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: 76f630f

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 76f630f. 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/
    Untracked:  docs_2000-2009_2010-2019_RC_1.5/
    Untracked:  docs_2000-2009_2010-2019_RV_1.2/
    Untracked:  docs_2000-2012_2008-2019_RC_1.0/
    Untracked:  docs_2000-2012_2008-2019_RV_0.9/

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 d52e2de Donghe-Zhu 2021-07-06 Build site.
html f2bde6b Donghe-Zhu 2021-07-06 Build site.
html 1133f28 Donghe-Zhu 2021-07-06 Build site.
html fe3a1cd Donghe-Zhu 2021-07-06 Build site.
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 + aou + silicate + phosphate 156 3.2535713 824.79184 30.253862 9.7114366 1982-1999 –> 2000-2012 4.4209009 1.1673297 1059.1039 45.84895 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 156 3.3585805 834.70256 49.987899 9.0042456 1982-1999 –> 2000-2012 4.5082888 1.1497083 1066.8851 63.28682 3 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 156 3.4151897 839.91753 55.489921 8.8842856 1982-1999 –> 2000-2012 4.5708218 1.1556320 1072.8196 63.48950 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 156 3.3814891 836.82347 22.662549 8.3891153 1982-1999 –> 2000-2012 4.6143540 1.2328650 1078.7826 57.77364 4 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 156 3.6161287 857.75488 80.591428 9.8451098 1982-1999 –> 2000-2012 4.7719643 1.1558356 1090.6816 93.88172 11 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 156 3.6461521 860.33461 45.989069 8.5558321 1982-1999 –> 2000-2012 4.9358915 1.2897394 1108.6076 219.81761 13 29
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 156 3.3855073 837.19399 105.495905 8.6901173 1982-1999 –> 2000-2012 5.2135755 1.8280682 1134.3018 164.97700 5 34
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 156 3.9695687 886.84995 121.415055 11.7495654 1982-1999 –> 2000-2012 5.2402373 1.2706686 1133.0374 198.76006 18 33
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 156 3.7412694 866.36942 42.058775 9.3888483 1982-1999 –> 2000-2012 5.2442487 1.5029793 1134.0637 49.80590 15 37
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 156 4.1154180 896.10783 25.906518 11.0127354 1982-1999 –> 2000-2012 5.4661862 1.3507681 1148.8535 34.62051 22 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 68 0.3687451 71.29528 29.357603 0.9742489 2000-2012 –> 2008-2019 3.6223164 3.2535713 896.0871 59.61147 7 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 68 0.3048079 45.39766 28.232639 1.1397060 2000-2012 –> 2008-2019 3.7199976 3.4151897 885.3152 83.72256 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 68 0.3665312 70.47629 28.111861 0.9604064 2000-2012 –> 2008-2019 3.7251116 3.3585805 905.1789 78.09976 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 68 0.3754253 73.73702 86.133480 1.0102108 2000-2012 –> 2008-2019 3.7569144 3.3814891 910.5605 108.79603 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 68 0.4066343 84.59727 33.743963 1.3455872 2000-2012 –> 2008-2019 3.7921416 3.3855073 921.7913 139.23987 10 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 68 0.4567231 100.39542 83.748508 1.3688759 2000-2012 –> 2008-2019 3.8783430 3.4216200 940.8998 130.88824 21 29
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 68 0.4674317 101.54737 23.390430 1.3311296 2000-2012 –> 2008-2019 3.8958308 3.4283990 940.6693 56.15068 22 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 68 0.3116228 48.40484 111.811597 1.1381405 2000-2012 –> 2008-2019 3.9577749 3.6461521 908.7395 157.80067 2 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 68 0.3686616 71.26449 28.123905 0.9724563 2000-2012 –> 2008-2019 3.9847903 3.6161287 929.0194 108.71533 6 17
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 68 0.8459667 184.22621 113.223422 3.3277547 2000-2012 –> 2008-2019 4.2043731 3.3584064 1018.9126 136.62141 41 43
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 441 4.0536406 2499.96456 208.331822 14.1980465 1982-1999 –> 2000-2012 6.9500168 2.8963762 4713.3700 504.26662 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 441 4.2445786 2540.56051 18.972403 15.4630323 1982-1999 –> 2000-2012 7.2283174 2.9837388 4780.2950 95.90405 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 441 4.2945181 2550.87708 17.937275 12.6357145 1982-1999 –> 2000-2012 7.2774001 2.9828820 4790.3571 38.67630 4 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 441 4.2690944 2545.64009 190.500075 10.1020014 1982-1999 –> 2000-2012 7.3069184 3.0378241 4801.2910 486.87909 3 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 441 4.3263816 2557.39699 20.908300 12.7105184 1982-1999 –> 2000-2012 7.3161098 2.9897282 4798.9082 32.00759 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 441 4.4194325 2576.16574 18.123972 12.1583079 1982-1999 –> 2000-2012 7.4352117 3.0157792 4825.3637 31.45931 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 441 4.5670263 2603.14034 15.772943 16.2820097 1982-1999 –> 2000-2012 7.7326973 3.1656710 4893.3153 26.26046 7 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 441 4.7415848 2638.22338 18.712112 12.0975199 1982-1999 –> 2000-2012 7.8588104 3.1172257 4916.7348 34.47531 16 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 441 4.8723224 2662.21315 20.492511 13.1663178 1982-1999 –> 2000-2012 8.0039720 3.1316495 4944.8147 31.60373 20 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 441 4.8809018 2663.76485 18.651973 13.0716450 1982-1999 –> 2000-2012 8.0191705 3.1382687 4948.2371 29.49382 21 30
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 502 3.5653014 2650.38339 301.023560 14.5231057 2000-2012 –> 2008-2019 7.6189420 4.0536406 5150.3480 509.35538 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 502 3.4680286 2623.27434 63.194921 14.8013229 2000-2012 –> 2008-2019 7.7126072 4.2445786 5163.8349 82.16732 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 502 3.5807750 2654.62744 14.302477 14.0683945 2000-2012 –> 2008-2019 7.8752931 4.2945181 5205.5045 32.23975 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 502 3.5820279 2654.97027 14.634984 14.0674898 2000-2012 –> 2008-2019 7.9084095 4.3263816 5212.3673 35.54328 4 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 502 3.5870576 2656.34538 14.606893 14.0043610 2000-2012 –> 2008-2019 8.0064901 4.4194325 5232.5111 32.73087 5 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 502 3.7926903 2710.97385 300.376703 13.1083121 2000-2012 –> 2008-2019 8.0617846 4.2690944 5256.6139 490.87678 7 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 502 3.6526114 2672.09329 13.718472 15.9736045 2000-2012 –> 2008-2019 8.2196378 4.5670263 5275.2336 29.49142 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 502 3.8007001 2713.04133 14.147133 12.7085196 2000-2012 –> 2008-2019 8.5422848 4.7415848 5351.2647 32.85925 8 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 502 3.8027775 2713.57685 14.598969 12.6865304 2000-2012 –> 2008-2019 8.6750999 4.8723224 5375.7900 35.09148 9 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 502 3.8030242 2713.64041 14.394730 12.6852826 2000-2012 –> 2008-2019 8.6839260 4.8809018 5377.4053 33.04670 10 31
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 631 3.1913410 3269.17723 39.046307 11.9000937 1982-1999 –> 2000-2012 5.7216652 2.5303242 6034.1964 100.84137 2 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 631 3.1843224 3266.39871 39.150178 12.0438191 1982-1999 –> 2000-2012 5.7260441 2.5417217 6036.6851 101.25832 1 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 631 3.2349796 3286.31697 38.779393 11.4668022 1982-1999 –> 2000-2012 5.7316528 2.4966733 6035.6451 100.10398 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 631 3.2005330 3272.80692 18.866799 11.0415907 1982-1999 –> 2000-2012 5.7546017 2.5540687 6048.7728 108.16917 3 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 631 3.2351143 3284.36952 13.224583 11.4821714 1982-1999 –> 2000-2012 5.8071319 2.5720177 6066.5429 37.12540 6 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 631 3.4144755 3354.46659 18.068963 11.3355191 1982-1999 –> 2000-2012 5.9441110 2.5296355 6119.1667 99.60837 12 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 631 3.3817485 3342.31224 17.739766 11.4505344 1982-1999 –> 2000-2012 5.9502076 2.5684591 6124.8630 97.81597 11 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 631 3.3714072 3338.44717 18.239905 11.5109002 1982-1999 –> 2000-2012 5.9643600 2.5929529 6132.1216 100.40294 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 631 3.5628045 3408.13201 92.667415 14.1249374 1982-1999 –> 2000-2012 6.0272888 2.4644843 6142.2516 356.22599 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 631 3.2315276 3284.96958 19.365910 11.2257065 1982-1999 –> 2000-2012 6.0346993 2.8031717 6170.0063 111.31685 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 523 3.7005742 2774.15565 122.793305 9.1620857 2000-2012 –> 2008-2019 6.9011072 3.2005330 6046.9626 141.66010 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 523 3.8555670 2815.67809 33.942140 11.3914648 2000-2012 –> 2008-2019 7.0398894 3.1843224 6082.0768 73.09232 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 523 3.8489767 2813.94682 33.838876 11.3787051 2000-2012 –> 2008-2019 7.0403177 3.1913410 6083.1240 72.88518 14 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 523 3.8088642 2803.34479 139.762266 9.0870594 2000-2012 –> 2008-2019 7.0403917 3.2315276 6088.3144 159.12818 9 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 523 3.6699165 2765.73674 111.423605 9.4531696 2000-2012 –> 2008-2019 7.0516650 3.3817485 6108.0490 129.16337 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 523 3.8216266 2806.73006 33.496860 11.2825987 2000-2012 –> 2008-2019 7.0566062 3.2349796 6093.0470 72.27625 12 17
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 523 3.8261453 2805.92593 24.127643 11.1511153 2000-2012 –> 2008-2019 7.0612596 3.2351143 6090.2955 37.35223 13 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 523 3.6515134 2760.64920 112.203451 9.4214872 2000-2012 –> 2008-2019 7.0659889 3.4144755 6115.1158 130.27241 2 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 523 3.7022643 2774.61774 112.776984 9.4177301 2000-2012 –> 2008-2019 7.0736715 3.3714072 6113.0649 131.01689 5 15
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 523 3.5917116 2743.93819 368.084755 9.3651809 2000-2012 –> 2008-2019 7.1545160 3.5628045 6152.0702 460.75217 1 17
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1020 2.4883812 4768.36465 343.970412 7.8330222 1982-1999 –> 2000-2012 3.9278628 1.4394817 8994.3341 847.96943 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1020 2.4576484 4743.01276 98.565736 8.0581762 1982-1999 –> 2000-2012 3.9826872 1.5250388 9105.3564 274.54677 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1020 2.4413120 4729.40723 32.225464 9.8797457 1982-1999 –> 2000-2012 3.9898327 1.5485207 9127.8429 69.55332 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1020 2.4670598 4750.80982 94.020228 8.4202096 1982-1999 –> 2000-2012 4.0284406 1.5613808 9168.7803 267.86891 4 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1020 2.4907139 4770.27616 101.071849 8.6157133 1982-1999 –> 2000-2012 4.0857586 1.5950447 9238.6309 278.05781 6 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1020 2.5144386 4789.61570 32.221528 9.9245537 1982-1999 –> 2000-2012 4.1031403 1.5887017 9248.5588 69.56324 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1020 2.5391002 4809.52651 32.223402 9.9029513 1982-1999 –> 2000-2012 4.1424869 1.6033867 9290.2023 69.55462 9 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1020 2.4383557 4726.93540 117.588648 9.1915462 1982-1999 –> 2000-2012 4.2118307 1.7734750 9445.7546 343.60255 1 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1020 2.5086482 4782.91245 23.680901 9.2114845 1982-1999 –> 2000-2012 4.2821248 1.7734766 9499.7338 55.09302 7 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1020 2.7105781 4940.84493 136.836929 12.0400005 1982-1999 –> 2000-2012 4.3417160 1.6311379 9460.0521 328.77798 10 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1048 2.1696672 4431.73386 447.739326 8.6171435 2000-2012 –> 2008-2019 4.6580484 2.4883812 9200.0985 791.70974 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1048 2.2398146 4495.81792 146.143724 8.3406238 2000-2012 –> 2008-2019 4.6974631 2.4576484 9238.8307 244.70946 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1048 