685 23.184496 50.2975885 1982-1999 –> 2000-2012 10.719603 5.0301141 30350.8169 51.170831 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3536 5.7551361 22425.38885 17.564687 54.8125485 1982-1999 –> 2000-2012 10.907151 5.1520151 30495.0207 31.123044 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3536 5.6696301 22319.52938 102.724729 62.7492317 1982-1999 –> 2000-2012 10.988788 5.3191576 30473.2570 197.065442 1 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3536 5.8433583 22532.97514 22.531638 54.4755424 1982-1999 –> 2000-2012 11.053308 5.2099495 30632.0610 38.988106 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3536 5.7655840 22438.21566 101.593816 52.4093067 1982-1999 –> 2000-2012 11.100546 5.3349623 30599.7581 204.123979 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3536 6.0976662 22834.24525 18.395502 20.5545341 1982-1999 –> 2000-2012 11.285156 5.1874899 30921.9517 41.517225 8 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3536 5.9388980 22645.66817 101.334837 47.1832997 1982-1999 –> 2000-2012 11.363448 5.4245504 30849.0751 195.673906 7 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3536 6.2671004 23028.07244 7.436946 20.4329386 1982-1999 –> 2000-2012 11.624399 5.3572984 31200.6197 13.592857 9 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3536 6.3231132 23088.99832 16.522330 23.4039133 1982-1999 –> 2000-2012 11.672047 5.3489334 31255.4296 38.251263 12 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3536 6.3085306 23074.66972 9.019314 20.7871396 1982-1999 –> 2000-2012 11.696817 5.3882869 31262.4091 17.980209 11 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3624 5.4146089 22528.63589 157.026380 54.3716825 2000-2012 –> 2010-2019 11.084239 5.6696301 44848.1653 259.751110 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3624 5.4889706 22627.44457 26.425310 43.5153281 2000-2012 –> 2010-2019 11.178459 5.6894888 44971.7014 49.609806 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3624 5.5060087 22649.89560 157.146557 43.4369243 2000-2012 –> 2010-2019 11.271593 5.7655840 45088.1113 258.740373 3 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3624 5.5665695 22729.13766 15.755614 47.9622298 2000-2012 –> 2010-2019 11.321706 5.7551361 45154.5265 33.320301 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3624 5.6442420 22829.51726 19.663702 47.9062225 2000-2012 –> 2010-2019 11.487600 5.8433583 45362.4924 42.195340 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3624 5.6768338 22869.22632 157.026030 38.9129461 2000-2012 –> 2010-2019 11.615732 5.9388980 45514.8945 258.360867 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3624 5.9459194 23206.70698 14.979642 62.6542141 2000-2012 –> 2010-2019 11.881460 5.9355408 45850.3763 29.083093 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3624 5.8591334 23100.19512 26.182922 21.7756051 2000-2012 –> 2010-2019 11.956800 6.0976662 45934.4404 44.578424 7 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3624 6.0221212 23298.95492 9.544097 21.7518787 2000-2012 –> 2010-2019 12.289222 6.2671004 46327.0274 16.981042 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3624 6.0493739 23329.66320 22.118540 21.8580517 2000-2012 –> 2010-2019 12.372487 6.3231132 46418.6615 38.640870 10 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3141 3.9326031 17529.72434 58.887455 18.2163668 1982-1999 –> 2000-2012 7.714907 3.7823035 28958.7006 106.183618 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3141 4.1192139 17820.96268 463.820471 30.0375650 1982-1999 –> 2000-2012 7.808265 3.6890511 29146.2887 1310.308313 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3141 4.3883546 18218.56309 58.403211 17.7743123 1982-1999 –> 2000-2012 7.949587 3.5612321 29397.4784 109.929855 8 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3141 4.0863232 17770.60141 29.193143 18.5711861 1982-1999 –> 2000-2012 7.952348 3.8660250 29290.4801 45.783587 2 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3141 4.1246381 17829.22946 31.089423 18.5756024 1982-1999 –> 2000-2012 8.004197 3.8795591 29363.6180 47.955726 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3141 4.2912202 18077.95169 58.939281 14.1788140 1982-1999 –> 2000-2012 8.118379 3.8271586 29555.8777 112.589792 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3141 4.5203980 18404.79730 29.147942 18.4521419 1982-1999 –> 2000-2012 8.149483 3.6290848 29662.0771 46.831959 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3141 4.5543628 18451.82185 464.553230 35.9421866 1982-1999 –> 2000-2012 8.158862 3.6044987 29680.8773 1356.787375 12 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3141 4.3242969 18126.18765 19.659057 14.4600089 1982-1999 –> 2000-2012 8.170027 3.8457305 29624.2132 29.684190 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3141 4.5633910 18464.26244 31.602252 18.5921534 1982-1999 –> 2000-2012 8.207061 3.6436699 29738.1954 50.489377 13 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2875 3.5223243 15353.92547 56.277769 17.1647998 2000-2012 –> 2010-2019 7.454927 3.9326031 32883.6498 115.165223 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2875 3.6132548 15499.92010 19.001113 18.2950495 2000-2012 –> 2010-2019 7.699578 4.0863232 33270.5215 48.194256 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2875 3.6406006 15543.10753 19.100907 18.4800172 2000-2012 –> 2010-2019 7.765239 4.1246381 33372.3370 50.190330 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2875 3.7684258 15740.77332 468.991142 34.2218760 2000-2012 –> 2010-2019 7.887640 4.1192139 33561.7360 932.811613 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2875 3.8881310 15919.89482 55.972865 17.0107677 2000-2012 –> 2010-2019 8.179351 4.2912202 33997.8465 114.912146 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2875 3.9304067 15981.83927 13.890728 17.5686051 2000-2012 –> 2010-2019 8.254704 4.3242969 34108.0269 33.549784 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2875 3.9627034 16028.71479 17.690779 17.6950971 2000-2012 –> 2010-2019 8.318002 4.3552982 34199.7781 44.387449 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2875 4.0679145 16178.81126 47.643549 21.3450093 2000-2012 –> 2010-2019 8.456269 4.3883546 34397.3743 106.046761 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2875 4.0666461 16177.02484 295.407602 26.9421569 2000-2012 –> 2010-2019 8.544403 4.4777567 34522.2822 577.663672 8 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2875 4.0961815 16216.47609 55.237330 17.0152089 2000-2012 –> 2010-2019 8.647700 4.5515181 34662.3729 113.646782 10 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2872 