Last updated: 2021-08-18

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: 36678c2

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 36678c2. 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/

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 1cdb694 Donghe-Zhu 2021-08-18 Build site.
html 9b7a798 Donghe-Zhu 2021-08-06 Build site.
html f6552d8 Donghe-Zhu 2021-08-06 update with commit
html 496fa02 Donghe-Zhu 2021-08-05 Build site.
html 19ecfe2 Donghe-Zhu 2021-08-05 Build site.
html 3253031 Donghe-Zhu 2021-08-05 Build site.
html 6c70952 Donghe-Zhu 2021-08-01 Build site.
html 2666bd7 Donghe-Zhu 2021-08-01 Build site.
html e51cfa2 Donghe-Zhu 2021-08-01 Build site.
html 78cbc18 Donghe-Zhu 2021-08-01 Build site.
html c55d4d7 Donghe-Zhu 2021-08-01 Build site.
html 26741db Donghe-Zhu 2021-08-01 Build site.
html ca539b5 Donghe-Zhu 2021-08-01 Build site.
html 1e98138 Donghe-Zhu 2021-08-01 Build site.
html 777b9e9 Donghe-Zhu 2021-08-01 Build site.
html b110c47 Donghe-Zhu 2021-08-01 Build site.
html 3611a48 Donghe-Zhu 2021-08-01 Build site.
html af832ef Donghe-Zhu 2021-07-31 Build site.
html 016f9ed Donghe-Zhu 2021-07-31 Build site.
html 2080ac5 Donghe-Zhu 2021-07-31 Build site.
html 50f0a16 Donghe-Zhu 2021-07-31 Build site.
html 1682579 Donghe-Zhu 2021-07-31 Build site.
html 9fa8832 Donghe-Zhu 2021-07-31 Build site.
html 4abf542 Donghe-Zhu 2021-07-31 Build site.
html a2483f0 Donghe-Zhu 2021-07-31 Build site.
html 3300527 Donghe-Zhu 2021-07-31 Build site.
html afeb6fd Donghe-Zhu 2021-07-31 Build site.
html cb3ef32 Donghe-Zhu 2021-07-31 Build site.
html 6528618 Donghe-Zhu 2021-07-31 Build site.
html f50925e Donghe-Zhu 2021-07-31 Build site.
html f4de2f3 Donghe-Zhu 2021-07-30 Build site.
html 43bc7b4 Donghe-Zhu 2021-07-30 Build site.
html f8c34a8 Donghe-Zhu 2021-07-30 Build site.
html 4f897c4 Donghe-Zhu 2021-07-30 Build site.
html 0f6e960 Donghe-Zhu 2021-07-30 Build site.
html fe067ea Donghe-Zhu 2021-07-30 Build site.
html fbca39a Donghe-Zhu 2021-07-30 Build site.
html f945f95 Donghe-Zhu 2021-07-30 Build site.
html a3006cd Donghe-Zhu 2021-07-30 Build site.
html a55ffdc Donghe-Zhu 2021-07-30 Build site.
html d5e4458 Donghe-Zhu 2021-07-30 Build site.
html 10a97ef Donghe-Zhu 2021-07-30 Build site.
html 1c501fd Donghe-Zhu 2021-07-30 Build site.
html 68bce3f Donghe-Zhu 2021-07-30 Build site.
html 400c457 Donghe-Zhu 2021-07-29 Build site.
html 3ba7852 Donghe-Zhu 2021-07-29 Build site.
html 422d5fd Donghe-Zhu 2021-07-29 Build site.
Rmd 0f6c901 Donghe-Zhu 2021-07-29 local rebuild
html ec68363 Donghe-Zhu 2021-07-28 Build site.
html d3018f6 Donghe-Zhu 2021-07-28 Build site.
html b8ba2c4 Donghe-Zhu 2021-07-28 Build site.
Rmd 9627e07 Donghe-Zhu 2021-07-28 local rebuild
html a4ddd84 Donghe-Zhu 2021-07-27 Build site.
html 7ef49ab Donghe-Zhu 2021-07-27 Build site.
html da818c0 Donghe-Zhu 2021-07-27 Build site.
html 8623898 Donghe-Zhu 2021-07-27 Build site.
html f84b77c Donghe-Zhu 2021-07-27 Build site.
html 70ad9a5 Donghe-Zhu 2021-07-27 Build site.
html 0d0b48d Donghe-Zhu 2021-07-27 Build site.
Rmd 376ec48 Donghe-Zhu 2021-07-27 local rebuild
html d0d97c6 Donghe-Zhu 2021-07-27 Build site.
html 829510d Donghe-Zhu 2021-07-27 Build site.
html 780627d Donghe-Zhu 2021-07-27 Build site.
html e9838c9 Donghe-Zhu 2021-07-27 Build site.
html 2777f33 Donghe-Zhu 2021-07-27 Build site.
html d19760f Donghe-Zhu 2021-07-27 Build site.
html cac5680 Donghe-Zhu 2021-07-23 Build site.
html 7bb279a Donghe-Zhu 2021-07-23 Build site.
html d52eac4 Donghe-Zhu 2021-07-23 Build site.
html dcf34b1 Donghe-Zhu 2021-07-23 Build site.
html 419cb72 Donghe-Zhu 2021-07-22 Build site.
html 9447d10 Donghe-Zhu 2021-07-22 Build site.
html 639c9a0 Donghe-Zhu 2021-07-22 Build site.
html 25bb96f Donghe-Zhu 2021-07-22 Build site.
html cdc98a3 Donghe-Zhu 2021-07-22 Build site.
html e4805a1 Donghe-Zhu 2021-07-22 Build site.
Rmd 573cc5d Donghe-Zhu 2021-07-22 local rebuild
html 7957fd1 Donghe-Zhu 2021-07-21 Build site.
html b94be4e Donghe-Zhu 2021-07-21 Build site.
html 9950e70 Donghe-Zhu 2021-07-21 Build site.
html 698b6f0 Donghe-Zhu 2021-07-20 Build site.
html d84a1cb Donghe-Zhu 2021-07-20 Build site.
Rmd ec15bf2 Donghe-Zhu 2021-07-20 local rebuild
html 4dce223 Donghe-Zhu 2021-07-20 Build site.
html 6f28c0c Donghe-Zhu 2021-07-20 Build site.
html db1e7b7 Donghe-Zhu 2021-07-19 Build site.
Rmd 38a8d51 Donghe-Zhu 2021-07-19 local rebuild
html ff0575d Donghe-Zhu 2021-07-19 Build site.
html 5d60eac Donghe-Zhu 2021-07-19 Build site.
html 57d0420 Donghe-Zhu 2021-07-16 Build site.
html c1be8f6 Donghe-Zhu 2021-07-16 1
html 26a7c15 Donghe-Zhu 2021-07-16 Build site.
html 046902b Donghe-Zhu 2021-07-16 Build site.
html 3d4ac14 Donghe-Zhu 2021-07-15 Build site.
html be6fff9 Donghe-Zhu 2021-07-15 Build site.
Rmd b8bd687 Donghe-Zhu 2021-07-15 local rebuild
html b473472 Donghe-Zhu 2021-07-15 Build site.
html 363270a Donghe-Zhu 2021-07-15 Build site.
Rmd bb00951 Donghe-Zhu 2021-07-15 local rebuild
html 8b75a03 Donghe-Zhu 2021-07-15 Build site.
Rmd 4f7d192 Donghe-Zhu 2021-07-15 local rebuild
html 294f8ca Donghe-Zhu 2021-07-15 Build site.
html a01e135 Donghe-Zhu 2021-07-07 Build site.
html bc83ef2 Donghe-Zhu 2021-07-07 Build site.
Rmd 0a4ac57 Donghe-Zhu 2021-07-07 local rebuild
html 75e7b07 Donghe-Zhu 2021-07-06 Build site.
html 697aa6d Donghe-Zhu 2021-07-06 Build site.
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_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") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

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, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  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 + aou + silicate + phosphate + phosphate_star 113 1.8702640 476.1741 354.074761 5.128574 1982-1999 –> 2000-2009 2.9940084 1.1237444 677.5179 397.498933 1 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 2.2025553 513.1338 228.274959 5.769325 1982-1999 –> 2000-2009 3.2523648 1.0498095 706.1746 248.156617 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 2.2480044 517.7498 434.547569 6.062632 1982-1999 –> 2000-2009 3.2828537 1.0348493 709.0395 446.926784 10 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 2.2232315 515.2455 206.675635 6.329181 1982-1999 –> 2000-2009 3.3948289 1.1715975 721.6769 329.909142 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 2.3624087 528.9682 346.510804 6.437126 1982-1999 –> 2000-2009 3.4027429 1.0403343 720.9028 363.046873 15 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 2.4296073 535.3070 332.450202 5.602892 1982-1999 –> 2000-2009 3.4568020 1.0271947 725.6909 351.049921 21 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 2.4001566 532.5508 270.004604 5.832038 1982-1999 –> 2000-2009 3.5295651 1.1294085 734.5080 351.360451 19 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 113 2.4089753 533.3796 141.947781 8.326064 1982-1999 –> 2000-2009 3.6228554 1.2138801 744.1364 401.240276 20 34
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 2.4713434 537.1563 56.439394 7.703097 1982-1999 –> 2000-2009 3.7100290 1.2386857 748.3810 62.098347 24 39
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 113 2.2480535 515.7547 42.388942 6.058809 1982-1999 –> 2000-2009 3.8017548 1.5537013 754.6233 50.878029 11 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 58 0.6660142 131.4493 119.407051 2.495730 2000-2009 –> 2010-2019 2.5362782 1.8702640 607.6234 473.481812 16 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 58 0.5997167 119.2863 103.044884 3.175248 2000-2009 –> 2010-2019 2.8229481 2.2232315 634.5318 309.720519 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 58 0.6615272 130.6652 37.700230 2.475243 2000-2009 –> 2010-2019 2.8640825 2.2025553 643.7990 265.975189 15 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58 0.6578455 130.0178 33.028133 2.458526 2000-2009 –> 2010-2019 2.9058499 2.2480044 647.7676 467.575701 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58 0.6383206 126.5228 101.539104 3.350427 2000-2009 –> 2010-2019 2.9829465 2.3446259 653.7833 454.803544 10 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 58 0.5856762 116.5382 218.226307 3.012828 2000-2009 –> 2010-2019 2.9946515 2.4089753 649.9179 360.174088 1 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 58 0.6026448 119.8513 274.765784 2.745887 2000-2009 –> 2010-2019 3.0028014 2.4001566 652.4021 544.770388 7 26
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58 0.5860599 116.6142 32.121738 3.116760 2000-2009 –> 2010-2019 3.0156672 2.4296073 651.9212 364.571940 2 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58 0.6601421 130.4221 32.918911 2.468684 2000-2009 –> 2010-2019 3.0225508 2.3624087 659.3902 379.429715 14 29
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 58 0.6969419 134.7147 4.044677 2.506694 2000-2009 –> 2010-2019 3.1682852 2.4713434 671.8710 60.484071 26 50
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 234 3.8764286 1312.1631 173.146806 9.606280 1982-1999 –> 2000-2009 6.9864529 3.1100243 3389.4469 469.553828 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 234 4.0159657 1328.7133 173.496848 10.207880 1982-1999 –> 2000-2009 7.0800931 3.0641274 3393.9840 463.874615 5 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 234 3.9919738 1325.9090 11.862042 10.140823 1982-1999 –> 2000-2009 7.1992636 3.2072898 3428.0758 28.242416 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 234 4.0050777 1327.4427 9.498563 10.327254 1982-1999 –> 2000-2009 7.2216162 3.2165385 3431.9361 20.216869 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 234 4.0330269 1330.6973 8.577955 10.534232 1982-1999 –> 2000-2009 7.2718769 3.2388500 3440.7760 21.543000 6 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 234 4.1286286 1341.6616 10.797126 10.610780 1982-1999 –> 2000-2009 7.2855594 3.1569308 3431.0410 24.533755 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 234 4.1511388 1344.2063 9.535129 10.737800 1982-1999 –> 2000-2009 7.3250166 3.1738778 3437.9116 20.031093 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 234 4.1583381 1345.0173 8.835088 10.686628 1982-1999 –> 2000-2009 7.3402071 3.1818690 3440.7544 19.128681 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 234 3.9967085 1326.4637 57.430161 10.722778 1982-1999 –> 2000-2009 7.4012268 3.4045184 3476.8497 114.931658 3 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 234 4.2195141 1351.8522 9.514806 10.735852 1982-1999 –> 2000-2009 7.4298930 3.2103789 3454.7968 20.248212 11 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 367 3.2323894 1916.6455 258.703180 11.346938 2000-2009 –> 2010-2019 7.1088180 3.8764286 3228.8087 431.849987 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 367 3.2693354 1924.9875 11.405204 11.469014 2000-2009 –> 2010-2019 7.2613092 3.9919738 3250.8965 23.267246 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 367 3.2702578 1925.1946 67.427605 11.462573 2000-2009 –> 2010-2019 7.2669662 3.9967085 3251.6583 124.857766 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.2690245 1924.9177 9.185522 11.482554 2000-2009 –> 2010-2019 7.2741022 4.0050777 3252.3604 18.684085 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 367 3.2827991 1928.0041 258.644315 12.638261 2000-2009 –> 2010-2019 7.2987648 4.0159657 3256.7173 432.141163 7 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 3.2766064 1926.6182 9.796421 11.475763 2000-2009 –> 2010-2019 7.3096334 4.0330269 3257.3154 18.374376 6 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2705575 1923.2619 7.599152 11.354290 2000-2009 –> 2010-2019 7.4395438 4.1689863 3267.4760 14.610391 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 3.3113842 1934.3677 13.059038 12.710500 2000-2009 –> 2010-2019 7.4400127 4.1286286 3276.0294 23.856164 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 3.3134121 1934.8171 9.197077 12.719618 2000-2009 –> 2010-2019 7.4645509 4.1511388 3279.0234 18.732206 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 3.3151547 1935.2030 8.435644 12.708674 2000-2009 –> 2010-2019 7.4734929 4.1583381 3280.2203 17.270733 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 389 2.5406992 1843.3720 74.865999 7.519687 1982-1999 –> 2000-2009 5.4130729 2.8723737 4410.6197 124.965658 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 389 2.6455560 1874.8358 94.679204 8.416073 1982-1999 –> 2000-2009 5.4221643 2.7766083 4407.0899 165.905640 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 389 2.5140365 1835.1643 75.111235 7.934672 1982-1999 –> 2000-2009 5.4232113 2.9091749 4415.5502 125.440427 1 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 389 2.6807156 1885.1074 73.344582 8.467498 1982-1999 –> 2000-2009 5.4287912 2.7480756 4406.7016 143.094909 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 389 2.5199733 1836.9994 74.679619 8.089070 1982-1999 –> 2000-2009 5.4418390 2.9218657 4421.8774 125.214581 2 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 389 2.7693961 1910.4278 84.223847 8.481500 1982-1999 –> 2000-2009 5.4858172 2.7164211 4420.0657 154.695587 12 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 389 2.6070684 1863.4343 86.174101 7.186605 1982-1999 –> 2000-2009 5.5701741 2.9631056 4462.7764 159.131720 4 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 389 2.7247926 1897.7954 77.262299 7.597738 1982-1999 –> 2000-2009 5.5912777 2.8664851 4462.9253 132.142921 11 22