2.2575152 4511.67137 144.412359 8.2984577 2000-2012 –> 2008-2019 4.7245749 2.4670598 9262.4812 238.43259 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1048 2.3002382 4549.42972 147.833312 8.1162393 2000-2012 –> 2008-2019 4.7909521 2.4907139 9319.7059 248.90516 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1048 2.3938922 4629.80427 176.246597 10.6587674 2000-2012 –> 2008-2019 4.8322479 2.4383557 9356.7397 293.83525 5 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1048 2.5172407 4730.99314 30.300705 12.0372181 2000-2012 –> 2008-2019 4.9585527 2.4413120 9460.4004 62.52617 6 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1048 2.5428830 4749.40535 30.100131 11.8785073 2000-2012 –> 2008-2019 5.0515312 2.5086482 9532.3178 53.78103 7 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1048 2.5469846 4754.65129 25.877475 12.1729295 2000-2012 –> 2008-2019 5.0614232 2.5144386 9544.2670 58.09900 8 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1048 2.5567425 4762.35249 25.884803 12.1982203 2000-2012 –> 2008-2019 5.0958427 2.5391002 9571.8790 58.10820 9 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1048 2.5760903 4777.53573 202.003124 11.1394987 2000-2012 –> 2008-2019 5.2912171 2.7151269 9723.8012 319.58194 10 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1420 2.3447427 6463.96438 42.035719 11.6088244 1982-1999 –> 2000-2012 3.8933859 1.5486432 11605.1139 110.75018 3 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1420 2.3259580 6441.12025 24.696807 11.0008915 1982-1999 –> 2000-2012 3.9105142 1.5845562 11645.5892 42.50507 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1420 2.3239994 6438.72780 24.618320 10.8740980 1982-1999 –> 2000-2012 3.9185387 1.5945393 11660.5435 42.50130 1 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1420 2.5737063 6728.57092 127.839112 10.4955267 1982-1999 –> 2000-2012 3.9880653 1.4143590 11619.1994 408.93273 11 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1420 2.5669495 6721.10517 117.481049 10.4191215 1982-1999 –> 2000-2012 4.0018336 1.4348842 11651.5278 393.71202 10 13
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1420 2.6945439 6858.87561 498.589817 11.6860590 1982-1999 –> 2000-2012 4.0116713 1.3171274 11552.7855 1232.94997 14 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1420 2.5243694 6673.60072 131.216309 9.8073903 1982-1999 –> 2000-2012 4.0214721 1.4971027 11721.2635 414.36366 8 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1420 2.5189849 6667.53651 45.383919 10.6321251 1982-1999 –> 2000-2012 4.1509278 1.6319429 11953.3930 139.75924 7 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1420 2.4290855 6564.32764 23.868174 11.6001371 1982-1999 –> 2000-2012 4.2014548 1.7723693 12078.1761 42.72401 6 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1420 2.3469722 6466.66345 195.870547 12.0559728 1982-1999 –> 2000-2012 4.2029732 1.8560010 12107.8593 600.78108 4 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1346 2.0791311 5606.31031 288.800567 8.9342040 2000-2012 –> 2008-2019 4.4261032 2.3469722 12072.9738 484.67111 7 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1346 1.9676471 5463.02016 62.169335 14.6553615 2000-2012 –> 2008-2019 4.4866320 2.5189849 12130.5567 107.55325 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1346 2.2104184 5765.51294 17.795755 10.0748113 2000-2012 –> 2008-2019 4.5344178 2.3239994 12204.2407 42.41408 10 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1346 2.2093606 5764.26843 17.830072 10.0415415 2000-2012 –> 2008-2019 4.5353186 2.3259580 12205.3887 42.52688 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1346 2.2074350 5762.00133 44.481889 9.9566101 2000-2012 –> 2008-2019 4.5521777 2.3447427 12225.9657 86.51761 8 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1346 2.0474166 5566.34507 199.379925 14.1426532 2000-2012 –> 2008-2019 4.5717860 2.5243694 12239.9458 330.59623 4 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1346 2.2187869 5773.33779 42.183495 9.6506396 2000-2012 –> 2008-2019 4.6020948 2.3833079 12281.6331 82.62335 11 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1346 2.0399456 5556.84036 188.182767 15.4584422 2000-2012 –> 2008-2019 4.6068951 2.5669495 12277.9455 305.66382 3 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1346 2.0399321 5556.82318 195.559651 15.3950519 2000-2012 –> 2008-2019 4.6136384 2.5737063 12285.3941 323.39876 2 13
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1346 2.0477950 5564.82557 62.043928 14.8998201 2000-2012 –> 2008-2019 4.6444849 2.5966899 12316.6455 107.01058 5 17
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2797 3.4744562 14918.52227 160.384520 14.2299295 1982-1999 –> 2000-2012 5.2476602 1.7732039 22477.1825 746.47850 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2797 3.5914078 15103.71879 163.012226 13.4297756 1982-1999 –> 2000-2012 5.3405324 1.7491246 22610.5872 672.69064 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2797 3.5364864 15017.51203 31.244616 13.6464661 1982-1999 –> 2000-2012 5.3601413 1.8236549 22682.4432 86.91291 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2797 3.6306128 15164.45383 121.259356 13.4585116 1982-1999 –> 2000-2012 5.3880184 1.7574056 22689.2138 536.71921 4 6
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2797 3.6716429 15225.31798 31.120758 13.1571360 1982-1999 –> 2000-2012 5.5399184 1.8682755 22979.8171 85.89116 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2797 3.6896679 15254.71310 155.497242 16.0946106 1982-1999 –> 2000-2012 5.9063016 2.2166337 23658.8612 574.56343 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2797 3.8446296 15484.85478 158.065114 15.6866927 1982-1999 –> 2000-2012 6.1498638 2.3052342 24037.4644 642.45747 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2797 3.7602494 15360.71277 192.198724 16.3934354 1982-1999 –> 2000-2012 6.1551959 2.3949466 24057.9431 847.67583 9 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2797 3.8919323 15553.26106 174.049641 15.6410726 1982-1999 –> 2000-2012 6.1903052 2.2983729 24094.5792 736.75886 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2797 3.7059454 15279.33748 217.828549 15.7112535 1982-1999 –> 2000-2012 6.2581837 2.5522384 24217.5219 868.48313 7 24
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2422 3.4003898 12361.29528 371.488986 12.4920994 2000-2012 –> 2008-2019 6.8748461 3.4744562 27279.8176 531.87351 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2422 3.4956135 12490.33036 29.926307 13.1123768 2000-2012 –> 2008-2019 7.0320999 3.5364864 27507.8424 61.17092 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2422 3.6064088 12636.11350 334.006093 14.4943763 2000-2012 –> 2008-2019 7.1978165 3.5914078 27739.8323 497.01832 6 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2422 3.5689424 12587.32306 348.574452 12.8104860 2000-2012 –> 2008-2019 7.2586103 3.6896679 27842.0362 504.07169 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2422 3.5694326 12587.96471 527.848378 12.5039446 2000-2012 –> 2008-2019 7.2753780 3.7059454 27867.3022 745.67693 4 11
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2422 3.5697376 12586.36393 29.922813 12.5750934 2000-2012 –> 2008-2019 7.2760052 3.7062676 27864.1878 60.86604 5 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2422 3.7124128 12771.45920 247.468986 14.5096043 2000-2012 –> 2008-2019 7.3430256 3.6306128 27935.9130 368.72834 7 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2422 3.7982490 12876.25255 29.894728 12.3802931 2000-2012 –> 2008-2019 7.4698920 3.6716429 28101.5705 61.01549 8 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2422 3.9309866 13038.73700 517.726748 12.8349121 2000-2012 –> 2008-2019 7.6912360 3.7602494 28399.4498 709.92547 15 24
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2422 3.9188519 13024.29253 858.466271 16.4356017 2000-2012 –> 2008-2019 7.7702133 3.8513613 28518.9335 1300.63567 13 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5392 2.8404853 26574.05852 347.598386 20.4021761 1982-1999 –> 2000-2012 4.8294150 1.9889297 42269.1065 1073.38683 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5392 2.9412601 26950.02323 24.864714 16.6648138 1982-1999 –> 2000-2012 4.8350432 1.8937831 42280.1650 39.95619 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5392 2.9564107 27005.42950 25.329436 16.6792731 1982-1999 –> 2000-2012 4.8497474 1.8933367 42333.8162 40.43689 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5392 2.9800621 27091.35877 27.596370 16.6819194 1982-1999 –> 2000-2012 4.8729033 1.8928412 42417.7972 42.85815 4 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5392 3.0611756 27378.96169 23.298032 19.7909828 1982-1999 –> 2000-2012 4.9578186 1.8966430 42718.3365 38.34860 9 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5392 2.9940371 27139.81221 24.745913 15.4054762 1982-1999 –> 2000-2012 5.0144049 2.0203678 42949.6038 39.45035 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5392 3.0148930 27214.67106 25.129860 15.2557508 1982-1999 –> 2000-2012 5.0360440 2.0211509 43027.3476 39.94513 6 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5392 3.0178388 27227.20277 468.550786 18.2244905 1982-1999 –> 2000-2012 5.0402872 2.0224484 43046.6564 1458.60237 7 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5392 3.0683281 27404.12964 27.090062 14.8165349 1982-1999 –> 2000-2012 5.0941339 2.0258057 43233.9302 42.35171 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5392 3.1350618 27638.15890 25.018234 14.9878037 1982-1999 –> 2000-2012 5.1191549 1.9840931 43315.0827 54.02717 12 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5248 2.5025662 23881.18352 503.479077 16.0221995 2000-2012 –> 2008-2019 5.3430515 2.8404853 50455.2420 851.07746 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5248 2.4661481 23731.42449 738.159811 17.3111572 2000-2012 –> 2008-2019 5.3673980 2.9012500 50533.7454 1237.61020 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5248 2.4702083 23748.23023 905.873387 17.8995695 2000-2012 –> 2008-2019 5.4722092 3.0020008 50918.6883 1575.93285 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5248 2.4700306 23747.49529 676.438088 17.8971455 2000-2012 –> 2008-2019 5.4816903 3.0116597 50952.5947 1190.87120 2 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5248 2.4804336 23790.43150 720.207078 18.2736801 2000-2012 –> 2008-2019 5.4982724 3.0178388 51017.6343 1188.75786 4 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5248 2.5221248 23958.71540 574.107085 18.0712427 2000-2012 –> 2008-2019 5.5399943 3.0178695 51184.0277 968.94878 6 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5248 2.5305457 23994.76769 684.350298 17.4832419 2000-2012 –> 2008-2019 5.6548421 3.1242964 51595.8319 1223.87997 7 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5248 2.7320169 24777.36611 23.836015 15.0268891 2000-2012 –> 2008-2019 5.6732771 2.9412601 51727.3893 48.70073 9 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5248 2.7400319 24807.29313 23.914593 15.1198098 2000-2012 –> 2008-2019 5.6964426 2.9564107 51812.7226 49.24403 10 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 5248 2.5695009 24148.83465 557.933712 17.5998498 2000-2012 –> 2008-2019 5.7033825 3.1338815 51780.9328 946.81075 8 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1972 1.2413360 6462.93981 28.827072 11.5173082 1982-1999 –> 2000-2012 2.1644696 0.9231336 9644.9127 74.89381 1 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1972 1.3135454 6685.94018 27.935284 12.4448366 1982-1999 –> 2000-2012 2.1777888 0.8642435 9711.9476 67.88278 6 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1972 1.2969015 6635.64668 32.205342 11.6247732 1982-1999 –> 2000-2012 2.2529639 0.9560624 9900.5459 64.75038 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1972 1.2988164 6641.46576 39.327560 11.6081884 1982-1999 –> 2000-2012 2.2564319 0.9576155 9910.2053 86.72608 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1972 1.3038978 6656.86593 38.458537 11.5247461 1982-1999 –> 2000-2012 2.2665341 0.9626363 9937.9781 85.49461 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1972 1.3098730 6672.89837 30.223088 11.3708735 1982-1999 –> 2000-2012 2.3221203 1.0122472 10070.9078 59.84838 5 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1972 1.3532240 6801.31366 18.376614 12.3357224 1982-1999 –> 2000-2012 2.3656281 1.0124041 10199.6897 55.27433 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1972 1.3668901 