4.3351400 16589.41739 644.712078 20.2178292 1982-1999 –> 2000-2012 7.235096 2.8999560 25827.6345 1416.492025 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2872 4.4814798 16780.11469 105.998066 20.4384463 1982-1999 –> 2000-2012 7.318396 2.8369159 25936.7052 216.096926 5 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2872 4.1802494 16380.43349 102.895213 16.6497959 1982-1999 –> 2000-2012 7.344752 3.1645027 25942.8840 183.263156 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2872 4.4944215 16796.67838 107.067679 21.7838016 1982-1999 –> 2000-2012 7.490006 2.9955851 26155.3924 216.554644 7 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2872 4.6301919 16967.62766 54.456163 20.8500993 1982-1999 –> 2000-2012 7.577735 2.9475426 26266.2947 99.383273 10 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2872 4.3104852 16556.65685 53.119575 16.8508029 1982-1999 –> 2000-2012 7.606836 3.2963506 26270.7131 93.622879 2 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2872 4.6468171 16988.21513 59.201195 20.7504458 1982-1999 –> 2000-2012 7.610103 2.9632863 26306.6669 108.181202 11 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2872 4.3231787 16573.54692 56.090399 16.8524344 1982-1999 –> 2000-2012 7.627384 3.3042049 26296.4421 98.715139 3 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2872 4.6794667 17028.43264 24.421750 22.0779127 1982-1999 –> 2000-2012 7.790735 3.1112681 26527.8732 44.841895 13 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2872 4.4855077 16783.27504 593.628174 17.4674291 1982-1999 –> 2000-2012 7.829072 3.3435647 26548.1500 1165.508658 6 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2642 3.4332177 13923.37676 85.596781 14.6268980 2000-2012 –> 2010-2019 7.613467 4.1802494 30303.8103 188.491994 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2642 3.5426496 14087.91772 46.408035 15.7357873 2000-2012 –> 2010-2019 7.853135 4.3104852 30644.5746 99.527610 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2642 3.5593480 14112.57743 47.297082 15.8302521 2000-2012 –> 2010-2019 7.882527 4.3231787 30686.1243 103.387480 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2642 3.5542137 14105.00765 556.934985 15.9142715 2000-2012 –> 2010-2019 7.889354 4.3351400 30694.4250 1201.647063 3 7
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2642 3.5851439 14148.44563 480.136280 16.0634377 2000-2012 –> 2010-2019 8.070652 4.4855077 30931.7207 1073.764454 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2642 3.6671887 14269.10017 93.502430 16.4608739 2000-2012 –> 2010-2019 8.161610 4.4944215 31065.7786 200.570109 6 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2642 3.7016453 14316.14229 83.837227 16.2611292 2000-2012 –> 2010-2019 8.374856 4.6732107 31334.8907 186.117468 7 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2642 3.9074228 14601.84601 46.890781 14.9377540 2000-2012 –> 2010-2019 8.430821 4.5233984 31435.4389 95.021627 12 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2642 3.8176392 14479.94501 21.288120 16.3818792 2000-2012 –> 2010-2019 8.497106 4.6794667 31508.3776 45.709870 8 21
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2642 4.0320290 14764.46413 45.977057 13.6907125 2000-2012 –> 2010-2019 8.556304 4.5242746 31597.1695 93.605224 13 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4046 3.6659510 22008.26886 148.101115 15.9169916 1982-1999 –> 2000-2012 6.502991 2.8370402 34030.4407 257.715814 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4046 3.7441623 22179.09204 71.439982 17.2140572 1982-1999 –> 2000-2012 6.760626 3.0164635 34500.4015 125.667531 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4046 3.7498602 22191.39719 81.090143 17.2425521 1982-1999 –> 2000-2012 6.781838 3.0319781 34537.7314 142.886932 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4046 3.8896131 22487.49262 791.284906 16.6930205 1982-1999 –> 2000-2012 6.830834 2.9412210 34685.5822 1450.029059 6 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4046 3.9383390 22586.23298 756.510984 17.4427751 1982-1999 –> 2000-2012 6.893273 2.9549343 34805.0132 1372.111687 8 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4046 3.7821356 22260.74775 49.835727 16.1790926 1982-1999 –> 2000-2012 6.940594 3.1584581 34806.4395 87.975624 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4046 3.8041191 22305.64591 48.302390 16.5719541 1982-1999 –> 2000-2012 6.973103 3.1689840 34865.5671 84.905567 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4046 3.8936249 22495.83449 145.879001 19.1809634 1982-1999 –> 2000-2012 6.986681 3.0930560 34939.4572 259.586344 7 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4046 3.9809444 22673.30307 144.010801 19.9828174 1982-1999 –> 2000-2012 7.091896 3.1109521 35143.0680 253.548170 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4046 3.9926749 22699.11226 33.665263 20.6108157 1982-1999 –> 2000-2012 7.293048 3.3003728 35459.1993 61.099151 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3353 3.4565937 17660.59823 123.814944 20.9586304 2000-2012 –> 2010-2019 7.122545 3.6659510 39668.8671 271.916059 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3353 3.2995382 17352.01700 118.632569 21.3367931 2000-2012 –> 2010-2019 7.193163 3.8936249 39847.8515 264.511571 1 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3353 3.3046866 17357.13475 655.026144 18.9638616 2000-2012 –> 2010-2019 7.194300 3.8896131 39844.6274 1446.311050 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3353 3.5489456 17830.19793 65.287221 22.1425279 2000-2012 –> 2010-2019 7.293108 3.7441623 40009.2900 136.727203 7 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3353 3.5171067 17770.41336 45.702056 17.2476939 2000-2012 –> 2010-2019 7.299242 3.7821356 40031.1611 95.537783 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3353 3.5605588 17851.87082 73.803882 22.1841624 2000-2012 –> 2010-2019 7.310419 3.7498602 40043.2680 154.894024 9 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3353 3.3914922 17529.14342 28.348544 22.4159386 2000-2012 –> 2010-2019 7.384167 3.9926749 40228.2557 62.013807 3 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3353 3.4055719 17556.62730 40.704469 22.4770878 2000-2012 –> 2010-2019 7.406527 4.0009548 40272.5033 94.580420 4 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3353 3.8246381 18324.50936 41.510921 19.0407159 2000-2012 –> 2010-2019 7.628757 3.8041191 40630.1553 89.813310 17 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3353 3.5515950 17840.52118 105.528683 13.6794959 2000-2012 –> 2010-2019 7.760345 4.2087499 40966.1163 245.923657 8 24