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 389 2.6078582 1861.6699 10.091969 7.230526 1982-1999 –> 2000-2009 5.6367610 3.0289028 4481.6774 24.783389 5 25
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 389 2.7162664 1893.3571 4.030074 8.802176 1982-1999 –> 2000-2009 5.6666850 2.9504186 4486.2711 6.924466 10 27
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 464 4.2667218 2677.1599 58.086925 11.615654 2000-2009 –> 2010-2019 6.9915144 2.7247926 4574.9553 135.349225 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 464 4.3812784 2701.7470 104.767815 11.196612 2000-2009 –> 2010-2019 7.0268345 2.6455560 4576.5828 199.447019 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 464 4.4973688 2726.0160 51.642890 11.943199 2000-2009 –> 2010-2019 7.0380680 2.5406992 4569.3880 126.508888 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 464 4.5299332 2732.7112 52.302805 12.273661 2000-2009 –> 2010-2019 7.0439696 2.5140365 4567.8755 127.414040 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 464 4.3669911 2698.7159 98.766101 10.909202 2000-2009 –> 2010-2019 7.0477067 2.6807156 4583.8232 172.110682 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 464 4.5360593 2733.9654 52.441846 12.310092 2000-2009 –> 2010-2019 7.0560327 2.5199733 4570.9648 127.121466 17 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 464 4.2463231 2672.7126 58.400413 11.173199 2000-2009 –> 2010-2019 7.1083907 2.8620675 4608.7482 133.959445 2 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 464 4.3598236 2697.1915 101.931042 10.761671 2000-2009 –> 2010-2019 7.1292197 2.7693961 4607.6192 186.154889 4 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 464 4.2427922 2671.9406 57.654964 11.050931 2000-2009 –> 2010-2019 7.2191025 2.9763104 4638.4272 133.519828 1 20
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 464 4.4072883 2705.2399 27.401518 11.555455 2000-2009 –> 2010-2019 7.2416521 2.8343638 4631.7081 51.715368 12 26
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 603 2.2027241 2677.6118 48.741016 10.604412 1982-1999 –> 2000-2009 3.8476282 1.6449041 6965.6758 91.913291 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 603 2.2061872 2679.5064 123.825389 8.045130 1982-1999 –> 2000-2009 3.8604706 1.6542834 6980.2498 199.039478 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 603 2.2946318 2726.9102 173.778055 9.736296 1982-1999 –> 2000-2009 3.8731511 1.5785194 6923.1098 371.441045 8 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 603 2.2125844 2682.9983 117.809855 7.422109 1982-1999 –> 2000-2009 3.9128377 1.7002533 7044.8645 192.953455 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 603 2.2500036 2703.2236 48.608974 10.676789 1982-1999 –> 2000-2009 3.9461074 1.6961038 7059.6408 91.784796 5 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 603 2.2324462 2693.7760 131.281784 7.088958 1982-1999 –> 2000-2009 3.9641482 1.7317020 7096.5124 206.521796 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 603 2.2755814 2716.8560 48.640531 10.667842 1982-1999 –> 2000-2009 3.9935414 1.7179600 7101.8256 91.817249 6 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 603 2.3172648 2736.7472 66.631381 11.923004 1982-1999 –> 2000-2009 4.0101530 1.6928882 7086.9325 218.982685 10 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 603 2.2793178 2716.8346 18.564909 11.838365 1982-1999 –> 2000-2009 4.0465121 1.7671943 7162.8142 50.064033 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 603 2.3153910 2735.7716 3.907343 11.826540 1982-1999 –> 2000-2009 4.1305329 1.8151419 7241.4495 10.062928 9 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 873 2.4951514 4087.9207 98.225751 10.324191 2000-2009 –> 2010-2019 4.7013386 2.2061872 6767.4271 222.051140 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 873 2.4270365 4039.5942 270.867702 9.744290 2000-2009 –> 2010-2019 4.7216682 2.2946318 6766.5043 444.645757 1 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 873 2.5151472 4101.8572 97.435244 10.466575 2000-2009 –> 2010-2019 4.7277315 2.2125844 6784.8555 215.245099 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 873 2.5581855 4131.4814 100.966816 10.621590 2000-2009 –> 2010-2019 4.7906318 2.2324462 6825.2574 232.248600 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 873 2.9078260 4355.1571 30.135850 14.115432 2000-2009 –> 2010-2019 5.1105501 2.2027241 7032.7689 78.876866 6 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 873 2.9411227 4375.0364 30.241636 14.229345 2000-2009 –> 2010-2019 5.1911263 2.2500036 7078.2601 78.850610 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 873 2.9526717 4381.8791 30.252835 14.244691 2000-2009 –> 2010-2019 5.2282531 2.2755814 7098.7350 78.893366 10 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 873 2.7354734 4248.4744 112.284434 8.940963 2000-2009 –> 2010-2019 5.2444141 2.5089407 7083.0662 253.607406 5 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 873 3.0369127 4428.9959 200.097279 14.513261 2000-2009 –> 2010-2019 5.3541776 2.3172648 7165.7431 266.728660 11 21
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 873 3.1408398 4487.7466 22.398582 14.932533 2000-2009 –> 2010-2019 5.4201577 2.2793178 7204.5812 40.963492 14 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 2.1077974 4200.3017 158.594486 6.452832 1982-1999 –> 2000-2009 3.5751767 1.4673793 9109.6651 318.781468 2 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 2.0514580 4147.9043 115.595359 5.801716 1982-1999 –> 2000-2009 3.5753166 1.5238585 9159.8445 261.205764 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 2.2444779 4321.8138 55.880958 10.854427 1982-1999 –> 2000-2009 3.6107049 1.3662270 9037.1865 82.199697 5 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 2.2356324 4314.1768 53.666047 10.922616 1982-1999 –> 2000-2009 3.6261050 1.3904727 9077.3263 79.990237 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 2.3407908 4403.0725 56.480160 10.559847 1982-1999 –> 2000-2009 3.6907240 1.3499332 9085.8592 145.507344 11 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 2.3321505 4395.9205 353.472299 10.311896 1982-1999 –> 2000-2009 3.7248047 1.3926542 9163.3278 1110.625175 10 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 2.2515138 4327.8669 122.729238 6.098299 1982-1999 –> 2000-2009 3.7795572 1.5280433 9347.2556 262.167147 6 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 967 2.3415895 4401.7323 56.226839 10.487566 1982-1999 –> 2000-2009 3.8143187 1.4727292 9318.9799 139.510746 12 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 2.2841108 4355.6663 119.756735 6.236487 1982-1999 –> 2000-2009 3.8611193 1.5770085 9460.7220 262.871985 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 2.4269809 4473.0045 55.893874 13.811083 1982-1999 –> 2000-2009 4.0916462 1.6646652 9724.9804 82.428174 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1287 2.1506581 5637.4498 284.361521 8.049067 2000-2009 –> 2010-2019 4.2584555 2.1077974 9837.7515 442.956007 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1287 2.2933791 5802.8355 236.028532 7.255217 2000-2009 –> 2010-2019 4.3448371 2.0514580 9950.7398 351.623891 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1287 2.2770326 5784.4231 124.659518 7.954118 2000-2009 –> 2010-2019 4.4643638 2.1873312 10056.3576 200.877013 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1287 2.2243637 5724.1859 289.655862 8.009101 2000-2009 –> 2010-2019 4.4932228 2.2688591 10066.8950 477.658848 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1287 2.3684408 5885.7326 59.933563 12.679921 2000-2009 –> 2010-2019 4.6040732 2.2356324 10199.9094 113.599610 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1287 2.3613854 5878.0533 59.887506 12.618868 2000-2009 –> 2010-2019 4.6058633 2.2444779 10199.8671 115.768464 8 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1287 2.3481315 5863.5654 629.253535 12.339550 2000-2009 –> 2010-2019 4.6802819 2.3321505 10259.4859 982.725834 5 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1287 2.3502905 5865.9310 87.950691 12.288211 2000-2009 –> 2010-2019 4.6910813 2.3407908 10269.0035 144.430851 6 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1287 2.4448224 5967.4330 203.507492 7.874197 2000-2009 –> 2010-2019 4.6963362 2.2515138 10295.2999 326.236730 11 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1287 2.3577612 5872.0998 79.054349 12.689458 2000-2009 –> 2010-2019 4.6993507 2.3415895 10273.8321 135.281188 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1773 3.0695299 9022.4817 215.855318 14.257242 1982-1999 –> 2000-2009 5.0803407 2.0108107 17231.1158 693.069216 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1773 3.4257936 9411.8634 153.203147 11.225919 1982-1999 –> 2000-2009 5.5487934 2.1229997 17830.6079 443.176424 6 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1773 3.4065800 9391.9197 199.083451 12.077748 1982-1999 –> 2000-2009 5.5878274 2.1812474 17915.4128 662.170217 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1773 3.3576681 9340.6369 43.485929 10.984043 1982-1999 –> 2000-2009 5.5993521 2.2416840 17969.8990 100.638768 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1773 3.2855544 9263.6486 238.579143 14.996791 1982-1999 –> 2000-2009 5.6510201 2.3654657 18100.9137 823.247358 2 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1773 3.4298929 9414.1040 32.422030 11.382383 1982-1999 –> 2000-2009 5.6912802 2.2613873 18075.2329 89.560015 7 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1773 3.3882831 9370.8226 191.592039 16.707190 1982-1999 –> 2000-2009 5.7836592 2.3953761 18254.7155 637.349177 4 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1773 3.4769582 9464.4317 180.235704 12.050999 1982-1999 –> 2000-2009 5.8694041 2.3924459 18345.5877 546.479260 8 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1773 3.6516434 9636.2548 147.801361 13.741044 1982-1999 –> 2000-2009 6.0847496 2.4331062 18580.6298 433.559952 13 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1773 3.6486042 9635.3023 216.308283 12.635913 1982-1999 –> 2000-2009 6.1138948 2.4652906 18632.5329 720.543136 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1998 3.6073293 10810.8173 482.818222 10.101954 2000-2009 –> 2010-2019 6.6768593 3.0695299 19833.2990 698.673540 11 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1998 3.6164531 10820.9114 691.104551 12.214512 2000-2009 –> 2010-2019 6.9020076 3.2855544 20084.5600 929.683695 13 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1998 3.5708806 10770.2360 55.233117 10.428739 2000-2009 –> 2010-2019 6.9285487 3.3576681 20110.8729 98.719047 8 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1998 3.5194440 10712.2573 740.529024 10.376850 2000-2009 –> 2010-2019 7.0620006 3.5425566 20242.9667 996.448128 4 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1998 3.5268625 10720.6714 466.285299 10.923955 2000-2009 –> 2010-2019 7.0769882 3.5501257 20258.9492 627.090248 5 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1998 3.6230038 10828.1430 483.310003 11.665935 2000-2009 –> 2010-2019 7.0999620 3.4769582 20292.5747 663.545707 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1998 3.4438387 10625.4791 50.557404 12.519004 2000-2009 –> 2010-2019 7.1183554 3.6745166 20285.8761 95.850162 1 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1998 3.6085448 10810.1635 55.093887 10.678505 2000-2009 –> 2010-2019 7.1590027 3.5504580 20346.7732 87.491352 12 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1998 3.7751410 10992.5156 460.536258 10.833790 2000-2009 –> 2010-2019 7.1817210 3.4065800 20384.4352 659.619709 28 33
