Last updated: 2021-07-06

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: 664790e

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 664790e. 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/
    Untracked:  docs_1982-1999_2000-2012_GC_0.5/
    Untracked:  docs_1982-1999_2000-2012_GV_1.0/
    Untracked:  docs_1982-1999_2000-2012_RC_3.1/
    Untracked:  docs_1982-1999_2000-2012_RC_SO_1.6/
    Untracked:  docs_1982-1999_2000-2012_RV_3.4/
    Untracked:  docs_1982-1999_2000-2012_RV_SO_1.8/
    Untracked:  docs_2000-2009_2010-2019_GC_1.3/
    Untracked:  docs_2000-2009_2010-2019_GV_1.5/

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 d9cdf15 Donghe-Zhu 2021-07-06 Build site.
html ee4cd2d Donghe-Zhu 2021-07-06 Build site.
html 93821c1 Donghe-Zhu 2021-07-05 Build site.
html d44db8e Donghe-Zhu 2021-07-05 Build site.
html 20b3436 Donghe-Zhu 2021-07-05 Build site.
html d982ea5 Donghe-Zhu 2021-07-05 Build site.
html 7397e53 Donghe-Zhu 2021-07-05 Build site.
html f2e4805 Donghe-Zhu 2021-07-05 Build site.
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 + nitrate + silicate + phosphate_star 118 1.2154896 394.9242 14.908110 3.951985 1982-1999 –> 2000-2009 2.3993760 1.1838864 1069.4245 25.293832 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 118 1.2173959 395.2940 33.301436 3.534036 1982-1999 –> 2000-2009 2.4305285 1.2131326 1079.9461 55.919190 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 118 1.2173405 395.2833 15.782471 3.548585 1982-1999 –> 2000-2009 2.4309236 1.2135831 1080.0898 26.303386 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 118 1.2194578 395.6934 127.716905 3.498235 1982-1999 –> 2000-2009 2.4312048 1.2117469 1079.8701 225.369793 12 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 118 1.2174485 395.3042 16.006341 3.557576 1982-1999 –> 2000-2009 2.4318999 1.2144514 1080.4083 27.782976 10 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 118 1.2148429 394.7986 29.577587 3.354035 1982-1999 –> 2000-2009 2.4520349 1.2371921 1087.6203 46.601118 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 118 1.2158836 395.0007 93.795708 3.295221 1982-1999 –> 2000-2009 2.4525173 1.2366337 1087.6346 167.959042 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 118 1.2151538 394.8590 14.588583 3.378920 1982-1999 –> 2000-2009 2.4527705 1.2376167 1087.8234 23.924980 2 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 118 1.2154347 394.9135 10.046123 3.389789 1982-1999 –> 2000-2009 2.4539401 1.2385054 1088.1766 17.313052 3 12
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 118 1.2174056 393.2959 10.800114 3.543499 1982-1999 –> 2000-2009 2.4597523 1.2423467 1085.8472 18.448081 9 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 76 1.2167380 259.4970 133.970210 4.352526 2000-2009 –> 2010-2019 2.4326216 1.2158836 654.4977 227.765918 1 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 76 1.2483605 263.3970 41.952927 4.886502 2000-2009 –> 2010-2019 2.4632034 1.2148429 658.1956 71.530514 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 76 1.2588727 264.6716 21.858050 5.055406 2000-2009 –> 2010-2019 2.4740265 1.2151538 659.5306 36.446633 3 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 76 1.2619151 265.0385 15.960469 5.077094 2000-2009 –> 2010-2019 2.4773498 1.2154347 659.9520 26.006592 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 76 1.2918115 268.5976 145.179981 4.658759 2000-2009 –> 2010-2019 2.5112694 1.2194578 664.2910 272.896885 6 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 76 1.3026017 269.8619 21.721582 4.880331 2000-2009 –> 2010-2019 2.5180913 1.2154896 664.7861 36.629691 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 76 1.3096896 270.6868 42.183675 4.665311 2000-2009 –> 2010-2019 2.5270855 1.2173959 665.9808 75.485111 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 76 1.3157442 271.3878 38.668470 4.670116 2000-2009 –> 2010-2019 2.5330848 1.2173405 666.6711 54.450941 9 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 76 1.3233572 272.2648 40.169213 4.676018 2000-2009 –> 2010-2019 2.5408057 1.2174485 667.5690 56.175554 10 20
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 76 1.4135548 280.2870 117.587105 4.885799 2000-2009 –> 2010-2019 2.6330827 1.2195280 673.9940 165.479200 14 27
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 797 3.6964476 4359.7394 361.466566 10.924314 1982-1999 –> 2000-2009 6.9869133 3.2904657 11822.5870 679.906837 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 797 3.7756159 4393.5183 12.804394 10.891499 1982-1999 –> 2000-2009 7.1468934 3.3712775 11925.6115 25.571439 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 797 3.7844859 4397.2586 13.158487 10.901891 1982-1999 –> 2000-2009 7.1624796 3.3779938 11935.0320 24.265396 4 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 797 3.7990928 4403.3991 13.060920 10.910894 1982-1999 –> 2000-2009 7.1923931 3.3933004 11954.0755 25.085589 5 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 797 3.9131477 4450.5493 361.582028 11.131668 1982-1999 –> 2000-2009 7.2070144 3.2938667 11916.3453 674.881911 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 797 3.7082150 4364.8057 34.382086 10.742354 1982-1999 –> 2000-2009 7.2536549 3.5454399 12040.6564 83.522369 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 797 4.0034930 4486.9326 12.953264 11.027290 1982-1999 –> 2000-2009 7.3750147 3.3715218 12019.2326 23.861231 7 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 797 4.0197339 4493.3858 13.158289 11.030390 1982-1999 –> 2000-2009 7.4026752 3.3829413 12035.3362 24.097089 8 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 797 4.0220098 4494.2881 13.169635 11.038583 1982-1999 –> 2000-2009 7.4088264 3.3868166 12039.5059 24.026435 9 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 797 4.0608620 4509.6121 13.244558 11.215088 1982-1999 –> 2000-2009 7.4772121 3.4163501 12079.6093 24.256711 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 694 3.4702558 3710.4756 314.757206 11.369207 2000-2009 –> 2010-2019 7.1667034 3.6964476 8070.2150 676.223772 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 694 3.6076007 3764.3503 31.754287 12.195375 2000-2009 –> 2010-2019 7.3158157 3.7082150 8129.1560 66.136373 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 694 3.5801881 3753.7632 10.832225 12.594202 2000-2009 –> 2010-2019 7.3558040 3.7756159 8147.2815 23.636620 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 694 3.5875919 3756.6306 11.518714 12.845798 2000-2009 –> 2010-2019 7.3720778 3.7844859 8153.8892 24.677201 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 694 3.6072790 3764.2265 11.435110 13.298435 2000-2009 –> 2010-2019 7.4063717 3.7990928 8167.6256 24.496029 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 3.5722205 3750.6708 314.781076 11.702722 2000-2009 –> 2010-2019 7.4853681 3.9131477 8201.2201 676.363103 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 694 3.7075691 3802.2892 10.940742 15.093112 2000-2009 –> 2010-2019 7.7110621 4.0034930 8289.2218 23.894007 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 694 3.7278124 3809.8470 11.519807 15.832052 2000-2009 –> 2010-2019 7.7475462 4.0197339 8303.2328 24.678095 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 694 3.7292072 3810.3663 11.225347 15.840362 2000-2009 –> 2010-2019 7.7512171 4.0220098 8304.6544 24.394982 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 694 3.7383142 3813.7517 11.527002 15.581990 2000-2009 –> 2010-2019 7.7991762 4.0608620 8323.3638 24.771560 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1067 3.0015563 5387.5602 291.609479 11.323170 1982-1999 –> 2000-2009 6.4109408 3.4093845 15512.5477 554.873441 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1067 3.0458755 5418.8392 137.401749 11.273397 1982-1999 –> 2000-2009 6.4947846 3.4489092 15587.8799 202.199017 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1067 3.0696225 5435.4123 136.447513 11.224432 1982-1999 –> 2000-2009 6.5395967 3.4699741 15627.7258 200.960815 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1067 3.0888397 5448.7304 138.394258 11.308616 1982-1999 –> 2000-2009 6.5747666 3.4859270 15658.5749 203.473842 10 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1067 3.0092898 5393.0514 25.194780 13.210150 1982-1999 –> 2000-2009 6.5775714 3.5682816 15692.1400 51.671745 2 9
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1067 3.0776232 5438.9672 240.561304 12.815645 1982-1999 –> 2000-2009 6.6125657 3.5349426 15700.1784 484.241727 9 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1067 3.0245786 5403.8658 25.329715 13.262169 1982-1999 –> 2000-2009 6.6153071 3.5907285 15726.9221 52.007541 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1067 3.0298234 5407.5631 25.426631 13.272718 1982-1999 –> 2000-2009 6.6276320 3.5978086 15738.1481 52.178586 4 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1067 3.1613265 5496.2311 249.738999 9.329377 1982-1999 –> 2000-2009 6.7001782 3.5388517 15761.6666 506.686337 13 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1067 3.0306089 5408.1162 144.189885 12.640908 1982-1999 –> 2000-2009 6.7067257 3.6761169 15820.9968 210.287485 5 24
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 946 3.7605801 5204.7242 299.754243 11.482052 2000-2009 –> 2010-2019 6.7621364 3.0015563 10592.2844 591.363722 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 946 3.7999396 5224.4236 116.942411 12.054193 2000-2009 –> 2010-2019 6.8458150 3.0458755 10643.2628 254.344160 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 946 3.8191646 5233.9717 116.222981 12.265924 2000-2009 –> 2010-2019 6.8887871 3.0696225 10669.3840 252.670494 3 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 946 3.8388276 5243.6877 117.706528 12.591378 2000-2009 –> 2010-2019 6.9276672 3.0888397 10692.4181 256.100786 4 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 946 3.9352592 5290.6277 121.167791 13.108015 2000-2009 –> 2010-2019 6.9658681 3.0306089 10698.7440 265.357676 10 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 946 3.9686986 5306.6368 24.516461 14.993680 2000-2009 –> 2010-2019 6.9779884 3.0092898 10699.6882 49.711242 14 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 946 3.9908550 5317.1701 24.662025 15.448974 2000-2009 –> 2010-2019 7.0154336 3.0245786 10721.0359 49.991739 16 19
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 946 3.9392373 5290.5393 241.589031 13.780145 2000-2009 –> 2010-2019 7.0168605 3.0776232 10729.5065 482.150335 11 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 946 3.9963167 5319.7576 24.745117 15.546903 2000-2009 –> 2010-2019 7.0261402 3.0298234 10727.3208 50.171747 17 21
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 946 3.8932589 5268.3262 256.360795 20.608151 2000-2009 –> 2010-2019 7.0545854 3.1613265 10764.5574 506.099794 5 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1877 1.9337264 7816.2666 337.545529 12.530616 1982-1999 –> 2000-2009 3.6873555 1.7536290 20640.9549 626.535793 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1877 1.9745526 7892.6986 320.790867 14.494899 1982-1999 –> 2000-2009 3.7698023 1.7952497 20867.1051 603.473258 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1877 2.0016987 7945.9569 25.506180 14.313614 1982-1999 –> 2000-2009 3.8131778 1.8114791 20980.5728 54.117270 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1877 2.0480379 8031.8711 66.426763 12.904974 1982-1999 –> 2000-2009 3.8456476 1.7976097 21016.7746 110.823298 5 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1877 2.0371365 8011.8358 23.366843 14.445269 1982-1999 –> 2000-2009 3.9085761 1.8714396 21257.0773 47.006974 4 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1877 2.0889421 8106.1086 66.247619 12.973122 1982-1999 –> 2000-2009 3.9428007 1.8538586 21290.3002 110.487933 7 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1877 2.0953005 8115.5177 25.090578 15.084654 1982-1999 –> 2000-2009 3.9470629 1.8517624 21290.3915 51.471727 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1877 2.0521024 8039.3138 23.603943 14.489092 1982-1999 –> 2000-2009 3.9509170 1.8988146 21378.4825 47.247653 6 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1877 2.1149342 8152.5302 66.867026 13.196211 1982-1999 –> 2000-2009 4.0042611 1.8893269 21459.2997 111.581082 11 19