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5237 2.8837757 25968.98034 727.582943 9.4452982 1982-1999 –> 2000-2012 5.319267 2.4354916 39084.7409 1465.065911 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5237 2.9720462 26284.77377 136.460597 11.1393419 1982-1999 –> 2000-2012 5.371142 2.3990959 39315.1028 240.891904 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5237 2.9790489 26309.42347 130.734100 10.2509175 1982-1999 –> 2000-2012 5.461018 2.4819693 39532.4436 251.339918 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5237 3.0215127 26455.66719 693.248528 10.2044392 1982-1999 –> 2000-2012 5.510410 2.4888970 39692.5026 1281.527925 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5237 3.0558049 26573.87080 126.686157 10.1217567 1982-1999 –> 2000-2012 5.560650 2.5048455 39846.9484 228.780228 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5237 3.0605895 26592.25778 58.157486 12.1265803 1982-1999 –> 2000-2012 5.563754 2.5031642 39863.5255 111.363728 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5237 3.0683126 26618.65446 64.922131 12.1719692 1982-1999 –> 2000-2012 5.586853 2.5185403 39924.6691 124.153561 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5237 3.0859432 26678.66607 21.883285 10.8718482 1982-1999 –> 2000-2012 5.676575 2.5906314 40144.8131 46.864083 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5237 3.0906303 26694.56231 33.189798 10.9145587 1982-1999 –> 2000-2012 5.693998 2.6033679 40188.5365 67.537527 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5237 3.1313760 26829.74544 20.276511 11.0126285 1982-1999 –> 2000-2012 5.732052 2.6006762 40315.8500 39.217505 12 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4430 2.6370450 21071.87572 815.081960 10.1015592 2000-2012 –> 2010-2019 5.520821 2.8837757 47040.8561 1542.664903 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4430 2.6249689 21031.41085 154.454575 12.5495003 2000-2012 –> 2010-2019 5.597015 2.9720462 47316.1846 290.915172 1 3
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4430 2.6537167 21125.43588 789.491888 10.4923247 2000-2012 –> 2010-2019 5.675229 3.0215127 47581.1031 1482.740416 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4430 2.7528459 21450.75447 139.868669 11.4645351 2000-2012 –> 2010-2019 5.731895 2.9790489 47760.1779 270.602769 5 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4430 2.7459947 21428.78615 54.858920 13.1906173 2000-2012 –> 2010-2019 5.806584 3.0605895 48021.0439 113.016406 4 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4430 2.7535697 21451.07209 136.512941 11.5552337 2000-2012 –> 2010-2019 5.809375 3.0558049 48024.9429 263.199099 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4430 2.7547177 21456.74678 61.824872 13.1919281 2000-2012 –> 2010-2019 5.823030 3.0683126 48075.4012 126.747003 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4430 2.8674346 21810.29325 23.329745 12.2997671 2000-2012 –> 2010-2019 5.953378 3.0859432 48488.9593 45.213030 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4430 2.8740929 21830.74048 32.678001 12.2912013 2000-2012 –> 2010-2019 5.964723 3.0906303 48525.3028 65.867799 10 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4430 2.8690465 21813.24752 21.936013 12.1577248 2000-2012 –> 2010-2019 6.000422 3.1313760 48642.9930 42.212524 9 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6734 2.9516062 33701.34715 23.188214 10.8977289 1982-1999 –> 2000-2012 5.361492 2.4098858 52149.4606 43.851548 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6734 3.0017147 33928.07027 290.441995 12.0884214 1982-1999 –> 2000-2012 5.375223 2.3735081 52254.1971 739.234910 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6734 3.0327666 34066.67693 81.060507 10.0172183 1982-1999 –> 2000-2012 5.487080 2.4543137 52661.2984 159.055984 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6734 3.0630981 34200.70498 258.956272 13.4361736 1982-1999 –> 2000-2012 5.491367 2.4282686 52709.7634 479.012757 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6734 3.0845640 34294.75821 51.085499 12.4785137 1982-1999 –> 2000-2012 5.536753 2.4521893 52882.4347 127.107163 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6734 3.1064635 34388.03924 197.403349 14.1889748 1982-1999 –> 2000-2012 5.539117 2.4326536 52909.5673 384.625513 8 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6734 3.0863787 34302.67947 63.337042 12.4179309 1982-1999 –> 2000-2012 5.541856 2.4554773 52901.1021 155.531430 6 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6734 3.0903191 34317.86304 18.736770 12.0783195 1982-1999 –> 2000-2012 5.553263 2.4629438 52938.6356 32.453121 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6734 3.1292877 34488.63124 35.159959 13.7069576 1982-1999 –> 2000-2012 5.632254 2.5029667 53240.6815 73.896137 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6734 3.1350997 34513.62220 38.667111 13.7238529 1982-1999 –> 2000-2012 5.647255 2.5121556 53295.0615 81.957687 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5677 3.0147501 28517.74699 309.315932 15.1847224 2000-2012 –> 2010-2019 6.016465 3.0017147 62445.8173 599.757927 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5677 3.0727323 28733.01454 21.715354 15.2234542 2000-2012 –> 2010-2019 6.024338 2.9516062 62434.3617 44.903568 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5677 3.1044650 28849.11334 308.142800 17.6144155 2000-2012 –> 2010-2019 6.167563 3.0630981 63049.8183 567.099071 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5677 3.0890349 28792.80895 47.428952 15.6078068 2000-2012 –> 2010-2019 6.173599 3.0845640 63087.5672 98.514451 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5677 3.0893392 28793.92200 52.841623 15.5152576 2000-2012 –> 2010-2019 6.175718 3.0863787 63096.6015 116.178664 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5677 3.0893919 28792.11486 14.779083 15.4556543 2000-2012 –> 2010-2019 6.179711 3.0903191 63109.9779 33.515853 5 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5677 3.1049250 28848.78758 215.492538 17.6894566 2000-2012 –> 2010-2019 6.211388 3.1064635 63236.8268 412.895886 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5677 3.2255070 29281.32397 77.769280 10.1405218 2000-2012 –> 2010-2019 6.258273 3.0327666 63348.0009 158.829786 12 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5677 3.1754751 29104.67258 42.607143 17.9869839 2000-2012 –> 2010-2019 6.304763 3.1292877 63593.3038 77.767102 8 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5677 3.1808390 29123.74394 47.065151 17.9971755 