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1998 3.4580528 10641.9382 50.440163 12.924993 2000-2009 –> 2010-2019 7.2204148 3.7623620 20386.1108 96.349389 2 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3379 2.2784813 15168.4612 18.864874 12.418748 1982-1999 –> 2000-2009 3.9117804 1.6332991 29355.0707 34.371206 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3379 2.2795066 15171.5016 19.394744 12.926746 1982-1999 –> 2000-2009 3.9125400 1.6330334 29356.9037 35.735957 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3379 2.2798986 15172.6638 18.149224 12.756885 1982-1999 –> 2000-2009 3.9126514 1.6327527 29356.7901 34.189909 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3379 2.3127989 15269.4886 26.669177 11.438279 1982-1999 –> 2000-2009 3.9451159 1.6323170 29451.6340 61.076344 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3379 2.3266738 15309.9101 393.410706 11.283537 1982-1999 –> 2000-2009 4.0019232 1.6752494 29684.7421 1037.322887 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3379 2.2940028 15212.3422 17.791348 12.159574 1982-1999 –> 2000-2009 4.0593884 1.7653856 29974.1397 32.239580 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3379 2.2936421 15211.2795 17.629267 12.359015 1982-1999 –> 2000-2009 4.0605911 1.7669490 29979.6470 31.606842 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3379 2.2995524 15228.6713 18.392297 11.645993 1982-1999 –> 2000-2009 4.0728751 1.7733227 30023.7630 32.668196 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3379 2.3282676 15312.5379 17.581679 10.770599 1982-1999 –> 2000-2009 4.0794562 1.7511886 30014.4074 31.372713 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3379 2.4765548 15729.8034 17.564499 15.676124 1982-1999 –> 2000-2009 4.1139409 1.6373861 29932.9616 32.703682 13 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3894 2.0654464 16713.6909 795.912461 12.255116 2000-2009 –> 2010-2019 4.3880931 2.3226467 32011.8938 1405.667861 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3894 2.1042550 16858.6655 918.549644 12.767408 2000-2009 –> 2010-2019 4.3981218 2.2938667 32072.6068 1645.687796 3 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3894 2.0646350 16710.6308 996.900221 12.886775 2000-2009 –> 2010-2019 4.4007870 2.3361520 32048.0151 1766.994305 1 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3894 2.1116253 16883.8958 758.168164 12.465133 2000-2009 –> 2010-2019 4.4603899 2.3487646 32255.6674 1337.510325 4 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3894 2.2037908 17218.6070 562.469899 12.898500 2000-2009 –> 2010-2019 4.4974287 2.2936379 32431.8740 1019.728563 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3894 2.2297044 17309.6491 19.784728 11.933447 2000-2009 –> 2010-2019 4.5092110 2.2795066 32481.1507 39.179472 7 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3894 2.2333601 17322.4076 20.002624 11.877472 2000-2009 –> 2010-2019 4.5132587 2.2798986 32495.0713 38.151848 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3894 2.2624544 17423.2078 19.906606 12.121452 2000-2009 –> 2010-2019 4.5409357 2.2784813 32591.6690 38.771480 9 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3894 2.2866896 17506.1884 631.385771 14.315839 2000-2009 –> 2010-2019 4.6133634 2.3266738 32816.0984 1024.796477 10 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3894 2.3077027 17577.4281 31.408264 15.175702 2000-2009 –> 2010-2019 4.6205016 2.3127989 32846.9167 58.077441 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1320 1.1757566 4187.4450 30.358157 12.499419 1982-1999 –> 2000-2009 2.0110421 0.8352856 7355.8293 66.578929 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1320 1.2120818 4267.7737 27.739945 12.537533 1982-1999 –> 2000-2009 2.0976354 0.8855536 7584.9444 58.696506 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1320 1.2136973 4271.2900 24.753100 12.637347 1982-1999 –> 2000-2009 2.1010312 0.8873339 7593.5742 55.013453 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1320 1.2161798 4276.6843 27.516669 12.570656 1982-1999 –> 2000-2009 2.1030070 0.8868272 7597.5142 54.901390 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1320 1.1850275 4206.1800 29.482008 12.417948 1982-1999 –> 2000-2009 2.1332898 0.9482622 7695.5433 62.906180 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1320 1.2219713 4289.2264 25.584261 13.469739 1982-1999 –> 2000-2009 2.1783927 0.9564214 7802.4026 57.648798 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1320 1.3024871 4455.6853 22.125313 13.840017 1982-1999 –> 2000-2009 2.2124945 0.9100073 7840.2084 47.863406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1320 1.2231390 4289.7478 25.179816 13.506812 1982-1999 –> 2000-2009 2.2209887 0.9978497 7908.8849 55.252255 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1320 1.3248409 4500.6096 21.143530 10.963755 1982-1999 –> 2000-2009 2.3523630 1.0275221 8194.3515 45.990721 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1320 1.3706949 4590.4367 23.997837 10.926380 1982-1999 –> 2000-2009 2.4631720 1.0924771 8440.2421 51.649370 11 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1461 1.1724110 4624.9185 25.474766 5.084366 2000-2009 –> 2010-2019 2.3481676 1.1757566 8812.3635 55.832922 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1461 1.2153951 4728.1306 21.206231 5.850561 2000-2009 –> 2010-2019 2.4004226 1.1850275 8934.3106 50.688239 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1461 1.2208991 4743.3331 29.314537 5.213873 2000-2009 –> 2010-2019 2.4329809 1.2120818 9011.1068 57.054482 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1461 1.2234618 4749.4601 27.934616 5.216012 2000-2009 –> 2010-2019 2.4396416 1.2161798 9026.1445 55.451285 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1461 1.2265900 4756.9216 29.483447 5.233725 2000-2009 –> 2010-2019 2.4402873 1.2136973 9028.2116 54.236546 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1461 1.3112941 4952.0428 25.129814 5.750197 2000-2009 –> 2010-2019 2.5332654 1.2219713 9241.2691 50.714075 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1461 1.3270668 4984.9799 18.744999 5.744650 2000-2009 –> 2010-2019 2.5502058 1.2231390 9274.7278 43.924815 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1461 1.2623106 4838.8003 26.650720 5.084013 2000-2009 –> 2010-2019 2.5647977 1.3024871 9294.4856 48.776033 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1461 1.4958523 5334.8166 16.300351 7.527051 2000-2009 –> 2010-2019 2.8828634 1.3870110 9956.4932 41.018352 10 23
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1461 1.4903196 5323.9889 17.929561 7.516541 2000-2009 –> 2010-2019 2.8852260 1.3949064 9960.6507 45.643579 9 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1311 2.6539089 6293.6169 37.711491 23.080753 1982-1999 –> 2000-2009 3.3783425 0.7244336 9450.3963 73.616994 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1311 2.6699463 6309.4138 58.607949 23.147958 1982-1999 –> 2000-2009 3.4410306 0.7710843 9645.0533 108.615422 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1311 2.6775831 6316.9028 37.228470 23.204550 1982-1999 –> 2000-2009 3.4490306 0.7714475 9653.8918 61.502817 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1311 2.7177147 6355.9097 48.615868 23.475611 1982-1999 –> 2000-2009 3.4897094 0.7719948 9694.9312 97.145089 9 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1311 2.6822851 6319.5032 14.461416 23.483501 1982-1999 –> 2000-2009 3.5474939 0.8652088 9983.2289 31.894926 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1311 2.6551306 6292.8237 36.691096 22.974759 1982-1999 –> 2000-2009 3.5858934 0.9307628 10165.8636 68.827893 2 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1311 2.6947182 6331.6287 50.153012 23.526966 1982-1999 –> 2000-2009 3.6304448 0.9357266 10219.9128 92.708884 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1311 2.6996012 6336.3757 15.858384 23.553658 1982-1999 –> 2000-2009 3.6379668 0.9383656 10232.7310 35.012984 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1311 2.7243321 6360.2863 48.078752 23.640186 1982-1999 –> 2000-2009 3.6740415 0.9497094 10291.0807 85.632894 10 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1311 2.9208495 6542.9117 23.835732 24.697855 1982-1999 –> 2000-2009 3.6931637 0.7723142 9881.1190 47.437388 23 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.1371207 4498.4750 23.067780 8.815103 2000-2009 –> 2010-2019 3.7910295 2.6539089 10792.0919 60.779271 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.1819705 4610.5801 51.466475 8.987232 2000-2009 –> 2010-2019 3.8519168 2.6699463 10919.9939 110.074424 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.1843597 4616.4320 25.755119 8.987766 2000-2009 –> 2010-2019 3.8619427 2.6775831 10933.3348 62.983588 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.1888693 4627.4456 48.542740 9.004989 2000-2009 –> 2010-2019 3.9065840 2.7177147 10983.3554 97.158608 4 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1449 1.3150986 4917.8799 22.370215 8.353220 2000-2009 –> 2010-2019 3.9702293 2.6551306 11210.7036 59.061310 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.2015704 4656.2417 22.449429 8.876596 2000-2009 –> 2010-2019 4.1224199 2.9208495 11199.1535 46.285161 5 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.3534669 5003.2196 22.675436 9.925656 2000-2009 –> 2010-2019 4.1776717 2.8242048 11459.9072 55.197228 7 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1449 1.4288540 5160.3010 625.040409 9.828690 2000-2009 –> 2010-2019 4.1980757 2.7692217 11565.4386 1186.379526 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1449 1.4408265 5182.4825 19.236674 9.537828 2000-2009 –> 2010-2019 4.2737929 2.8329664 11645.2917 49.886556 9 29
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1449 1.7822562 5798.7804 23.065272 8.434817 2000-2009 –> 2010-2019 4.4645413 2.6822851 12118.2835 37.526687 12 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1414 3.6464598 7685.5023 95.572655 20.979513 1982-1999 –> 2000-2009 6.7770223 3.1305625 16455.2195 172.860784 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1414 3.6596388 7693.7049 93.068818 20.503879 1982-1999 –> 2000-2009 6.8148259 3.1551871 16488.2181 161.550473 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1414 3.7653199 7774.2134 70.666317 20.538456 1982-1999 –> 2000-2009 6.9494118 3.1840919 16599.9148 129.101603 11 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1414 3.7835638 7785.8827 69.064387 19.957271 1982-1999 –> 2000-2009 6.9800256 3.1964618 16622.8447 122.970780 12 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1414 3.7156584 7738.6662 111.485141 20.309710 1982-1999 –> 2000-2009 6.9913714 3.2757130 16663.3876 198.187431 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1414 3.7158932 7738.8449 28.469077 20.307210 1982-1999 –> 2000-2009 6.9923749 3.2764818 16664.3688 51.347257 5 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1414 3.7237914 7744.8495 28.815351 20.510833 1982-1999 –> 2000-2009 7.0051956 3.2814043 16675.5077 66.277812 9 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1414 3.7159246 7736.8688 21.732322 20.332324 1982-1999 –> 2000-2009 7.0245739 3.3086493 16693.8056 42.379161 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1414 3.7156663 7736.6722 98.773399 20.321997 1982-1999 –> 2000-2009 7.0255841 3.3099178 16694.9199 183.138012 4 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1414 3.7246534 7743.5040 18.513834 20.641758 1982-1999 –> 2000-2009 7.0292184 3.3045651 16696.2165 37.492786 10 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1715 2.7998178 8412.3306 124.863030 17.289319 2000-2009 –> 2010-2019 6.4462776 3.6464598 16097.8330 220.435685 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.8891785 8520.0938 38.269797 18.411884 2000-2009 –> 2010-2019 6.6050717 3.7158932 16258.9387 66.738875 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.8896385 8520.6399 149.012341 18.398677 2000-2009 –> 2010-2019 6.6052969 3.7156584 16259.3061 260.497482 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.8896753 8520.6835 33.186320 18.499717 2000-2009 –> 2010-2019 6.6134666 3.7237914 16265.5330 62.001672 4 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1715 3.0361981 8688.3381 124.420128 17.912168 2000-2009 –> 2010-2019 6.6958369 3.6596388 16382.0430 217.488946 6 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1715 2.9829152 8627.6098 27.140432 19.650868 2000-2009 –> 2010-2019 6.7004304 3.7175152 16365.6890 46.291958 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1715 3.0468861 8700.3912 30.616890 18.941858 2000-2009 –> 2010-2019 6.7715395 3.7246534 16443.8952 49.130725 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1715 3.0799144 8737.3724 37.642679 18.925022 2000-2009 –> 2010-2019 6.7958390 3.7159246 16474.2412 59.375001 8 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1715 3.0807904 8738.3478 139.312466 18.962821 2000-2009 –> 2010-2019 6.7964566 3.7156663 16475.0200 238.085865 9 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1715 3.0827242 8738.5001 14.890085 19.151763 2000-2009 –> 2010-2019 6.8021109 3.7193867 16476.0025 24.413755 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 784 0.5783881 1380.3996 57.455645 4.674039 1982-1999 –> 2000-2009 0.9603468 0.3819588 2255.3509 135.890870 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 784 0.5796222 1381.7417 51.251453 4.611282 1982-1999 –> 2000-2009 0.9620458 0.3824236 2256.9870 129.073962 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 784 0.6152583 1477.2975 212.308559 4.926091 1982-1999 –> 2000-2009 1.0259357 0.4106774 2488.9751 505.637970 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 784 0.6154249 1475.7219 189.121261 4.904302 1982-1999 –> 2000-2009 1.0311816 0.4157568 2508.5829 448.160202 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 784 