6840.94403 21.354636 11.3956841 1982-1999 –> 2000-2012 2.5021815 1.1352914 10510.3728 63.23379 8 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1972 1.5653280 7375.58168 28.254472 10.4101593 1982-1999 –> 2000-2012 2.6324022 1.0670743 10898.3923 57.46674 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1972 1.6648435 7618.67316 38.237238 10.7685232 1982-1999 –> 2000-2012 2.7936028 1.1287593 11274.4495 71.79087 10 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1859 1.3377003 6203.80343 31.015075 9.6340823 2000-2012 –> 2008-2019 2.5790362 1.2413360 12666.7432 59.84215 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1859 1.3902850 6343.37922 34.415973 9.6298528 2000-2012 –> 2008-2019 2.6871865 1.2969015 12979.0259 66.62131 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1859 1.3743258 6301.58455 30.394830 9.7317917 2000-2012 –> 2008-2019 2.6878712 1.3135454 12987.5247 58.33011 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1859 1.3928243 6349.98503 36.528662 9.6133449 2000-2012 –> 2008-2019 2.6916407 1.2988164 12991.4508 75.85622 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1859 1.4019913 6373.73219 36.916359 9.6343539 2000-2012 –> 2008-2019 2.7058891 1.3038978 13030.5981 75.37490 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1859 1.4212899 6421.22219 33.127251 9.3948262 2000-2012 –> 2008-2019 2.7311629 1.3098730 13094.1206 63.35034 6 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1859 1.4316731 6449.57193 645.981210 8.7283929 2000-2012 –> 2008-2019 2.7848712 1.3531981 13252.8103 1174.06195 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1859 1.4326642 6450.07696 17.460821 7.7876684 2000-2012 –> 2008-2019 2.7858882 1.3532240 13251.3906 35.83743 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1859 1.4563597 6509.46008 19.957892 10.1110129 2000-2012 –> 2008-2019 2.8232497 1.3668901 13350.4041 41.31253 9 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1859 1.8692059 7414.91705 982.663597 18.1567871 2000-2012 –> 2008-2019 3.4095336 1.5403277 14728.9997 1889.03898 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2076 2.2511890 9274.60849 52.794085 23.1400538 1982-1999 –> 2000-2012 3.3081916 1.0570027 13579.0419 123.06436 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2076 2.2708533 9310.71910 120.706228 23.2457616 1982-1999 –> 2000-2012 3.3506201 1.0797668 13677.1585 207.81668 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2076 2.2771158 9322.15371 34.716921 23.3012917 1982-1999 –> 2000-2012 3.3542749 1.0771590 13681.5566 70.79327 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2076 2.2785581 9324.78259 120.156773 23.3087369 1982-1999 –> 2000-2012 3.3574220 1.0788639 13688.7875 207.28611 4 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2076 2.2857454 9335.85881 33.099350 23.2994689 1982-1999 –> 2000-2012 3.4131420 1.1273966 13825.9111 64.40474 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2076 2.4012998 9542.62709 43.304553 24.1230478 1982-1999 –> 2000-2012 3.4897195 1.0884197 13932.2933 104.26906 13 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2076 2.2840570 9332.79063 23.833544 22.9486383 1982-1999 –> 2000-2012 3.5633046 1.2792476 14190.5535 44.96644 5 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2076 2.3585289 9466.00692 45.048722 22.6528514 1982-1999 –> 2000-2012 3.6171519 1.2586230 14276.4711 107.63210 11 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2076 2.3223541 9401.83072 115.522935 23.0404387 1982-1999 –> 2000-2012 3.6355017 1.3131475 14335.7042 175.41495 7 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2076 2.3249406 9406.45232 27.311114 23.0819517 1982-1999 –> 2000-2012 3.6495228 1.3245822 14365.5559 50.93786 9 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1825 0.9891096 4975.75125 44.626974 6.5830912 2000-2012 –> 2008-2019 3.2402986 2.2511890 14250.3597 97.42106 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1825 1.0251778 5101.96755 101.233652 6.5853588 2000-2012 –> 2008-2019 3.2960311 2.2708533 14412.6867 221.93988 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1825 1.0300541 5118.68959 31.297389 6.7203311 2000-2012 –> 2008-2019 3.3071699 2.2771158 14440.8433 66.01431 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1825 1.0351778 5136.17537 102.966196 6.7504368 2000-2012 –> 2008-2019 3.3137359 2.2785581 14460.9580 223.12297 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1825 1.1410162 5477.22278 30.036569 7.4163165 2000-2012 –> 2008-2019 3.4267616 2.2857454 14813.0816 63.13592 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1825 1.1296783 5444.03090 37.315594 7.8096607 2000-2012 –> 2008-2019 3.5309781 2.4012998 14986.6580 80.62015 5 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1825 1.3624437 6102.24176 22.813493 6.1728884 2000-2012 –> 2008-2019 3.6465006 2.2840570 15435.0324 46.64704 8 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1825 1.3333774 6026.24755 38.805340 6.7459127 2000-2012 –> 2008-2019 3.6919063 2.3585289 15492.2545 83.85406 7 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1825 1.4462529 6312.61090 96.140784 6.0456751 2000-2012 –> 2008-2019 3.7686071 2.3223541 15714.4416 211.66372 10 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1825 1.4564916 6337.47099 25.530181 6.3026245 2000-2012 –> 2008-2019 3.7814322 2.3249406 15743.9233 52.84129 11 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2427 4.1073713 13759.17752 70.761223 19.3331700 1982-1999 –> 2000-2012 7.2986482 3.1912768 22527.5241 138.50376 4 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2427 4.0681105 13712.55672 42.226650 19.2172600 1982-1999 –> 2000-2012 7.3961454 3.3280349 22623.3186 70.15452 1 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2427 4.0703343 13715.20942 95.375610 19.2490417 1982-1999 –> 2000-2012 7.3963239 3.3259897 22623.8849 187.39939 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2427 4.0807646 13727.63193 42.709189 19.3921725 1982-1999 –> 2000-2012 7.4155834 3.3348189 22645.3052 70.86645 3 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2427 4.1102658 13760.59693 19.465830 19.3633150 1982-1999 –> 2000-2012 7.5532244 3.4429586 22784.5822 34.89302 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2427 4.4210648 14114.41895 64.684001 19.3341642 1982-1999 –> 2000-2012 7.7151264 3.2940616 22988.3561 121.12109 14 16
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2427 4.4233246 14116.89939 621.789142 20.0577352 1982-1999 –> 2000-2012 7.8641908 3.4408662 23138.8215 1227.42983 15 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2427 4.4286823 14122.77522 42.701350 19.9341464 1982-1999 –> 2000-2012 7.8848546 3.4561722 23159.7614 70.82399 16 24
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2427 4.4328612 14127.35322 42.209524 19.9017799 1982-1999 –> 2000-2012 7.8973872 3.4645260 23172.5329 70.08237 18 27
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2427 4.4327164 14127.19472 88.715843 19.9075389 1982-1999 –> 2000-2012 7.9015165 3.4688001 23176.5590 165.58760 17 27
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2265 3.3208175 11538.25786 35.217922 21.7048946 2000-2012 –> 2008-2019 7.3889279 4.0681105 25250.8146 77.44457 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2265 3.3217813 11539.53476 79.334926 21.7186573 2000-2012 –> 2008-2019 7.3921156 4.0703343 25254.7442 174.71054 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2265 3.3248958 11543.65827 35.585053 21.7770326 2000-2012 –> 2008-2019 7.4056604 4.0807646 25271.2902 78.29424 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2265 3.3694666 11602.24912 63.356560 21.8334224 2000-2012 –> 2008-2019 7.4768379 4.1073713 25361.4266 134.11778 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2265 3.4237968 11670.63004 21.106429 20.8542428 2000-2012 –> 2008-2019 7.5340626 4.1102658 25431.2270 40.57226 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 2265 3.4657551 11724.22389 30.693114 22.4311154 2000-2012 –> 2008-2019 7.7090669 4.2433118 25639.4516 64.76962 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2265 3.5629560 11845.92789 27.730888 22.5785502 2000-2012 –> 2008-2019 7.7529393 4.1899833 25699.7656 53.88771 9 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2265 3.5706641 11855.43654 55.614606 22.5712579 2000-2012 –> 2008-2019 7.7600901 4.1894261 25708.6286 110.96854 10 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2265 3.5791030 11865.82326 31.208101 22.5348632 2000-2012 –> 2008-2019 7.7684899 4.1893869 25718.9700 60.50310 11 17
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate 2265 3.6039245 11894.23248 6.699567 22.8931757 2000-2012 –> 2008-2019 7.8741373 4.2702128 25838.1355 12.60036 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1334 1.0113779 3829.91280 60.021471 5.0902258 1982-1999 –> 2000-2012 1.7180144 0.7066366 5854.4215 102.14018 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1334 1.0148319 3839.00884 142.696968 5.0207364 1982-1999 –> 2000-2012 1.7278978 0.7130659 5880.5091 288.03878 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1334 1.0191075 3850.22581 61.277645 4.8847981 1982-1999 –> 2000-2012 1.7355214 0.7164139 5900.5138 103.30591 6 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1334 1.0119745 3829.48628 55.589698 5.3498275 1982-1999 –> 2000-2012 1.7355604 0.7235859 5896.4614 90.18884 2 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1334 1.0188054 3849.43493 113.871269 4.8360017 1982-1999 –> 2000-2012 1.7358648 0.7170593 5901.4122 242.84061 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1334 1.0157953 3839.54047 80.138375 5.3552085 1982-1999 –> 2000-2012 1.7503157 0.7345204 5934.6528 171.89341 4 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1334 1.0260683 3868.38708 58.690227 5.2943275 1982-1999 –> 2000-2012 1.7559477 0.7298794 5953.6085 100.00877 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1334 1.0209714 3853.10104 59.823261 5.3464606 1982-1999 –> 2000-2012 1.7631222 0.7421508 5967.6012 98.52817 7 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1334 1.0457241 3917.01310 57.581929 5.0806349 1982-1999 –> 2000-2012 1.8486507 0.8029266 6179.1748 97.36695 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1334 1.0459010 3915.46450 23.322497 4.9337412 1982-1999 –> 2000-2012 1.8516901 0.8057891 6182.3025 43.39631 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1248 1.0429672 3584.70430 64.583930 3.2928912 2000-2012 –> 2008-2019 2.0543451 1.0113779 7414.6171 124.60540 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1248 1.0474076 3595.08738 133.642344 3.3048735 2000-2012 –> 2008-2019 2.0622395 1.0148319 7434.0962 276.33931 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1248 1.0527383 3607.49443 64.573695 3.3228677 2000-2012 –> 2008-2019 2.0718458 1.0191075 7457.7202 125.85134 3 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1248 1.0537678 3609.88329 117.125402 3.4413853 2000-2012 –> 2008-2019 2.0725732 1.0188054 7459.3182 230.99667 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1248 1.0696988 3644.55540 55.669503 3.2784763 2000-2012 –> 2008-2019 2.0816733 1.0119745 7474.0417 111.25920 6 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1248 1.0602742 3624.92702 64.554554 3.5542996 2000-2012 –> 2008-2019 2.0863424 1.0260683 7493.3141 123.24478 5 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1248 1.0758524 3658.57457 79.724215 3.2861344 2000-2012 –> 2008-2019 2.0916477 1.0157953 7498.1150 159.86259 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1248 1.0862224 3682.01917 57.793033 3.3059774 2000-2012 –> 2008-2019 2.1071938 1.0209714 7535.1202 117.61629 8 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1248 1.0921998 3695.43145 56.946611 3.6967093 2000-2012 –> 2008-2019 2.1379239 1.0457241 7612.4446 114.52854 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1248 1.1092222 3731.22852 24.595951 3.8050872 2000-2012 –> 2008-2019 2.1551232 1.0459010 7646.6930 47.91845 11 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1984 0.8518078 5007.90312 134.393768 3.9486262 1982-1999 –> 2000-2012 1.4965899 0.6447821 7374.1327 227.41471 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1984 0.8566498 5030.39498 51.542372 3.8042108 1982-1999 –> 2000-2012 1.5006629 0.6440131 7393.7606 85.80573 4 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1984 0.8520670 5009.11064 59.737063 4.4417078 1982-1999 –> 2000-2012 1.5032429 0.6511759 7399.0220 95.28357 2 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1984 0.8542332 5017.18574 114.578781 3.7209167 1982-1999 –> 2000-2012 1.5051525 0.6509193 7404.1510 196.28014 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1984 0.8571043 5032.49981 169.817962 4.3739232 1982-1999 –> 2000-2012 1.5127406 0.6556363 7438.7946 289.07294 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1984 0.8626846 5058.25016 47.452130 4.2223508 1982-1999 –> 2000-2012 1.5218561 0.6591715 7477.4509 81.26773 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1984 0.8742644 5109.15833 49.514241 4.4063922 1982-1999 –> 2000-2012 1.5517806 0.6775162 7592.2383 79.31969 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1984 0.8733477 5104.99543 46.390131 4.6307552 1982-1999 –> 2000-2012 1.5642532 0.6909055 7635.0425 80.15261 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1984 0.8798418 5134.39208 787.092046 4.8113880 1982-1999 –> 2000-2012 1.5808404 0.7009985 7699.2457 1313.18396 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1984 0.8798428 5132.39660 38.309548 4.8108293 1982-1999 –> 2000-2012 1.5812435 0.7014007 7696.6267 64.70186 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1980 0.8391744 4794.40546 63.048205 2.5614984 2000-2012 –> 2008-2019 1.6912415 0.8520670 9803.5161 122.78527 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1980 0.8500943 4844.10328 170.606544 2.8487202 2000-2012 –> 2008-2019 1.7019020 0.8518078 9852.0064 305.00031 4 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1980 0.8448823 4820.46276 190.906793 2.5759374 2000-2012 –> 2008-2019 1.7019866 0.8571043 9852.9626 360.72476 2 7