2000-2012 –> 2010-2019 6.315939 3.1350997 63637.3661 85.732262 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7761 2.8953538 38540.31579 137.540057 10.0468072 1982-1999 –> 2000-2012 5.180718 2.2853641 58431.1621 262.215280 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7761 2.8921005 38522.86490 44.431211 10.3751465 1982-1999 –> 2000-2012 5.250845 2.3587441 58693.4694 74.858651 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7761 2.8966385 38547.20149 47.338294 10.4280609 1982-1999 –> 2000-2012 5.264255 2.3676168 58751.0414 83.810069 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7761 2.9611538 38889.12098 28.794922 9.4894708 1982-1999 –> 2000-2012 5.273379 2.3122250 58883.4022 50.702540 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7761 2.9778345 38976.31373 447.120217 10.6294510 1982-1999 –> 2000-2012 5.412249 2.4344150 59426.4394 967.985134 6 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7761 2.9830725 39003.59300 65.764756 10.7147744 1982-1999 –> 2000-2012 5.439090 2.4560171 59531.9215 126.088959 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7761 2.9908039 39043.77036 65.724514 10.7978869 1982-1999 –> 2000-2012 5.450845 2.4600408 59586.5894 124.384819 8 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7761 3.0604912 39399.29165 28.660694 13.3445638 1982-1999 –> 2000-2012 5.455516 2.3950248 59703.0154 50.365142 12 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7761 3.0143425 39163.45528 39.077606 10.8665458 1982-1999 –> 2000-2012 5.479788 2.4654458 59723.7018 66.059175 10 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 7761 3.0265096 39225.98195 33.725773 10.7413765 1982-1999 –> 2000-2012 5.484010 2.4575007 59757.6563 57.133720 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6360 3.2052954 32460.64187 119.740108 13.0345146 2000-2012 –> 2010-2019 6.100649 2.8953538 71000.9577 257.280164 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6360 3.2367661 32583.33943 39.396063 12.2470252 2000-2012 –> 2010-2019 6.128867 2.8921005 71106.2043 83.827274 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6360 3.2485600 32629.01413 42.202599 12.0812237 2000-2012 –> 2010-2019 6.145199 2.8966385 71176.2156 89.540893 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6360 3.2336510 32571.24755 19.980230 14.6336572 2000-2012 –> 2010-2019 6.194805 2.9611538 71460.3685 48.775152 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6360 3.3027716 32836.85134 425.079505 12.6779185 2000-2012 –> 2010-2019 6.280606 2.9778345 71813.1651 872.199723 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6360 3.3136228 32878.04285 47.197870 10.8874929 2000-2012 –> 2010-2019 6.285919 2.9722962 71825.4613 96.934741 9 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6360 3.3098545 32863.75332 72.689479 12.4613485 2000-2012 –> 2010-2019 6.292927 2.9830725 71867.3463 138.454236 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6360 3.3174417 32892.50719 72.534343 12.5789516 2000-2012 –> 2010-2019 6.308246 2.9908039 71936.2776 138.258857 11 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6360 3.3252300 32919.95482 34.550875 11.3619177 2000-2012 –> 2010-2019 6.326349 3.0011186 72015.1652 74.491161 14 23
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6360 3.3230871 32911.85937 30.676523 13.3280450 2000-2012 –> 2010-2019 6.337430 3.0143425 72075.3147 69.754128 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3000 2.2278663 13333.89701 560.782920 9.2768142 1982-1999 –> 2000-2012 4.215148 1.9872818 20797.8859 1158.437213 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3000 2.2363352 13356.66185 134.961569 9.3791899 1982-1999 –> 2000-2012 4.234554 1.9982187 20840.0686 267.539037 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3000 2.2423247 13372.70997 133.662045 9.4669524 1982-1999 –> 2000-2012 4.251075 2.0087508 20874.7157 260.586260 3 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3000 2.3118208 13555.84394 321.154731 10.0346728 1982-1999 –> 2000-2012 4.313677 2.0018567 21045.6861 756.565256 10 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3000 2.3230107 13584.81567 173.732982 9.4086709 1982-1999 –> 2000-2012 4.346793 2.0237824 21113.1978 339.055755 11 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3000 2.3312856 13606.15033 134.737180 9.9960002 1982-1999 –> 2000-2012 4.353666 2.0223808 21132.0814 278.285746 13 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 3000 2.3410907 13629.33289 121.422235 9.7804362 1982-1999 –> 2000-2012 4.372937 2.0318466 21169.7849 263.455877 17 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3000 2.3470755 13646.65164 122.795769 10.1906240 1982-1999 –> 2000-2012 4.398070 2.0509947 21222.2896 237.039733 19 31
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3000 2.4079274 13800.22947 682.074641 9.8392678 1982-1999 –> 2000-2012 4.402136 1.9942084 21276.5286 1408.153137 43 45
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3000 2.2854679 13487.05588 603.104121 9.3559435 1982-1999 –> 2000-2012 4.412426 2.1269585 21191.3643 1263.907060 4 30
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2485 2.4117846 11230.01226 738.726775 12.8337820 2000-2012 –> 2010-2019 4.639651 2.2278663 24563.9093 1299.509694 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2485 2.4311746 11269.07295 116.399432 12.7256652 2000-2012 –> 2010-2019 4.667510 2.2363352 24625.7348 251.361000 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2485 2.4419229 11290.59128 117.433256 12.7094743 2000-2012 –> 2010-2019 4.684248 2.2423247 24663.3012 251.095301 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2485 2.4773951 11360.94107 816.334294 13.9418860 2000-2012 –> 2010-2019 4.762863 2.2854679 24847.9969 1419.438415 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2485 2.4959878 11397.41341 85.334160 13.8470624 2000-2012 –> 2010-2019 4.789451 2.2934636 24905.4236 172.965070 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2485 2.5030277 11411.15241 86.570040 13.8179953 2000-2012 –> 2010-2019 4.798982 2.2959542 24925.6747 174.038348 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2485 2.4243129 11255.28596 947.936118 14.8157044 2000-2012 –> 2010-2019 4.832240 2.4079274 25055.5154 1630.010759 2 45
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2485 2.4482735 11303.26075 167.311870 14.7266913 2000-2012 –> 2010-2019 4.866475 2.4182017 25129.0370 346.215277 5 50
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2485 2.6012073 11596.83161 520.624811 12.5172236 2000-2012 –> 2010-2019 4.888426 2.2872187 25086.4819 937.058735 16 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2485 2.4632820 11333.07291 170.133081 14.7127547 2000-2012 –> 2010-2019 4.888729 2.4254474 25176.8002 348.227398 6 53