0.6206047 1490.8639 41.486535 4.997032 1982-1999 –> 2000-2009 1.0324205 0.4118159 2507.7625 89.727743 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 784 0.6206141 1488.8878 40.669440 4.991347 1982-1999 –> 2000-2009 1.0384629 0.4178488 2531.2151 88.647954 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 784 0.6277321 1508.7694 187.377336 4.983001 1982-1999 –> 2000-2009 1.0407217 0.4129895 2531.0353 442.686560 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 784 0.6311466 1515.2751 183.723239 5.132493 1982-1999 –> 2000-2009 1.0562495 0.4251030 2590.0637 436.893337 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 784 0.6849973 1643.6579 33.633215 5.894181 1982-1999 –> 2000-2009 1.1036662 0.4186689 2689.6830 69.611874 10 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 784 0.7207750 1721.4881 26.691098 6.599666 1982-1999 –> 2000-2009 1.1592582 0.4384832 2852.7240 52.494965 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 994 0.6687821 2035.0834 105.454892 2.485718 2000-2009 –> 2010-2019 1.2471702 0.5783881 3415.4829 162.910537 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 994 0.7018026 2128.8927 105.363636 2.745763 2000-2009 –> 2010-2019 1.2814248 0.5796222 3510.6344 156.615089 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 994 0.7023705 2132.5010 440.304111 2.715258 2000-2009 –> 2010-2019 1.3176289 0.6152583 3609.7985 652.612670 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 0.7038642 2136.7242 81.602632 2.739803 2000-2009 –> 2010-2019 1.3244689 0.6206047 3627.5881 123.089167 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 994 0.7047382 2139.1912 362.101623 2.729151 2000-2009 –> 2010-2019 1.3324703 0.6277321 3647.9606 549.478959 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 994 0.7445900 2246.5457 336.454121 2.995320 2000-2009 –> 2010-2019 1.3600148 0.6154249 3722.2676 525.575382 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 994 0.7508242 2263.1213 81.441541 3.071598 2000-2009 –> 2010-2019 1.3714383 0.6206141 3752.0091 122.110981 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 994 0.7086275 2148.1323 52.885599 2.821710 2000-2009 –> 2010-2019 1.3936248 0.6849973 3791.7902 86.518814 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 994 0.7760737 2328.8763 332.816182 3.238640 2000-2009 –> 2010-2019 1.4072202 0.6311466 3844.1513 516.539421 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 0.7698695 2314.9197 99.090251 2.795656 2000-2009 –> 2010-2019 1.4907749 0.7209054 4040.6915 150.962914 9 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1240 0.5802491 2183.1090 89.924673 4.354437 1982-1999 –> 2000-2009 1.0119082 0.4316591 3560.8077 157.991881 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1240 0.6054343 2288.4808 238.044401 4.490695 1982-1999 –> 2000-2009 1.0622974 0.4568630 3799.8764 435.206743 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1240 0.6109704 2309.0548 88.280028 4.301762 1982-1999 –> 2000-2009 1.0665693 0.4555989 3811.9225 156.292421 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1240 0.6060589 2291.0380 202.779660 4.689959 1982-1999 –> 2000-2009 1.0680681 0.4620091 3828.8233 370.947554 4 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1240 0.6084967 2300.9934 53.051445 4.621856 1982-1999 –> 2000-2009 1.0690917 0.4605950 3831.5564 90.749820 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1240 0.6047942 2283.8575 77.073960 5.171620 1982-1999 –> 2000-2009 1.1034078 0.4986136 3999.2800 137.442057 2 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1240 0.6199949 2345.4184 200.421466 4.995464 1982-1999 –> 2000-2009 1.1161876 0.4961927 4049.3743 368.372747 7 15
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1240 0.6204726 2345.3286 77.073158 4.870185 1982-1999 –> 2000-2009 1.1308939 0.5104212 4113.8932 137.405573 8 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1240 0.6442458 2440.5735 210.664047 4.393687 1982-1999 –> 2000-2009 1.1334165 0.4891708 4110.9499 381.281418 14 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1240 0.6457513 2446.3624 51.953683 4.537880 1982-1999 –> 2000-2009 1.1380603 0.4923090 4131.8051 89.601523 15 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1472 0.6280792 2822.1331 156.892872 2.891879 2000-2009 –> 2010-2019 1.2083283 0.5802491 5005.2421 246.817544 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1472 0.6286543 2822.8275 153.746865 2.905736 2000-2009 –> 2010-2019 1.2334486 0.6047942 5106.6850 230.820825 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1472 0.6494040 2920.4294 332.384384 2.967745 2000-2009 –> 2010-2019 1.2554629 0.6060589 5211.4675 535.164045 3 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1472 0.6513683 2929.3208 426.062952 2.988081 2000-2009 –> 2010-2019 1.2568026 0.6054343 5217.8016 664.107352 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1472 0.6539021 2940.7510 101.780855 3.008111 2000-2009 –> 2010-2019 1.2623988 0.6084967 5241.7444 154.832301 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1472 0.6516809 2928.7337 326.506503 2.946482 2000-2009 –> 2010-2019 1.2716759 0.6199949 5274.1521 526.927969 6 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1472 0.6513742 2927.3475 357.223004 2.989652 2000-2009 –> 2010-2019 1.2781831 0.6268089 5299.8735 566.314399 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1472 0.6539365 2938.9057 100.089610 3.004675 2000-2009 –> 2010-2019 1.2818972 0.6279607 5315.9845 145.717164 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1472 0.6673759 3000.7959 150.888828 3.166801 2000-2009 –> 2010-2019 1.3105328 0.6431570 5439.1746 232.260372 9 22
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1472 0.6772846 3042.1852 75.557129 3.171250 2000-2009 –> 2010-2019 1.3152105 0.6379259 5458.3106 124.323618 10 21
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2158 0.6393923 4205.8632 920.594117 3.560188 1982-1999 –> 2000-2009 1.1368963 0.4975040 7186.0637 1760.930367 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2158 0.6653824 4379.8290 155.447821 3.804554 1982-1999 –> 2000-2009 1.1672885 0.5019060 7398.3061 278.742978 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2158 0.6654960 4380.5655 950.294894 3.768367 1982-1999 –> 2000-2009 1.1728806 0.5073847 7443.7496 1618.260373 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2158 0.6655247 4378.7517 110.202784 3.759467 1982-1999 –> 2000-2009 1.1826029 0.5170782 7517.8676 187.134429 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2158 0.6807559 4476.4143 335.043792 3.829804 1982-1999 –> 2000-2009 1.2028698 0.5221140 7655.4410 548.392069 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2158 0.6904635 4537.5263 343.272815 3.851558 1982-1999 –> 2000-2009 1.2219176 0.5314540 7789.5686 563.811322 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2158 0.7111357 4664.8489 529.119540 3.957021 1982-1999 –> 2000-2009 1.2581961 0.5470604 8036.0765 872.203129 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2158 0.7247453 4746.6675 110.100791 4.050466 1982-1999 –> 2000-2009 1.2836534 0.5589080 8206.1260 202.490104 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2158 0.7585685 4945.5321 753.187263 4.598834 1982-1999 –> 2000-2009 1.3001732 0.5416047 8277.4858 1153.531853 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2158 0.7631068 4971.2768 161.244747 6.105476 1982-1999 –> 2000-2009 1.4144443 0.6513375 9062.9665 299.445388 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2865 0.6527941 5700.7102 244.661932 3.325047 2000-2009 –> 2010-2019 1.3181765 0.6653824 10080.5392 400.109754 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2865 0.6590479 5753.3423 157.390313 2.965231 2000-2009 –> 2010-2019 1.3245726 0.6655247 10132.0939 267.593096 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2865 0.6830023 5957.9146 312.082038 3.180626 2000-2009 –> 2010-2019 1.3637581 0.6807559 10434.3289 647.125830 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2865 0.6908765 6023.5968 319.435060 3.206227 2000-2009 –> 2010-2019 1.3813400 0.6904635 10561.1230 662.707875 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2865 0.6926713 6038.4632 194.187971 3.696252 2000-2009 –> 2010-2019 1.4174166 0.7247453 10785.1307 304.288762 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2865 0.7073940 6158.9785 612.590586 3.303374 2000-2009 –> 2010-2019 1.4185298 0.7111357 10823.8274 1141.710126 7 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2865 0.6843511 5971.2195 868.687082 3.627171 2000-2009 –> 2010-2019 1.4429196 0.7585685 10916.7516 1621.874345 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2865 0.7894598 6789.9097 245.641457 3.048407 2000-2009 –> 2010-2019 1.5574959 0.7680361 11788.9758 392.789665 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2865 0.8108210 6942.8913 249.843716 3.277420 2000-2009 –> 2010-2019 1.5739278 0.7631068 11914.1681 411.088462 13 21
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 2865 0.7944870 6822.2815 157.306268 2.917600 2000-2009 –> 2010-2019 1.5822615 0.7877745 11926.8672 259.761185 9 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2645 0.7602590 6070.2162 182.210748 4.418903 1982-1999 –> 2000-2009 1.2711074 0.5108485 11232.8120 390.453314 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2645 0.7695927 6134.7662 50.958618 4.363464 1982-1999 –> 2000-2009 1.2898922 0.5202995 11423.6663 88.870969 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2645 0.7712063 6143.8464 31.514534 4.332702 1982-1999 –> 2000-2009 1.2920595 0.5208532 11438.0754 62.561578 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2645 0.8053302 6374.8842 633.917968 4.249275 1982-1999 –> 2000-2009 1.3340263 0.5286962 11774.0888 999.267173 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2645 0.8064545 6382.2647 635.662996 4.251861 1982-1999 –> 2000-2009 1.3351767 0.5287222 11781.8083 993.532733 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2645 0.8064629 6380.3194 89.984366 4.253072 1982-1999 –> 2000-2009 1.3355095 0.5290467 11782.0901 184.094890 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2645 0.8100053 6403.5051 10.697342 4.234612 1982-1999 –> 2000-2009 1.3387941 0.5287889 11801.9175 30.522899 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2645 0.8100950 6404.0913 305.688815 4.280818 1982-1999 –> 2000-2009 1.3399492 0.5298542 11816.3703 512.122074 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2645 0.8115316 6415.4641 651.700818 4.279961 1982-1999 –> 2000-2009 1.3426921 0.5311605 11846.7089 1016.422492 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2645 0.8418593 6605.5517 10.085041 4.315137 1982-1999 –> 2000-2009 1.3738721 0.5320128 12043.8432 29.663818 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4656 0.6559939 9301.1807 713.806088 4.113312 2000-2009 –> 2010-2019 1.4162528 0.7602590 15371.3969 896.016837 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4656 0.6991503 9894.4876 308.625629 4.043197 2000-2009 –> 2010-2019 1.4687429 0.7695927 16029.2539 359.584248 3 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4656 0.7045759 9964.4734 256.947569 3.907592 2000-2009 –> 2010-2019 1.4757823 0.7712063 16108.3197 288.462104 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4656 0.7340897 10348.5924 887.914143 4.227225 2000-2009 –> 2010-2019 1.5394198 0.8053302 16723.4766 1521.832111 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4656 0.7338307 10345.3067 861.260606 4.231681 2000-2009 –> 2010-2019 1.5402852 0.8064545 16727.5714 1496.923602 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4656 0.7349020 10356.8914 713.369565 4.235827 2000-2009 –> 2010-2019 1.5413649 0.8064629 16737.2107 803.353931 9 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4656 0.7349007 10356.8743 71.045399 4.182416 2000-2009 –> 2010-2019 1.5449060 0.8100053 16760.3794 81.742742 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4656 0.7386147 10403.8162 857.419245 4.161764 2000-2009 –> 2010-2019 1.5487097 0.8100950 16807.9074 1163.108060 10 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4656 0.7396939 10415.4119 16.169105 4.107700 2000-2009 –> 2010-2019 1.5815532 0.8418593 17020.9636 26.254145 11 20