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1980 0.8601699 4887.39605 138.598449 2.9804183 2000-2012 –> 2008-2019 1.7144032 0.8542332 9904.5818 253.17723 8 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1980 0.8520042 4852.72988 51.436016 2.5938343 2000-2012 –> 2008-2019 1.7146888 0.8626846 9910.9800 98.88815 5 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1980 0.8615410 4895.51837 53.610502 3.0771718 2000-2012 –> 2008-2019 1.7181908 0.8566498 9925.9134 105.15287 9 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1980 0.8481970 4833.51442 58.898381 2.4676858 2000-2012 –> 2008-2019 1.7419710 0.8937740 10030.2468 107.84374 3 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1980 0.8530972 4855.65803 127.425084 2.4886292 2000-2012 –> 2008-2019 1.7503329 0.8972357 10067.7293 236.63341 6 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1980 0.8583076 4879.06464 44.747500 2.5151349 2000-2012 –> 2008-2019 1.7582738 0.8999661 10103.1928 86.67298 7 21
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1980 0.8875036 5007.64657 49.672044 3.3231118 2000-2012 –> 2008-2019 1.7617681 0.8742644 10116.8049 99.18629 10 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3419 0.6992217 7270.15145 809.953859 7.0740315 1982-1999 –> 2000-2012 1.2556263 0.5564046 10789.7296 1198.63193 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3419 0.7491390 7739.67716 607.010154 7.2111864 1982-1999 –> 2000-2012 1.3407854 0.5916464 11515.8062 887.85535 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3419 0.7531127 7775.85285 992.774804 7.2424756 1982-1999 –> 2000-2012 1.3453166 0.5922038 11555.9467 1469.59689 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3419 0.7651155 7885.97405 122.690859 9.1418079 1982-1999 –> 2000-2012 1.3752780 0.6101626 11793.8395 201.93767 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3419 0.7701149 7928.51017 83.522547 8.6931120 1982-1999 –> 2000-2012 1.3832980 0.6131831 11855.1653 141.82743 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 3419 0.7926975 8126.14120 120.598935 10.3954082 1982-1999 –> 2000-2012 1.4376493 0.6449518 12265.4518 199.49969 6 12
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 3419 0.7928127 8125.13483 57.802681 10.5190014 1982-1999 –> 2000-2012 1.4433267 0.6505140 12298.5977 108.27543 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3419 0.7976070 8168.36091 92.133564 10.8921008 1982-1999 –> 2000-2012 1.4565380 0.6589311 12397.9480 142.68393 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3419 0.8330259 8465.46337 379.183464 11.0701975 1982-1999 –> 2000-2012 1.5269325 0.6939066 12912.7855 579.62314 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3419 0.8391480 8515.53388 391.356289 11.0542267 1982-1999 –> 2000-2012 1.5386612 0.6995133 12996.7351 601.00343 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3419 0.6695606 6890.29037 808.830452 2.5096244 2000-2012 –> 2008-2019 1.3687823 0.6992217 14160.4418 1618.78431 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3419 0.7151729 7333.52891 606.823347 2.3893103 2000-2012 –> 2008-2019 1.4643120 0.7491390 15073.2061 1213.83350 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3419 0.7235349 7412.06311 954.109244 2.5330607 2000-2012 –> 2008-2019 1.4766476 0.7531127 15187.9160 1946.88405 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3419 0.7272567 7448.72619 142.041990 2.7351077 2000-2012 –> 2008-2019 1.4923721 0.7651155 15334.7002 264.73285 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3419 0.7310734 7482.08996 99.489937 2.5072339 2000-2012 –> 2008-2019 1.5011884 0.7701149 15410.6001 183.01248 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3419 0.7453243 7612.51802 101.554461 3.3923530 2000-2012 –> 2008-2019 1.5429312 0.7976070 15780.8789 193.68803 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 3419 0.7636758 7776.85051 139.560017 2.1992956 2000-2012 –> 2008-2019 1.5563733 0.7926975 15902.9917 260.15895 7 13
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 3419 0.7648042 7784.82606 71.070739 2.1687885 2000-2012 –> 2008-2019 1.5576169 0.7928127 15909.9609 128.87342 9 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3419 0.7720872 7850.85716 347.030539 3.3642227 2000-2012 –> 2008-2019 1.6051131 0.8330259 16316.3205 726.21400 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3419 0.7642604 7782.02044 800.599658 2.5232275 2000-2012 –> 2008-2019 1.6057758 0.8415154 16316.8184 1604.96484 8 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5073 0.3444760 3597.64586 722.390272 2.2219538 1982-1999 –> 2000-2012 0.6733189 0.3288429 5627.6942 970.96099 3 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5073 0.3440776 3585.90457 637.808674 2.2290471 1982-1999 –> 2000-2012 0.6785662 0.3344886 5727.8264 886.25546 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5073 0.3440362 3584.68362 643.854416 2.2308974 1982-1999 –> 2000-2012 0.6788994 0.3348632 5733.9613 889.20633 1 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5073 0.3606729 4061.82327 370.770011 1.9046182 1982-1999 –> 2000-2012 0.6956420 0.3349691 6211.1790 544.26750 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5073 0.3614973 4086.98852 71.910747 1.9944145 1982-1999 –> 2000-2012 0.6992654 0.3377681 6293.0313 105.35935 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5073 0.3651268 4188.34877 267.073059 2.7220965 1982-1999 –> 2000-2012 0.7019731 0.3368463 6376.4319 513.10256 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5073 0.3659382 4208.87091 129.845383 2.2592585 1982-1999 –> 2000-2012 0.7028470 0.3369087 6396.1721 222.15241 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5073 0.3662550 4217.64933 43.337054 2.3485182 1982-1999 –> 2000-2012 0.7041455 0.3378905 6424.0743 70.52117 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5073 0.3645472 4170.22978 9.502132 2.5649073 1982-1999 –> 2000-2012 0.7047422 0.3401950 6421.3242 28.40029 6 15
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 5073 0.3662704 4216.07614 8.394395 2.4046200 1982-1999 –> 2000-2012 0.7070799 0.3408095 6477.0315 27.26160 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6318 0.3821738 5635.82152 881.298889 2.2594327 2000-2012 –> 2008-2019 0.7266498 0.3444760 9233.4674 1603.68916 1 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6318 0.3834594 5677.12924 786.653973 2.2555499 2000-2012 –> 2008-2019 0.7275370 0.3440776 9263.0338 1424.46265 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6318 0.3838028 5688.13876 766.653521 2.2524269 2000-2012 –> 2008-2019 0.7278390 0.3440362 9272.8224 1410.50794 3 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 6318 0.3856224 5744.31521 780.229600 2.1766904 2000-2012 –> 2008-2019 0.7462953 0.3606729 9806.1385 1150.99961 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6318 0.3923280 5958.36166 538.387827 1.8775895 2000-2012 –> 2008-2019 0.7574548 0.3651268 10146.7104 805.46089 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6318 0.4009813 6226.70723 252.869549 2.0139009 2000-2012 –> 2008-2019 0.7624787 0.3614973 10313.6957 324.78030 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6318 0.3974125 6114.74398 538.124911 1.9695776 2000-2012 –> 2008-2019 0.7633507 0.3659382 10323.6149 667.97029 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 6318 0.4009828 6224.75202 25.311734 2.0118391 2000-2012 –> 2008-2019 0.7655300 0.3645472 10394.9818 34.81387 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 6318 0.4024502 6269.68084 251.799603 1.9398197 2000-2012 –> 2008-2019 0.7687052 0.3662550 10487.3302 295.13666 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 6318 0.4024881 6268.84106 9.591302 1.9482454 2000-2012 –> 2008-2019 0.7687585 0.3662704 10484.9172 17.98570 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3579 5.7785583 22726.99788 128.333467 52.3317699 1982-1999 –> 2000-2012 11.3239979 5.5454397 32099.1582 235.09408 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3579 5.9049312 22881.85102 27.794282 35.9520925 1982-1999 –> 2000-2012 11.3511537 5.4462225 32200.0670 54.93318 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3579 6.0145837 23013.55350 12.834294 40.6716291 1982-1999 –> 2000-2012 11.5763899 5.5618062 32394.5195 22.87651 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3579 5.9382123 22922.08137 127.860709 43.7825341 1982-1999 –> 2000-2012 11.5930906 5.6548784 32352.6353 243.26968 3 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3579 6.0974182 23111.46285 15.761970 39.7341157 1982-1999 –> 2000-2012 11.7008466 5.6034284 32514.7065 28.14971 6 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3579 6.0458739 23048.69574 127.415352 38.9090592 1982-1999 –> 2000-2012 11.7829597 5.7370858 32520.3748 233.59090 5 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3579 6.3074772 23353.90674 23.956776 19.3004768 1982-1999 –> 2000-2012 11.9168244 5.6093472 32760.3049 50.89446 7 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3579 6.4784113 23543.30828 21.243740 20.3267129 1982-1999 –> 2000-2012 12.2338638 5.7554526 33024.5379 44.67083 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3579 6.5132210 23583.66657 8.413705 20.3344141 1982-1999 –> 2000-2012 12.2467297 5.7335087 33055.4820 14.32493 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3579 6.5540318 23628.37751 10.843683 20.6279915 1982-1999 –> 2000-2012 12.3111127 5.7570809 33112.4523 18.62387 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4305 5.6440702 27118.97565 161.723795 52.9266880 2000-2012 –> 2008-2019 11.4226284 5.7785583 49845.9735 290.05726 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4305 5.7088701 27217.21885 34.733125 48.9776498 2000-2012 –> 2008-2019 11.6138013 5.9049312 50099.0699 62.52741 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4305 5.7766809 27318.83975 18.820244 53.3012441 2000-2012 –> 2008-2019 11.7912645 6.0145837 50332.3932 31.65454 3 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4305 5.9354222 27552.13886 164.442387 40.3311937 2000-2012 –> 2008-2019 11.8736345 5.9382123 50474.2202 292.30310 5 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4305 5.8588175 27440.34364 23.072665 53.1768635 2000-2012 –> 2008-2019 11.9562357 6.0974182 50551.8065 38.83464 4 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4305 6.0368653 27695.98242 161.495380 34.6732747 2000-2012 –> 2008-2019 12.0827393 6.0458739 50744.6782 288.91073 6 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4305 6.2832843 28042.29058 33.559012 21.9734910 2000-2012 –> 2008-2019 12.5907614 6.3074772 51396.1973 57.51579 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4305 6.0493212 27715.72086 17.275414 68.3758626 2000-2012 –> 2008-2019 12.6023230 6.5530018 51342.9734 28.67715 7 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4305 6.4048361 28205.18606 27.443405 22.3860100 2000-2012 –> 2008-2019 12.8832473 6.4784113 51748.4943 48.68714 