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1877 2.1400511 8194.8500 3.819147 15.268244 1982-1999 –> 2000-2009 4.0545153 1.9144642 21585.1081 7.680361 12 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1758 2.5216867 8255.0348 278.379846 22.777432 2000-2009 –> 2010-2019 4.4554132 1.9337264 16071.3014 615.925376 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1758 2.5597612 8307.7254 25.739093 26.905348 2000-2009 –> 2010-2019 4.5614599 2.0016987 16253.6823 51.245273 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1758 2.6369345 8410.1616 250.891522 27.469929 2000-2009 –> 2010-2019 4.6114872 1.9745526 16302.8601 571.682389 8 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1758 2.5653862 8315.4432 87.583211 23.081094 2000-2009 –> 2010-2019 4.6134241 2.0480379 16347.3143 154.009974 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1758 2.6166922 8385.0669 22.836023 27.172318 2000-2009 –> 2010-2019 4.6538287 2.0371365 16396.9027 46.202866 7 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1758 2.5755206 8329.3056 91.428494 23.542784 2000-2009 –> 2010-2019 4.6845337 2.1090131 16471.3111 159.321542 4 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1758 2.6418401 8418.6964 22.835996 27.193990 2000-2009 –> 2010-2019 4.6939425 2.0521024 16458.0102 46.439939 9 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1758 2.6063767 8371.1788 86.899501 23.049169 2000-2009 –> 2010-2019 4.6953188 2.0889421 16477.2873 153.147120 5 12
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1758 2.6098092 8373.8062 25.704158 26.121063 2000-2009 –> 2010-2019 4.7194990 2.1096898 16515.0161 51.017550 6 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1758 2.6501656 8429.7593 88.713741 23.454976 2000-2009 –> 2010-2019 4.7650998 2.1149342 16582.2895 155.580767 10 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1771 1.8396140 7198.9268 40.923258 13.759451 1982-1999 –> 2000-2009 3.2995564 1.4599424 18345.6230 98.613162 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1771 1.7600987 7042.4205 110.758485 10.217773 1982-1999 –> 2000-2009 3.3167073 1.5566085 18586.2292 182.123636 1 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1771 1.8692827 7255.5953 18.184397 13.808485 1982-1999 –> 2000-2009 3.3667012 1.4974185 18559.2823 37.004325 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1771 1.8767692 7269.7528 18.165025 13.799903 1982-1999 –> 2000-2009 3.3852858 1.5085166 18619.1774 36.961372 5 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1771 1.8449843 7207.2517 38.527991 13.464437 1982-1999 –> 2000-2009 3.4139756 1.5689913 18798.1387 92.307190 3 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1771 1.8874361 7289.8272 304.514975 12.847079 1982-1999 –> 2000-2009 3.4364329 1.5489968 18803.2733 657.800632 6 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1771 1.9930392 7482.6586 102.411090 13.575286 1982-1999 –> 2000-2009 3.6595436 1.6665044 19449.0146 168.519319 8 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1771 2.0168985 7524.8092 101.417140 13.933136 1982-1999 –> 2000-2009 3.7258281 1.7089296 19646.8758 167.076676 9 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1771 2.0647421 7607.8491 103.429643 13.710036 1982-1999 –> 2000-2009 3.8115787 1.7468366 19865.8079 170.110604 11 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1771 2.0666943 7611.1965 17.957171 18.915670 1982-1999 –> 2000-2009 3.9454221 1.8787279 20320.0064 36.481982 12 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1572 2.0203778 6686.2693 194.164641 9.055191 2000-2009 –> 2010-2019 3.7804765 1.7600987 13728.6897 304.923126 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1572 2.1535088 6886.9005 42.297279 13.318195 2000-2009 –> 2010-2019 3.9931228 1.8396140 14085.8272 83.220537 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1572 2.1842316 6929.4370 39.046004 14.254457 2000-2009 –> 2010-2019 4.0292159 1.8449843 14136.6888 77.573995 8 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1572 2.1710111 6912.3496 17.082316 13.325285 2000-2009 –> 2010-2019 4.0402938 1.8692827 14167.9449 35.266713 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1572 2.1743514 6917.1832 17.044457 13.310623 2000-2009 –> 2010-2019 4.0511206 1.8767692 14186.9360 35.209482 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1572 2.0859213 6786.6450 236.712328 9.408375 2000-2009 –> 2010-2019 4.0675268 1.9816054 14248.9251 364.185875 2 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1572 2.2685229 7050.4841 351.184549 14.253548 2000-2009 –> 2010-2019 4.1559590 1.8874361 14340.3113 655.699523 12 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1572 2.1793284 6922.3715 9.072433 12.901387 2000-2009 –> 2010-2019 4.2030559 2.0237275 14457.1532 18.068194 7 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1572 2.1594214 6895.5207 162.839792 10.722365 2000-2009 –> 2010-2019 4.2442117 2.0847903 14537.5960 260.660142 4 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1572 2.1924829 6941.2916 8.817818 12.650813 2000-2009 –> 2010-2019 4.2779320 2.0854492 14582.4861 16.899002 9 23
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1711 2.1079137 7421.3886 33.663048 14.880530 1982-1999 –> 2000-2009 3.9650757 1.8571620 20176.8899 66.151202 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1711 2.1746226 7528.0059 310.155192 15.779597 1982-1999 –> 2000-2009 3.9869210 1.8122984 20130.6229 598.504199 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1711 2.1800536 7536.5416 323.511672 15.156704 1982-1999 –> 2000-2009 3.9871135 1.8070598 20121.0607 632.405717 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1711 2.1476953 7485.3685 648.877350 21.584488 1982-1999 –> 2000-2009 3.9907267 1.8430313 20193.1180 1338.878488 2 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1711 2.1921951 7553.5471 33.660443 14.583762 1982-1999 –> 2000-2009 4.0497432 1.8575480 20308.3477 66.147316 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1711 2.2517485 7647.2692 381.452487 10.669716 1982-1999 –> 2000-2009 4.1177167 1.8659681 20432.3455 752.966719 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1711 2.3795393 7836.1631 848.891191 17.699769 1982-1999 –> 2000-2009 4.3844598 2.0049204 21070.2854 1679.399370 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1711 2.3966075 7860.6211 33.392994 18.268511 1982-1999 –> 2000-2009 4.4152282 2.0186207 21137.3200 67.481468 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1711 2.4508485 7937.2058 21.892119 19.170156 1982-1999 –> 2000-2009 4.5288379 2.0779894 21395.1274 43.475494 10 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1711 2.4532031 7940.4918 21.890576 19.180950 1982-1999 –> 2000-2009 4.5385364 2.0853333 21420.4698 43.475741 11 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1597 2.6906157 7707.4152 35.579200 14.567551 2000-2009 –> 2010-2019 4.7985294 2.1079137 15128.8038 69.242248 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1597 2.8194458 7856.7995 703.310695 14.382549 2000-2009 –> 2010-2019 4.9671411 2.1476953 15342.1680 1352.188046 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1597 2.8401496 7880.1681 320.726700 11.758144 2000-2009 –> 2010-2019 5.0147722 2.1746226 15408.1740 630.881892 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1597 2.8550901 7896.9260 344.267613 10.729786 2000-2009 –> 2010-2019 5.0351438 2.1800536 15433.4676 667.779285 5 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1597 2.9509965 8000.4541 35.575631 10.917678 2000-2009 –> 2010-2019 5.1431916 2.1921951 15554.0012 69.236074 9 14
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1597 2.9169625 7965.4035 410.241628 10.839171 2000-2009 –> 2010-2019 5.1687111 2.2517485 15612.6727 791.694115 8 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1597 2.7989778 7833.5279 467.245288 20.510575 2000-2009 –> 2010-2019 5.1771495 2.3781717 15667.7236 898.356373 2 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1597 2.9762919 8029.7158 846.695236 25.329472 2000-2009 –> 2010-2019 5.3558312 2.3795393 15865.8789 1695.586427 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1597 2.9834553 8037.3940 35.732746 25.830616 2000-2009 –> 2010-2019 5.3800627 2.3966075 15898.0150 69.125740 11 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 1597 2.9862973 8038.4351 35.709626 26.178034 2000-2009 –> 2010-2019 5.4528788 2.4665815 15995.5379 69.062362 12 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2259 2.1724145 9930.0059 18.937913 12.230086 1982-1999 –> 2000-2009 4.0344472 1.8620328 26472.9251 38.416950 2 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2259 2.1996410 9986.2773 19.484173 12.550548 1982-1999 –> 2000-2009 4.0562983 1.8566573 26505.7791 39.244580 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2259 2.2010130 9989.0946 18.863780 12.609549 1982-1999 –> 2000-2009 4.0570770 1.8560640 26506.0073 38.412353 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2259 2.2062952 9999.9243 19.221634 12.661210 1982-1999 –> 2000-2009 4.0598857 1.8535905 26506.0353 38.754027 6 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2259 2.2254528 10036.9853 18.717507 13.504860 1982-1999 –> 2000-2009 4.0946139 1.8691611 26608.8541 38.201808 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2259 2.1784355 9942.5106 500.061637 12.376732 1982-1999 –> 2000-2009 4.1095725 1.9311370 26780.5952 983.917145 3 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2259 2.1432857 9867.0166 923.329827 16.119982 1982-1999 –> 2000-2009 4.1956678 2.0523820 27196.3275 1833.597705 1 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2259 2.3580704 10300.5019 880.344252 13.875238 1982-1999 –> 2000-2009 4.3813322 2.0232618 27516.0629 1657.631259 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2259 2.3275664 10239.6759 18.244801 12.101583 1982-1999 –> 2000-2009 4.6257096 2.2981432 28485.1001 36.080339 8 25
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2259 2.5603415 10670.3198 18.510144 12.532359 1982-1999 –> 2000-2009 4.6929689 2.1326273 28310.2950 37.646567 11 20
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2087 2.7575675 10168.5420 936.679975 24.917644 2000-2009 –> 2010-2019 4.9008532 2.1432857 20035.5586 1860.009802 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2087 2.7608768 10175.5481 19.559438 20.721699 2000-2009 –> 2010-2019 4.9332913 2.1724145 20105.5540 38.497351 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2087 2.7595670 10173.5674 524.823768 20.607464 2000-2009 –> 2010-2019 4.9380025 2.1784355 20116.0780 1024.885404 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2087 2.8021419 10237.4727 20.575766 22.352833 2000-2009 –> 2010-2019 5.0017829 2.1996410 20223.7499 40.059939 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2087 2.8080714 10246.2957 20.007721 22.567468 2000-2009 –> 2010-2019 5.0090844 2.2010130 20235.3903 38.871501 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2087 2.8275027 10275.0796 20.347425 22.288912 2000-2009 –> 2010-2019 5.0337980 2.2062952 20275.0039 39.569059 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2087 2.7612351 10174.0898 19.375110 20.714046 2000-2009 –> 2010-2019 5.0888016 2.3275664 20413.7656 37.619911 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2087 3.0205294 10548.7231 19.896292 26.233797 2000-2009 –> 2010-2019 5.2459822 2.2254528 20585.7084 38.613799 10 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2087 2.9914985 10510.4119 837.454194 27.107856 2000-2009 –> 2010-2019 5.3495688 2.3580704 20810.9138 1717.798446 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2087 2.8133979 10252.2057 936.346674 27.936857 2000-2009 –> 2010-2019 5.4045111 2.5911132 20976.5018 1856.346132 7 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 817 2.3628354 3737.5606 46.463823 14.091909 1982-1999 –> 2000-2009 4.2293535 1.8665181 9905.1166 87.015461 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 817 2.4103563 3770.0973 51.713042 14.223278 1982-1999 –> 2000-2009 4.3197132 1.9093569 10006.0007 96.826367 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 817 2.4115397 3770.8993 49.518625 14.232551 1982-1999 –> 2000-2009 4.3211051 1.9095654 10007.1317 93.301721 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 817 2.4144346 3772.8596 51.533235 14.264609 1982-1999 –> 2000-2009 4.3244100 1.9099754 10009.7386 96.474133 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 817 2.4204360 3774.9161 46.884838 14.328773 1982-1999 –> 2000-2009 4.3304999 1.9100639 10009.9347 89.602628 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 817 2.3928340 3756.1753 13.544662 13.712240 1982-1999 –> 2000-2009 4.3798617 1.9870277 10110.1776 29.163323 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 817 2.5741686 3877.5361 46.483115 15.123066 1982-1999 –> 2000-2009 4.6542478 2.0800791 10371.3856 87.170490 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 817 2.5999209 3891.8015 11.811318 14.743858 1982-1999 –> 2000-2009 4.7967536 2.1968328 10548.1386 25.583865 8 24