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4656 0.6957848 9849.5552 740.898442 5.450796 2000-2009 –> 2010-2019 1.6191325 0.9233477 16947.8657 1607.155486 2 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2477 5.4669190 15458.8566 111.128683 26.826224 1982-1999 –> 2000-2009 10.6967735 5.2298545 23574.1333 210.056945 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2477 5.6613030 15631.9438 23.861998 37.080298 1982-1999 –> 2000-2009 10.8027949 5.1414919 23702.3027 53.127901 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2477 5.6220787 15597.5006 111.011919 17.840070 1982-1999 –> 2000-2009 10.9457224 5.3236437 23759.6310 216.318316 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2477 5.7500467 15708.9978 14.913287 40.406553 1982-1999 –> 2000-2009 10.9938190 5.2437723 23831.2802 27.354687 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2477 5.8265058 15774.4376 17.301295 39.250699 1982-1999 –> 2000-2009 11.1173723 5.2908665 23920.2882 31.743530 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2477 5.8616245 15802.2078 110.893808 20.071153 1982-1999 –> 2000-2009 11.3116696 5.4500451 24024.1943 209.788502 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2477 6.0159666 15932.9635 18.496924 16.536581 1982-1999 –> 2000-2009 11.3256920 5.3097254 24088.1932 42.990683 7 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2477 6.1833727 16068.9351 7.270519 17.993039 1982-1999 –> 2000-2009 11.6215086 5.4381359 24287.1552 12.855376 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2477 6.2184235 16096.9378 10.387880 18.235313 1982-1999 –> 2000-2009 11.6850780 5.4666545 24328.9456 18.526414 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2477 6.2969896 16157.1366 17.259278 20.100095 1982-1999 –> 2000-2009 11.8027426 5.5057531 24405.9303 40.270971 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3664 5.2765778 22600.4809 157.229133 46.403224 2000-2009 –> 2010-2019 10.7434968 5.4669190 38059.3375 268.357816 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3664 5.3869575 22752.1926 157.244661 35.515792 2000-2009 –> 2010-2019 11.0090362 5.6220787 38349.6931 268.256579 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3664 5.4692202 22863.2505 30.011494 42.314967 2000-2009 –> 2010-2019 11.1305232 5.6613030 38495.1943 53.873492 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3664 5.5562097 22978.8872 16.432717 46.434736 2000-2009 –> 2010-2019 11.3062564 5.7500467 38687.8850 31.346004 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3664 5.5933854 23025.7544 157.184446 30.032277 2000-2009 –> 2010-2019 11.4550099 5.8616245 38827.9622 268.078254 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3664 5.6447401 23094.7281 20.063066 45.771473 2000-2009 –> 2010-2019 11.4712458 5.8265058 38869.1658 37.364362 6 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3664 5.8120033 23308.7142 27.607849 22.425908 2000-2009 –> 2010-2019 11.8279698 6.0159666 39241.6777 46.104772 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3664 5.8397672 23343.6367 15.347419 59.148540 2000-2009 –> 2010-2019 11.9658117 6.1260446 39366.4273 27.185558 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3664 5.9789886 23516.2880 9.899863 22.068602 2000-2009 –> 2010-2019 12.1623613 6.1833727 39585.2230 17.170383 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3664 6.0426433 23593.8925 10.980502 21.551574 2000-2009 –> 2010-2019 12.2610668 6.2184235 39690.8303 21.368382 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2494 4.1495546 14189.5944 556.538554 16.784202 1982-1999 –> 2000-2009 7.7818214 3.6322669 25553.4474 1275.397208 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2494 4.2572926 14317.4489 60.993009 16.784708 1982-1999 –> 2000-2009 7.7896310 3.5323384 25564.4142 113.416389 5 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2494 4.0672317 14089.6428 60.904010 20.527018 1982-1999 –> 2000-2009 7.8299115 3.7626798 25601.2960 109.393947 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2494 4.3668717 14444.2113 557.639527 15.370606 1982-1999 –> 2000-2009 7.9688400 3.6019683 25772.9668 1298.441283 10 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2494 4.3648549 14441.9071 30.499848 16.902902 1982-1999 –> 2000-2009 8.0320820 3.6672271 25845.8956 50.834878 9 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2494 4.3980983 14479.7525 33.596316 16.930693 1982-1999 –> 2000-2009 8.0973239 3.6992256 25920.1425 55.696469 11 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2494 4.3186678 14388.8450 61.033963 14.332268 1982-1999 –> 2000-2009 8.1078569 3.7891890 25929.9144 114.670403 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2494 4.2039212 14254.5217 30.404742 20.970778 1982-1999 –> 2000-2009 8.1193988 3.9154776 25932.9615 49.249049 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2494 4.2852997 14350.1556 20.212130 15.271089 1982-1999 –> 2000-2009 8.1308765 3.8455767 25953.1179 31.174847 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2494 4.2912552 14357.0828 29.362332 15.450418 1982-1999 –> 2000-2009 8.1652379 3.8739827 25990.8815 45.449399 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2876 3.5025299 15385.7833 66.509503 17.010963 2000-2009 –> 2010-2019 7.5697616 4.0672317 29475.4261 127.413513 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2876 3.5970200 15538.9025 21.626613 18.177782 2000-2009 –> 2010-2019 7.8009412 4.2039212 29793.4243 52.031355 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2876 3.6915001 15688.0357 558.001835 34.594533 2000-2009 –> 2010-2019 7.8410547 4.1495546 29877.6301 1114.540389 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2876 3.6239376 15581.7863 22.121420 18.353755 2000-2009 –> 2010-2019 7.8585811 4.2346435 29872.6278 55.094624 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2876 3.9040092 16009.9816 16.067835 16.349626 2000-2009 –> 2010-2019 8.1893089 4.2852997 30360.1372 36.279965 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2876 3.8772788 15970.4627 65.889192 15.296952 2000-2009 –> 2010-2019 8.1959466 4.3186678 30359.3076 126.923156 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2876 3.9287952 16046.3848 21.671575 16.698913 2000-2009 –> 2010-2019 8.2200504 4.2912552 30403.4676 51.033907 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2876 4.0335172 16197.6966 58.081004 17.649468 2000-2009 –> 2010-2019 8.2908099 4.2572926 30515.1455 119.074014 8 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2876 4.1496942 16361.0297 21.062223 18.537967 2000-2009 –> 2010-2019 8.5145491 4.3648549 30802.9368 51.562070 13 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2876 4.1847887 16409.4706 23.042455 18.735571 2000-2009 –> 2010-2019 8.5828869 4.3980983 30889.2231 56.638771 15 26
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2214 4.2583609 12712.7196 127.581995 21.203958 1982-1999 –> 2000-2009 7.0177431 2.7593822 21936.7688 242.449041 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2214 4.1878708 12638.8079 739.877204 22.680926 1982-1999 –> 2000-2009 7.0862114 2.8983406 22048.7710 1552.659682 1 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2214 4.3470708 12804.0158 57.181486 22.189510 1982-1999 –> 2000-2009 7.1996886 2.8526178 22153.8083 103.071299 8 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2214 4.2462454 12700.1035 128.751474 24.458441 1982-1999 –> 2000-2009 7.2128286 2.9665833 22198.1296 243.313319 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2214 4.3587158 12815.8616 62.509285 22.219562 1982-1999 –> 2000-2009 7.2252924 2.8665767 22184.1255 112.733576 10 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2214 4.2052571 12657.1532 121.110360 16.028862 1982-1999 –> 2000-2009 7.3363697 3.1311125 22359.4302 202.041660 2 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2214 4.3325127 12789.1617 28.747127 25.235474 1982-1999 –> 2000-2009 7.3944132 3.0619006 22406.8566 49.879400 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2214 4.3495444 12806.5347 43.134713 25.279796 1982-1999 –> 2000-2009 7.4289261 3.0793817 22445.7720 75.062868 9 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2214 4.3029273 12758.8206 54.880180 16.558389 1982-1999 –> 2000-2009 7.5581165 3.2551891 22608.1514 94.701971 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2214 4.3115817 12767.7175 58.376933 16.586670 1982-1999 –> 2000-2009 7.5732773 3.2616957 22624.6044 100.177204 6 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2637 3.1300067 13515.3012 96.180969 14.052257 2000-2009 –> 2010-2019 7.3352639 4.2052571 26172.4544 217.291329 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2637 3.2801072 13762.3404 613.062771 15.587029 2000-2009 –> 2010-2019 7.4679780 4.1878708 26401.1483 1352.939975 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2637 3.2367476 13692.1587 48.611028 15.556969 2000-2009 –> 2010-2019 7.5396749 4.3029273 26450.9793 103.491208 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2637 3.2533235 13719.0988 49.726104 15.671166 2000-2009 –> 2010-2019 7.5649052 4.3115817 26486.8163 108.103038 3 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2637 3.3460282 13867.2821 106.609564 15.907383 2000-2009 –> 2010-2019 7.5922736 4.2462454 26567.3856 235.361038 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2637 3.4960990 14098.6722 24.763949 15.694073 2000-2009 –> 2010-2019 7.8286117 4.3325127 26887.8339 53.511076 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2637 3.3519558 13874.6168 514.534928 15.987770 2000-2009 –> 2010-2019 7.8453424 4.4933867 26823.2190 1166.551884 6 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2637 3.5287930 14147.7632 34.778090 15.736950 2000-2009 –> 2010-2019 7.8783374 4.3495444 26954.2979 77.912803 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2637 3.4295311 13995.2837 94.212650 16.100432 2000-2009 –> 2010-2019 8.0353216 4.6057905 27053.2913 215.313441 7 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2637 3.8869885 14657.6471 96.366598 18.594960 2000-2009 –> 2010-2019 8.1453494 4.2583609 27370.3668 223.948593 14 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3284 3.6318958 17804.6977 146.085356 14.359894 1982-1999 –> 2000-2009 6.3895036 2.7576078 29556.9470 257.115268 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3284 3.6857057 17901.2948 73.216521 15.551457 1982-1999 –> 2000-2009 6.5843657 2.8986601 29894.1894 127.519406 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3284 3.6898799 17908.7292 83.083090 15.563084 1982-1999 –> 2000-2009 6.6007961 2.9109162 29921.9776 144.880105 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3284 3.7369738 17992.0260 50.958608 14.640922 1982-1999 –> 2000-2009 6.7763521 3.0393784 30213.5995 89.335683 4 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3284 3.7378773 17991.6138 48.466639 14.616740 1982-1999 –> 2000-2009 6.7822507 3.0443734 30219.1089 85.024912 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3284 3.8688261 18219.7712 788.936122 17.148401 1982-1999 –> 2000-2009 6.7850767 2.9162506 30241.8519 1464.237585 7 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3284 3.8747823 18227.8752 753.562333 16.935060 1982-1999 –> 2000-2009 6.8094819 2.9346996 30278.3777 1386.549931 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3284 3.8450760 18179.3272 144.391767 18.665927 1982-1999 –> 2000-2009 6.8600772 3.0150011 30362.0541 259.719086 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3284 3.8715942 18222.4689 143.374890 18.306312 1982-1999 –> 2000-2009 6.9156983 3.0441041 30449.5372 254.319070 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3284 3.9183915 18303.3826 34.270058 20.235122 1982-1999 –> 2000-2009 7.0934408 3.1750494 30735.6211 61.426863 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3286 3.3485597 17281.7252 125.802362 19.575728 2000-2009 –> 2010-2019 6.9804555 3.6318958 35086.4229 271.887718 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3286 3.1618618 16904.6944 121.311768 20.291173 2000-2009 –> 2010-2019 7.0069379 3.8450760 35084.0216 265.703535 1 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3286 3.2115442 17001.9859 671.144445 17.429309 2000-2009 –> 2010-2019 7.0803702 3.8688261 35221.7571 1460.080567 2 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3286 3.4296708 17433.7165 66.578332 20.911402 2000-2009 –> 2010-2019 7.1153765 3.6857057 35335.0113 139.794852 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3286 3.4406722 17454.7574 75.438049 20.947909 2000-2009 –> 2010-2019 7.1305521 3.6898799 35363.4866 158.521140 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3286 3.2393303 17058.5848 29.137500 21.555281 2000-2009 –> 2010-2019 7.1577218 3.9183915 35361.9674 63.407558 3 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3286 3.2529310 17086.1119 42.084016 21.624980 2000-2009 –> 2010-2019 7.1768406 3.9239097 35398.7376 97.042673 4 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3286 3.4490407 17470.7177 46.307357 14.935968 2000-2009 –> 2010-2019 7.1860145 3.7369738 35462.7437 97.265965 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3286 3.7224174 17969.8587 40.639133 16.663996 2000-2009 –> 2010-2019 7.4602947 3.7378773 35961.4725 89.105772 14 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3286 3.6982289 17927.0272 671.143707 19.652064 2000-2009 –> 2010-2019 7.5730112 3.8747823 36154.9024 1424.706040 12 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4225 2.9497103 21144.4543 736.519200 9.117742 1982-1999 –> 2000-2009 5.4423781 2.4926679 34205.2963 1428.736558 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4225 3.1121966 21597.5587 134.737835 9.746617 1982-1999 –> 2000-2009 5.5417944 2.4295978 34515.0386 233.640589 