eMLR - model fitting
Jens Daniel Müller and Donghe Zhu
22 July, 2021
Last updated: 2021-07-22
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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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 | 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. |
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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, oxygen, aou, nitrate, 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_o2) %>%
# select(-lm_coeff_filter) %>%
# unique()
# lm_rm <- lm_rm_ph %>%
# select(-lm_coeff_filter) %>%
# unique()
#
lm_all <- anti_join(lm_all, lm_rm_ph)
# 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:
- 101
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 + oxygen + aou + nitrate + phosphate | 250 | 5.3396497 | 1561.04930 | 172.013376 | 15.6982126 | 1982-1999 –> 2000-2009 | 9.8759075 | 4.5362578 | 3902.295790 | 419.593500 | 1 | 2 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 250 | 5.4622089 | 1572.39590 | 56.406965 | 16.0078175 | 1982-1999 –> 2000-2009 | 10.1558417 | 4.6936327 | 3940.721341 | 138.237293 | 2 | 4 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 250 | 5.5041447 | 1576.21996 | 73.422608 | 16.4879687 | 1982-1999 –> 2000-2009 | 10.2384123 | 4.7342676 | 3951.389823 | 169.145879 | 3 | 6 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 250 | 5.6837897 | 1592.27837 | 82.989367 | 17.6212619 | 1982-1999 –> 2000-2009 | 10.6251472 | 4.9413575 | 4001.441802 | 160.891472 | 5 | 9 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 250 | 5.6819408 | 1590.11570 | 142.959684 | 18.6086353 | 1982-1999 –> 2000-2009 | 10.6625322 | 4.9805915 | 4003.558522 | 389.626277 | 4 | 9 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 250 | 5.8249986 | 1602.54865 | 95.824276 | 15.2723238 | 1982-1999 –> 2000-2009 | 10.9195390 | 5.0945404 | 4033.952392 | 219.712931 | 7 | 13 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 250 | 5.8288696 | 1602.88081 | 54.267320 | 15.2964875 | 1982-1999 –> 2000-2009 | 10.9344484 | 5.1055788 | 4036.003067 | 130.380774 | 8 | 15 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 250 | 5.7400834 | 1595.20614 | 52.667985 | 16.3217756 | 1982-1999 –> 2000-2009 | 10.9415713 | 5.2014879 | 4043.105442 | 125.148178 | 6 | 16 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 250 | 5.8384731 | 1603.70392 | 72.396762 | 15.5853200 | 1982-1999 –> 2000-2009 | 10.9511378 | 5.1126647 | 4037.927386 | 167.902048 | 9 | 17 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 250 | 5.8517500 | 1604.83964 | 55.198842 | 18.4887732 | 1982-1999 –> 2000-2009 | 10.9801357 | 5.1283857 | 4041.500845 | 136.453717 | 11 | 20 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 318 | 4.5697386 | 1882.81893 | 135.577399 | 16.4653651 | 2000-2009 –> 2010-2019 | 9.9093884 | 5.3396497 | 3443.868223 | 307.590775 | 1 | 2 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 318 | 4.7248694 | 1904.05110 | 39.582653 | 16.3390235 | 2000-2009 –> 2010-2019 | 10.1870783 | 5.4622089 | 3476.447000 | 95.989618 | 3 | 5 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 318 | 4.7499761 | 1907.42169 | 41.837675 | 16.5753938 | 2000-2009 –> 2010-2019 | 10.2541208 | 5.5041447 | 3483.641649 | 115.260284 | 4 | 7 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 318 | 4.6840729 | 1896.53576 | 119.945675 | 17.7717594 | 2000-2009 –> 2010-2019 | 10.3660137 | 5.6819408 | 3486.651458 | 262.905358 | 2 | 6 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 318 | 4.9672977 | 1935.87403 | 