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 817 2.7457407 3980.9687 46.315810 13.270654 1982-1999 –> 2000-2009 4.8017335 2.0559929 10437.7373 86.461888 13 20
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 817 2.7477656 3982.1733 333.449462 15.836001 1982-1999 –> 2000-2009 4.8459993 2.0982338 10500.1970 616.129637 14 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 752 2.5078899 3530.9239 44.586814 14.102895 2000-2009 –> 2010-2019 4.8707253 2.3628354 7268.4845 91.050638 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 752 2.5184159 3535.2232 14.681692 13.873352 2000-2009 –> 2010-2019 4.9112499 2.3928340 7291.3985 28.226354 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 752 2.5489699 3555.3603 49.808783 14.234334 2000-2009 –> 2010-2019 4.9593263 2.4103563 7325.4576 101.521825 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 752 2.5514395 3556.8168 47.986163 14.245153 2000-2009 –> 2010-2019 4.9629792 2.4115397 7327.7160 97.504788 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 752 2.5584037 3560.9163 49.603009 14.291232 2000-2009 –> 2010-2019 4.9728383 2.4144346 7333.7760 101.136244 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 752 2.5928288 3579.0188 46.216634 14.371263 2000-2009 –> 2010-2019 5.0132647 2.4204360 7353.9348 93.101472 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 752 2.7053328 3644.9019 44.679954 15.050387 2000-2009 –> 2010-2019 5.2795015 2.5741686 7522.4379 91.163069 9 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 752 2.7151667 3648.3590 12.911855 14.811912 2000-2009 –> 2010-2019 5.3150876 2.5999209 7540.1606 24.723173 11 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 752 2.6885462 3633.5405 21.041602 13.475886 2000-2009 –> 2010-2019 5.3221361 2.6335899 7546.3665 42.974236 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 752 2.7037477 3642.0204 20.360144 13.538279 2000-2009 –> 2010-2019 5.3484595 2.6447118 7561.7324 41.468679 8 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 707 2.9339637 3542.3441 43.478884 23.255105 1982-1999 –> 2000-2009 6.0081811 3.0742174 11055.2113 82.314731 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 707 2.9453212 3547.8072 72.364849 23.296248 1982-1999 –> 2000-2009 6.0369755 3.0916543 11077.3595 143.120939 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 707 2.9465804 3548.4116 43.476704 23.357506 1982-1999 –> 2000-2009 6.0399984 3.0934180 11079.6463 83.865946 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 707 2.9466380 3548.4392 77.776508 23.364209 1982-1999 –> 2000-2009 6.0404749 3.0938369 11080.0734 153.083812 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 707 2.9466916 3546.4649 34.361813 23.378488 1982-1999 –> 2000-2009 6.0428008 3.0961092 11078.2650 72.552613 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 707 3.0057873 3574.5420 881.344595 23.383118 1982-1999 –> 2000-2009 6.0849155 3.0791282 11090.1178 1879.943352 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 707 3.0313669 3586.5244 34.942347 23.494110 1982-1999 –> 2000-2009 6.1300879 3.0987210 11120.8119 68.198296 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 707 3.0632479 3601.3178 77.411034 23.645506 1982-1999 –> 2000-2009 6.1916016 3.1283537 11163.6818 152.673955 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 707 3.0661205 3602.6432 34.768744 23.643945 1982-1999 –> 2000-2009 6.1951213 3.1290008 11165.6174 71.927849 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 707 3.0879446 3612.6721 72.216435 23.593437 1982-1999 –> 2000-2009 6.2195331 3.1315885 11178.0849 141.728600 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 725 2.7400029 3533.0014 932.206720 20.834873 2000-2009 –> 2010-2019 5.6685718 2.9285689 7072.7431 1870.387161 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 725 2.7518735 3539.2697 37.442103 20.866322 2000-2009 –> 2010-2019 5.6858372 2.9339637 7081.6138 80.920988 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 725 2.7712052 3549.4202 66.529303 20.899216 2000-2009 –> 2010-2019 5.7165264 2.9453212 7097.2274 138.894152 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 725 2.7721779 3549.9291 37.440229 20.917878 2000-2009 –> 2010-2019 5.7187584 2.9465804 7098.3407 80.916933 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 725 2.7723489 3550.0185 71.758808 20.920658 2000-2009 –> 2010-2019 5.7189869 2.9466380 7098.4577 149.535316 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 725 2.7725767 3548.1377 31.575085 20.928183 2000-2009 –> 2010-2019 5.7192683 2.9466916 7094.6026 65.936898 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 725 2.9376032 3631.9722 893.836999 20.495307 2000-2009 –> 2010-2019 5.9433905 3.0057873 7206.5142 1775.181594 9 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 725 2.8787091 3604.6067 37.504612 21.681293 2000-2009 –> 2010-2019 5.9841763 3.1054672 7227.2800 81.101043 7 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 725 2.9733377 3649.5043 30.313031 20.505575 2000-2009 –> 2010-2019 6.0047046 3.0313669 7236.0287 65.255379 11 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 725 2.9143543 3620.4509 19.828239 20.796758 2000-2009 –> 2010-2019 6.0752403 3.1608859 7266.1352 42.490879 8 22
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 937 3.6557757 5102.3726 102.165020 21.042952 1982-1999 –> 2000-2009 7.2934102 3.6376345 14222.8869 211.071912 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 937 3.7600065 5153.0552 101.846769 19.928832 1982-1999 –> 2000-2009 7.4703709 3.7103644 14338.0858 210.753585 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 937 3.7619886 5156.0428 120.670021 20.758038 1982-1999 –> 2000-2009 7.5116829 3.7496943 14378.5020 250.272819 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 937 3.7697883 5159.9241 35.898832 20.599492 1982-1999 –> 2000-2009 7.5285812 3.7587929 14390.5264 74.587416 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 937 3.8035221 5176.6189 31.082769 20.777309 1982-1999 –> 2000-2009 7.6002191 3.7966971 14440.9343 67.386008 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 937 3.8675978 5205.9262 114.194552 20.285390 1982-1999 –> 2000-2009 7.7033774 3.8357796 14502.6519 239.768942 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 937 3.8682115 5206.2235 35.461044 20.346847 1982-1999 –> 2000-2009 7.7056663 3.8374548 14504.4163 70.848183 8 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 937 3.8600464 5204.2636 892.060223 21.488918 1982-1999 –> 2000-2009 7.7107985 3.8507521 14516.0792 1814.645618 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 937 3.8776522 5210.7916 29.859365 20.775178 1982-1999 –> 2000-2009 7.7305804 3.8529282 14522.5054 59.442206 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 937 3.9034242 5223.2055 891.545653 21.406143 1982-1999 –> 2000-2009 7.7864407 3.8830165 14561.0563 1813.870965 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 759 2.9989942 3835.1331 996.100812 20.329529 2000-2009 –> 2010-2019 6.3598425 3.3608483 8779.8744 1937.158542 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 759 3.1394621 3904.6188 125.533111 24.683876 2000-2009 –> 2010-2019 6.7952377 3.6557757 9006.9914 227.698130 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 759 3.2121713 3939.3744 150.163878 24.586864 2000-2009 –> 2010-2019 6.9741599 3.7619886 9095.4173 270.833898 3 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 759 3.2213977 3943.7284 41.039822 24.350001 2000-2009 –> 2010-2019 6.9911860 3.7697883 9103.6525 76.938654 4 9
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 759 3.2948870 3975.9692 124.247727 22.550329 2000-2009 –> 2010-2019 7.0548935 3.7600065 9129.0244 226.094497 6 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 759 3.2616151 3962.5624 35.559044 23.812355 2000-2009 –> 2010-2019 7.0651371 3.8035221 9139.1814 66.641813 5 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 759 3.3243480 3991.4819 849.009295 23.144852 2000-2009 –> 2010-2019 7.1843943 3.8600464 9195.7456 1741.069518 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 759 3.3749202 4012.4009 138.399136 21.128494 2000-2009 –> 2010-2019 7.2425180 3.8675978 9218.3271 252.593687 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 759 3.3750204 4012.4460 36.177777 21.128801 2000-2009 –> 2010-2019 7.2432319 3.8682115 9218.6695 71.638821 9 19
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 759 3.3815551 4015.3823 31.380724 21.085435 2000-2009 –> 2010-2019 7.2592073 3.8776522 9226.1738 61.240090 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 529 0.5880452 953.4902 80.201663 3.051872 1982-1999 –> 2000-2009 1.0988458 0.5108006 2472.2756 155.298849 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 529 0.6273163 1019.8869 73.852231 3.050278 1982-1999 –> 2000-2009 1.1381311 0.5108148 2536.7282 138.867191 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 529 0.6217581 1010.4709 78.161318 2.597797 1982-1999 –> 2000-2009 1.1424052 0.5206472 2565.7102 151.818927 2 5
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 529 0.6431084 1044.1913 68.491326 2.715930 1982-1999 –> 2000-2009 1.1645830 0.5214746 2600.6289 128.144731 8 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 529 0.6239756 1016.2376 285.732702 3.143688 1982-1999 –> 2000-2009 1.1677421 0.5437666 2660.9800 505.342671 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 529 0.6258254 1019.3695 75.737413 3.166644 1982-1999 –> 2000-2009 1.1710149 0.5451895 2669.3753 138.142964 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 529 0.6268216 1021.0522 247.728172 3.171809 1982-1999 –> 2000-2009 1.1731183 0.5462968 2675.1443 441.369916 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 529 0.6368325 1035.8160 65.606476 3.375456 1982-1999 –> 2000-2009 1.1939678 0.5571353 2727.4745 123.283881 7 23
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 529 0.6520852 1060.8573 284.157516 2.719837 1982-1999 –> 2000-2009 1.2037488 0.5516636 2732.6385 502.834089 9 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 529 0.6536755 1063.4344 73.892123 2.742530 1982-1999 –> 2000-2009 1.2066822 0.5530067 2740.1130 135.132999 10 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 481 0.6128534 907.9952 116.227204 2.803952 2000-2009 –> 2010-2019 1.2008985 0.5880452 1861.4854 196.428867 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 481 0.6407706 950.8483 381.466364 2.875097 2000-2009 –> 2010-2019 1.2647462 0.6239756 1967.0859 667.199066 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 481 0.6432821 954.6115 105.825600 2.905723 2000-2009 –> 2010-2019 1.2691075 0.6258254 1973.9810 181.563013 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 481 0.6452173 957.5012 330.780310 2.906470 2000-2009 –> 2010-2019 1.2720389 0.6268216 1978.5534 578.508482 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 481 0.6682265 989.2097 84.007788 3.342980 2000-2009 –> 2010-2019 1.3050591 0.6368325 2025.0257 149.614264 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 481 0.6888601 1018.4650 114.430497 2.949046 2000-2009 –> 2010-2019 1.3161764 0.6273163 2038.3519 188.282727 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 481 0.7070247 1043.5034 97.157057 2.492409 2000-2009 –> 2010-2019 1.3287828 0.6217581 2053.9743 175.318375 7 9
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 481 0.7328219 1075.9787 86.295967 2.711808 2000-2009 –> 2010-2019 1.3759303 0.6431084 2120.1701 154.787293 12 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 481 0.7257764 1068.6850 335.911424 2.499026 2000-2009 –> 2010-2019 1.3778616 0.6520852 2129.5423 620.068940 9 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 481 0.7283943 1072.1488 88.675845 2.490840 2000-2009 –> 2010-2019 1.3820698 0.6536755 2135.5832 162.567968 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 763 0.4496623 959.6319 232.078090 2.343528 1982-1999 –> 2000-2009 0.8387060 0.3890437 2338.4226 449.072989 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 763 0.4533102 969.9617 127.476765 2.290719 1982-1999 –> 2000-2009 0.8430391 0.3897289 2351.8097 268.704469 3 5