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4225 3.0571856 21446.8612 129.899271 9.628243 1982-1999 –> 2000-2009 5.5530365 2.4958509 34514.8420 246.867162 2 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4225 3.1347184 21656.4880 697.845602 10.187259 1982-1999 –> 2000-2009 5.6966178 2.5618994 34868.5797 1243.418598 4 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4225 3.1770456 21769.8224 126.340485 9.775011 1982-1999 –> 2000-2009 5.7023952 2.5253496 34901.5316 223.997797 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4225 3.2063225 21849.3338 63.306161 10.698895 1982-1999 –> 2000-2009 5.7054453 2.4991229 34924.6433 115.339815 10 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4225 3.2143833 21870.5507 70.591483 10.740376 1982-1999 –> 2000-2009 5.7258449 2.5114616 34973.4112 128.156513 11 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4225 3.1748950 21766.1007 23.178608 10.051737 1982-1999 –> 2000-2009 5.7566432 2.5817482 35023.3659 48.124178 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4225 3.1787762 21776.4241 34.985778 10.075646 1982-1999 –> 2000-2009 5.7716534 2.5928773 35057.7514 69.978734 7 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4225 3.2572218 21980.4210 21.375841 10.164788 1982-1999 –> 2000-2009 5.8520470 2.5948252 35263.9494 39.949795 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4366 2.6252610 20832.1257 803.280982 9.640453 2000-2009 –> 2010-2019 5.5749712 2.9497103 41976.5800 1539.800182 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4366 2.6141367 20795.0460 151.564399 10.616265 2000-2009 –> 2010-2019 5.7263332 3.1121966 42392.6047 286.302235 1 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4366 2.6448846 20895.1540 777.681003 10.026498 2000-2009 –> 2010-2019 5.7796029 3.1347184 42551.6420 1475.526605 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4366 2.7406905 21207.8601 137.917613 10.354531 2000-2009 –> 2010-2019 5.7978761 3.0571856 42654.7213 267.816884 5 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4366 2.7417449 21209.2188 134.311193 10.452652 2000-2009 –> 2010-2019 5.9187905 3.1770456 42979.0413 260.651678 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4366 2.7362418 21193.6746 55.945266 11.435461 2000-2009 –> 2010-2019 5.9425643 3.2063225 43043.0084 119.251426 4 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4366 2.7456720 21223.7171 62.933759 11.469091 2000-2009 –> 2010-2019 5.9600553 3.2143833 43094.2678 133.525241 7 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4366 2.8580259 21573.9163 23.533272 10.853749 2000-2009 –> 2010-2019 6.0329209 3.1748950 43340.0170 46.711880 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4366 2.8654888 21596.6877 32.863194 10.872440 2000-2009 –> 2010-2019 6.0442650 3.1787762 43373.1119 67.848971 10 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4366 2.9159854 21749.2259 35.358629 9.804904 2000-2009 –> 2010-2019 6.0963187 3.1803332 43529.7881 81.057354 12 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5451 2.9281882 27196.2007 23.977251 9.432681 1982-1999 –> 2000-2009 5.2827481 2.3545599 45653.7207 44.380116 1 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5451 2.9903533 27425.2264 305.949320 9.410165 1982-1999 –> 2000-2009 5.2967636 2.3064103 45715.2643 755.106089 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5451 3.0566917 27664.4344 254.526282 10.569761 1982-1999 –> 2000-2009 5.3999971 2.3433054 46083.1157 476.548557 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5451 2.9748428 27368.5325 81.767376 9.137670 1982-1999 –> 2000-2009 5.4017986 2.4269558 46071.5334 158.636149 2 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5451 3.1070546 27840.5950 200.510436 11.477291 1982-1999 –> 2000-2009 5.4538205 2.3467659 46269.2380 388.746226 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5451 3.0782608 27741.0924 55.801538 9.738504 1982-1999 –> 2000-2009 5.4648382 2.3865775 46308.0959 131.645771 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5451 3.0800565 27747.4503 70.023836 9.669187 1982-1999 –> 2000-2009 5.4714744 2.3914179 46330.8778 162.177216 6 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5451 3.0830368 27755.9940 19.097271 9.384277 1982-1999 –> 2000-2009 5.4924563 2.4094195 46398.2114 32.605175 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5451 3.1265485 27910.7813 36.587790 10.827259 1982-1999 –> 2000-2009 5.5449930 2.4184445 46585.3046 75.422522 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5451 3.1332412 27934.0933 40.252180 10.851043 1982-1999 –> 2000-2009 5.5609862 2.4277450 46639.7297 83.676128 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5661 3.0308734 28633.6311 304.051977 13.620472 2000-2009 –> 2010-2019 6.0212267 2.9903533 56058.8575 610.001297 1 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5661 3.0935208 28865.2681 22.098317 13.805505 2000-2009 –> 2010-2019 6.0217089 2.9281882 56061.4688 46.075568 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5661 3.1258429 28982.9505 303.318420 16.209205 2000-2009 –> 2010-2019 6.1825346 3.0566917 56647.3849 557.844702 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5661 3.1073847 28915.8957 47.507120 14.000843 2000-2009 –> 2010-2019 6.1856455 3.0782608 56656.9880 103.308659 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5661 3.1072471 28915.3942 52.081790 13.905443 2000-2009 –> 2010-2019 6.1873036 3.0800565 56662.8445 122.105626 3 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5661 3.1073849 28913.8961 14.858323 13.998051 2000-2009 –> 2010-2019 6.1904216 3.0830368 56669.8902 33.955594 5 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5661 3.2369054 29378.2443 76.864237 9.828828 2000-2009 –> 2010-2019 6.2117483 2.9748428 56746.7768 158.631613 12 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5661 3.1262314 28982.3577 212.710446 16.271157 2000-2009 –> 2010-2019 6.2332861 3.1070546 56822.9527 413.220883 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5661 3.1994485 29246.4640 43.180834 16.552292 2000-2009 –> 2010-2019 6.3259970 3.1265485 57157.2453 79.768625 8 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5661 3.2048172 29265.4466 47.694206 16.563437 2000-2009 –> 2010-2019 6.3380584 3.1332412 57199.5399 87.946387 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6462 2.7969481 31645.0686 135.485087 9.026055 1982-1999 –> 2000-2009 5.0555340 2.2585859 51261.8217 261.153351 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6462 2.8435584 31858.6681 31.088201 9.961345 1982-1999 –> 2000-2009 5.1331022 2.2895438 51594.8949 52.865510 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6462 2.7972540 31646.4821 45.341925 9.270475 1982-1999 –> 2000-2009 5.1404401 2.3431861 51585.9523 75.634396 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6462 2.8025972 31671.1453 48.061139 9.287999 1982-1999 –> 2000-2009 5.1546846 2.3520874 51643.8909 84.411356 3 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6462 2.8866783 32053.1774 434.691130 9.334317 1982-1999 –> 2000-2009 5.2907482 2.4040700 52217.7655 957.294419 5 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6462 2.9184007 32192.4276 31.021025 13.254153 1982-1999 –> 2000-2009 5.2923777 2.3739770 52244.4687 52.568931 10 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6462 2.8942864 32087.1952 62.933034 9.452714 1982-1999 –> 2000-2009 5.3235439 2.4292575 52343.2514 123.018148 6 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6462 2.9013032 32118.4898 62.851965 9.543911 1982-1999 –> 2000-2009 5.3340239 2.4327206 52387.0482 121.271522 7 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6462 2.9251890 32222.4546 34.213897 9.651995 1982-1999 –> 2000-2009 5.3593833 2.4341943 52494.3277 57.413771 11 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6462 2.9164872 32183.9512 39.483650 9.724273 1982-1999 –> 2000-2009 5.3600560 2.4435688 52489.5572 66.255649 9 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6267 3.2708812 32652.5103 120.712059 12.525084 2000-2009 –> 2010-2019 6.0678293 2.7969481 64297.5789 256.197146 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6267 3.2962112 32749.2011 39.762818 11.718004 2000-2009 –> 2010-2019 6.0934653 2.7972540 64395.6832 85.104744 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6267 3.3065967 32788.6303 42.570252 11.500133 2000-2009 –> 2010-2019 6.1091939 2.8025972 64459.7757 90.631392 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6267 3.3107523 32804.3725 20.105297 14.245677 2000-2009 –> 2010-2019 6.1543106 2.8435584 64663.0405 51.193498 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6267 3.3562992 32975.6307 419.166002 11.793743 2000-2009 –> 2010-2019 6.2429774 2.8866783 65028.8081 853.857133 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6267 3.3619521 32996.7236 72.075310 11.533529 2000-2009 –> 2010-2019 6.2562385 2.8942864 65083.9188 135.008344 7 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6267 3.3584055 32983.4943 47.462780 10.171980 2000-2009 –> 2010-2019 6.2695811 2.9111756 65145.8862 96.854559 6 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6267 3.3702106 33027.4750 71.917896 11.660516 2000-2009 –> 2010-2019 6.2715138 2.9013032 65145.9648 134.769862 9 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6267 3.3804602 33063.5363 30.768968 12.800000 2000-2009 –> 2010-2019 6.2969474 2.9164872 65247.4875 70.252618 11 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6267 3.3709073 33028.0661 34.543699 10.587947 2000-2009 –> 2010-2019 6.3047022 2.9337948 65288.4870 73.455315 10 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2447 2.1378917 10676.8450 618.588788 8.548900 1982-1999 –> 2000-2009 4.0580535 1.9201618 17890.8506 1209.690160 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2447 2.1448760 10692.8072 129.137768 8.487835 1982-1999 –> 2000-2009 4.0785819 1.9337059 17931.2452 249.401781 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2447 2.1489312 10702.0513 130.632452 8.473879 1982-1999 –> 2000-2009 4.0928272 1.9438960 17958.7587 247.836043 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2447 2.2054076 10829.0103 426.501789 8.601605 1982-1999 –> 2000-2009 4.1646843 1.9592767 18113.1126 886.096485 10 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2447 2.2389358 10902.8525 126.918705 8.694407 1982-1999 –> 2000-2009 4.2338107 1.9948749 18249.5435 253.415555 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2447 2.3019662 11038.7243 697.410140 9.500478 1982-1999 –> 2000-2009 4.2522461 1.9502800 18306.8286 1437.744936 29 33
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2447 2.1919779 10799.1173 606.105723 8.348788 1982-1999 –> 2000-2009 4.2570259 2.0650480 18265.9812 1294.586652 4 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2447 2.1920893 10797.3660 453.009082 8.300794 1982-1999 –> 2000-2009 4.2627227 2.0706335 18271.6189 891.420054 5 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2447 2.3106829 11057.2212 162.792821 9.428133 1982-1999 –> 2000-2009 4.2734109 1.9627280 18347.4411 318.216012 34 40
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2447 2.2544021 10936.5434 121.631465 8.859217 1982-1999 –> 2000-2009 4.2784168 2.0240147 18333.6423 224.883529 16 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2436 2.4457429 11284.3364 737.815193 13.640515 2000-2009 –> 2010-2019 4.5836346 2.1378917 21961.1814 1356.403981 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2436 2.4628692 11318.3337 115.481172 13.541394 2000-2009 –> 2010-2019 4.6077452 2.1448760 22011.1409 244.618940 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2436 2.4722725 11336.8997 117.027895 13.526693 2000-2009 –> 2010-2019 4.6212037 2.1489312 22038.9510 247.660346 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2436 2.5193988 11428.8954 797.481614 15.061179 2000-2009 –> 2010-2019 4.7113767 2.1919779 22228.0127 1403.587336 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2436 2.5355939 11460.1133 83.638923 14.974978 2000-2009 –> 2010-2019 4.7342740 2.1986801 22274.1716 163.325790 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2436 2.5415927 11471.6260 85.171326 14.943399 2000-2009 –> 2010-2019 4.7419649 2.2003722 22289.4494 166.092278 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2436 2.4732955 11338.9153 927.267700 16.103465 2000-2009 –> 2010-2019 4.7752617 2.3019662 22377.6397 1624.677840 4 33
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2436 2.4948315 11381.1542 164.587243 16.024445 2000-2009 –> 2010-2019 4.8055144 2.3106829 22438.3754 327.380064 5 39
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2436 2.6296309 11635.5301 524.380765 13.347347 2000-2009 –> 2010-2019 4.8217202 2.1920893 22432.8961 977.389847 16 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2436 2.5082441 11407.2767 167.921126 16.012277 2000-2009 –> 2010-2019 4.8240181 2.3157740 22475.2689 333.122259 6 44