48.681140 | 16.9212008 | 2000-2009 –> 2010-2019 | 10.6510874 | 5.6837897 | 3528.152398 | 131.670507 | 6 | 11 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 318 | 4.8611186 | 1920.13173 | 37.457740 | 17.9801537 | 2000-2009 –> 2010-2019 | 10.7128686 | 5.8517500 | 3524.971371 | 92.656581 | 5 | 16 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 318 | 5.0933278 | 1949.80929 | 39.062803 | 13.0914963 | 2000-2009 –> 2010-2019 | 10.8334112 | 5.7400834 | 3545.015423 | 91.730788 | 11 | 17 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 318 | 5.0874099 | 1949.06989 | 80.161140 | 15.5569858 | 2000-2009 –> 2010-2019 | 10.9124085 | 5.8249986 | 3551.618538 | 175.985417 | 8 | 15 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 318 | 5.0899415 | 1949.38630 | 34.671630 | 15.5444065 | 2000-2009 –> 2010-2019 | 10.9188111 | 5.8288696 | 3552.267108 | 88.938949 | 9 | 17 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 318 | 5.0916793 | 1949.60340 | 39.948878 | 15.5986811 | 2000-2009 –> 2010-2019 | 10.9301524 | 5.8384731 | 3553.307320 | 112.345640 | 10 | 19 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 931 | 3.3337589 | 4898.09863 | 405.609478 | 19.0301155 | 1982-1999 –> 2000-2009 | 8.1632058 | 4.8294469 | 12917.173494 | 616.327347 | 1 | 2 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 931 | 3.4445756 | 4958.98645 | 528.927895 | 18.6053430 | 1982-1999 –> 2000-2009 | 8.2770405 | 4.8324650 | 12979.731847 | 904.990230 | 2 | 4 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 931 | 3.6083400 | 5045.47104 | 424.813987 | 18.2818554 | 1982-1999 –> 2000-2009 | 8.4668785 | 4.8585384 | 13080.605170 | 683.517935 | 4 | 8 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 931 | 3.9349127 | 5204.79629 | 957.639156 | 16.4208667 | 1982-1999 –> 2000-2009 | 8.7932036 | 4.8582910 | 13237.794227 | 1742.346929 | 5 | 8 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 931 | 3.4779074 | 4974.91768 | 363.631786 | 19.7788231 | 1982-1999 –> 2000-2009 | 8.8038539 | 5.3259465 | 13253.666168 | 572.790891 | 3 | 17 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 931 | 4.0599723 | 5263.05352 | 100.039475 | 18.1122036 | 1982-1999 –> 2000-2009 | 8.9194167 | 4.8594445 | 13296.686262 | 204.225449 | 11 | 16 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 931 | 4.1995759 | 5326.00289 | 98.620540 | 19.3363128 | 1982-1999 –> 2000-2009 | 9.0867080 | 4.8871322 | 13374.828070 | 202.698137 | 12 | 18 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 931 | 4.0521388 | 5259.45744 | 279.884929 | 15.7625035 | 1982-1999 –> 2000-2009 | 9.2259973 | 5.1738585 | 13460.735567 | 483.659400 | 10 | 17 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 931 | 4.0384316 | 5253.14818 | 480.089040 | 15.5663876 | 1982-1999 –> 2000-2009 | 9.2313690 | 5.1929373 | 13464.268682 | 804.635434 | 6 | 16 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 931 | 4.0461514 | 5256.70413 | 258.340233 | 15.3605715 | 1982-1999 –> 2000-2009 | 9.2370593 | 5.1909079 | 13466.779391 | 405.349387 | 8 | 17 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1138 | 4.9308611 | 6874.89313 | 186.526827 | 49.8978393 | 2000-2009 –> 2010-2019 | 8.2646200 | 3.3337589 | 11772.991762 | 592.136305 | 2 | 3 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1138 | 4.9383419 | 6878.34352 | 299.557698 | 48.6694442 | 2000-2009 –> 2010-2019 | 8.3829174 | 3.4445756 | 11837.329962 | 828.485593 | 3 | 5 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 1138 | 5.0396512 | 6924.56281 | 186.038263 | 47.1191033 | 2000-2009 –> 2010-2019 | 