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3703 1.8931831 15249.60936 296.661403 8.2905215 1982-1999 –> 2000-2012 3.532592 1.6394091 22602.9299 577.358129 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3703 1.9175047 15344.14789 445.886527 7.5727324 1982-1999 –> 2000-2012 3.554157 1.6366522 22691.0123 1029.367950 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3703 1.9184760 15347.89815 333.101384 7.5705625 1982-1999 –> 2000-2012 3.559572 1.6410955 22705.1628 610.974456 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3703 1.9246863 15371.83356 324.841745 7.7254790 1982-1999 –> 2000-2012 3.573877 1.6491906 22747.9736 611.408519 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3703 1.9220263 15359.59089 267.750308 7.3591294 1982-1999 –> 2000-2012 3.619942 1.6979160 22845.4237 521.535203 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3703 1.9872914 15608.89667 344.880562 8.4806140 1982-1999 –> 2000-2012 3.707591 1.7202992 23146.9682 633.019919 6 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3703 2.0198400 15729.21229 384.993740 8.9857698 1982-1999 –> 2000-2012 3.760881 1.7410411 23313.2583 798.830074 12 23
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 3703 2.0285514 15759.08512 205.108769 9.3191018 1982-1999 –> 2000-2012 3.771099 1.7425478 23344.4494 432.060811 14 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3703 2.0079494 15685.48496 460.765071 8.5751037 1982-1999 –> 2000-2012 3.790795 1.7828451 23360.5486 1171.583172 7 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3703 2.0141106 15706.17493 390.114038 8.1347996 1982-1999 –> 2000-2012 3.799090 1.7849792 23383.8274 919.184576 9 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3173 1.8645477 12682.30144 349.614781 8.5249302 2000-2012 –> 2010-2019 3.757731 1.8931831 27931.9108 646.276184 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3173 1.8585709 12662.38250 786.555679 8.7070265 2000-2012 –> 2010-2019 3.776076 1.9175047 28006.5304 1232.442206 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3173 1.8621495 12674.31667 358.482581 8.6253654 2000-2012 –> 2010-2019 3.780626 1.9184760 28022.2148 691.583965 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3173 1.8729783 12708.28982 333.560570 8.2533358 2000-2012 –> 2010-2019 3.795005 1.9220263 28067.8807 601.310878 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3173 1.8764174 12721.67075 342.817057 8.5352455 2000-2012 –> 2010-2019 3.801104 1.9246863 28093.5043 667.658802 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3173 2.0066593 13138.00247 831.309668 9.9714998 2000-2012 –> 2010-2019 4.014609 2.0079494 28823.4874 1292.074740 12 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3173 2.0160198 13166.87517 90.292835 9.8761630 2000-2012 –> 2010-2019 4.028570 2.0125503 28869.3106 173.187891 15 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3173 2.0218088 13184.66441 85.912966 9.8299230 2000-2012 –> 2010-2019 4.036273 2.0144645 28894.1404 166.473513 16 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3173 2.0994284 13418.38493 357.385806 9.0649748 2000-2012 –> 2010-2019 4.086720 1.9872914 29027.2816 702.266368 23 29
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3173 2.0799152 13358.45200 685.995822 8.9851561 2000-2012 –> 2010-2019 4.094026 2.0141106 29064.6269 1076.109860 20 29
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4461 1.6086636 16915.32228 412.945459 8.4583410 1982-1999 –> 2000-2012 3.259556 1.6508925 25896.9113 718.994111 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4461 1.6619118 17203.86550 399.974219 8.3907713 1982-1999 –> 2000-2012 3.363100 1.7011885 26323.6062 664.846296 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4461 1.7074611 17447.10668 416.391885 8.2608145 1982-1999 –> 2000-2012 3.431038 1.7235766 26629.9050 843.463680 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4461 1.7114205 17467.77209 91.222747 8.2261902 1982-1999 –> 2000-2012 3.444849 1.7334284 26677.1875 167.763065 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4461 1.7125363 17473.58697 90.218681 8.2232998 1982-1999 –> 2000-2012 3.448535 1.7359991 26689.9229 170.319431 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4461 1.7408281 17617.77773 399.074297 8.1862833 1982-1999 –> 2000-2012 3.480801 1.7399727 26842.7908 736.960932 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4461 1.7431196 17629.51412 16.653787 8.1643851 1982-1999 –> 2000-2012 3.491687 1.7485678 26877.5394 36.559048 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4461 1.7444740 17636.44384 17.552635 8.1620606 1982-1999 –> 2000-2012 3.496438 1.7519641 26893.5310 38.549223 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4461 1.7431172 17631.50194 85.308152 8.1221991 1982-1999 –> 2000-2012 3.526329 1.7832114 26973.1471 148.309942 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4461 1.7567168 17698.84009 14.951337 8.0686633 1982-1999 –> 2000-2012 3.542348 1.7856316 27044.8192 31.795506 10 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4492 1.6886620 17243.41599 492.603266 11.8358635 2000-2012 –> 2010-2019 3.297326 1.6086636 34158.7383 905.548725 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4492 1.7092332 17348.79285 492.533699 12.0028996 2000-2012 –> 2010-2019 3.371145 1.6619118 34552.6584 892.507918 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4492 1.7770832 17696.01062 479.650005 9.7780502 2000-2012 –> 2010-2019 3.484544 1.7074611 35143.1173 896.041890 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4492 1.7779292 17700.23151 120.896051 9.7102891 2000-2012 –> 2010-2019 3.489350 1.7114205 35168.0036 212.118797 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4492 1.7793437 17707.28402 114.334611 9.6897601 2000-2012 –> 2010-2019 3.491880 1.7125363 35180.8710 204.553292 7 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4492 1.7777164 17697.16985 467.925305 9.8331395 2000-2012 –> 2010-2019 3.518544 1.7408281 35314.9476 866.999602 4 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4492 1.7784306 17700.73179 24.567171 9.7635731 2000-2012 –> 2010-2019 3.521550 1.7431196 35330.2459 41.220958 6 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4492 1.7798822 17707.96714 25.778743 9.7445330 2000-2012 –> 2010-2019 3.524356 1.7444740 35344.4110 43.331378 8 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4492 1.8267641 17940.52633 119.430774 9.0822913 2000-2012 –> 2010-2019 3.569881 1.7431172 35572.0283 204.738925 13 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4492 1.8403008 18003.99752 22.214307 8.6480043 2000-2012 –> 2010-2019 3.597018 1.7567168 35702.8376 37.165644 14 24