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4305 6.4441591 28259.86179 9.993236 23.2015925 2000-2012 –> 2008-2019 12.9573801 6.5132210 51843.5284 18.40694 11 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3358 4.2564218 19271.23943 54.528598 23.0848229 1982-1999 –> 2000-2012 7.9223423 3.6659204 30918.3564 104.40837 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3358 4.3246245 19378.00006 24.766262 24.9041831 1982-1999 –> 2000-2012 8.1166753 3.7920508 31169.8989 43.46012 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3358 4.3536481 19422.92220 26.616278 25.2076141 1982-1999 –> 2000-2012 8.1747794 3.8211312 31247.5182 46.59274 7 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3358 4.2235343 19219.14636 59.021667 19.8148196 1982-1999 –> 2000-2012 8.1813919 3.9578575 31194.2115 109.29502 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3358 4.4085294 19507.05371 468.021983 23.6390526 1982-1999 –> 2000-2012 8.2940285 3.8854991 31403.1468 1234.94404 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3358 4.5325551 19693.38678 450.708135 27.8124590 1982-1999 –> 2000-2012 8.3081184 3.7755633 31466.6359 1220.08664 11 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3358 4.3289906 19384.77695 18.395426 20.1423087 1982-1999 –> 2000-2012 8.3920028 4.0630122 31472.0713 29.74235 4 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3358 4.3838001 19469.27476 58.926163 18.4476665 1982-1999 –> 2000-2012 8.4125331 4.0287330 31520.3060 116.70963 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3358 4.3313984 19388.51140 23.637841 20.5243948 1982-1999 –> 2000-2012 8.4152307 4.0838324 31497.6818 39.23858 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3358 4.3374003 19397.81122 25.273851 20.8834335 1982-1999 –> 2000-2012 8.4245899 4.0871896 31510.4986 43.27403 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3900 4.2488475 22302.53028 62.542276 20.5109731 2000-2012 –> 2008-2019 8.4723819 4.2235343 41521.6766 121.56394 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3900 4.3202241 22432.10793 54.259226 23.0918051 2000-2012 –> 2008-2019 8.5766459 4.2564218 41703.3474 108.78782 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3900 4.3563240 22496.83106 20.072966 21.1936156 2000-2012 –> 2008-2019 8.6937244 4.3374003 41894.6423 45.34682 4 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3900 4.3189000 22429.72369 558.695385 31.6307721 2000-2012 –> 2008-2019 8.7274295 4.4085294 41936.7774 1026.71737 2 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3900 4.4065881 22586.06126 19.791368 23.5862570 2000-2012 –> 2008-2019 8.7312126 4.3246245 41964.0613 44.55763 6 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3900 4.3758482 22531.61256 20.500763 21.2641474 2000-2012 –> 2008-2019 8.7389731 4.3631249 41969.1379 46.95073 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3900 4.4183067 22606.71823 16.203117 19.6005771 2000-2012 –> 2008-2019 8.7472973 4.3289906 41991.4952 34.59854 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3900 4.4323330 22631.37098 20.805467 19.6665171 2000-2012 –> 2008-2019 8.7637314 4.3313984 42019.8824 44.44331 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3900 4.4322519 22631.22872 21.437699 23.5910809 2000-2012 –> 2008-2019 8.7859001 4.3536481 42054.1509 48.05398 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3900 4.4100891 22592.23842 62.587986 19.0929929 2000-2012 –> 2008-2019 8.7938892 4.3838001 42061.5132 121.51415 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2959 4.5278878 17348.97064 107.809225 23.9807168 1982-1999 –> 2000-2012 7.2887024 2.7608146 26852.5126 219.92384 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2959 4.6702053 17532.11777 51.796928 24.4113158 1982-1999 –> 2000-2012 7.5168192 2.8466139 27154.9556 96.88111 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2959 4.6889774 17555.85779 56.742824 24.2912654 1982-1999 –> 2000-2012 7.5505939 2.8616165 27199.1855 106.25621 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2959 4.5929588 17433.41385 606.281757 20.9070127 1982-1999 –> 2000-2012 7.6142688 3.0213100 27288.4179 1352.15548 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2959 4.7079802 17579.79289 115.051725 22.2551444 1982-1999 –> 2000-2012 7.7890274 3.0810472 27511.1160 231.39802 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2959 4.5586377 17389.02523 107.710470 16.2859535 1982-1999 –> 2000-2012 7.8040543 3.2454166 27522.9437 188.25596 2 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2959 4.8897922 17802.03075 604.247870 24.0672587 1982-1999 –> 2000-2012 8.0054747 3.1156826 27774.9285 1349.90127 14 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2959 4.8623745 17770.75448 25.854575 22.2672696 1982-1999 –> 2000-2012 8.0392129 3.1768383 27821.4223 47.09290 12 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2959 4.6817850 17546.77320 50.267056 16.1656518 1982-1999 –> 2000-2012 8.0442134 3.3624285 27818.7578 89.06826 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2959 4.6917545 17559.36173 53.178539 16.1246138 1982-1999 –> 2000-2012 8.0621860 3.3704315 27840.6130 94.08512 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3372 4.6134998 19765.09930 114.360759 16.8432180 2000-2012 –> 2008-2019 9.1721374 4.5586377 37154.1245 222.07123 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3372 4.7255082 19925.82142 108.499971 22.6975942 2000-2012 –> 2008-2019 9.2533960 4.5278878 37274.7921 216.30920 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3372 4.7530869 19964.80979 616.228226 21.0560140 2000-2012 –> 2008-2019 9.3460457 4.5929588 37398.2236 1222.50998 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3372 4.7349252 19939.15997 51.189424 16.6806119 2000-2012 –> 2008-2019 9.4167102 4.6817850 37485.9332 101.45648 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3372 4.7407239 19947.36019 53.159744 16.6432010 2000-2012 –> 2008-2019 9.4324784 4.6917545 37506.7219 106.33828 4 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3372 4.8774258 20137.82603 51.131066 22.8722752 2000-2012 –> 2008-2019 9.5476311 4.6702053 37669.9438 102.92799 10 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3372 4.7776569 19999.35478 48.394480 16.3312844 2000-2012 –> 2008-2019 9.5790968 4.8014399 37695.4771 93.15469 6 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3372 4.8909916 20156.43516 55.292193 22.7020129 2000-2012 –> 2008-2019 9.5799691 4.6889774 37712.2930 112.03502 11 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3372 4.8754510 20135.11268 118.130790 21.9705190 2000-2012 –> 2008-2019 9.5834312 4.7079802 37714.9056 233.18252 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3372 4.7872749 20010.82905 48.393384 15.8328645 2000-2012 –> 2008-2019 9.6144558 4.8271809 37736.5936 93.01356 7 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4042 3.7375765 22142.94701 180.679124 16.0931867 1982-1999 –> 2000-2012 6.7388318 3.0012554 33820.1803 294.85014 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4042 3.7849373 22244.74023 83.537008 17.5978350 1982-1999 –> 2000-2012 6.9326646 3.1477273 34142.6885 144.58424 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4042 3.7903659 22256.32648 97.766989 17.6291635 1982-1999 –> 2000-2012 6.9522821 3.1619162 34175.1073 168.58368 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4042 3.8618296 22407.32339 52.607797 16.0538222 1982-1999 –> 2000-2012 7.1287566 3.2669270 34477.4389 93.63760 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4042 3.9692820 22629.18213 790.122546 19.7145748 1982-1999 –> 2000-2012 7.1514134 3.1821313 34577.4826 1386.23896 7 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4042 3.9818396 22652.71702 785.653596 19.1166441 1982-1999 –> 2000-2012 7.1641846 3.1823450 34599.3285 1358.53841 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4042 3.8629490 22407.66637 46.481547 16.1472615 1982-1999 –> 2000-2012 7.1657421 3.3027930 34526.3573 84.79533 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4042 3.9515700 22593.02824 173.253356 19.3376861 1982-1999 –> 2000-2012 7.2966164 3.3450464 34772.6016 288.69530 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4042 3.9853321 22659.80439 173.141949 19.7739367 1982-1999 –> 2000-2012 7.3306067 3.3452746 34837.6936 286.84494 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4042 4.0354792 22762.89005 41.677404 20.9292417 1982-1999 –> 2000-2012 7.6092598 3.5737806 35248.8398 68.37371 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4387 3.8387300 24072.55342 178.487993 19.6881507 2000-2012 –> 2008-2019 7.5763065 3.7375765 46215.5004 359.16712 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4387 3.9073043 24221.10371 67.269101 21.0945761 2000-2012 –> 2008-2019 7.6922416 3.7849373 46465.8439 150.80611 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4387 3.9153095 24238.91401 77.994556 21.1329414 2000-2012 –> 2008-2019 7.7056754 3.7903659 46495.2405 175.76155 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4387 4.0510407 24535.47332 45.984240 18.2899304 2000-2012 –> 2008-2019 7.9128703 3.8618296 46942.7967 98.59204 8 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4387 3.9683323 24361.56395 173.574846 21.7866200 2000-2012 –> 2008-2019 7.9199022 3.9515700 46954.5922 346.82820 5 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4387 4.0591787 24550.93691 39.411573 18.5319820 2000-2012 –> 2008-2019 7.9221277 3.8629490 46958.6033 85.89312 10 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4387 3.9637821 24345.98571 811.786057 19.3630074 2000-2012 –> 2008-2019 7.9330641 3.9692820 46975.1678 1601.90860 4 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4387 4.0213749 24469.51391 811.431585 19.8855535 2000-2012 –> 2008-2019 8.0032145 3.9818396 47122.2309 1597.08518 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4387 4.0473726 24531.22421 171.038158 22.5366724 2000-2012 –> 2008-2019 8.0327047 3.9853321 47191.0286 344.18011 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4387 4.0517718 24537.04361 36.349802 23.1686497 2000-2012 –> 2008-2019 8.0872510 4.0354792 47299.9337 78.02721 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5223 2.8120474 25636.48528 740.846906 11.2510659 1982-1999 –> 2000-2012 5.2774474 2.4654001 39452.8912 1429.89581 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5223 2.9108898 25997.35271 139.593696 10.2279684 1982-1999 –> 2000-2012 5.4382927 2.5274028 39961.4462 254.26073 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5223 2.9972889 26302.89146 158.934472 13.0709516 1982-1999 –> 2000-2012 5.4425983 2.4453095 40070.6448 264.87061 4 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5223 3.0515266 26488.22803 717.575224 12.7958978 1982-1999 –> 2000-2012 5.6267498 2.5752232 40561.7733 1270.67828 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5223 3.0800949 26587.56837 56.908346 13.9616446 1982-1999 –> 2000-2012 5.6272305 2.5471356 40597.9052 106.91912 9 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5223 2.9719005 26214.03238 37.946185 11.5498895 1982-1999 –> 2000-2012 5.6290377 2.6571372 40475.7651 75.38773 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5223 3.0106426 26349.32771 20.301578 11.2374358 1982-1999 –> 2000-2012 5.6392775 2.6286350 40546.9353 43.09817 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5223 3.0877930 26613.64352 64.561305 14.0081106 1982-1999 –> 2000-2012 5.6492347 2.5614417 40657.2828 120.05028 10 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5223 3.0128649 26357.03586 33.443670 11.2211840 1982-1999 –> 2000-2012 5.6497055 2.6368406 40573.1757 68.94931 6 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5223 3.1075733 26678.34690 138.432645 11.7132161 1982-1999 –> 2000-2012 5.7197197 2.6121464 40836.5397 237.63611 11 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5659 2.8143240 27681.47702 857.078854 9.9598489 2000-2012 –> 2008-2019 5.6263713 2.8120474 53317.9623 1597.92576 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5659 2.9349133 28154.57092 146.652171 11.2548864 2000-2012 –> 2008-2019 5.8458031 2.9108898 54151.9236 286.24587 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5659 2.9214965 28102.90533 167.178729 14.0541437 2000-2012 –> 2008-2019 5.9187854 2.9972889 54405.7968 326.11320 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5659 3.0143881 28455.85378 30.717252 12.3510587 2000-2012 –> 2008-2019 5.9862886 2.9719005 54669.8862 68.66344 5 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5659 