8.6479912 | 3.6083400 | 11970.033846 | 580.317219 | 5 | 9 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1138 | 4.8406040 | 6830.84600 | 566.994363 | 48.6662944 | 2000-2009 –> 2010-2019 | 8.7755166 | 3.9349127 | 12035.642289 | 1524.633519 | 1 | 6 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1138 | 4.9439045 | 6878.90581 | 77.184436 | 46.5639870 | 2000-2009 –> 2010-2019 | 9.0038768 | 4.0599723 | 12141.959337 | 177.223911 | 4 | 15 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1138 | 5.5542871 | 7143.86558 | 179.899897 | 55.0867584 | 2000-2009 –> 2010-2019 | 9.0321944 | 3.4779074 | 12118.783260 | 543.531683 | 14 | 17 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1138 | 5.0483920 | 6926.50691 | 76.688434 | 44.4017652 | 2000-2009 –> 2010-2019 | 9.2479678 | 4.1995759 | 12252.509798 | 175.308974 | 6 | 18 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1138 | 5.2505701 | 7015.87836 | 264.633801 | 36.7837610 | 2000-2009 –> 2010-2019 | 9.2890018 | 4.0384316 | 12269.026537 | 744.722841 | 8 | 14 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 1138 | 5.2461334 | 7013.95434 | 389.034504 | 36.8507275 | 2000-2009 –> 2010-2019 | 9.2919987 | 4.0458653 | 12270.526791 | 1052.476241 | 7 | 14 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1138 | 5.2527843 | 7016.83795 | 123.879015 | 37.0148484 | 2000-2009 –> 2010-2019 | 9.2989357 | 4.0461514 | 12273.542083 | 382.219247 | 9 | 17 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1005 | 2.9767315 | 5058.62648 | 914.650786 | 26.7866393 | 1982-1999 –> 2000-2009 | 6.4959090 | 3.5191775 | 12359.871898 | 1215.597696 | 1 | 3 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 1005 | 3.0075330 | 5079.31792 | 860.998630 | 25.4101168 | 1982-1999 –> 2000-2009 | 6.5225466 | 3.5150137 | 12377.340768 | 1158.410651 | 3 | 4 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1005 | 3.0442502 | 5101.70829 | 639.729990 | 30.1595236 | 1982-1999 –> 2000-2009 | 6.6068087 | 3.5625584 | 12434.302664 | 896.846006 | 5 | 8 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1005 | 3.0389052 | 5098.17607 | 141.905014 | 20.1326839 | 1982-1999 –> 2000-2009 | 6.6283617 | 3.5894565 | 12451.244903 | 262.157822 | 4 | 10 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1005 | 3.0581082 | 5110.83739 | 135.022064 | 19.5669194 | 1982-1999 –> 2000-2009 | 6.6436647 | 3.5855565 | 12460.947158 | 253.846818 | 6 | 11 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1005 | 2.9832127 | 5060.99811 | 762.895354 | 27.9331930 | 1982-1999 –> 2000-2009 | 6.6557434 | 3.6725307 | 12476.346836 | 1060.668722 | 2 | 12 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 1005 | 3.1386782 | 5163.10796 | 650.062128 | 29.3966928 | 1982-1999 –> 2000-2009 | 6.7108538 | 3.5721757 | 12503.040567 | 909.854229 | 9 | 13 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1005 | 3.1418196 | 5163.11873 | 326.956526 | 21.0317463 | 1982-1999 –> 2000-2009 | 6.7592646 | 3.6174450 | 12535.329859 | 645.006096 | 10 | 18 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 1005 | 3.1227322 | 5150.87015 | 107.689280 | 19.4051697 | 1982-1999 –> 2000-2009 | 6.8005556 | 3.6778234 | 12568.138925 | 192.753555 | 8 | 19 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + nitrate | 1005 | 3.2117427 | 5207.36194 | 124.494132 | 20.4230235 | 1982-1999 –> 2000-2009 | 6.8272410 | 3.6154983 | 12578.107850 | 226.675115 | 11 | 18 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1041 | 3.3178463 | 5465.20564 | 509.551896 | 34.4713489 | 2000-2009 –> 2010-2019 | 6.2945778 | 2.9767315 | 