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 763 0.4512415 962.9817 192.719192 2.387680 1982-1999 –> 2000-2009 0.8462571 0.3950157 2383.5540 384.693553 2 5
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 763 0.4555903 975.6179 102.547081 2.338995 1982-1999 –> 2000-2009 0.8509098 0.3953195 2396.4003 227.387126 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 763 0.4689291 1023.6548 299.879369 2.323170 1982-1999 –> 2000-2009 0.8788939 0.4099648 2552.9844 593.067540 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 763 0.4695719 1025.7451 338.118835 2.335363 1982-1999 –> 2000-2009 0.8800557 0.4104838 2558.7108 673.790612 6 13
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 763 0.4718032 1030.9791 235.547132 2.247506 1982-1999 –> 2000-2009 0.8829135 0.4111104 2566.3282 499.435459 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 763 0.4714924 1031.9735 170.101260 2.336282 1982-1999 –> 2000-2009 0.8831789 0.4116866 2573.3481 313.412909 7 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 763 0.4723082 1032.6116 274.120695 2.288765 1982-1999 –> 2000-2009 0.8837061 0.4113979 2569.9706 578.955656 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 763 0.4751913 1041.8985 313.622089 2.417538 1982-1999 –> 2000-2009 0.8865512 0.4113599 2578.9919 618.237413 11 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 682 0.5435839 1117.9771 266.113275 2.417225 2000-2009 –> 2010-2019 0.9932463 0.4496623 2077.6090 498.191365 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 682 0.5575607 1150.6054 218.632723 2.434835 2000-2009 –> 2010-2019 1.0088022 0.4512415 2113.5871 411.351915 4 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 682 0.5686456 1177.4570 153.002275 2.342626 2000-2009 –> 2010-2019 1.0219558 0.4533102 2147.4187 280.479039 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 682 0.5552591 1146.9631 348.271827 2.368644 2000-2009 –> 2010-2019 1.0241882 0.4689291 2170.6179 648.151197 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 682 0.5573855 1152.1768 386.882318 2.388678 2000-2009 –> 2010-2019 1.0269574 0.4695719 2177.9219 725.001153 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 682 0.5591639 1156.5217 194.840465 2.390283 2000-2009 –> 2010-2019 1.0306563 0.4714924 2188.4952 364.941725 5 12
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 682 0.5869603 1218.6956 121.226627 2.355453 2000-2009 –> 2010-2019 1.0425506 0.4555903 2194.3135 223.773708 13 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 682 0.5793875 1202.9831 278.044019 2.297775 2000-2009 –> 2010-2019 1.0511907 0.4718032 2233.9622 513.591151 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 682 0.5808974 1206.5331 316.604472 2.316843 2000-2009 –> 2010-2019 1.0532056 0.4723082 2239.1448 590.725167 10 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 682 0.5795984 1203.4795 374.725913 2.404812 2000-2009 –> 2010-2019 1.0547897 0.4751913 2245.3780 688.348002 9 20
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1358 0.5201983 2090.8083 377.980019 2.720294 1982-1999 –> 2000-2009 0.9765195 0.4563212 5225.2276 747.150671 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1358 0.5237568 2111.3243 329.069740 2.957610 1982-1999 –> 2000-2009 0.9899946 0.4662378 5353.5606 837.800689 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1358 0.5280701 2131.5997 391.906522 2.740164 1982-1999 –> 2000-2009 0.9906714 0.4626013 5333.2959 773.057779 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1358 0.5291071 2136.9283 124.487249 3.108312 1982-1999 –> 2000-2009 1.0047056 0.4755985 5475.0051 288.913503 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1358 0.5397575 2191.0556 506.802395 2.791100 1982-1999 –> 2000-2009 1.0152717 0.4755142 5528.2599 1042.875214 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1358 0.5769692 2374.1283 185.790992 3.637243 1982-1999 –> 2000-2009 1.1001819 0.5232127 6183.8336 459.426881 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1358 0.5900079 2432.8231 145.546437 5.862383 1982-1999 –> 2000-2009 1.1223128 0.5323048 6325.3259 322.267198 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1358 0.6047554 2501.8759 384.457669 4.379139 1982-1999 –> 2000-2009 1.1510184 0.5462630 6523.7806 952.068410 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1358 0.6162674 2551.0911 104.948845 6.215399 1982-1999 –> 2000-2009 1.1671520 0.5508847 6612.4634 250.396855 11 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1358 0.6142819 2544.3267 229.399688 4.538630 1982-1999 –> 2000-2009 1.1693667 0.5550848 6645.0833 514.964465 9 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1148 0.5597489 1939.5900 675.336731 2.521926 2000-2009 –> 2010-2019 1.0835057 0.5237568 4050.9144 1004.406471 1 3
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1148 0.5653494 1960.4480 167.253183 2.531099 2000-2009 –> 2010-2019 1.0944565 0.5291071 4097.3763 291.740432 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1148 0.5743599 1996.7530 406.151641 2.901926 2000-2009 –> 2010-2019 1.0945582 0.5201983 4087.5613 784.131660 3 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1148 0.5821901 2027.8426 421.029456 2.908798 2000-2009 –> 2010-2019 1.1102601 0.5280701 4159.4423 812.935978 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1148 0.5914070 2063.9071 588.108460 2.891676 2000-2009 –> 2010-2019 1.1311646 0.5397575 4254.9627 1094.910855 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1148 0.6199411 2174.0946 347.257609 2.726078 2000-2009 –> 2010-2019 1.1969103 0.5769692 4548.2229 533.048601 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1148 0.6200366 2172.4481 171.431097 2.704134 2000-2009 –> 2010-2019 1.2100445 0.5900079 4605.2712 316.977535 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1148 0.6487625 2278.4300 768.837357 2.994360 2000-2009 –> 2010-2019 1.2535179 0.6047554 4780.3059 1153.295026 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1148 0.6491028 2277.6341 141.513613 2.964614 2000-2009 –> 2010-2019 1.2653702 0.6162674 4828.7252 246.462458 9 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1148 0.6558995 2303.5500 345.905394 2.978535 2000-2009 –> 2010-2019 1.2701814 0.6142819 4847.8767 575.305082 11 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2535 0.6109387 4709.7319 261.324836 5.070226 1982-1999 –> 2000-2009 1.1350738 0.5241352 11251.9226 588.120978 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2535 0.6480348 5008.5972 56.062120 5.001373 1982-1999 –> 2000-2009 1.2014459 0.5534111 12009.8409 125.360780 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2535 0.6556136 5065.5472 55.383863 5.297896 1982-1999 –> 2000-2009 1.2248275 0.5692138 12302.5885 124.608421 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2535 0.6773085 5232.6024 338.194204 5.435401 1982-1999 –> 2000-2009 1.2610029 0.5836944 12683.8187 714.290826 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2535 0.6778384 5236.5674 332.353605 5.451588 1982-1999 –> 2000-2009 1.2626338 0.5847954 12703.7008 701.032817 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2535 0.6773136 5230.6402 293.877576 5.441079 1982-1999 –> 2000-2009 1.2648966 0.5875830 12735.9381 639.676073 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2535 0.6781158 5236.6418 166.671076 5.484924 1982-1999 –> 2000-2009 1.2690734 0.5909576 12790.3079 383.650959 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2535 0.6791075 5244.0505 26.242396 5.483307 1982-1999 –> 2000-2009 1.2705025 0.5913951 12803.9662 60.855035 8 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2535 0.6796553 5246.1389 17.004349 5.430044 1982-1999 –> 2000-2009 1.2715251 0.5918698 12810.8326 34.513633 9 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2535 0.6860603 5297.6942 339.431502 5.572182 1982-1999 –> 2000-2009 1.2786315 0.5925712 12876.3904 717.309375 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2315 0.7798588 5432.4713 898.839368 9.295281 2000-2009 –> 2010-2019 1.3853325 0.6054737 10096.6466 1828.976206 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2315 0.7803021 5435.1020 300.921755 8.303568 2000-2009 –> 2010-2019 1.3912407 0.6109387 10144.8338 562.246591 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2315 0.8651771 5913.1641 77.725318 9.476133 2000-2009 –> 2010-2019 1.5132119 0.6480348 10921.7614 133.787437 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2315 0.8905525 6045.0072 77.302475 10.305634 2000-2009 –> 2010-2019 1.5461661 0.6556136 11110.5544 132.686338 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2315 0.9026495 6109.4762 373.991794 10.638555 2000-2009 –> 2010-2019 1.5799580 0.6773085 11342.0786 712.185999 7 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2315 0.9026180 6109.3150 366.598324 10.677865 2000-2009 –> 2010-2019 1.5804565 0.6778384 11345.8824 698.951929 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2315 0.9026657 6107.5597 38.883188 10.653848 2000-2009 –> 2010-2019 1.5817732 0.6791075 11351.6102 65.125584 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2315 0.9039527 6114.1561 226.834647 10.834855 2000-2009 –> 2010-2019 1.5820685 0.6781158 11350.7979 393.505722 10 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2315 0.9066936 6128.1735 351.763475 10.893686 2000-2009 –> 2010-2019 1.5840071 0.6773136 11358.8136 645.641051 11 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2315 0.9075473 6130.5311 19.554688 10.830374 2000-2009 –> 2010-2019 1.5872026 0.6796553 11376.6700 36.559036 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4124 5.5132199 25797.9686 161.914920 38.084499 1982-1999 –> 2000-2009 11.2674778 5.7542578 70753.0050 349.548510 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4124 5.5869762 25907.5794 30.077258 37.919872 1982-1999 –> 2000-2009 11.4120144 5.8250382 71035.9975 60.129008 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4124 5.6252521 25963.8930 17.717884 38.420053 1982-1999 –> 2000-2009 11.4847698 5.8595178 71176.0098 32.921203 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4124 5.6449542 25992.7307 20.942242 37.756741 1982-1999 –> 2000-2009 11.5267806 5.8818263 71258.7393 39.224450 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4124 5.7590898 26157.8338 162.343957 26.390108 1982-1999 –> 2000-2009 11.7961052 6.0370154 71793.1763 350.116062 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4124 5.8252948 26252.1099 22.810687 27.391044 1982-1999 –> 2000-2009 11.9657871 6.1404924 72128.4778 47.637169 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4124 5.8909342 26342.5285 161.743762 26.825454 1982-1999 –> 2000-2009 12.0289936 6.1380595 72211.2764 349.174364 9 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4124 5.8709406 26316.4876 6.662760 27.654333 1982-1999 –> 2000-2009 12.0610932 6.1901526 72307.0889 13.402497 7 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4124 5.8767016 26324.5772 9.066743 27.721140 1982-1999 –> 2000-2009 12.0772550 6.2005534 72338.9873 17.871218 8 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4124 5.9801698 26466.5321 21.543837 27.865515 1982-1999 –> 2000-2009 12.2293671 6.2491973 72589.7671 45.050937 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3781 5.7695572 23997.1392 161.036036 31.255332 2000-2009 –> 2010-2019 11.2827772 5.5132199 49795.1078 322.950956 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3781 5.8654022 24121.7285 22.663214 31.664333 2000-2009 –> 2010-2019 11.4523784 5.5869762 50029.3078 52.740473 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3781 5.9130724 24182.9391 13.803317 32.100399 2000-2009 –> 2010-2019 11.5383245 5.6252521 50146.8321 31.521201 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3781 5.9242218 24197.1842 16.676703 31.924718 2000-2009 –> 2010-2019 11.5691760 5.6449542 50189.9150 37.618945 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3781 5.9888237 24279.1993 161.466379 27.622139 2000-2009 –> 2010-2019 11.7479135 5.7590898 50437.0332 323.810337 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3781 6.0815773 24395.4202 18.889919 28.478356 2000-2009 –> 2010-2019 11.9068721 5.8252948 50647.5300 41.700606 9 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3781 