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2615 1.5487144 9722.78206 316.996978 7.0959631 1982-1999 –> 2000-2012 3.141399 1.5926848 15310.7180 532.913486 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2615 1.5511721 9731.07522 129.486227 7.1257118 1982-1999 –> 2000-2012 3.145772 1.5945998 15322.5656 228.801981 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2615 1.5513630 9731.71880 123.296609 7.1302798 1982-1999 –> 2000-2012 3.146595 1.5952318 15324.3814 215.943973 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2615 1.5504603 9728.67464 92.676320 7.1524148 1982-1999 –> 2000-2012 3.151331 1.6008704 15331.7743 173.217431 2 6
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2615 1.5538708 9738.16639 14.829710 7.2044578 1982-1999 –> 2000-2012 3.186281 1.6324098 15396.9761 39.581578 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2615 1.6433443 10030.96394 300.978809 9.0023772 1982-1999 –> 2000-2012 3.244886 1.6015416 15633.3035 506.018938 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2615 1.6474247 10043.93384 128.321740 8.9757376 1982-1999 –> 2000-2012 3.251306 1.6038812 15650.5914 226.876981 8 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2615 1.6480228 10045.83252 122.337234 8.9972095 1982-1999 –> 2000-2012 3.252668 1.6046456 15653.8995 214.319366 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2615 1.6509941 10055.25339 92.662200 9.1216743 1982-1999 –> 2000-2012 3.275988 1.6249942 15700.5951 167.070970 10 18
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 2615 1.6537770 10062.06158 10.412160 9.3131273 1982-1999 –> 2000-2012 3.298840 1.6450632 15741.7115 19.223129 11 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2585 1.4532856 9078.22222 345.777184 7.7824544 2000-2012 –> 2010-2019 3.044776 1.5914902 18943.4992 712.993525 1 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2585 1.4968417 9227.52790 137.746130 7.3210374 2000-2012 –> 2010-2019 3.047302 1.5504603 18956.2025 230.422449 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2585 1.5082440 9265.89637 315.107663 7.7209349 2000-2012 –> 2010-2019 3.056958 1.5487144 18988.6784 632.104642 3 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2585 1.5096501 9270.60795 183.042185 7.6901114 2000-2012 –> 2010-2019 3.060822 1.5511721 19001.6832 312.528412 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2585 1.5097788 9271.03888 177.533476 7.6987911 2000-2012 –> 2010-2019 3.061142 1.5513630 19002.7577 300.830086 5 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2585 1.5108669 9272.68159 17.556904 7.8581813 2000-2012 –> 2010-2019 3.064738 1.5538708 19010.8480 32.386613 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2585 1.5567761 9424.02518 324.254062 9.3648549 2000-2012 –> 2010-2019 3.250917 1.6941408 19614.2027 641.703758 7 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2585 1.6364811 9676.47739 312.428798 9.3936573 2000-2012 –> 2010-2019 3.279825 1.6433443 19707.4413 613.407607 16 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2585 1.6387291 9683.41778 181.360503 9.3633007 2000-2012 –> 2010-2019 3.286154 1.6474247 19727.3516 309.682244 18 26
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2585 1.6392514 9685.02904 176.104630 9.3805221 2000-2012 –> 2010-2019 3.287274 1.6480228 19730.8616 298.441865 19 28
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6139 1.4021409 21585.69449 620.457090 7.0600969 1982-1999 –> 2000-2012 2.997353 1.5952124 35389.7275 861.821211 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6139 1.3517071 21135.92777 145.296428 7.2656240 1982-1999 –> 2000-2012 3.026231 1.6745239 35294.7535 264.109748 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6139 1.3528714 21146.49878 59.243294 7.2813567 1982-1999 –> 2000-2012 3.027934 1.6750623 35307.6750 111.267869 2 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6139 1.3531204 21148.75827 59.074340 7.2871493 1982-1999 –> 2000-2012 3.028495 1.6753749 35311.2991 105.684493 3 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6139 1.4145167 21693.58953 576.026710 6.3403822 1982-1999 –> 2000-2012 3.028808 1.6142910 35584.5545 867.233289 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6139 1.4281994 21811.78470 533.245729 6.4896328 1982-1999 –> 2000-2012 3.041477 1.6132775 35698.1576 810.045017 8 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6139 1.4320590 21842.92037 532.350704 6.6457085 1982-1999 –> 2000-2012 3.046485 1.6144263 35732.4984 771.627526 9 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6139 1.3641265 21248.22192 53.709757 7.5191740 1982-1999 –> 2000-2012 3.095140 1.7310139 35649.6483 103.933659 4 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6139 1.4816250 22262.69389 622.551103 7.0067774 1982-1999 –> 2000-2012 3.101792 1.6201673 36180.2278 824.007921 11 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6139 1.4845669 22287.04875 748.255114 7.0177211 1982-1999 –> 2000-2012 3.105694 1.6211269 36208.9121 1046.400681 12 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5563 1.1686972 17085.13727 257.986158 6.7337472 2000-2012 –> 2010-2019 2.520404 1.3517071 38221.0650 403.282586 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5563 1.1703616 17100.56440 83.155676 6.7105911 2000-2012 –> 2010-2019 2.523233 1.3528714 38247.0632 142.398970 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5563 1.1706756 17103.47203 78.933465 6.7171459 2000-2012 –> 2010-2019 2.523796 1.3531204 38252.2303 138.007804 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5563 1.1661619 17061.59585 88.980743 6.6533405 2000-2012 –> 2010-2019 2.530288 1.3641265 38309.8178 142.690500 1 5