2.9495144 28208.52986 810.837005 10.9822432 2000-2012 –> 2008-2019 6.0010410 3.0515266 54696.7579 1528.41223 4 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5659 3.0429086 28562.03953 20.550134 12.3861056 2000-2012 –> 2008-2019 6.0535511 3.0106426 54911.3672 40.85171 9 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5659 3.0469130 28576.86892 34.432560 12.3799869 2000-2012 –> 2008-2019 6.0597780 3.0128649 54933.9048 67.87623 10 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5659 3.0206933 28479.41532 49.854990 15.0714576 2000-2012 –> 2008-2019 6.1007882 3.0800949 55066.9837 106.76334 6 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5659 3.0779154 28689.02277 14.985266 11.6340954 2000-2012 –> 2008-2019 6.1008993 3.0229838 55079.0834 31.45200 11 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5659 3.0295732 28512.51473 56.954857 15.1241577 2000-2012 –> 2008-2019 6.1173662 3.0877930 55126.1582 121.51616 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6808 2.9872802 34235.11827 80.332556 10.0567853 1982-1999 –> 2000-2012 5.5500982 2.5628180 52010.8243 161.46376 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6808 3.0677416 34597.00854 21.380683 11.5304636 1982-1999 –> 2000-2012 5.6772915 2.6095499 52508.7118 44.14928 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6808 3.0960969 34722.28418 322.420946 10.4472041 1982-1999 –> 2000-2012 5.6805719 2.5844749 52561.3210 725.63394 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6808 3.0908786 34699.31578 34.964896 10.4237177 1982-1999 –> 2000-2012 5.7381390 2.6472604 52718.9984 62.75668 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6808 3.1666035 35028.87983 74.739392 10.6985702 1982-1999 –> 2000-2012 5.8155363 2.6489327 53053.3154 169.23231 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6808 3.1694510 35041.11817 59.362686 10.7943638 1982-1999 –> 2000-2012 5.8208030 2.6513520 53072.4241 136.68646 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6808 3.1795772 35082.55111 18.295078 11.4015484 1982-1999 –> 2000-2012 5.8350106 2.6554333 53123.4333 31.98503 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6808 3.1513419 34963.09794 37.701054 10.5973663 1982-1999 –> 2000-2012 5.8354302 2.6840884 53086.7587 68.07290 5 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6808 3.3000543 35590.93954 277.554120 13.5519077 1982-1999 –> 2000-2012 6.0659860 2.7659317 53940.6542 494.24696 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6808 3.3461868 35777.96368 200.224602 14.2446891 1982-1999 –> 2000-2012 6.1198726 2.7736858 54146.7476 369.74680 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7283 3.2416630 37662.62284 75.084033 9.6452175 2000-2012 –> 2008-2019 6.2289432 2.9872802 71897.7411 155.41659 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7283 3.2556657 37725.15640 361.284612 11.6673027 2000-2012 –> 2008-2019 6.3517626 3.0960969 72447.4406 683.70556 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7283 3.2972256 37909.18497 19.671532 12.5141953 2000-2012 –> 2008-2019 6.3649672 3.0677416 72506.1935 41.05222 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7283 3.3368181 38082.35693 31.947923 9.5956929 2000-2012 –> 2008-2019 6.4276968 3.0908786 72781.6727 66.91282 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7283 3.3222378 38018.82498 75.355486 11.8018216 2000-2012 –> 2008-2019 6.4888413 3.1666035 73047.7048 150.09488 4 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7283 3.3259249 38034.91751 58.154098 11.9262915 2000-2012 –> 2008-2019 6.4953760 3.1694510 73076.0357 117.51678 5 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7283 3.3423094 38104.21246 16.293429 12.9170732 2000-2012 –> 2008-2019 6.5218866 3.1795772 73186.7636 34.58851 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7283 3.3938410 38328.18974 34.332859 10.0282013 2000-2012 –> 2008-2019 6.5451829 3.1513419 73291.2877 72.03391 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7283 3.4612015 38613.32223 281.096261 15.4927650 2000-2012 –> 2008-2019 6.7612559 3.3000543 74204.2618 558.65038 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7283 3.4770349 38677.53798 202.482319 15.9047276 2000-2012 –> 2008-2019 6.8232217 3.3461868 74455.5017 402.70692 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7855 2.8807985 38927.76521 126.182778 9.8819562 1982-1999 –> 2000-2012 5.1895189 2.3087204 59427.4147 237.49095 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7855 2.8725288 38882.60268 45.455686 10.2966217 1982-1999 –> 2000-2012 5.2083011 2.3357722 59488.0496 75.31229 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7855 2.8755826 38899.29482 48.609767 10.3817627 1982-1999 –> 2000-2012 5.2165217 2.3409391 59524.8096 85.25898 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7855 2.9449613 39273.82723 27.784068 10.2092207 1982-1999 –> 2000-2012 5.2809617 2.3360004 59880.1614 49.48881 5 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7855 2.9593148 39350.21043 463.642084 10.9260034 1982-1999 –> 2000-2012 5.3726850 2.4133703 60252.4722 914.74623 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7855 2.9292587 39189.83698 49.645127 10.8347585 1982-1999 –> 2000-2012 5.3917289 2.4624702 60275.0173 79.30490 4 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7855 3.0249663 39692.92258 27.506118 13.7095872 1982-1999 –> 2000-2012 5.3941279 2.3691616 60425.2754 49.07829 12 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7855 2.9636654 39373.28940 70.155157 11.0037841 1982-1999 –> 2000-2012 5.3951401 2.4314748 60343.4278 128.94102 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7855 2.9724485 39419.77881 67.278432 11.0917344 1982-1999 –> 2000-2012 5.4114837 2.4390352 60418.1131 125.48522 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7855 3.0024798 39575.70397 40.224544 11.0698954 1982-1999 –> 2000-2012 5.4449741 2.4424943 60584.9093 68.72147 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8420 3.3794355 43988.00228 106.566693 13.3710560 2000-2012 –> 2008-2019 6.2602340 2.8807985 82915.7675 232.74947 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8420 3.4035078 44106.38147 38.818917 12.3107652 2000-2012 –> 2008-2019 6.2760366 2.8725288 82988.9842 84.27460 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8420 3.4131321 44153.47622 41.631094 12.0587275 2000-2012 –> 2008-2019 6.2887146 2.8755826 83052.7710 90.24086 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8420 3.4223457 44198.43718 21.753306 14.6621308 2000-2012 –> 2008-2019 6.3673070 2.9449613 83472.2644 49.53737 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8420 3.4818796 44486.06687 43.614753 11.0301979 2000-2012 –> 2008-2019 6.4111382 2.9292587 83675.9039 93.25988 5 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8420 3.4944014 44545.93794 465.023253 12.3658252 2000-2012 –> 2008-2019 6.4537161 2.9593148 83896.1484 928.66534 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8420 3.5021028 44582.65461 70.748229 12.0818280 2000-2012 –> 2008-2019 6.4657681 2.9636654 83955.9440 140.90339 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8420 3.5104404 44622.31357 66.634436 12.2051366 2000-2012 –> 2008-2019 6.4828889 2.9724485 84042.0924 133.91287 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 8420 3.5176133 44654.35693 32.812676 10.9434314 2000-2012 –> 2008-2019 6.4901908 2.9725775 84072.8175 72.45381 10 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 8420 3.5180549 44656.45072 32.074720 13.1939421 2000-2012 –> 2008-2019 6.5205347 3.0024798 84232.1547 72.29926 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3012 2.0840922 12985.31003 492.278442 8.5997735 1982-1999 –> 2000-2012 3.5855769 1.5014847 19256.7571 961.49644 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3012 2.0968310 13022.01886 145.539155 8.7328066 1982-1999 –> 2000-2012 3.6165822 1.5197512 19334.9181 259.49587 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3012 2.1081855 13054.55137 145.448121 8.8958909 1982-1999 –> 2000-2012 3.6436450 1.5354595 19402.7008 256.07959 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3012 2.2305782 13394.50503 333.726744 9.6214332 1982-1999 –> 2000-2012 3.8912203 1.6606420 20011.3227 744.66151 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3012 2.1584954 13196.62013 553.447610 8.7538253 1982-1999 –> 2000-2012 3.8938439 1.7353485 19964.2833 1134.04588 4 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3012 2.2972875 13572.02182 576.053817 7.2942708 1982-1999 –> 2000-2012 3.9013496 1.6040621 20070.0076 1138.27080 22 26
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3012 2.1710306 13229.50247 428.470994 9.5316352 1982-1999 –> 2000-2012 3.9118701 1.7408395 20005.9955 842.21983 5 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3012 2.2973154 13570.09475 491.596172 7.3097708 1982-1999 –> 2000-2012 3.9175172 1.6202018 20100.3999 946.89366 23 28
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3012 2.3112249 13608.45832 179.799095 7.1584094 1982-1999 –> 2000-2012 3.9324563 1.6212313 20142.9410 311.53272 25 31
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3012 2.2409167 13420.36121 313.689773 9.0426676 1982-1999 –> 2000-2012 3.9357864 1.6948697 20105.1154 666.99999 13 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3330 2.5811228 15594.66710 463.637530 10.0296201 2000-2012 –> 2008-2019 4.6652151 2.0840922 28579.9771 955.91597 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3330 2.5908448 15619.41199 150.688773 10.4630295 2000-2012 –> 2008-2019 4.6876757 2.0968310 28641.4309 296.22793 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3330 2.6070220 15660.38219 149.808915 10.1984637 2000-2012 –> 2008-2019 4.7152075 2.1081855 28714.9336 295.25704 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3330 2.6246220 15704.66801 161.523083 13.1467756 2000-2012 –> 2008-2019 4.8190740 2.1944520 29000.8103 341.33040 4 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3330 2.6266716 15707.80591 144.958167 13.2416454 2000-2012 –> 2008-2019 4.8220955 2.1954240 29004.6157 288.61089 5 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3330 2.6984715 15887.30935 500.239696 8.5860859 2000-2012 –> 2008-2019 4.8569669 2.1584954 29083.9295 1053.68731 6 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3330 2.7146625 15926.68375 72.626481 8.5032071 2000-2012 –> 2008-2019 4.8885516 2.1738891 29166.1125 161.59442 9 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3330 2.7233397 15947.68901 72.122647 8.4774155 2000-2012 –> 2008-2019 4.9035587 2.1802191 29204.6331 161.53626 12 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3330 2.7543054 16020.10739 422.669362 9.6297016 2000-2012 –> 2008-2019 4.9253360 2.1710306 29249.6099 851.14036 17 22
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3330 2.7736464 16066.16516 21.395410 9.8111289 2000-2012 –> 2008-2019 4.9609915 2.1873451 29340.7666 39.98347 20 28
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4037 1.8274819 16338.63948 175.015496 8.4741706 1982-1999 –> 2000-2012 3.2592234 1.4317414 23801.7473 369.23322 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4037 1.8704071 16526.09418 385.445914 7.0712576 1982-1999 –> 2000-2012 3.2967032 1.4262961 23973.2358 843.09027 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4037 1.8691536 16520.68128 299.669030 7.0219199 1982-1999 –> 2000-2012 3.3002648 1.4311112 23981.9443 567.82548 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4037 1.8770324 16554.64329 306.506835 7.1930310 1982-1999 –> 2000-2012 3.3206232 1.4435908 24052.2856 592.80150 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4037 1.8744021 16541.32091 164.655328 7.2339519 1982-1999 –> 2000-2012 3.3414832 1.4670811 24104.5946 341.57358 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4037 1.9293545 16776.62540 314.245340 8.3732335 1982-1999 –> 2000-2012 3.5250137 1.5956591 24693.9100 584.99311 6 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4037 1.9425367 16831.60287 226.514171 8.8569424 1982-1999 –> 2000-2012 3.5268389 1.5843022 24718.9588 564.91465 7 21
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 4037 1.9595287 16899.92175 214.707874 7.9890668 1982-1999 –> 2000-2012 3.5448267 1.5852979 24787.9104 509.61270 10 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4037 1.9474055 16851.81419 67.291476 8.8839479 1982-1999 –> 2000-2012 3.5514053 1.6039999 24790.9435 122.13279 8 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4037 1.9499703 16862.44124 68.294275 8.9455225 1982-1999 –> 2000-2012 3.5601973 1.6102269 24817.8055 125.49746 9 30