6.0068324 24301.9045 5.453387 30.955169 2000-2009 –> 2010-2019 11.9163067 5.9094743 50672.3507 11.841437 6 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3781 6.0110476 24305.2091 5.273095 31.157618 2000-2009 –> 2010-2019 11.9325472 5.9214997 50690.4223 11.649122 7 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3781 6.0432849 24345.6559 161.023922 28.102866 2000-2009 –> 2010-2019 11.9342191 5.8909342 50688.1844 322.767684 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3781 6.1352459 24461.8605 6.705346 28.694396 2000-2009 –> 2010-2019 12.0061866 5.8709406 50778.3482 13.368106 11 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4203 3.7938031 23149.8968 773.406863 15.097307 1982-1999 –> 2000-2009 7.6775445 3.8837415 69379.9265 1571.970350 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4203 3.8826540 23344.4956 51.650638 16.376278 1982-1999 –> 2000-2009 7.8349801 3.9523260 69865.9884 105.116356 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4203 3.9659928 23523.0160 18.148122 16.554003 1982-1999 –> 2000-2009 7.9924580 4.0264653 70353.9425 36.529378 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4203 3.9771276 23546.5834 18.431402 16.590520 1982-1999 –> 2000-2009 8.0191901 4.0420625 70441.8821 37.155659 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4203 4.0214826 23639.8127 54.756577 14.323588 1982-1999 –> 2000-2009 8.1593683 4.1378856 70925.2185 110.616052 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4203 4.0435756 23685.8666 11.914992 14.526525 1982-1999 –> 2000-2009 8.1950041 4.1514285 71025.6770 23.773260 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4203 4.0526740 23704.7596 17.166579 14.585633 1982-1999 –> 2000-2009 8.2134002 4.1607262 71081.8185 34.269563 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4203 4.0683948 23737.3044 397.352008 13.946307 1982-1999 –> 2000-2009 8.2646974 4.1963027 71256.1245 804.762722 8 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4203 4.1055783 23813.7829 49.605777 27.416866 1982-1999 –> 2000-2009 8.3392990 4.2337207 71480.4115 100.450452 9 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4203 4.1067757 23816.2342 832.486993 27.445738 1982-1999 –> 2000-2009 8.3766491 4.2698734 71624.4373 1692.310102 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3976 3.9822762 22285.8988 764.167368 15.621811 2000-2009 –> 2010-2019 7.7760793 3.7938031 45435.7956 1537.574230 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3976 4.1244930 22564.9309 45.145557 16.183728 2000-2009 –> 2010-2019 8.0071471 3.8826540 45909.4265 96.796195 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3976 4.2217317 22750.2307 17.736696 17.695943 2000-2009 –> 2010-2019 8.1877245 3.9659928 46273.2467 35.884818 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3976 4.2305704 22766.8617 17.901044 18.134922 2000-2009 –> 2010-2019 8.2076980 3.9771276 46313.4451 36.332447 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3976 4.2204466 22747.8097 48.473124 25.730608 2000-2009 –> 2010-2019 8.2419292 4.0214826 46387.6223 103.229702 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3976 4.2305628 22766.8473 354.975087 24.788587 2000-2009 –> 2010-2019 8.2989576 4.0683948 46504.1517 752.327095 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3976 4.2594657 22820.9902 10.424888 26.297192 2000-2009 –> 2010-2019 8.3030413 4.0435756 46506.8567 22.339880 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3976 4.2697845 22840.2310 15.183423 26.365280 2000-2009 –> 2010-2019 8.3224585 4.0526740 46544.9906 32.350003 8 15
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 3976 4.4195916 23112.4473 45.040362 18.223833 2000-2009 –> 2010-2019 8.6555267 4.2359351 47186.9808 96.640769 12 25
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3976 4.4052300 23086.5650 279.494949 17.980990 2000-2009 –> 2010-2019 8.6588037 4.2535736 47196.0286 605.139130 9 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3768 3.0121244 19016.6582 115.723651 18.050200 1982-1999 –> 2000-2009 5.9394157 2.9272913 52267.5481 233.847138 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3768 3.1033116 19241.4131 47.873132 18.448795 1982-1999 –> 2000-2009 6.1039610 3.0006494 52822.2864 93.597729 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3768 3.0768491 19176.8767 864.428026 17.037840 1982-1999 –> 2000-2009 6.1101786 3.0333295 52902.1640 1736.762466 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3768 3.1121762 19262.9091 51.738692 18.433481 1982-1999 –> 2000-2009 6.1246732 3.0124970 52896.3181 101.364482 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3768 3.1537480 19362.9070 115.801041 17.940932 1982-1999 –> 2000-2009 6.2430765 3.0893284 53332.0747 234.019938 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3768 3.2225933 19523.6456 848.111586 18.135339 1982-1999 –> 2000-2009 6.4021200 3.1795267 53874.4896 1690.341365 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3768 3.2544214 19599.7101 20.466829 18.342733 1982-1999 –> 2000-2009 6.4251697 3.1707483 53915.6947 40.871400 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3768 3.2664357 19627.4793 30.974795 18.379776 1982-1999 –> 2000-2009 6.4526003 3.1861647 54008.1280 61.715833 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3768 3.2688159 19630.9688 115.664149 18.927540 1982-1999 –> 2000-2009 6.4835968 3.2147808 54128.8228 233.775130 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3768 3.3526230 19821.7442 19.987162 21.524186 1982-1999 –> 2000-2009 6.6361153 3.2834923 54601.5488 39.838820 10 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3288 3.1497478 16889.7318 817.225364 18.489510 2000-2009 –> 2010-2019 6.2265969 3.0768491 36066.6086 1681.653389 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3288 3.3773670 17348.5659 108.733875 19.533373 2000-2009 –> 2010-2019 6.3894915 3.0121244 36365.2241 224.457526 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3288 3.2694371 17134.9866 108.655866 18.653225 2000-2009 –> 2010-2019 6.4231851 3.1537480 36497.8936 224.456907 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3288 3.4838509 17552.6970 44.114620 19.916979 2000-2009 –> 2010-2019 6.5871625 3.1033116 36794.1101 91.987753 8 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3288 3.4890691 17562.5393 47.707001 19.842267 2000-2009 –> 2010-2019 6.6012453 3.1121762 36825.4483 99.445693 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3288 3.4102518 17412.2853 20.008586 26.584201 2000-2009 –> 2010-2019 6.6646732 3.2544214 37011.9954 40.475414 4 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3288 3.4498601 17486.2220 791.557659 19.009902 2000-2009 –> 2010-2019 6.6724534 3.2225933 37009.8675 1639.669244 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3288 3.4233192 17437.4351 29.578430 27.629054 2000-2009 –> 2010-2019 6.6897549 3.2664357 37064.9145 60.553225 5 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3288 3.5204081 17619.3417 108.582955 19.932471 2000-2009 –> 2010-2019 6.7892240 3.2688159 37250.3104 224.247104 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3288 3.4610532 17509.5234 33.809537 15.470049 2000-2009 –> 2010-2019 6.8184961 3.3574429 37344.0939 68.989283 7 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4634 3.0923866 23627.7676 102.617696 14.808380 1982-1999 –> 2000-2009 5.9123126 2.8199259 64272.9385 213.224366 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4634 3.1702511 23858.2409 849.018550 19.218262 1982-1999 –> 2000-2009 6.1230569 2.9528057 65265.2757 1608.956670 2 5
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4634 3.1727600 23863.5724 688.157693 18.550543 1982-1999 –> 2000-2009 6.1343463 2.9615864 65317.7362 1338.005745 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4634 3.2375807 24053.0130 38.317710 14.992013 1982-1999 –> 2000-2009 6.1896668 2.9520860 65456.0144 80.615605 4 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4634 3.2403124 24060.8296 42.419208 14.903198 1982-1999 –> 2000-2009 6.2042767 2.9639643 65530.2733 90.011596 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4634 3.2696107 24144.2524 116.152231 17.276784 1982-1999 –> 2000-2009 6.3092420 3.0396313 66030.7972 237.671946 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4634 3.2753266 24158.4406 102.617348 16.842990 1982-1999 –> 2000-2009 6.3337132 3.0583866 66144.7645 213.206256 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4634 3.2482070 24083.3824 26.871872 14.288092 1982-1999 –> 2000-2009 6.3400684 3.0918614 66251.8225 56.003892 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4634 3.2483988 24081.9296 26.521094 14.296318 1982-1999 –> 2000-2009 6.3504667 3.1020679 66302.8997 55.354989 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4634 3.4324125 24594.6072 21.476214 17.643509 1982-1999 –> 2000-2009 6.6506113 3.2181988 67425.6900 45.647935 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4025 3.3088605 21069.1163 104.072312 17.056941 2000-2009 –> 2010-2019 6.4012471 3.0923866 44696.8839 206.690008 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4025 3.2900344 21023.1844 872.358394 25.113594 2000-2009 –> 2010-2019 6.4602856 3.1702511 44881.4253 1721.376944 1 3
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4025 3.3161099 21084.7339 702.197421 22.872694 2000-2009 –> 2010-2019 6.4888699 3.1727600 44948.3064 1390.355113 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4025 3.4545318 21415.9351 27.719447 14.549113 2000-2009 –> 2010-2019 6.7027389 3.2482070 45499.3175 54.591319 5 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4025 3.4453588 21394.5309 118.611596 17.101428 2000-2009 –> 2010-2019 6.7149694 3.2696107 45538.7833 234.763827 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4025 3.4920479 21502.8863 44.246491 14.691015 2000-2009 –> 2010-2019 6.7323603 3.2403124 45563.7160 86.665699 7 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4025 3.4969869 21514.2639 39.765478 14.741887 2000-2009 –> 2010-2019 6.7345676 3.2375807 45567.2769 78.083187 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4025 3.4765171 21465.0045 104.055986 17.162075 2000-2009 –> 2010-2019 6.7518438 3.2753266 45623.4451 206.673334 6 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4025 3.5144342 21552.3275 27.474827 15.021616 2000-2009 –> 2010-2019 6.7628330 3.2483988 45634.2571 53.995921 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4025 3.6724566 21908.3848 24.285137 18.751307 2000-2009 –> 2010-2019 7.1048692 3.4324125 46502.9921 45.761351 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5528 3.1455327 28371.7755 92.096607 17.859785 1982-1999 –> 2000-2009 5.6002989 2.4547662 73946.6744 197.331517 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5528 3.0903247 28176.0058 127.190571 12.241519 1982-1999 –> 2000-2009 5.6032362 2.5129114 74211.2489 278.632964 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5528 3.1178374 28274.0001 26.651783 9.503244 1982-1999 –> 2000-2009 5.6936203 2.5757829 74795.1707 54.009999 2 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5528 3.1927300 28536.4333 32.912880 11.750804 1982-1999 –> 2000-2009 5.7106769 2.5179470 74611.0409 67.865292 7 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5528 3.1954374 28545.8048 35.856776 11.481260 1982-1999 –> 2000-2009 5.7215023 2.5260649 74683.7074 74.220720 8 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5528 3.1590348 28419.1312 26.147196 8.252588 1982-1999 –> 2000-2009 5.7376125 2.5785777 74961.6259 55.314248 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5528 3.1565354 28410.3802 38.901545 8.275446 1982-1999 –> 2000-2009 5.7396660 2.5831306 74987.5644 82.999895 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5528 3.2165026 28616.4496 91.526801 16.237650 1982-1999 –> 2000-2009 5.7761959 2.5596933 75012.4038 195.218678 9 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5528 3.1713365 28460.1013 10.203264 8.439816 1982-1999 –> 2000-2009 5.7980862 2.6267497 75364.5617 21.090569 6 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5528 3.2646583 28780.7473 623.493053 24.500038 1982-1999 –> 2000-2009 5.8472613 2.5826030 75351.9147 1335.095474 13 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4966 3.3204094 26026.1723 143.675077 9.974496 2000-2009 –> 2010-2019 6.4107341 3.0903247 54202.1781 270.865647 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4966 