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5563 1.1826589 17211.86886 9.868982 7.2413928 2000-2012 –> 2010-2019 2.552147 1.3694879 38506.2518 17.791977 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5563 1.2625898 17922.80232 574.163911 4.4061384 2000-2012 –> 2010-2019 2.664731 1.4021409 39508.4968 1194.621001 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5563 1.2066335 17431.41705 305.058574 5.8843245 2000-2012 –> 2010-2019 2.668990 1.4623568 39533.3906 462.504871 6 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5563 1.3113608 18333.64200 651.558024 5.2458709 2000-2012 –> 2010-2019 2.725878 1.4145167 40027.2315 1227.584734 10 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5563 1.3212044 18414.70759 621.499372 4.8596787 2000-2012 –> 2010-2019 2.749404 1.4281994 40226.4923 1154.745101 12 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5563 1.3212060 18412.72132 574.137395 4.8612066 2000-2012 –> 2010-2019 2.753265 1.4320590 40255.6417 1106.488099 13 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14388 0.6537025 28612.61543 298.047644 3.7624591 1982-1999 –> 2000-2012 1.810726 1.1570237 53901.0952 400.682862 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14388 0.6576286 28784.92189 267.434656 3.5079055 1982-1999 –> 2000-2012 1.820677 1.1630490 54157.2957 356.209043 2 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14388 0.7126584 31097.41524 335.454705 4.4264199 1982-1999 –> 2000-2012 1.902281 1.1896230 56834.6863 427.692721 3 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 14388 0.7172032 31278.34574 266.077274 4.8608374 1982-1999 –> 2000-2012 1.908271 1.1910674 57033.2156 352.337560 4 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14388 0.7594514 32927.40029 330.776404 3.2295219 1982-1999 –> 2000-2012 1.926830 1.1673788 58359.7937 424.253025 5 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14388 0.8107383 34807.88351 341.894977 5.1672154 1982-1999 –> 2000-2012 1.973423 1.1626843 60175.1923 437.649647 6 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14388 0.8116282 34839.45255 369.381952 5.1822233 1982-1999 –> 2000-2012 1.973602 1.1619737 60196.8869 481.733596 10 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14388 0.8213336 35181.51381 330.554019 5.2957881 1982-1999 –> 2000-2012 1.987626 1.1662927 60598.8722 424.860563 12 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 14388 0.8179678 35061.34761 333.611719 5.3199668 1982-1999 –> 2000-2012 2.013705 1.1957376 60879.4263 421.350829 11 22
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 14388 0.8597541 36495.06721 235.392103 5.4032122 1982-1999 –> 2000-2012 2.025216 1.1654622 61898.9200 291.410497 16 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15034 0.6929276 31324.75678 229.376506 4.7800543 2000-2012 –> 2010-2019 1.346630 0.6537025 59937.3722 527.424150 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 15034 0.6985990 31567.34349 192.415892 4.4709492 2000-2012 –> 2010-2019 1.356228 0.6576286 60352.2654 459.850548 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 15034 0.6955952 31439.10561 199.076727 4.4128745 2000-2012 –> 2010-2019 1.408254 0.7126584 62536.5209 534.531432 2 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 15034 0.7013239 31681.19513 180.124713 4.2457474 2000-2012 –> 2010-2019 1.418527 0.7172032 62959.5409 446.201987 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15034 0.7675097 34366.99028 220.020231 3.5788813 2000-2012 –> 2010-2019 1.526961 0.7594514 67294.3906 550.796635 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 15034 0.7666291 34332.82476 148.952658 5.7507334 2000-2012 –> 2010-2019 1.577951 0.8113224 69161.4338 250.670883 5 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15034 0.7668614 34341.84165 20.487500 5.7426882 2000-2012 –> 2010-2019 1.578405 0.8115434 69178.2870 40.967490 6 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15034 0.7669182 34344.04841 20.463174 5.7417484 2000-2012 –> 2010-2019 1.578495 0.8115764 69181.6628 40.937723 7 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15034 0.7934332 35355.56701 234.738332 6.2129996 2000-2012 –> 2010-2019 1.604172 0.8107383 70163.4505 576.633308 11 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 15034 0.7933343 35351.85526 209.705997 6.1609405 2000-2012 –> 2010-2019 1.604963 0.8116282 70191.3078 579.087949 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6065 1.0948986 18325.45168 516.069923 4.1586453 1982-1999 –> 2000-2012 1.903794 0.8088953 29729.7281 1010.984622 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6065 1.0946325 18322.50296 158.732270 4.1661574 1982-1999 –> 2000-2012 1.919284 0.8246511 29908.8463 212.010896 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6065 1.0948294 18324.68491 241.925008 4.1783681 1982-1999 –> 2000-2012 1.919352 0.8245230 29909.5621 304.780698 2 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6065 1.0974479 18353.66104 321.155331 4.1697675 1982-1999 –> 2000-2012 1.922800 0.8253519 29948.0213 493.222042 5 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6065 1.1015094 18398.47025 435.397052 4.1216805 1982-1999 –> 2000-2012 1.931010 0.8295004 30040.1506 558.163269 6 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 6065 1.0965250 18341.45665 53.811464 4.3932771 1982-1999 –> 2000-2012 1.931425 0.8349003 30042.3774 91.225492 4 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6065 1.1348303 18759.96462 431.539492 3.6429591 1982-1999 –> 2000-2012 1.942678 0.8078475 30152.0075 809.487828 16 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6065 1.1467151 18886.33814 447.132904 3.2499539 1982-1999 –> 2000-2012 1.955349 0.8086343 30287.5683 821.705710 17 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6065 1.1476268 18893.97897 386.329203 3.3325726 1982-1999 –> 2000-2012 1.957340 0.8097137 30305.7990 757.908109 18 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6065 1.1298428 18706.53698 218.252280 3.4294538 1982-1999 –> 2000-2012 1.984494 0.8546509 30630.1258 439.596001 14 30
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6269 1.2117585 19059.37388 671.461880 3.9846208 2000-2012 –> 2010-2019 2.306657 1.0948986 37384.8256 1187.531803 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6269 1.2163549 19104.13182 198.515146 5.3426803 2000-2012 –> 2010-2019 2.310987 1.0946325 37426.6348 357.247416 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6269 1.2161968 19102.59532 286.598532 5.3611106 2000-2012 –> 2010-2019 2.311026 1.0948294 37427.2802 528.523539 2 4
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 6269 1.2173388 19111.69067 97.593692 5.1080920 2000-2012 –> 2010-2019 2.313864 1.0965250 37453.1473 151.405156 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6269 1.2192564 19132.29842 376.529691 5.3522687 2000-2012 –> 2010-2019 2.316704 1.0974479 37485.9595 697.685023 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6269 1.2259609 19197.12725 521.797434 5.2595927 2000-2012 –> 2010-2019 2.327470 1.1015094 37595.5975 957.194486 7 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6269 1.2240302 19178.49535 533.736766 3.9520652 2000-2012 –> 2010-2019 2.358861 1.1348303 37938.4600 965.276258 6 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6269 1.2513647 19439.59394 674.642716 4.1021503 2000-2012 –> 2010-2019 2.362535 1.1111705 37943.9896 1189.731171 9 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6269 1.2517193 19442.94403 665.800048 4.1018242 2000-2012 –> 2010-2019 2.363452 1.1117323 37953.4715 1193.750348 11 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6269 1.2513976 19437.90479 71.665149 4.1013344 2000-2012 –> 2010-2019 2.364456 1.1130587 37960.8957 117.045098 10 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 5.705758 1078.6407