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4586 2.0259486 19291.78736 361.754023 8.1998515 2000-2012 –> 2008-2019 3.8951022 1.8691536 35812.4686 661.42305 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4586 2.0324907 19321.03518 441.937795 8.0383336 2000-2012 –> 2008-2019 3.9028978 1.8704071 35847.1294 827.38371 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4586 2.0781537 19522.59563 198.266541 8.3090247 2000-2012 –> 2008-2019 3.9056357 1.8274819 35861.2351 373.28204 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4586 2.0397101 19353.20188 367.973667 8.0896627 2000-2012 –> 2008-2019 3.9167426 1.8770324 35907.8452 674.48050 3 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4586 2.0862295 19555.78160 176.018334 8.6316501 2000-2012 –> 2008-2019 3.9606316 1.8744021 36097.1025 340.67366 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4586 2.1020758 19626.42888 370.302325 10.3894558 2000-2012 –> 2008-2019 4.0314303 1.9293545 36403.0543 684.54766 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4586 2.1481148 19822.97657 386.470320 7.9467150 2000-2012 –> 2008-2019 4.1415125 1.9933977 36863.2589 691.46089 8 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4586 2.2017432 20046.68115 223.686036 7.9841102 2000-2012 –> 2008-2019 4.1442799 1.9425367 36878.2840 450.20021 10 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4586 2.1311890 19749.21173 357.121618 10.3517696 2000-2012 –> 2008-2019 4.1443714 2.0131824 36867.2344 656.53896 7 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4586 2.2041210 20056.47325 68.513185 7.9033852 2000-2012 –> 2008-2019 4.1515265 1.9474055 36908.2874 135.80466 11 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4213 1.8893694 17330.96047 980.121959 8.5584231 1982-1999 –> 2000-2012 3.9867685 2.0973992 28147.4629 1323.23928 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4213 1.8902162 17334.73643 963.879475 8.5923143 1982-1999 –> 2000-2012 3.9901312 2.0999150 28157.2351 1282.13033 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4213 1.9011431 17383.30465 159.139226 7.8210487 1982-1999 –> 2000-2012 4.0229684 2.1218254 28257.7234 336.50128 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4213 1.9837479 17739.68454 143.359418 8.1056793 1982-1999 –> 2000-2012 4.1215413 2.1377933 28649.6054 309.13931 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4213 1.9354073 17533.81365 859.169635 9.0068448 1982-1999 –> 2000-2012 4.1252471 2.1898399 28566.0540 1197.54224 4 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4213 1.9836389 17741.22151 999.246468 8.8190751 1982-1999 –> 2000-2012 4.1467670 2.1631281 28712.0720 1267.92106 10 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4213 1.9900257 17768.30721 933.019232 8.8249989 1982-1999 –> 2000-2012 4.1542242 2.1641985 28741.6323 1158.98512 13 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4213 2.0017126 17815.64637 947.783891 8.9127835 1982-1999 –> 2000-2012 4.1711705 2.1694579 28799.1124 1192.20277 15 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4213 2.0073152 17839.19703 932.950764 8.9265017 1982-1999 –> 2000-2012 4.1778870 2.1705718 28825.2306 1156.30594 16 25
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4213 2.0105872 17852.92058 983.195586 8.9511670 1982-1999 –> 2000-2012 4.1882652 2.1776779 28855.3034 1225.42797 17 28
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4989 1.8569565 19977.04696 968.569515 9.0492499 2000-2012 –> 2008-2019 3.7463259 1.8893694 37308.0074 1948.69147 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4989 1.8568819 19976.65313 931.734817 9.1067234 2000-2012 –> 2008-2019 3.7470981 1.8902162 37311.3896 1895.61429 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4989 1.8615525 20001.26242 795.841158 9.2897907 2000-2012 –> 2008-2019 3.7969598 1.9354073 37535.0761 1655.01079 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4989 1.9981786 20695.06660 182.398465 7.9706855 2000-2012 –> 2008-2019 3.8993217 1.9011431 38078.3712 341.53769 7 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4989 1.9207103 20307.72261 878.246317 9.3707332 2000-2012 –> 2008-2019 3.9005573 1.9798470 38032.8218 1803.39891 4 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4989 1.9225283 20314.99045 773.829976 9.6858471 2000-2012 –> 2008-2019 3.9386362 2.0161079 38191.0154 1577.13585 5 27
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4989 1.9616675 20512.41662 868.858386 9.6119578 2000-2012 –> 2008-2019 4.0144374 2.0527699 38540.2879 1766.06091 6 33
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4989 2.0510897 20951.08617 166.939120 8.4355815 2000-2012 –> 2008-2019 4.0161527 1.9650630 38613.0301 319.13529 13 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4989 2.0332662 20865.58903 910.325063 9.4268399 2000-2012 –> 2008-2019 4.0169051 1.9836389 38606.8105 1909.57153 8 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4989 2.0513644 20952.39831 76.360550 8.4544241 2000-2012 –> 2008-2019 4.0181648 1.9668004 38621.7886 148.93149 14 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2961 1.6072289 11227.01124 172.470390 8.9431158 1982-1999 –> 2000-2012 3.5425530 1.9353241 18393.5051 371.65344 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2961 1.6097155 11236.16631 79.250267 8.7193942 1982-1999 –> 2000-2012 3.5938801 1.9841646 18488.3959 166.45055 2 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2961 1.6380449 11337.48127 79.090611 9.1398166 1982-1999 –> 2000-2012 3.6585107 2.0204658 18650.0784 164.98219 7 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2961 1.6150359 11255.70708 180.199981 8.5962556 1982-1999 –> 2000-2012 3.6830420 2.0680061 18650.3078 335.26398 3 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2961 1.6157358 11258.27321 103.820270 8.6054885 1982-1999 –> 2000-2012 3.6844137 2.0686778 18653.9910 214.03757 4 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2961 1.6164052 11260.72616 100.606316 8.6158767 1982-1999 –> 2000-2012 3.6868581 2.0704529 18659.3944 211.86979 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2961 1.6363242 11331.25685 97.427164 8.8763391 1982-1999 –> 2000-2012 3.7131370 2.0768129 18738.4759 193.66556 6 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 2961 1.7914226 11867.53967 169.411619 9.1129782 1982-1999 –> 2000-2012 3.7460140 1.9545914 19066.1114 349.95731 21 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2961 1.6431865 11356.04046 24.991387 9.0950976 1982-1999 –> 2000-2012 3.7811752 2.1379886 18863.1263 59.27595 8 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2961 1.8039251 11908.72616 78.615587 9.2180541 1982-1999 –> 2000-2012 3.8099572 2.0060321 19196.6605 165.54264 23 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3535 1.6299714 13232.98193 195.102422 8.9787442 2000-2012 –> 2008-2019 3.2372003 1.6072289 24459.9932 367.57281 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3535 1.6355492 13256.65612 105.873877 9.0026932 2000-2012 –> 2008-2019 3.2452647 1.6097155 24492.8224 185.12414 2 4
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 3535 1.6360655 13256.84327 104.113752 9.0660345 2000-2012 –> 2008-2019 3.2741104 1.6380449 24594.3245 183.20436 3 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3535 1.6598525 13358.87441 213.754882 8.9046377 2000-2012 –> 2008-2019 3.2748884 1.6150359 24614.5815 393.95486 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3535 1.6598386 13358.81622 128.110111 8.9094718 2000-2012 –> 2008-2019 3.2755744 1.6157358 24617.0894 231.93038 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3535 1.6606223 13362.08748 126.359856 8.9222757 2000-2012 –> 2008-2019 3.2770275 1.6164052 24622.8136 226.96617 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 3535 1.6598562 13356.88981 126.918031 8.9004534 2000-2012 –> 2008-2019 3.2961804 1.6363242 24688.1467 224.34520 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3535 1.6920835 13490.15115 25.740318 9.5340354 2000-2012 –> 2008-2019 3.3352701 1.6431865 24846.1916 50.73170 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 3535 1.6787283 13435.23730 78.013324 9.5159152 2000-2012 –> 2008-2019 3.3592902 1.6805619 24924.4685 153.83891 8 22
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + temp + silicate 3535 1.6931499 13492.51711 24.288754 9.6299390 2000-2012 –> 2008-2019 3.3754936 1.6823438 24986.0239 47.48543 10 26
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6380 1.3699762 22136.41861 532.565943 7.1412676 1982-1999 –> 2000-2012 2.7090617 1.3390856 34537.5192 812.09373 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6380 1.3753175 22186.07097 162.523156 7.8466317 1982-1999 –> 2000-2012 2.7360481 1.3607306 34703.2635 271.25462 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6380 1.3761716 22193.99291 60.860802 7.8580674 1982-1999 –> 2000-2012 2.7384763 1.3623047 34719.5558 113.50787 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6380 1.3766520 22198.44644 60.719814 7.8638309 1982-1999 –> 2000-2012 2.7395356 1.3628836 34727.0856 111.26946 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6380 1.3808957 22237.72061 506.279321 7.2211701 1982-1999 –> 2000-2012 2.7591903 1.3782946 34847.7674 766.98563 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 6380 1.4309203 22689.79122 158.510002 7.6584186 1982-1999 –> 2000-2012 2.8169470 1.3860267 35338.3403 266.66392 9 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6380 1.4002150 22415.00109 52.240973 8.0948598 1982-1999 –> 2000-2012 2.8169701 1.4167551 35224.3084 109.24982 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6380 1.3778271 22209.33375 612.303597 7.6970475 1982-1999 –> 2000-2012 2.8485623 1.4707352 35289.3685 813.30817 5 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6380 1.3891876 22312.11185 499.077351 7.4549930 1982-1999 –> 2000-2012 2.8599844 1.4707968 35390.4498 692.93195 7 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6380 1.4327056 22705.70096 10.484078 8.2777656 1982-1999 –> 2000-2012 2.8966084 1.4639029 35750.0238 20.09791 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7135 1.3538409 24172.03576 182.857021 8.6469994 2000-2012 –> 2008-2019 2.7291584 1.3753175 46358.1067 345.38018 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7135 1.3542984 24176.77606 84.653805 8.6549094 2000-2012 –> 2008-2019 2.7304700 1.3761716 46370.7690 145.51461 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7135 1.3554046 24188.23027 84.265768 8.6664889 2000-2012 –> 2008-2019 2.7320565 1.3766520 46386.6767 144.98558 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7135 1.3659631 24297.09939 558.991379 8.8010913 2000-2012 –> 2008-2019 2.7437901 1.3778271 46506.4331 1171.29498 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7135 1.3839241 24480.37763 530.144988 8.3582731 2000-2012 –> 2008-2019 2.7539003 1.3699762 46616.7962 1062.71093 8 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7135 1.3645205 24282.27439 83.660586 9.0490203 2000-2012 –> 2008-2019 2.7647355 1.4002150 46697.2755 135.90156 4 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7135 1.3890177 24531.92048 523.470347 8.4228151 2000-2012 –> 2008-2019 2.7699134 1.3808957 46769.6411 1029.74967 10 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7135 1.3895486 24535.28241 489.881869 8.4658629 2000-2012 –> 2008-2019 2.7787362 1.3891876 46847.3943 988.95922 11 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 7135 1.3671121 24306.89649 81.885965 8.9197141 2000-2012 –> 2008-2019 2.8103807 1.4432686 47106.3291 142.03405 6 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 7135 1.3843696 24482.89309 168.574104 8.4092834 2000-2012 –> 2008-2019 2.8152899 1.4309203 47172.6843 327.08411 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15446 0.6238752 29272.85040 333.043800 3.5333718 1982-1999 –> 2000-2012 1.2941993 0.6703241 47676.7616 473.56175 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 15446 0.6236064 29259.53733 286.022095 2.9251326 1982-1999 –> 2000-2012 1.3243600 0.7007536 48464.6895 383.93790 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15446 0.7131331 33403.65890 316.250870 3.0826097 1982-1999 –> 2000-2012 1.5147259 0.8015928 55035.2653 427.33862 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 15446 0.6973911 32714.09741 375.816967 4.0880540 1982-1999 –> 2000-2012 1.5725543 0.8751632 55930.4907 475.88138 3 