3.3769636 26193.9126 103.254613 14.530245 2000-2009 –> 2010-2019 6.5224963 3.1455327 54565.6881 195.351220 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4966 3.4178862 26313.5469 30.010330 10.461868 2000-2009 –> 2010-2019 6.5357236 3.1178374 54587.5470 56.662113 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4966 3.4170640 26311.1575 43.285810 9.805202 2000-2009 –> 2010-2019 6.5735994 3.1565354 54721.5377 82.187355 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4966 3.4222818 26326.3117 28.478455 9.808746 2000-2009 –> 2010-2019 6.5813166 3.1590348 54745.4430 54.625651 6 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4966 3.4524560 26411.4983 11.155627 11.044418 2000-2009 –> 2010-2019 6.6237926 3.1713365 54871.5996 21.358892 8 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4966 3.4247309 26331.4169 101.286323 12.476286 2000-2009 –> 2010-2019 6.6412335 3.2165026 54947.8666 192.813124 7 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4966 3.4705371 26465.3781 38.006279 10.462223 2000-2009 –> 2010-2019 6.6632671 3.1927300 55001.8114 70.919158 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4966 3.4724414 26470.8263 41.496999 10.482765 2000-2009 –> 2010-2019 6.6678788 3.1954374 55016.6311 77.353775 10 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4966 3.4043973 26272.2722 758.321343 23.876184 2000-2009 –> 2010-2019 6.6690557 3.2646583 55053.0195 1381.814396 3 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4879 3.2090023 25237.4405 18.472954 21.378487 1982-1999 –> 2000-2009 5.6247239 2.4157216 65743.3226 36.772967 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4879 3.2392199 25328.8970 497.859167 24.326517 1982-1999 –> 2000-2009 5.6704592 2.4312393 65947.4602 1023.581892 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4879 3.1616590 25092.4058 108.150211 27.905288 1982-1999 –> 2000-2009 5.6866946 2.5250355 66377.1240 212.984610 1 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4879 3.3171019 25560.7368 309.156497 17.513069 1982-1999 –> 2000-2009 5.7598841 2.4427822 66262.6533 640.015488 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4879 3.2968419 25500.9549 92.882045 24.756496 1982-1999 –> 2000-2009 5.7856181 2.4887762 66531.1347 191.053831 5 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4879 3.3008307 25512.7536 79.688048 24.524329 1982-1999 –> 2000-2009 5.7863030 2.4854723 66519.5567 163.924270 6 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4879 3.3206041 25569.0340 15.256179 22.159226 1982-1999 –> 2000-2009 5.8316919 2.5110878 66754.2753 32.061667 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4879 3.3685726 25710.9867 31.422824 17.470063 1982-1999 –> 2000-2009 5.8543440 2.4857714 66719.9075 64.382912 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4879 3.3721753 25721.4176 34.658988 17.487175 1982-1999 –> 2000-2009 5.8631826 2.4910073 66767.3663 71.236577 11 19
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4879 3.4057661 25816.1376 268.904697 17.505544 1982-1999 –> 2000-2009 5.8882300 2.4824639 66799.6268 544.631229 12 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4386 3.5777400 23642.8720 103.392449 26.248991 2000-2009 –> 2010-2019 6.7393991 3.1616590 48735.2777 211.542660 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4386 3.6371186 23787.2630 33.075946 28.355665 2000-2009 –> 2010-2019 6.8996695 3.2625509 49186.1916 66.618228 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4386 3.6796406 23889.2227 35.819174 29.195420 2000-2009 –> 2010-2019 6.9933576 3.3137170 49439.9972 72.108343 3 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4386 3.7919592 24152.9770 18.188601 17.805155 2000-2009 –> 2010-2019 7.0009615 3.2090023 49390.4176 36.661554 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4386 3.7799947 24125.2555 498.316541 23.515521 2000-2009 –> 2010-2019 7.0192146 3.2392199 49454.1525 996.175708 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4386 3.8378082 24258.4040 95.908783 24.124319 2000-2009 –> 2010-2019 7.1346501 3.2968419 49759.3589 188.790828 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4386 3.8478526 24281.3323 81.451442 23.834363 2000-2009 –> 2010-2019 7.1486832 3.3008307 49794.0859 161.139490 7 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4386 3.8885186 24373.5527 305.176698 15.070798 2000-2009 –> 2010-2019 7.2056205 3.3171019 49934.2895 614.333195 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4386 3.9398947 24486.6916 15.863915 18.430816 2000-2009 –> 2010-2019 7.2604988 3.3206041 50055.7257 31.120094 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4386 3.9463893 24503.1397 30.722270 15.067554 2000-2009 –> 2010-2019 7.3149619 3.3685726 50214.1264 62.145094 13 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4638 2.8462965 22878.9432 154.140069 8.408610 1982-1999 –> 2000-2009 5.0386238 2.1923273 59821.5283 311.805838 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4638 2.8730642 22965.7706 31.356060 9.952714 1982-1999 –> 2000-2009 5.0828570 2.2097928 60041.3165 62.108875 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4638 2.8489160 22887.4761 41.783209 7.867961 1982-1999 –> 2000-2009 5.0899922 2.2410761 60198.5676 83.035250 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4638 2.8530034 22900.7750 47.836540 7.929524 1982-1999 –> 2000-2009 5.1025747 2.2495713 60275.2628 94.745756 3 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4638 2.9147258 23097.3136 31.302123 12.084972 1982-1999 –> 2000-2009 5.2011009 2.2863751 60741.7172 61.915007 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4638 2.9287756 23143.9192 549.602343 9.058066 1982-1999 –> 2000-2009 5.2137264 2.2849508 60779.8813 1103.974224 7 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4638 2.9362519 23167.5680 61.198279 8.894886 1982-1999 –> 2000-2009 5.2348523 2.2986004 60903.3279 120.757783 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4638 2.9433818 23190.0649 61.519092 8.997402 1982-1999 –> 2000-2009 5.2449129 2.3015311 60947.1748 121.588438 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4638 2.9597174 23239.4038 37.407123 10.094149 1982-1999 –> 2000-2009 5.2641580 2.3044406 61015.6825 74.534261 11 22
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4638 2.9661523 23259.5494 31.812386 10.373385 1982-1999 –> 2000-2009 5.2651456 2.2989933 60996.1731 63.397740 12 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4086 3.4716463 21780.6732 47.090455 9.356656 2000-2009 –> 2010-2019 6.3246497 2.8530034 44681.4482 94.926995 5 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4086 3.4796326 21799.4509 40.748080 9.332066 2000-2009 –> 2010-2019 6.3285487 2.8489160 44686.9270 82.531289 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4086 3.4170316 21651.0923 41.705101 9.222229 2000-2009 –> 2010-2019 6.3419172 2.9248856 44782.6829 84.346705 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4086 3.5308614 21918.8858 160.630675 9.525358 2000-2009 –> 2010-2019 6.3771579 2.8462965 44797.8290 314.770743 10 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4086 3.4714968 21780.3212 530.414532 9.725856 2000-2009 –> 2010-2019 6.4002724 2.9287756 44924.2404 1080.016875 4 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4086 3.4655430 21766.2939 58.439106 9.581336 2000-2009 –> 2010-2019 6.4017949 2.9362519 44933.8619 119.637385 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4086 3.4774223 21794.2583 58.805131 9.598246 2000-2009 –> 2010-2019 6.4208041 2.9433818 44984.3232 120.324223 6 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4086 3.4816896 21802.2803 33.223402 10.282283 2000-2009 –> 2010-2019 6.4383890 2.9566993 45032.2205 65.942623 8 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4086 3.5661183 22000.0813 28.870274 13.292117 2000-2009 –> 2010-2019 6.4391825 2.8730642 44965.8520 60.226333 11 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4086 3.5730039 22013.8449 28.658896 14.152917 2000-2009 –> 2010-2019 6.4877296 2.9147258 45111.1585 59.961019 12 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1742 2.2537967 7788.7367 664.412485 7.072734 1982-1999 –> 2000-2009 3.9375193 1.6837226 20156.3111 1344.189058 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1742 2.2589584 7796.7067 191.383027 7.010177 1982-1999 –> 2000-2009 3.9482821 1.6893237 20185.4298 357.027640 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1742 2.2636032 7803.8630 183.703184 6.987985 1982-1999 –> 2000-2009 3.9563379 1.6927348 20205.4313 342.373609 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1742 2.2706535 7814.6977 531.128566 7.163737 1982-1999 –> 2000-2009 3.9771041 1.7064505 20267.6562 1091.194757 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1742 2.2964703 7852.0864 495.362901 6.589114 1982-1999 –> 2000-2009 4.0287949 1.7323246 20398.8750 1009.206242 6 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1742 2.2889933 7842.7245 189.120405 7.202827 1982-1999 –> 2000-2009 4.0411999 1.7522066 20464.1827 360.253378 5 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1742 2.3326397 7908.5318 690.621682 7.666653 1982-1999 –> 2000-2009 4.0654989 1.7328592 20459.2853 1383.697230 11 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1742 2.3326567 7906.5571 491.816972 7.645922 1982-1999 –> 2000-2009 4.0668632 1.7342066 20460.2601 995.250886 12 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1742 2.3384556 7917.2075 85.709862 7.702674 1982-1999 –> 2000-2009 4.0781347 1.7396791 20492.9741 167.923836 14 22
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1742 2.3384755 7915.2371 24.153786 7.680532 1982-1999 –> 2000-2009 4.0793267 1.7408512 20493.2926 48.973037 15 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1523 2.5704576 7211.7665 744.613613 7.476791 2000-2009 –> 2010-2019 4.8242543 2.2537967 15000.5031 1409.026097 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1523 2.5737658 7215.6841 145.635593 7.487306 2000-2009 –> 2010-2019 4.8327242 2.2589584 15012.3909 337.018620 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1523 2.5779469 7220.6284 137.031766 7.518350 2000-2009 –> 2010-2019 4.8415501 2.2636032 15024.4915 320.734950 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1523 2.6024771 7249.4753 560.390452 7.961392 2000-2009 –> 2010-2019 4.8731307 2.2706535 15064.1730 1091.519018 6 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1523 2.6057268 7253.2764 153.830743 7.851798 2000-2009 –> 2010-2019 4.8947201 2.2889933 15096.0009 342.951147 8 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1523 2.5911052 7236.1362 171.713881 7.412725 2000-2009 –> 2010-2019 4.8967092 2.3056039 15104.0518 382.694406 4 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1523 2.6040843 7249.3558 508.324440 7.813732 2000-2009 –> 2010-2019 4.9005546 2.2964703 15101.4423 1003.687340 7 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1523 2.6057478 7251.3009 153.695368 7.838616 2000-2009 –> 2010-2019 4.9145165 2.3087687 15121.9956 338.727369 9 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1523 2.5918606 7235.0241 139.382491 7.291347 2000-2009 –> 2010-2019 4.9269166 2.3350560 15145.1630 330.369826 5 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1523 2.6078558 7253.7641 128.088461 7.676725 2000-2009 –> 2010-2019 4.9289790 2.3211233 15143.0524 305.974813 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2317 1.8137330 9348.3853 258.077823 6.655988 1982-1999 –> 2000-2009 3.2564485 1.4427155 23792.5186 548.769373 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2317 1.8138779 9348.7554 252.049021 6.690207 1982-1999 –> 2000-2009 3.2618596 1.4479817 23822.3358 534.055864 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2317 1.8140866 9349.2886 625.274814 6.695583 1982-1999 –> 2000-2009 3.2683552 1.4542685 23857.8835 1260.065817 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2317 1.8200266 9364.4371 243.098803 5.426604 1982-1999 –> 2000-2009 3.3002082 1.4801816 24015.7742 503.994449 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2317 1.8319204 9392.6218 236.708227 5.789658 1982-1999 –> 2000-2009 3.3796642 1.5477438 24402.6866 493.566894 5 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2317 1.9184819 9608.5707 637.181069 7.712689 1982-1999 –> 2000-2009 3.4099206 1.4914387 24321.1406 1299.337587 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2317 1.9210355 9614.7345 