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 4.336794 867.3729
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.896660 4481.0664
Atlantic (26,26.5] 2000-2012 –> 2010-2019 8.197917 4332.3622
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.916826 5823.0298
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.493155 5872.1538
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.305043 9311.2447
Atlantic (26.75,27] 2000-2012 –> 2010-2019 5.317141 9241.7301
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.978852 11514.7915
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.668589 12052.3670
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.579138 23723.9352
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 6.956606 25687.5514
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.188324 38599.3718
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.580038 41407.6212
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.332108 10498.8544
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 2.615926 11794.0792
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 3.879936 14528.5610
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 4.528933 15841.8470
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.503623 22192.8336
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.659201 22397.0944
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 2.030555 6496.8403
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 2.632208 7792.0095
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.990848 9130.3185
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 2.424261 11188.2522
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.736440 14480.2508
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.898712 17360.5302
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.233390 16713.3942
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.352929 20523.8549
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.241126 30804.0399
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.645930 45547.0397
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.023312 29441.7807
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.120781 33897.5925
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.543012 26207.8756
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 8.132983 31020.2310
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.905488 34777.2900
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.359257 40154.2096
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.547572 39790.9133
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 5.788247 47947.6965
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.516566 52794.2202
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 6.182776 63103.9641
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.369070 59248.8399
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.240100 71627.6476
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.330048 21066.3603
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.781858 24897.9875
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.666959 23014.1554
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.917074 28480.0888
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.448468 26684.9360
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.486559 35146.7859
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.209507 15506.6516
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.143991 19268.3526
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 3.049941 35635.7454
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.621214 39108.7681
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.934236 58403.5384
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.500058 66095.6232
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.936753 30095.4186
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.333601 37657.0262

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
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
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
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
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 --> 2000-2012
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 7 6 7 8 9 6 7
(26.5,26.75] 8 5 8 5 5 10 7
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 7 10 6 5 5 6 9
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 4 4 5 10 9 7
(27.85,27.95] 6 2 5 6 10 7 9
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 2 6 6 8 5 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 8 10 3 6 5 4 7
(28.2, Inf] 9 10 3 4 10 3 5
total 92.00 71.00 77.00 88.00 108.00 95.00 113.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 5 6 6 9 10 8 5
(26,26.5] 7 6 7 8 9 6 7
(26.5,26.75] 7 7 7 7 6 7 9
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 7 6 4 6 10 6
(27.25,27.5] 6 8 4 7 9 8 7
(27.5,27.75] 7 5 8 5 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 5 5 10 8 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 6 10 2 6 5 5 9
(28.2, Inf] 9 10 3 4 10 3 5
total 91.00 77.00 77.00 88.00 115.00 99.00 103.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 7 7 8 6 8
(26.5,26.75] 8 6 7 7 6 7 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 8 9 6 4 9 7 6
(27.85,27.95] 9 8 5 3 10 5 7
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.2] 4 7 8 5 8 10 7
(28.2,28.3] 4 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 90.00 100.00 89.00 85.00 104.00 94.00 102.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 9 5 7 6 10 4 7
(26,26.5] 8 5 8 6 5 9 8
(26.5,26.75] 7 4 6 7 5 10 8
(26.75,27] 6 9 6 7 6 6 9
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 7 6 7 6 7 6 10
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 7 9 10
(28.1,28.2] 4 6 6 5 10 10 7
(28.2,28.3] 5 7 8 5 8 10 6
(28.3, Inf] 6 10 9 4 7 4 8
total 91.00 89.00 89.00 82.00 103.00 99.00 115.00

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
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
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
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
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