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2955 1.8325470 11979.6539 288.927319 9.337452 1982-1999 –> 2000-2009 3.4599077 1.6273607 19384.7264 562.644921 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2955 1.8367794 11993.2879 272.356727 9.372671 1982-1999 –> 2000-2009 3.4632679 1.6264885 19396.2814 536.213649 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2955 1.8417802 12009.3566 652.817987 9.338817 1982-1999 –> 2000-2009 3.4682414 1.6264612 19412.2850 1303.817077 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2955 1.8642759 12081.1046 265.871547 6.215384 1982-1999 –> 2000-2009 3.4972927 1.6330167 19499.6322 531.484054 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2955 1.9300772 12284.1063 250.754697 6.830553 1982-1999 –> 2000-2009 3.6447431 1.7146659 19889.8383 498.743935 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2955 1.9513339 12350.8398 286.863868 7.148601 1982-1999 –> 2000-2009 3.6448498 1.6935159 19910.4401 558.711321 12 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2955 1.9065582 12213.6476 691.841643 8.772909 1982-1999 –> 2000-2009 3.6559775 1.7494193 19899.1942 1454.556066 5 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2955 1.9574460 12369.3223 477.743239 7.456507 1982-1999 –> 2000-2009 3.6563421 1.6988962 19941.2235 945.056571 13 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2955 1.9597846 12374.3790 217.238183 7.397753 1982-1999 –> 2000-2009 3.6596415 1.6998569 19946.4725 451.379056 14 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2955 1.9076305 12216.9706 68.803989 8.769828 1982-1999 –> 2000-2009 3.6676512 1.7600206 19925.9467 141.350593 6 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2992 1.8229562 12098.0776 278.796147 12.389237 2000-2009 –> 2010-2019 3.6555032 1.8325470 24077.7316 567.723466 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2992 1.8225020 12096.5864 272.710869 12.434499 2000-2009 –> 2010-2019 3.6592814 1.8367794 24089.8742 545.067596 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2992 1.8229198 12097.9581 792.764943 12.456048 2000-2009 –> 2010-2019 3.6647000 1.8417802 24107.3147 1445.582930 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2992 1.8901520 12314.6852 263.905652 10.396620 2000-2009 –> 2010-2019 3.7544280 1.8642759 24395.7899 529.777199 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2992 1.8902717 12313.0643 258.490629 10.432635 2000-2009 –> 2010-2019 3.8203489 1.9300772 24597.1706 509.245325 5 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2992 1.9797696 12591.8833 803.218088 13.402369 2000-2009 –> 2010-2019 3.8863278 1.9065582 24805.5309 1495.059731 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2992 1.9823343 12599.6303 65.584867 13.410487 2000-2009 –> 2010-2019 3.8899648 1.9076305 24816.6010 134.388856 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2992 1.9834938 12603.1295 66.438915 13.412496 2000-2009 –> 2010-2019 3.8915089 1.9080151 24821.2914 138.676021 8 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2992 2.0152765 12696.2546 733.185470 12.617355 2000-2009 –> 2010-2019 3.9339882 1.9187117 24945.4562 1336.722106 15 25
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2992 2.0243381 12723.1009 24.209172 12.482923 2000-2009 –> 2010-2019 3.9416592 1.9173212 24968.0179 40.610673 16 25
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3273 1.5954386 12360.3268 807.585620 9.639289 1982-1999 –> 2000-2009 3.0143737 1.4189352 20553.4672 1153.125023 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3273 1.5994268 12376.6698 711.793601 9.748832 1982-1999 –> 2000-2009 3.0171611 1.4177343 20565.8953 1024.010643 5 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3273 1.5960783 12362.9509 619.873526 9.285977 1982-1999 –> 2000-2009 3.0750150 1.4789367 20747.6020 1238.068581 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3273 1.5962389 12363.6098 78.533420 9.165661 1982-1999 –> 2000-2009 3.0885701 1.4923312 20789.9512 156.392104 3 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3273 1.5965197 12364.7609 82.855019 9.137099 1982-1999 –> 2000-2009 3.0920324 1.4955127 20800.9498 166.647948 4 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3273 1.6176883 12448.9855 567.451400 9.998016 1982-1999 –> 2000-2009 3.1070994 1.4894111 20864.2701 1062.049073 8 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3273 1.6146108 12436.5206 22.591805 9.846496 1982-1999 –> 2000-2009 3.1147843 1.5001735 20885.0979 44.091765 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3273 1.6141604 12434.6942 23.832336 9.796229 1982-1999 –> 2000-2009 3.1175946 1.5034342 20893.3111 46.794558 6 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3273 1.6369326 12528.3983 81.370507 8.736356 1982-1999 –> 2000-2009 3.2237939 1.5868613 21238.7392 148.892917 9 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3273 1.6816524 12704.8311 406.663697 6.213660 1982-1999 –> 2000-2009 3.2508511 1.5691987 21363.4159 710.657206 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4401 1.5788574 16523.3831 578.976330 5.759110 2000-2009 –> 2010-2019 3.2605099 1.6816524 29228.2143 985.640026 1 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4401 1.6925408 17135.3807 110.704150 5.846132 2000-2009 –> 2010-2019 3.2887797 1.5962389 29498.9905 189.237570 5 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4401 1.6927198 17136.3116 681.868718 5.856707 2000-2009 –> 2010-2019 3.2887980 1.5960783 29499.2624 1301.742244 6 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4401 1.6925320 17135.3352 107.237014 5.840842 2000-2009 –> 2010-2019 3.2890517 1.5965197 29500.0961 190.092033 4 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4401 1.6963293 17153.0607 34.919395 6.027931 2000-2009 –> 2010-2019 3.3104897 1.6141604 29587.7549 58.751731 7 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4401 1.6967593 17155.2918 33.207175 6.043941 2000-2009 –> 2010-2019 3.3113701 1.6146108 29591.8124 55.798980 8 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4401 1.6977337 17160.3447 677.520541 6.063014 2000-2009 –> 2010-2019 3.3154219 1.6176883 29609.3302 1244.971941 9 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4401 1.6206934 16751.5785 548.350964 6.187876 2000-2009 –> 2010-2019 3.3457511 1.7250577 29621.2254 927.979397 2 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4401 1.7373915 17365.5883 119.053055 6.469705 2000-2009 –> 2010-2019 3.3743241 1.6369326 29893.9866 200.423562 10 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4401 1.7596871 17475.8240 34.268881 5.908789 2000-2009 –> 2010-2019 3.4330857 1.6733986 30146.4474 57.766328 14 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1902 1.2708337 6323.3587 565.886392 5.484909 1982-1999 –> 2000-2009 2.3183275 1.0474938 10586.8418 1195.226369 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1902 1.2795502 6349.3609 115.491617 5.513308 1982-1999 –> 2000-2009 2.3375648 1.0580146 10641.8257 246.641032 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1902 1.2808503 6353.2239 127.493435 5.507183 1982-1999 –> 2000-2009 2.3407642 1.0599139 10650.8900 275.712494 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1902 1.2872807 6372.2738 83.418132 5.356850 1982-1999 –> 2000-2009 2.3834313 1.0961506 10767.4289 182.945340 4 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1902 1.3325524 6503.7563 899.835687 6.427391 1982-1999 –> 2000-2009 2.4146379 1.0820855 10861.4596 1486.661439 7 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1902 1.3369579 6514.3116 468.937607 6.462592 1982-1999 –> 2000-2009 2.4222548 1.0852970 10878.6089 919.216618 8 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1902 1.3280396 6490.8518 883.130864 6.155262 1982-1999 –> 2000-2009 2.4249134 1.0968738 10887.9195 1572.669977 6 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1902 1.3376018 6518.1434 745.380445 6.445238 1982-1999 –> 2000-2009 2.4256204 1.0880185 10891.7039 1321.929359 9 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1902 1.3402737 6525.7342 865.394500 6.462590 1982-1999 –> 2000-2009 2.4306921 1.0904184 10905.6843 1537.042526 11 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1902 1.3448117 6536.5925 20.166253 6.488249 1982-1999 –> 2000-2009 2.4383082 1.0934965 10922.7172 47.049049 12 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2493 1.4113808 8806.8460 631.811478 5.689491 2000-2009 –> 2010-2019 2.6822144 1.2708337 15130.2047 1197.697870 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2493 1.4116073 8807.6464 194.193846 5.851171 2000-2009 –> 2010-2019 2.6911575 1.2795502 15157.0073 309.685464 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2493 1.4116240 8807.7053 202.993566 5.855544 2000-2009 –> 2010-2019 2.6924743 1.2808503 15160.9292 330.487002 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2493 1.4109263 8805.2404 144.385663 5.649925 2000-2009 –> 2010-2019 2.6982070 1.2872807 15177.5142 227.803795 1 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2493 1.4123843 8808.3901 24.117662 5.766789 2000-2009 –> 2010-2019 2.7386258 1.3262415 15292.0879 43.168789 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2493 1.4909541 9078.3170 587.207200 6.246545 2000-2009 –> 2010-2019 2.8279120 1.3369579 15592.6286 1056.144808 10 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2493 1.4897809 9074.3922 24.371389 6.386190 2000-2009 –> 2010-2019 2.8345927 1.3448117 15610.9846 44.537642 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2493 1.4893894 9073.0814 25.671954 6.442839 2000-2009 –> 2010-2019 2.8367700 1.3473806 15616.9334 46.656288 8 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2493 1.5737781 9347.8747 588.934793 6.074616 2000-2009 –> 2010-2019 2.9138093 1.3400312 15870.9207 1144.416718 13 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2493 1.5715168 9342.7053 938.524544 5.923925 2000-2009 –> 2010-2019 2.9166508 1.3451340 15882.2093 1825.195738 12 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4783 1.0307804 13877.5710 39.791727 4.913455 1982-1999 –> 2000-2009 1.9876628 0.9568824 23573.3613 93.515368 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4783 1.0422548 13983.4692 367.905580 5.049259 1982-1999 –> 2000-2009 2.0029634 0.9607085 23707.3613 748.474493 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4783 1.0467204 14024.3673 49.953259 5.063632 1982-1999 –> 2000-2009 2.0101066 0.9633862 23767.8594 114.144076 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4783 1.0471996 14028.7460 57.333802 5.060947 1982-1999 –> 2000-2009 2.0109695 0.9637699 23775.0422 133.108066 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4783 1.0861987 14376.5226 10.111094 5.574974 1982-1999 –> 2000-2009 2.0974202 1.0112216 24459.2699 22.499465 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4783 1.2740523 15904.4760 496.971068 6.389294 1982-1999 –> 2000-2009 2.3700674 1.0960151 26556.2584 992.307233 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4783 1.2961092 16068.6697 603.026611 6.655373 1982-1999 –> 2000-2009 2.4091178 1.1130086 26828.7989 962.309246 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4783 1.3024539 16115.3823 513.146289 6.743488 1982-1999 –> 2000-2009 2.4188701 1.1164162 26897.0390 813.995516 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4783 1.3196567 16238.9032 34.756693 6.617898 1982-1999 –> 2000-2009 2.4636122 1.1439555 27190.1609 68.718164 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4783 1.3344383 16347.4572 438.964480 6.057758 1982-1999 –> 2000-2009 2.5261820 1.1917437 27588.9123 803.632901 11 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5415 1.0374889 15779.6840 72.565404 7.255217 2000-2009 –> 2010-2019 2.0682694 1.0307804 29657.2550 112.357131 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5415 1.0314224 15716.1714 637.889852 7.176264 2000-2009 –> 2010-2019 2.0736772 1.0422548 29699.6406 1005.795432 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5415 1.0336275 15739.3005 82.053487 7.305339 2000-2009 –> 2010-2019 2.0803479 1.0467204 29763.6678 132.006745 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5415 1.0337976 15741.0826 90.797199 7.310744 2000-2009 –> 2010-2019 2.0809972 1.0471996 29769.8286 148.131001 3 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5415 1.0439425 15844.8422 18.330115 6.927384 2000-2009 –> 2010-2019 2.1301412 1.0861987 30221.3649 28.441209 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5415 1.3079581 18288.6040 764.860677 8.506076 2000-2009 –> 2010-2019 2.5820103 1.2740523 34193.0799 1261.831745 13 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5415 1.2797118 18052.1598 750.413600 8.383188 2000-2009 –> 2010-2019 2.6128374 1.3331256 34390.2024 1230.289872 8 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5415 1.2787785 18044.2586 599.772076 8.502431 2000-2009 –> 2010-2019 2.6132168 1.3344383 34391.7158 1038.736556 7 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5415 1.2786370 18043.0604 692.123125 8.527716 2000-2009 –> 2010-2019 2.6134959 1.3348589 34393.5322 1209.357353 6 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5415 1.2828891 18077.0160 31.971063 8.456855 2000-2009 –> 2010-2019 2.6216135 1.3387244 34453.1491 49.052826 9 24