72.308523 7.758186 1982-1999 –> 2000-2009 3.4120383 1.4910029 24324.9422 143.046883 9 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2317 1.9221964 9617.5343 73.094522 7.789899 1982-1999 –> 2000-2009 3.4132618 1.4910654 24328.0807 144.358331 10 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2317 1.9209043 9612.4181 577.153679 7.900429 1982-1999 –> 2000-2009 3.4208970 1.4999927 24369.2088 1172.123567 8 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2317 1.9240585 9620.0211 21.314847 7.963052 1982-1999 –> 2000-2009 3.4216129 1.4975544 24363.6639 43.908281 11 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2115 2.1889367 9329.9593 262.065690 7.599342 2000-2009 –> 2010-2019 4.0028146 1.8138779 18678.7148 514.114710 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2115 2.1891769 9330.4234 718.869613 7.614934 2000-2009 –> 2010-2019 4.0032635 1.8140866 18679.7120 1344.144426 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2115 2.1908020 9333.5623 268.542678 7.554862 2000-2009 –> 2010-2019 4.0045350 1.8137330 18681.9476 526.620501 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2115 2.1885919 9329.2929 253.789075 7.875417 2000-2009 –> 2010-2019 4.0086185 1.8200266 18693.7301 496.887878 1 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2115 2.1917489 9333.3902 249.956332 8.077208 2000-2009 –> 2010-2019 4.0236693 1.8319204 18726.0120 486.664559 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2115 2.2256454 9400.3085 284.038523 7.070309 2000-2009 –> 2010-2019 4.1305886 1.9049432 18976.0612 549.558938 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2115 2.2498428 9444.0492 255.772974 6.856289 2000-2009 –> 2010-2019 4.2005891 1.9507463 19127.9049 502.418614 8 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2115 2.2467712 9440.2703 287.175057 6.164225 2000-2009 –> 2010-2019 4.2014372 1.9546659 19135.4278 551.336246 7 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2115 2.2829949 9507.9248 490.849223 6.598355 2000-2009 –> 2010-2019 4.2144242 1.9314293 19147.6643 937.539201 11 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2115 2.2826992 9507.3769 291.475996 6.495409 2000-2009 –> 2010-2019 4.2447837 1.9620845 19220.0884 561.109137 10 27
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2136 1.7735816 8523.5656 101.182849 9.255554 1982-1999 –> 2000-2009 3.1660650 1.3924835 22590.2853 197.351516 3 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2136 1.7742622 8525.2048 99.388463 9.229483 1982-1999 –> 2000-2009 3.1678441 1.3935819 22598.2562 192.499185 4 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2136 1.7785970 8535.6292 484.775499 9.018854 1982-1999 –> 2000-2009 3.1814039 1.4028069 22661.6611 1008.758079 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2136 1.8016701 8590.6920 83.995720 11.346868 1982-1999 –> 2000-2009 3.2022639 1.4005937 22704.0452 162.470802 10 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2136 1.7645152 8501.6715 690.964480 6.558412 1982-1999 –> 2000-2009 3.2167157 1.4522005 22905.5803 1444.101619 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2136 1.7711471 8517.6977 641.916735 6.591271 1982-1999 –> 2000-2009 3.2269176 1.4557706 22941.3231 1327.742152 2 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2136 1.7914465 8564.3814 26.804210 8.286917 1982-1999 –> 2000-2009 3.2436609 1.4522144 22966.3670 52.343406 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2136 1.7787319 8535.9531 740.508633 6.543134 1982-1999 –> 2000-2009 3.2477172 1.4689853 23032.1419 1573.189459 6 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2136 1.7930759 8568.2652 25.143835 8.212421 1982-1999 –> 2000-2009 3.2490318 1.4559559 22990.9128 49.088780 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2136 1.8192282 8630.1229 23.880953 10.428248 1982-1999 –> 2000-2009 3.2601763 1.4409481 22969.5689 46.184339 11 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1864 1.9221021 7739.7504 878.892517 7.544933 2000-2009 –> 2010-2019 3.6866172 1.7645152 16241.4219 1569.856997 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1864 1.9296301 7754.3228 817.662397 7.593070 2000-2009 –> 2010-2019 3.7007771 1.7711471 16272.0204 1459.579133 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1864 1.9331591 7761.1347 912.025979 7.537809 2000-2009 –> 2010-2019 3.7118910 1.7787319 16297.0878 1652.534613 3 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1864 1.9830015 7856.0349 119.234470 7.819880 2000-2009 –> 2010-2019 3.7565831 1.7735816 16379.6006 220.417318 6 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1864 1.9830428 7856.1125 118.110430 7.808655 2000-2009 –> 2010-2019 3.7573050 1.7742622 16381.3173 217.498893 7 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1864 1.9837395 7857.4221 591.413300 7.752898 2000-2009 –> 2010-2019 3.7623365 1.7785970 16393.0512 1076.188799 8 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1864 1.9889297 7865.1633 28.174792 7.615069 2000-2009 –> 2010-2019 3.7803763 1.7914465 16429.5447 54.979001 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1864 1.9891989 7865.6677 26.369373 7.595230 2000-2009 –> 2010-2019 3.7822748 1.7930759 16433.9329 51.513208 10 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1864 1.9905656 7868.2282 567.721391 7.614441 2000-2009 –> 2010-2019 3.7894853 1.7989198 16450.3937 1030.918725 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1864 1.9524209 7798.0962 546.457803 6.706533 2000-2009 –> 2010-2019 3.8027754 1.8503545 16502.6932 968.802519 4 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1392 1.3692620 4839.2579 621.164514 7.562553 1982-1999 –> 2000-2009 2.4567473 1.0874853 12418.3860 1250.382993 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1392 1.3722076 4845.2404 141.402422 7.637761 1982-1999 –> 2000-2009 2.4641409 1.0919333 12444.9164 279.715346 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1392 1.3727293 4846.2988 156.142051 7.679935 1982-1999 –> 2000-2009 2.4654264 1.0926971 12449.4945 307.888404 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1392 1.3771886 4855.3278 96.053282 7.458538 1982-1999 –> 2000-2009 2.4668778 1.0896892 12444.6473 183.155593 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1392 1.4128349 4926.4704 718.981727 7.641579 1982-1999 –> 2000-2009 2.5201815 1.1073466 12596.7073 1455.543257 9 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1392 1.4182326 4937.0863 759.044138 7.447736 1982-1999 –> 2000-2009 2.5328190 1.1145864 12640.1284 1480.085772 10 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1392 1.4193040 4939.1886 670.584818 7.440116 1982-1999 –> 2000-2009 2.5351407 1.1158368 12647.8748 1311.376610 11 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1392 1.4058028 4912.5790 889.120860 7.797580 1982-1999 –> 2000-2009 2.5527629 1.1469601 12759.7526 1696.925224 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1392 1.4071715 4913.2883 570.547927 7.701783 1982-1999 –> 2000-2009 2.5542792 1.1471077 12759.1097 1138.613539 6 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1392 1.4099734 4918.8260 31.316819 7.969651 1982-1999 –> 2000-2009 2.5624550 1.1524816 12788.1756 65.570873 7 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1290 1.5413214 4791.0729 883.222407 8.300625 2000-2009 –> 2010-2019 2.9105834 1.3692620 9630.3308 1504.386921 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1290 1.5507422 4806.7942 145.215690 8.518398 2000-2009 –> 2010-2019 2.9229498 1.3722076 9652.0346 286.618111 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1290 1.5521326 4809.1065 159.345998 8.540487 2000-2009 –> 2010-2019 2.9248620 1.3727293 9655.4053 315.488049 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1290 1.5587370 4820.0611 95.626787 8.212999 2000-2009 –> 2010-2019 2.9359256 1.3771886 9675.3890 191.680070 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1290 1.5743358 4843.7517 797.406635 8.921066 2000-2009 –> 2010-2019 2.9815073 1.4071715 9757.0400 1367.954563 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1290 1.5840142 4859.5640 41.526827 8.896122 2000-2009 –> 2010-2019 2.9939876 1.4099734 9778.3900 72.843646 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1290 1.5867390 4863.9983 44.584806 8.953760 2000-2009 –> 2010-2019 2.9976586 1.4109195 9784.6920 78.017766 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1290 1.5929036 4874.0024 38.073463 7.915741 2000-2009 –> 2010-2019 3.0181961 1.4252925 9822.9131 68.289174 8 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1290 1.6061148 4897.3120 833.735502 9.200075 2000-2009 –> 2010-2019 3.0243473 1.4182326 9834.3984 1592.779640 9 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1290 1.6079571 4900.2697 740.495880 9.259411 2000-2009 –> 2010-2019 3.0272610 1.4193040 9839.4584 1411.080697 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3110 1.1733275 9834.0254 62.406094 9.693454 1982-1999 –> 2000-2009 2.1329087 0.9595813 25093.4350 126.979694 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3110 1.1768362 9852.5980 453.874587 9.296598 1982-1999 –> 2000-2009 2.1410154 0.9641792 25164.9054 869.537170 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3110 1.1836886 9888.7106 76.887300 9.583356 1982-1999 –> 2000-2009 2.1565166 0.9728280 25299.8385 154.320632 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3110 1.1842348 9891.5800 89.471969 9.602370 1982-1999 –> 2000-2009 2.1578381 0.9736033 25311.5237 180.422426 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3110 1.2021464 9982.9534 16.504408 9.447803 1982-1999 –> 2000-2009 2.2059965 1.0038501 25739.4510 31.543702 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3110 1.2895649 10421.5738 655.988526 9.262289 1982-1999 –> 2000-2009 2.3429228 1.0533579 26712.7925 1253.082699 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3110 1.3049117 10495.1599 611.085015 9.456252 1982-1999 –> 2000-2009 2.3778650 1.0729533 26990.3452 1214.111712 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3110 1.3110043 10524.1332 518.261775 9.524922 1982-1999 –> 2000-2009 2.3892772 1.0782729 27074.0473 1025.950495 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3110 1.3537754 10721.8189 38.795476 9.255465 1982-1999 –> 2000-2009 2.4630128 1.1092374 27583.0354 78.560972 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3110 1.3830150 10856.7318 653.736972 9.648945 1982-1999 –> 2000-2009 2.5798414 1.1968264 28560.9713 1255.995156 10 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2813 1.3200163 9558.9737 69.352193 9.254676 2000-2009 –> 2010-2019 2.4933437 1.1733275 19392.9991 131.758287 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2813 1.3244799 9577.9657 556.641216 8.843463 2000-2009 –> 2010-2019 2.5013160 1.1768362 19430.5637 1010.515802 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2813 1.3264102 9586.1593 89.463985 9.049552 2000-2009 –> 2010-2019 2.5100988 1.1836886 19474.8699 166.351285 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2813 1.3265838 9586.8957 102.616427 9.057953 2000-2009 –> 2010-2019 2.5108187 1.1842348 19478.4757 192.088396 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2813 1.3368430 9628.2370 19.122231 8.347645 2000-2009 –> 2010-2019 2.5389894 1.2021464 19611.1904 35.626639 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2813 1.4619737 10133.6320 730.740004 10.661065 2000-2009 –> 2010-2019 2.7515386 1.2895649 20555.2058 1386.728530 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2813 1.4738924 10179.3116 617.295067 10.764808 2000-2009 –> 2010-2019 2.7788041 1.3049117 20674.4715 1228.380082 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2813 1.4783636 10196.3531 526.315556 10.876164 2000-2009 –> 2010-2019 2.7893679 1.3110043 20720.4863 1044.577331 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2813 1.5074025 10303.7910 45.250227 11.325857 2000-2009 –> 2010-2019 2.8611779 1.3537754 21025.6099 84.045703 16 25