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 15446 0.7054445 33066.78883 283.802470 4.6817162 1982-1999 –> 2000-2012 1.6083155 0.9028710 56843.7272 371.84334 4 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 15446 0.8155857 37550.55287 890.988253 6.0319695 1982-1999 –> 2000-2012 1.6117039 0.7961182 59058.4742 1796.18764 12 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15446 0.8285153 38036.44707 389.236035 6.0419000 1982-1999 –> 2000-2012 1.6359787 0.8074634 59799.7493 529.70466 13 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 15446 0.8306658 38116.52531 414.011200 5.9533527 1982-1999 –> 2000-2012 1.6447077 0.8140419 60026.2703 561.68123 14 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 15446 0.8411756 38504.92925 316.508401 6.0581967 1982-1999 –> 2000-2012 1.6626843 0.8215087 60579.4640 422.16287 15 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15446 0.7849086 36366.17860 21.263509 4.3831030 1982-1999 –> 2000-2012 1.6640432 0.8791345 59664.2858 38.89647 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 19160 0.6828058 39322.92318 244.016205 4.2743380 2000-2012 –> 2008-2019 1.3066810 0.6238752 68595.7736 577.06001 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 19160 0.6866293 39534.51511 206.692110 4.1850350 2000-2012 –> 2008-2019 1.3102357 0.6236064 68794.0524 492.71420 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 19160 0.6982106 40168.30573 229.516870 4.9985499 2000-2012 –> 2008-2019 1.3956017 0.6973911 72882.4031 605.33384 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 19160 0.6984292 40178.16793 194.394200 4.9053324 2000-2012 –> 2008-2019 1.4038737 0.7054445 73244.9568 478.19667 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 19160 0.7566163 43212.37818 213.126628 3.6518670 2000-2012 –> 2008-2019 1.4697494 0.7131331 76616.0371 529.37750 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 19160 0.8259524 46534.78156 158.366959 5.2229912 2000-2012 –> 2008-2019 1.6106585 0.7847061 82892.9886 300.62663 10 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 19160 0.8261033 46541.70286 23.448935 5.2320551 2000-2012 –> 2008-2019 1.6109903 0.7848870 82907.0298 44.71262 11 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 19160 0.8261383 46543.30692 23.435591 5.2340663 2000-2012 –> 2008-2019 1.6110469 0.7849086 82909.4855 44.69910 12 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 19160 0.8084932 45725.22486 896.813776 5.8152483 2000-2012 –> 2008-2019 1.6240789 0.8155857 83275.7777 1787.80203 6 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 19160 0.8409217 47213.37542 151.455064 4.4806758 2000-2012 –> 2008-2019 1.6427786 0.8018569 84237.4961 290.28204 14 24
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3825 0.4703429 5098.53659 16.253477 2.9033838 1982-1999 –> 2000-2012 0.8799493 0.4096064 8338.1927 37.25348 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3825 0.4732134 5145.08247 96.910238 3.1448338 1982-1999 –> 2000-2012 0.8818865 0.4086731 8370.7598 215.20412 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3825 0.4731266 5143.67968 16.633708 2.8549866 1982-1999 –> 2000-2012 0.8846771 0.4115504 8412.3511 41.81358 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3825 0.4736656 5152.38922 24.645361 2.8809520 1982-1999 –> 2000-2012 0.8848087 0.4111431 8414.9923 58.14302 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3825 0.4737404 5153.59688 16.645529 2.8846317 1982-1999 –> 2000-2012 0.8848646 0.4111242 8415.9184 41.45758 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3825 0.4740042 5157.85619 99.971113 2.8992885 1982-1999 –> 2000-2012 0.8849415 0.4109373 8417.3915 227.25775 6 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3825 0.4855319 5339.67548 16.135038 2.9153647 1982-1999 –> 2000-2012 0.8981571 0.4126252 8622.3294 36.63994 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3825 0.4863735 5354.92460 94.459378 3.1184409 1982-1999 –> 2000-2012 0.9110312 0.4246578 8815.7212 230.06298 8 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3825 0.4864377 5353.93504 16.273069 3.1042522 1982-1999 –> 2000-2012 0.9113355 0.4248978 8816.1947 40.39301 9 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3825 0.4879727 5378.03701 14.392684 3.2038588 1982-1999 –> 2000-2012 0.9127872 0.4248145 8839.0952 35.36741 10 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5458 0.5856764 9132.83488 15.985323 3.7746288 2000-2012 –> 2008-2019 1.0560193 0.4703429 14231.3715 32.23880 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5458 0.5897861 9204.96968 19.531931 3.7299897 2000-2012 –> 2008-2019 1.0629127 0.4731266 14348.6494 36.16564 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5458 0.5910311 9226.72408 26.086862 3.7463509 2000-2012 –> 2008-2019 1.0646968 0.4736656 14379.1133 50.73222 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5458 0.5914262 9233.61657 19.518775 3.7526026 2000-2012 –> 2008-2019 1.0651666 0.4737404 14387.2135 36.16430 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5458 0.5925337 9252.91630 99.118831 4.1323566 2000-2012 –> 2008-2019 1.0657471 0.4732134 14397.9988 196.02907 6 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5458 0.5923845 9250.31940 86.285490 3.7795260 2000-2012 –> 2008-2019 1.0663888 0.4740042 14408.1756 186.25660 5 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5458 0.6088096 9532.45777 92.305254 4.1757097 2000-2012 –> 2008-2019 1.0951831 0.4863735 14887.3824 186.76463 16 24
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 5458 0.6088120 9530.49933 18.938754 4.1794427 2000-2012 –> 2008-2019 1.0952498 0.4864377 14884.4344 35.21182 17 26
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5458 0.6121133 9586.28591 14.985716 3.7388668 2000-2012 –> 2008-2019 1.0976451 0.4855319 14925.9614 31.12075 18 25
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5458 0.6143186 9623.38627 15.977410 4.3937320 2000-2012 –> 2008-2019 1.1022914 0.4879727 15001.4233 30.37009 19 29

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 4.8986469 1102.7137
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 3.8537594 925.7174
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.5128624 4841.2687
Atlantic (26,26.5] 2000-2012 –> 2008-2019 8.1304475 5260.0873
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.8661763 6091.0252
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 7.0485413 6097.2120
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.1095881 9257.9246
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.9161853 9421.0521
Atlantic (27,27.25] 1982-1999 –> 2000-2012 4.0300837 11759.5451
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.5573549 12224.0690
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.7536121 23350.5614
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 7.3189123 27905.6885
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.9648952 42759.1842
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 5.5430560 51197.8809
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.3734123 10205.9402
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 2.7886329 13233.3068
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 3.4738851 13955.3034
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 3.5003422 14975.0239
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.6323001 22884.0646
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 7.6062328 25517.4454
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.7622585 5965.0658
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 2.0920908 7502.5480
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.5318362 7511.0465
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 1.7254758 9956.7934
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.4103412 12038.2005
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.5171113 15539.3835
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6946480 6168.8726
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 0.7514599 9972.6712
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.8036969 32603.4239
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 12.1774015 50837.9335
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.2641692 31340.0325
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.7031185 41911.6685
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.7714553 27478.4853
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 9.4525352 37534.9008
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.1470358 34517.7718
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.8785358 46862.0938
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.5699294 40373.4359
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 5.9810672 54635.9824
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.8138739 53022.3189
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 6.5009134 73089.4603
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3305443 60061.9650
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.4016529 83630.4848
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.8229848 19839.4441
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.8244673 28998.6819
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.4226580 24372.3336
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 4.0194130 36344.5900
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.1084970 28571.1431
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.9094559 38083.8599
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.6899541 18736.0047
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.2950300 24684.6455
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.7921384 35052.7682
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.7628431 46683.2106
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.5533273 56307.9178
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.4985695 77635.6001
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.8934439 8546.2946
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 1.0771301 14585.1723

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
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
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
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
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 --> 2000-2012
(-Inf,26] 5 4 5 6 10 10 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 6 7 6 6 10 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 7 6 6 6 10 8
(27.25,27.5] 8 10 5 5 6 7 8
(27.5,27.75] 5 4 4 8 10 5 10
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 3 4 6 10 7 9
(27.95,28.05] 5 2 5 8 5 10 9
(28.05,28.1] 7 2 6 5 10 6 8
(28.1,28.15] 7 7 2 5 10 6 7
(28.15,28.2] 10 10 2 3 7 4 5
(28.2, Inf] 9 10 3 4 10 3 5
total 99.00 79.00 68.00 79.00 115.00 101.00 105.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 6 6 5 7 9 10 6
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 6 7 6 6 10 6
(26.75,27] 8 6 7 6 6 10 6
(27,27.25] 8 6 6 4 6 10 8
(27.25,27.5] 8 10 5 5 5 9 6
(27.5,27.75] 6 8 8 7 10 4 5
(27.75,27.85] 7 5 4 5 10 9 7
(27.85,27.95] 6 3 4 6 10 7 9
(27.95,28.05] 6 1 6 6 10 6 8
(28.05,28.1] 7 2 6 5 10 6 8
(28.1,28.15] 6 4 4 6 10 6 9
(28.15,28.2] 10 10 2 3 7 5 4
(28.2, Inf] 9 10 3 4 10 3 5
total 103.00 83.00 73.00 76.00 119.00 100.00 95.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 7 7 7 6 6 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 6 10 6 6 5 8 7
(27.5,27.75] 5 6 5 7 10 10 5
(27.75,27.85] 9 8 8 3 7 4 8
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 9 10 4 5 5 4 9
(28.05,28.1] 4 5 3 5 10 10 8
(28.1,28.2] 4 5 7 5 10 10 6
(28.2,28.3] 6 9 7 6 6 10 5
(28.3, Inf] 4 4 5 9 10 10 5
total 93.00 101.00 85.00 86.00 105.00 96.00 101.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 9 5 7 6 10 4 7
(26,26.5] 7 6 7 7 7 7 9
(26.5,26.75] 6 6 6 7 8 7 9
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 8 4 6 8
(27.25,27.5] 6 10 6 6 5 8 7
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 8 5 5 5 10 4 10
(27.85,27.95] 8 8 4 5 10 5 8
(27.95,28.05] 8 8 4 5 9 6 8
(28.05,28.1] 4 3 3 4 10 10 10
(28.1,28.2] 4 5 8 4 10 10 6
(28.2,28.3] 6 6 8 5 9 10 4
(28.3, Inf] 4 4 5 9 10 10 5
total 88.00 91.00 81.00 84.00 117.00 101.00 105.00

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
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
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
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
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