10523.832119 | 1424.202681 | 1 | 2 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1041 | 3.3216200 | 5465.57240 | 487.879411 | 33.6818301 | 2000-2009 –> 2010-2019 | 6.3048328 | 2.9832127 | 10526.570504 | 1250.774766 | 2 | 4 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 1041 | 3.3631379 | 5493.43463 | 512.435096 | 33.6491225 | 2000-2009 –> 2010-2019 | 6.3706709 | 3.0075330 | 10572.752549 | 1373.433726 | 3 | 6 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1041 | 3.4024206 | 5515.61223 | 363.965040 | 39.2011653 | 2000-2009 –> 2010-2019 | 6.4466709 | 3.0442502 | 10617.320512 | 1003.695031 | 4 | 9 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1041 | 3.4358850 | 5535.98961 | 134.016430 | 22.5383187 | 2000-2009 –> 2010-2019 | 6.4747902 | 3.0389052 | 10634.165688 | 275.921444 | 6 | 10 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 1041 | 3.4178040 | 5523.00435 | 170.927610 | 42.5486281 | 2000-2009 –> 2010-2019 | 6.5012242 | 3.0834202 | 10648.410088 | 386.560821 | 5 | 12 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1041 | 3.4749584 | 5559.53283 | 131.852609 | 21.9224445 | 2000-2009 –> 2010-2019 | 6.5330666 | 3.0581082 | 10670.370214 | 266.874673 | 10 | 16 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 1041 | 3.4601131 | 5548.61928 | 79.221760 | 21.3264806 | 2000-2009 –> 2010-2019 | 6.5828452 | 3.1227322 | 10699.489429 | 186.911040 | 7 | 15 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 1041 | 3.4726352 | 5558.14040 | 375.349982 | 38.8260251 | 2000-2009 –> 2010-2019 | 6.6113134 | 3.1386782 | 10721.248368 | 1025.412110 | 9 | 18 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1041 | 3.5490475 | 5601.45622 | 286.212660 | 24.9697900 | 2000-2009 –> 2010-2019 | 6.6908671 | 3.1418196 | 10764.574947 | 613.169187 | 11 | 21 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1569 | 2.9255576 | 7835.22536 | 577.711455 | 19.8119251 | 1982-1999 –> 2000-2009 | 5.9678144 | 3.0422568 | 18608.262475 | 1047.670192 | 1 | 2 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1569 | 2.9278026 | 7835.63250 | 80.482967 | 17.8701069 | 1982-1999 –> 2000-2009 | 6.0029894 | 3.0751867 | 18652.425141 | 186.086579 | 4 | 7 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 1569 | 2.9570236 | 7868.79609 | 576.122125 | 19.0501427 | 1982-1999 –> 2000-2009 | 6.0054279 | 3.0484043 | 18650.412464 | 1040.136946 | 6 | 8 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1569 | 2.9276481 | 7835.46684 | 971.089675 | 18.9582203 | 1982-1999 –> 2000-2009 | 6.0213028 | 3.0936548 | 18677.706540 | 1848.811903 | 3 | 8 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1569 | 2.9590173 | 7868.91110 | 76.414264 | 18.6893925 | 1982-1999 –> 2000-2009 | 6.0375676 | 3.0785503 | 18690.349753 | 177.442733 | 7 | 11 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1569 | 2.9257940 | 7833.47894 | 405.716398 | 19.3869813 | 1982-1999 –> 2000-2009 | 6.0376460 | 3.1118520 | 18700.644373 | 780.748044 | 2 | 8 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 1569 | 2.9284441 | 7834.31991 | 67.220946 | 17.9604396 | 1982-1999 –> 2000-2009 | 6.0403161 | 3.1118720 | 18699.512697 | 155.169256 | 5 | 12 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1569 | 3.0533160 | 7967.35328 | 551.751495 | 23.3233558 | 1982-1999 –> 2000-2009 | 6.3852477 | 3.3319317 | 19124.938978 | 1009.478775 | 8 | 16 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1569 | 3.0905068 | 8003.34459 | 50.779460 | 21.8328645 | 1982-1999 –> 2000-2009 | 6.4255528 | 3.3350461 | 19162.900957 | 116.045562 | 9 | 18 