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10984 0.6035874 20094.3807 271.022220 2.785995 1982-1999 –> 2000-2009 1.4377246 0.8341372 40033.4367 386.539225 1 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10984 0.7206063 23987.1566 270.136172 8.338178 1982-1999 –> 2000-2009 1.5105442 0.7899378 43049.6701 449.273331 3 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10984 0.7296318 24260.5938 294.134716 8.471995 1982-1999 –> 2000-2009 1.5304963 0.8008645 43544.2821 423.753457 9 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10984 0.7412248 24606.8942 244.204078 8.759942 1982-1999 –> 2000-2009 1.5503844 0.8091596 44056.4831 345.170334 11 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10984 0.6512484 21763.9557 207.613646 3.034531 1982-1999 –> 2000-2009 1.5656596 0.9144112 43182.3194 302.808353 2 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 10984 0.7256988 24141.8579 145.381302 3.934292 1982-1999 –> 2000-2009 1.5662843 0.8405855 44204.8963 271.854053 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10984 0.7265334 24167.1070 15.030232 3.916583 1982-1999 –> 2000-2009 1.5711202 0.8445868 44306.6027 34.221764 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10984 0.7265446 24167.4452 15.017841 3.915777 1982-1999 –> 2000-2009 1.5712625 0.8447179 44309.4403 31.539111 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10984 0.7253220 24130.4474 14.309839 3.937610 1982-1999 –> 2000-2009 1.5742749 0.8489529 44352.9575 31.591089 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 10984 0.7272428 24186.5455 10.175565 3.871964 1982-1999 –> 2000-2009 1.5776415 0.8503987 44434.4508 21.307105 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14697 0.6772848 30268.5124 232.548994 5.235062 2000-2009 –> 2010-2019 1.2808722 0.6035874 50362.8931 503.571214 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14697 0.6959523 31067.7146 150.521775 4.744363 2000-2009 –> 2010-2019 1.3472008 0.6512484 52831.6703 358.135422 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14697 0.6872977 30699.8913 157.754802 4.002963 2000-2009 –> 2010-2019 1.4270772 0.7397794 55263.9077 393.793100 2 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 14697 0.7004532 31255.2000 144.567449 4.362714 2000-2009 –> 2010-2019 1.4479138 0.7474606 56044.1347 352.108432 4 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 14697 0.7252212 32278.6152 193.823489 5.143794 2000-2009 –> 2010-2019 1.4509200 0.7256988 56420.4731 339.204791 7 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14697 0.7248752 32264.5898 16.832453 5.158649 2000-2009 –> 2010-2019 1.4514198 0.7265446 56432.0351 31.850294 5 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14697 0.7248955 32265.4130 16.833639 5.157739 2000-2009 –> 2010-2019 1.4514289 0.7265334 56432.5200 31.863871 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14697 0.7387663 32822.5497 18.463981 5.129482 2000-2009 –> 2010-2019 1.4640883 0.7253220 56952.9971 32.773820 8 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 14697 0.7445619 33050.2457 12.353124 5.086479 2000-2009 –> 2010-2019 1.4718047 0.7272428 57236.7911 22.528689 9 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14697 0.7898682 34788.5512 232.607085 8.376274 2000-2009 –> 2010-2019 1.5104745 0.7206063 58775.7078 502.743256 10 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5168 1.2434557 16932.3048 320.114959 4.363377 1982-1999 –> 2000-2009 2.2431879 0.9997322 30988.3075 740.697345 9 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5168 1.2329798 16844.8568 72.809847 4.199658 1982-1999 –> 2000-2009 2.2565765 1.0235967 31134.3573 147.756912 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5168 1.2410936 16912.6516 79.788582 4.173153 1982-1999 –> 2000-2009 2.2683459 1.0272523 31237.4381 168.657368 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5168 1.2400295 16903.7860 48.671972 4.143723 1982-1999 –> 2000-2009 2.2690195 1.0289900 31245.3019 112.276494 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5168 1.2425667 16924.9126 51.257182 4.143360 1982-1999 –> 2000-2009 2.2797419 1.0371752 31344.8515 113.655220 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5168 1.2450332 16945.4094 49.118571 4.177692 1982-1999 –> 2000-2009 2.2825488 1.0375156 31368.5963 112.428282 12 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5168 1.2453009 16947.6315 414.270744 4.358988 1982-1999 –> 2000-2009 2.2857060 1.0404051 31398.3466 991.019946 14 22
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 5168 1.2531322 17010.4277 23.904210 3.855748 1982-1999 –> 2000-2009 2.2914000 1.0382678 31438.7879 42.598490 25 32
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5168 1.2324543 16840.4507 192.836449 4.178117 1982-1999 –> 2000-2009 2.2986522 1.0661979 31533.5560 337.116861 1 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5168 1.2429039 16927.7169 386.994209 4.304408 1982-1999 –> 2000-2009 2.3032798 1.0603759 31566.6255 919.136461 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6286 1.4238108 22295.0471 502.256445 7.304933 2000-2009 –> 2010-2019 2.6672164 1.2434056 39226.9353 855.342428 2 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6286 1.4303417 22352.5824 41.746465 7.168979 2000-2009 –> 2010-2019 2.6729084 1.2425667 39277.4950 93.003647 5 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6286 1.4319674 22366.8631 76.210457 7.146367 2000-2009 –> 2010-2019 2.6730610 1.2410936 39279.5147 155.999039 9 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6286 1.4315306 22363.0273 489.632759 7.159557 2000-2009 –> 2010-2019 2.6744345 1.2429039 39290.7442 876.626968 6 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6286 1.4315726 22361.3965 27.719194 7.175290 2000-2009 –> 2010-2019 2.6749782 1.2434056 39291.2847 76.545722 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6286 1.4227076 22285.3023 479.526368 7.236019 2000-2009 –> 2010-2019 2.6771341 1.2544265 39308.3998 807.981117 1 28
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6286 1.4448609 22479.5553 78.970132 6.819299 2000-2009 –> 2010-2019 2.6778407 1.2329798 39324.4121 151.779979 30 32
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6286 1.4404055 22440.7285 41.363299 6.852639 2000-2009 –> 2010-2019 2.6804351 1.2400295 39344.5145 90.035271 23 27
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6286 1.4415785 22450.9623 420.842127 6.816022 2000-2009 –> 2010-2019 2.6850342 1.2434557 39383.2671 740.957086 24 34
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6286 1.4416032 22449.1775 30.906574 6.824247 2000-2009 –> 2010-2019 2.6852256 1.2436224 39380.8676 77.040121 25 36

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 3.444780 724.2651
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.931606 647.3008
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.254121 3432.5572
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.333719 3260.0506
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.507979 4437.5555
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.090249 4593.0092
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.958508 7066.3075
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.049005 6980.7199
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.734947 9248.5147
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.553787 10140.9142
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.701032 18093.6648
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.042586 20222.6418
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.007026 29713.0059
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.494209 32405.0963
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.187342 7801.3495
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.547786 9253.9763
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.552712 9921.8209
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.061820 11282.7554
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.958960 16625.4403
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.683233 16349.8502
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.041029 2521.2380
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.352624 3696.2374
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.089990 3923.8289
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.267394 5257.0436
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.234092 7857.3651
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.438040 10936.3806
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.325308 11694.1381
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.527615 16523.4345
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.230317 23992.2054
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.533278 38917.3396
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.002298 25806.5038
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.106389 30234.9326
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.303287 22296.6418
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.723306 26716.7793
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.759704 30187.3264
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.186757 35443.0523
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.674786 34824.8409
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.887370 42893.4782
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.436988 46205.5092
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.189793 56668.3949
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.244389 52026.2978
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.206676 64875.6631
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.195178 18166.9023
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.722671 22252.7087
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.581792 19720.6040
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.809771 24562.4778
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.110128 20870.2700
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.321758 29617.7120
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.393651 10799.5080
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.783241 15449.1420
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.229697 25434.4064
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.347661 32093.3436
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.545539 43547.4539
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.430320 55675.3130
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 2.277846 31325.6169
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.676827 39310.7435

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
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
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
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
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 --> 2000-2009
(-Inf,26] 6 4 6 5 10 9 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 5 7 6 6 9 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 5 7 6 7 10 7
(27.25,27.5] 7 10 5 6 4 5 10
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 10 5 10
(28.1,28.15] 6 2 6 6 6 7 10
(28.15,28.2] 9 9 4 5 4 5 8
(28.2, Inf] 9 10 3 4 10 3 5
total 90.00 68.00 74.00 88.00 108.00 94.00 118.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 8 5 6 6 8 10 6
(27.25,27.5] 7 9 4 6 8 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 4 5 10 9 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 5 3 4 7 10 6 10
(28.1,28.15] 5 3 4 7 10 6 10
(28.15,28.2] 8 9 3 4 5 5 9
(28.2, Inf] 10 10 2 4 9 4 5
total 94.00 78.00 69.00 84.00 120.00 99.00 109.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 7 7 7 7 6 7 9
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 8 8 7 5 8 6 7
(27.85,27.95] 9 8 4 4 10 6 7
(27.95,28.05] 6 4 5 7 10 5 10
(28.05,28.1] 7 5 6 6 9 5 10
(28.1,28.2] 5 6 4 8 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 5 5 6 10 8 7
total 97.00 95.00 83.00 92.00 106.00 90.00 112.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 7 6 7 7 7 7 9
(26.5,26.75] 8 5 8 6 4 9 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 7 6 7 6 7 6 10
(27.85,27.95] 8 5 5 5 10 4 10
(27.95,28.05] 6 4 4 6 10 5 10
(28.05,28.1] 6 2 5 7 8 7 10
(28.1,28.2] 5 5 6 7 9 6 10
(28.2,28.3] 4 6 7 5 9 10 7
(28.3, Inf] 7 6 4 7 10 10 4
total 90.00 85.00 85.00 90.00 108.00 95.00 116.00

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
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
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
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
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  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1