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2813 1.4867724 10228.2626 692.720105 11.233838 2000-2009 –> 2010-2019 2.8697875 1.3830150 21084.9944 1346.457077 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6374 0.7242298 13989.5310 194.048592 7.921042 1982-1999 –> 2000-2009 1.3360984 0.6118686 35680.1880 393.067937 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6374 0.7519918 14469.0670 268.210275 9.110606 1982-1999 –> 2000-2009 1.3901790 0.6381872 37143.7621 534.168900 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6374 0.7606753 14615.4294 252.914854 9.178356 1982-1999 –> 2000-2009 1.4075805 0.6469053 37607.1594 525.395620 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6374 0.7672220 14724.6759 196.849640 9.278876 1982-1999 –> 2000-2009 1.4205339 0.6533119 37946.6727 405.921581 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6374 0.7633441 14660.0770 164.623520 7.397162 1982-1999 –> 2000-2009 1.4327668 0.6694227 38451.2943 340.804320 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6374 0.7762874 14874.4206 19.842379 8.521395 1982-1999 –> 2000-2009 1.4926501 0.7163627 40249.1739 39.340334 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6374 0.7799960 14935.1780 191.034415 8.080065 1982-1999 –> 2000-2009 1.5094433 0.7294473 40732.8673 378.867650 7 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6374 0.7817500 14963.8117 21.366434 8.218067 1982-1999 –> 2000-2009 1.5107432 0.7289932 40746.9498 42.395443 8 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6374 0.7817608 14963.9881 18.655401 8.220342 1982-1999 –> 2000-2009 1.5107546 0.7289938 40747.1468 36.969523 9 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6374 0.7819148 14964.4988 9.312262 8.262293 1982-1999 –> 2000-2009 1.5110705 0.7291557 40750.8454 18.415146 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5868 0.8117082 14218.3651 213.604560 13.490315 2000-2009 –> 2010-2019 1.5359381 0.7242298 28207.8961 407.653151 7 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5868 0.8085152 14172.1074 307.339343 9.080066 2000-2009 –> 2010-2019 1.5605069 0.7519918 28641.1744 575.549618 6 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5868 0.7940598 13960.3822 20.208302 8.586263 2000-2009 –> 2010-2019 1.5703472 0.7762874 28834.8028 40.050681 1 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5868 0.7984459 14025.0296 220.567764 8.279679 2000-2009 –> 2010-2019 1.5784420 0.7799960 28960.2076 411.602179 2 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5868 0.8178778 14307.2302 259.641309 9.129192 2000-2009 –> 2010-2019 1.5785531 0.7606753 28922.6596 512.556162 8 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5868 0.8020724 14078.2128 19.273920 8.405611 2000-2009 –> 2010-2019 1.5838332 0.7817608 29042.2009 37.929321 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5868 0.8021105 14078.7704 21.965900 8.404989 2000-2009 –> 2010-2019 1.5838605 0.7817500 29042.5821 43.332335 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5868 0.8025695 14083.4843 9.788561 8.451209 2000-2009 –> 2010-2019 1.5844843 0.7819148 29047.9831 19.100824 5 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5868 0.8238858 14393.1252 203.342423 9.207871 2000-2009 –> 2010-2019 1.5911078 0.7672220 29117.8011 400.192063 9 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5868 0.8384828 14599.2341 165.696726 13.377733 2000-2009 –> 2010-2019 1.6018268 0.7633441 29259.3111 330.320247 10 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2927 0.9698588 8141.3056 353.742300 6.416749 1982-1999 –> 2000-2009 1.7916818 0.8218230 20873.9176 707.310782 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2927 0.9845670 8229.4168 61.007479 6.803877 1982-1999 –> 2000-2009 1.8153384 0.8307715 21074.6792 119.738928 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2927 0.9875611 8247.1921 36.893761 6.926908 1982-1999 –> 2000-2009 1.8200293 0.8324682 21113.6780 77.221052 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2927 0.9875668 8247.2258 36.668663 6.806242 1982-1999 –> 2000-2009 1.8210262 0.8334594 21126.0889 76.875107 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2927 0.9935373 8282.5105 38.281450 6.919881 1982-1999 –> 2000-2009 1.8315535 0.8380163 21218.0907 79.993822 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2927 0.9950698 8291.5333 75.958616 6.627839 1982-1999 –> 2000-2009 1.8389054 0.8438356 21299.0973 146.894376 6 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2927 1.0002403 8319.8726 15.752563 6.456215 1982-1999 –> 2000-2009 1.8502866 0.8500463 21401.7160 31.321011 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2927 1.0060577 8355.8207 490.348278 7.400270 1982-1999 –> 2000-2009 1.8574670 0.8514094 21456.3303 947.310225 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2927 1.0229202 8453.1264 129.600527 7.877544 1982-1999 –> 2000-2009 1.8854078 0.8624876 21688.1099 233.468533 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2927 1.0346151 8519.6747 233.817157 8.048969 1982-1999 –> 2000-2009 1.9071604 0.8725453 21875.2568 428.414275 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2762 1.1599214 8671.7145 368.527258 10.092035 2000-2009 –> 2010-2019 2.1297802 0.9698588 16813.0201 722.269558 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2762 1.1804509 8768.6285 67.913603 10.693079 2000-2009 –> 2010-2019 2.1650178 0.9845670 16998.0453 128.921082 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2762 1.1840324 8785.3630 38.129713 10.795383 2000-2009 –> 2010-2019 2.1715992 0.9875668 17032.5889 74.798376 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2762 1.1896137 8811.3412 38.048901 11.209440 2000-2009 –> 2010-2019 2.1771748 0.9875611 17058.5333 74.942662 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2762 1.1889546 8808.2796 78.274483 10.666010 2000-2009 –> 2010-2019 2.1840244 0.9950698 17099.8130 154.233099 4 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2762 1.1908486 8817.0721 38.984258 10.953662 2000-2009 –> 2010-2019 2.1843858 0.9935373 17099.5826 77.265708 6 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2762 1.1958181 8838.0764 15.142076 10.924921 2000-2009 –> 2010-2019 2.1960584 1.0002403 17157.9490 30.894639 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2762 1.2009434 8863.7017 501.096327 10.387036 2000-2009 –> 2010-2019 2.2070010 1.0060577 17219.5224 991.444605 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2762 1.2243739 8970.4376 129.364024 11.043058 2000-2009 –> 2010-2019 2.2472941 1.0229202 17423.5641 258.964551 10 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2762 1.2241799 8967.5621 280.605129 10.212031 2000-2009 –> 2010-2019 2.2608348 1.0366550 17496.7672 558.484413 9 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.4394948 1082.6841
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.5110621 663.5468
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.2613077 11976.7992
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.5111142 8208.9860
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.5860069 15682.6780
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.9481282 10693.8202
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.8924116 21176.6067
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.6454007 16387.5975
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.5361032 19099.3429
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.0842915 14247.2558
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.1964359 20638.5587
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 5.1493411 15590.6443
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.2307573 27088.7982
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.0905676 20377.8224
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 4.5003678 10190.5558
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 5.0955568 7407.1465
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 6.0989690 11108.8869
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 5.8235461 7147.8943
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.6041128 14437.7645
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.0169808 9111.3057
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.1660239 2638.1068
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.3092671 2028.3753
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.8674212 2487.0521
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.0307543 2178.8448
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.0687194 5920.5836
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.1709970 4426.0659
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.2439613 12496.9307
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.5331417 11039.9649
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.7849644 71759.2525
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.7286701 50407.5031
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.1072591 70743.5427
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.2659366 46425.8545
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.2920907 53474.9075
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 6.5862283 36823.0466
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.2547761 65799.8212
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 6.6854585 45445.6404
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.7228156 74792.5913
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.5889098 54771.3322
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.7751131 66442.2428
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.0717017 49596.3623
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.1737944 60572.0632
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.3960446 44890.0544
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.0179062 20358.3698
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.8834055 15081.3264
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.3544266 24159.8235
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.1034724 18906.7263
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.2161796 22836.0142
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.7530422 16378.1064
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.5110831 12594.9193
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.9737279 9743.0052
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.2947195 26353.0345
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.6605243 20144.8867
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.4521820 39005.6060
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.5768900 28907.6619
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.8418856 21312.6965
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.1923171 17139.9386

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
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
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
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
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 --> 2000-2009
(-Inf,26] 7 5 7 7 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 6 8 7 4 9 6
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 7 3 6 6 10 7 7
(27.75,27.85] 7 3 5 5 9 9 7
(27.85,27.95] 5 2 5 8 10 5 9
(27.95,28.05] 6 2 6 8 10 5 8
(28.05,28.1] 6 1 6 6 6 8 10
(28.1,28.15] 5 2 7 6 6 7 10
(28.15,28.2] 6 7 5 5 6 5 10
(28.2, Inf] 9 10 3 4 10 3 5
total 96.00 63.00 84.00 88.00 105.00 99.00 111.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 6 8 7 4 9 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 4 7 7 9 10 3
(27.25,27.5] 9 7 7 4 5 10 6
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 2 6 6 10 8 7
(27.95,28.05] 6 3 6 7 10 5 9
(28.05,28.1] 6 1 6 6 6 8 10
(28.1,28.15] 5 2 7 6 6 7 10
(28.15,28.2] 6 7 5 5 6 5 10
(28.2, Inf] 10 10 3 3 10 4 4
total 97.00 66.00 86.00 85.00 111.00 104.00 98.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(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] 9 6 6 5 10 4 7
(27.85,27.95] 8 5 5 5 10 4 10
(27.95,28.05] 5 4 5 8 10 5 10
(28.05,28.1] 7 5 6 6 7 7 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 7 5 6 6 10 7 8
total 94.00 92.00 85.00 93.00 103.00 87.00 115.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 4 8 7 4 10 7
(26.5,26.75] 7 10 7 7 4 5 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 9 10 4 4 10 4 5
(27.85,27.95] 7 10 5 5 10 5 6
(27.95,28.05] 7 4 6 6 10 4 10
(28.05,28.1] 5 3 5 8 8 7 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 4 6 6 10 7 7
total 91.00 99.00 81.00 92.00 104.00 92.00 108.00

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
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
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
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
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