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1569 | 3.4280169 | 8330.58839 | 146.345809 | 33.7619016 | 1982-1999 –> 2000-2009 | 6.7950640 | 3.3670472 | 19532.730774 | 358.264927 | 10 | 23 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1467 | 2.9529901 | 7352.15441 | 537.482413 | 23.1052877 | 2000-2009 –> 2010-2019 | 5.8787841 | 2.9257940 | 15185.633344 | 943.198810 | 2 | 3 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1467 | 2.8453371 | 7243.19531 | 927.861199 | 23.9462771 | 2000-2009 –> 2010-2019 | 5.8986531 | 3.0533160 | 15210.548589 | 1479.612694 | 1 | 6 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1467 | 2.9899370 | 7388.63594 | 76.401886 | 23.2414384 | 2000-2009 –> 2010-2019 | 5.9177396 | 2.9278026 | 15224.268439 | 156.884853 | 3 | 5 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 1467 | 2.9935171 | 7390.14697 | 51.088386 | 23.1566032 | 2000-2009 –> 2010-2019 | 5.9219612 | 2.9284441 | 15224.466878 | 118.309331 | 4 | 7 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1467 | 3.0154959 | 7413.61014 | 72.316816 | 23.2380155 | 2000-2009 –> 2010-2019 | 5.9745133 | 2.9590173 | 15282.521243 | 148.731080 | 5 | 9 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1467 | 3.0802172 | 7473.91595 | 34.983274 | 23.4041420 | 2000-2009 –> 2010-2019 | 6.1707239 | 3.0905068 | 15477.260541 | 85.762734 | 6 | 12 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1467 | 3.3082308 | 7685.44304 | 749.670693 | 22.5028318 | 2000-2009 –> 2010-2019 | 6.7713314 | 3.4631005 | 16047.983702 | 1249.308644 | 8 | 20 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 1467 | 3.4166149 | 7778.02556 | 225.834508 | 21.8093835 | 2000-2009 –> 2010-2019 | 6.9283358 | 3.5117209 | 16182.315918 | 443.353187 | 10 | 24 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1467 | 3.5038511 | 7853.99874 | 126.080022 | 21.9510259 | 2000-2009 –> 2010-2019 | 6.9318680 | 3.4280169 | 16184.587129 | 272.425831 | 12 | 19 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 1467 | 3.5073165 | 7854.89916 | 78.264979 | 21.8525873 | 2000-2009 –> 2010-2019 | 6.9425844 | 3.4352678 | 16190.118068 | 193.037458 | 13 | 21 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1898 | 2.6295045 | 9070.24604 | 373.582358 | 18.5441676 | 1982-1999 –> 2000-2009 | 5.0139889 | 2.3844844 | 23209.873163 | 831.438976 | 5 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1898 | 2.6252098 | 9064.04110 | 605.049023 | 17.8609821 | 1982-1999 –> 2000-2009 | 5.0201726 | 2.3949628 | 23230.739774 | 1358.633499 | 4 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1898 | 2.6227696 | 9060.51099 | 645.296915 | 17.0094916 | 1982-1999 –> 2000-2009 | 5.0205718 | 2.3978022 | 23234.525083 | 1403.830587 | 1 | 4 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1898 | 2.6227849 | 9060.53315 | 401.384363 | 17.0526793 | 1982-1999 –> 2000-2009 | 5.0431202 | 2.4203353 | 23292.295707 | 863.342820 | 2 | 7 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1898 | 2.6927363 | 9158.44838 | 472.583213 | 20.4174081 | 1982-1999 –> 2000-2009 | 5.0922463 | 2.3995100 | 23334.858275 | 1177.756318 | 9 | 13 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 1898 | 2.6228337 | 9058.60378 | 326.151340 | 17.1479911 | 1982-1999 –> 2000-2009 | 5.1240765 | 2.5012428 | 23491.377705 | 770.767323 | 3 | 14 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1898 | 2.7083685 | 9180.42165 | 166.651248 | 20.8484854 | 1982-1999 –> 2000-2009 | 5.1352591 | 2.4268907 | 23426.883675 | 455.268709 | 10 | 16 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1898 | 2.6798706 | 9140.26790 | 35.179230 | 19.8582535 | 1982-1999 –> 2000-2009 | 5.1363239 | 2.4564533 | 23461.482759 | 107.275683 | 6 | 14 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1898 | 2.6830262 | 9144.73524 | 368.008198 | 20.1238881 | 1982-1999 –> 2000-2009 | 5.1389429 | 2.4559166 | 23464.601173 | 947.178401 | 7 | 14 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 1898 | 2.7085274 | 9178.64437 | 33.440892 | 20.8842679 | 1982-1999 –> 2000-2009 | 5.1649991 | 2.4564718 | 23497.905686 | 97.900089 | 11 | 20 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1874 | 2.9283655 | 9359.19928 | 421.112617 | 11.7899943 | 2000-2009 –> 2010-2019 | 5.5578699 | 2.6295045 | 18429.445323 | 794.694975 | 1 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1874 | 2.9574745 | 9396.27186 | 663.424435 | 11.4499321 | 2000-2009 –> 2010-2019 | 5.5826843 | 2.6252098 | 18460.312963 | 1268.473458 | 2 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1874 | 2.9745492 | 9417.84830 | 647.054519 | 11.4811089 | 2000-2009 –> 2010-2019 | 5.5973341 | 2.6227849 | 18478.381447 | 1234.300249 | 3 | 5 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1874 | 2.9756081 | 9419.18234 | 682.502196 | 11.5412036 | 2000-2009 –> 2010-2019 | 5.5983777 | 2.6227696 | 18479.693328 | 1327.799111 | 4 | 5 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 1874 | 2.9756875 | 9417.28233 | 426.500824 | 11.5255984 | 2000-2009 –> 2010-2019 | 5.5985212 | 2.6228337 | 18475.886109 | 752.652164 | 5 | 8 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1874 | 3.0422809 | 9500.23461 | 621.813034 | 11.7971709 | 2000-2009 –> 2010-2019 | 5.7350171 | 2.6927363 | 18658.682992 | 1094.396247 | 6 | 15 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1874 | 3.2636801 | 9763.52379 | 235.082311 | 14.5755828 | 2000-2009 –> 2010-2019 | 5.9720486 | 2.7083685 | 18943.945439 | 401.733559 | 7 | 17 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1874 | 3.3207444 | 9828.48993 | 42.618406 | 18.2398594 | 2000-2009 –> 2010-2019 | 6.0006150 | 2.6798706 | 18968.757836 | 77.797635 | 8 | 14 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1874 | 3.3330657 | 9842.37072 | 479.349279 | 18.5040734 | 2000-2009 –> 2010-2019 | 6.0160919 | 2.6830262 | 18987.105954 | 847.357477 | 9 | 16 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 1874 | 3.3387343 | 9846.73962 | 36.127885 | 18.2375031 | 2000-2009 –> 2010-2019 | 6.0472617 | 2.7085274 | 19025.383990 | 69.568777 | 10 | 21 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2834 | 2.8015842 | 13895.63237 | 191.293330 | 17.6167786 | 1982-1999 –> 2000-2009 | 5.7110410 | 2.9094568 | 32830.005026 | 478.781184 | 1 | 3 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2834 | 2.8283294 | 13949.48509 | 225.256348 | 17.3552050 | 1982-1999 –> 2000-2009 | 5.7185792 | 2.8902498 | 32833.466550 | 549.688047 | 3 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 2834 | 2.8506592 | 13994.05846 | 237.024552 | 17.1570345 | 1982-1999 –> 2000-2009 | 5.7932986 | 2.9426394 | 33014.709972 | 557.897067 | 5 | 9 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2834 | 2.8508504 | 13994.43862 | 222.789083 | 16.8895753 | 1982-1999 –> 2000-2009 | 5.7952063 | 2.9443559 | 33019.526816 | 541.389405 | 6 | 11 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2834 | 2.8520329 | 13994.78928 | 214.971168 | 16.9961266 | 1982-1999 –> 2000-2009 | 5.7969949 | 2.9449620 | 33019.443275 | 533.548666 | 7 | 13 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2834 | 2.9093233 | 14107.51705 | 131.265700 | 17.2760884 | 1982-1999 –> 2000-2009 | 5.8706370 | 2.9613137 | 33174.297160 | 359.564589 | 13 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2834 | 2.9349384 | 14157.20248 | 30.036271 | 17.3348862 | 1982-1999 –> 2000-2009 | 5.8759643 | 2.9410259 | 33171.681179 | 70.818802 | 14 | 17 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2834 | 2.8624409 | 14015.43591 | 222.118983 | 17.2174609 | 1982-1999 –> 2000-2009 | 5.8867284 | 3.0242876 | 33242.307816 | 542.858715 | 11 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2834 | 2.8138891 | 13918.47248 | 28.437557 | 17.7813484 | 1982-1999 –> 2000-2009 | 5.8955903 | 3.0817012 | 33288.422160 | 71.678758 | 2 | 17 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 2834 | 2.8405567 | 13971.93590 | 29.788318 | 17.4363062 | 1982-1999 –> 2000-2009 | 5.9314307 | 3.0908740 | 33364.497628 | 73.293234 | 4 | 20 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2585 | 3.7827472 | 14228.34133 | 235.312140 | 56.5262318 | 2000-2009 –> 2010-2019 | 6.6110765 | 2.8283294 | 28177.826419 | 460.568488 | 1 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2585 | 3.8110375 | 14266.86274 | 197.823091 | 56.1615797 | 2000-2009 –> 2010-2019 | 6.6126216 | 2.8015842 | 28162.495116 | 389.116421 | 7 | 8 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 2585 | 3.7832918 | 14229.08565 | 198.955714 | 53.7396667 | 2000-2009 –> 2010-2019 | 6.6339510 | 2.8506592 | 28223.144107 | 435.980267 | 3 | 8 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2585 | 3.7849463 | 14229.34611 | 194.205056 | 55.2449623 | 2000-2009 –> 2010-2019 | 6.6473872 | 2.8624409 | 28244.782018 | 416.324040 | 5 | 16 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2585 | 3.8155566 | 14272.98968 | 192.136458 | 57.0449582 | 2000-2009 –> 2010-2019 | 6.6664070 | 2.8508504 | 28267.428297 | 414.925541 | 8 | 14 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2585 | 3.8448102 | 14310.47656 | 191.747159 | 60.0347730 | 2000-2009 –> 2010-2019 | 6.6968432 | 2.8520329 | 28305.265846 | 406.718326 | 11 | 18 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2585 | 3.8176438 | 14273.81709 | 128.610077 | 56.5172648 | 2000-2009 –> 2010-2019 | 6.7269671 | 2.9093233 | 28381.334139 | 259.875777 | 10 | 23 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2585 | 3.8583732 | 14328.68224 | 40.895961 | 48.1571356 | 2000-2009 –> 2010-2019 | 6.7933116 | 2.9349384 | 28485.884724 | 70.932232 | 13 | 27 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 2585 | 3.8591843 | 14327.76886 | 26.078525 | 47.4271527 | 2000-2009 –> 2010-2019 | 6.8189301 | 2.9597459 | 28530.678582 | 41.685471 | 14 | 29 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2585 | 3.7843340 | 14228.50961 | 165.894106 | 53.6203623 | 2000-2009 –> 2010-2019 | 6.9299602 | 3.1456263 | 28778.654936 | 360.719400 | 4 | 27 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3833 | 3.5444556 | 20592.02097 | 153.491196 | 23.6320666 | 1982-1999 –> 2000-2009 | 6.4597089 | 2.9152533 | 47804.668359 | 336.489206 | 3 | 4 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3833 | 3.5304913 | 20561.75910 | 184.283000 | 23.9390193 | 1982-1999 –> 2000-2009 | 6.4613463 | 2.9308550 | 47832.734237 | 394.268567 | 1 | 5 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3833 | 3.5455465 | 20592.38002 | 123.241676 | 23.8301989 | 1982-1999 –> 2000-2009 | 6.4764087 | 2.9308622 | 47861.382064 | 269.746286 | 4 | 9 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3833 | 3.5318872 | 20562.78965 | 106.097976 | 24.5375677 | 1982-1999 –> 2000-2009 | 6.4944571 | 2.9625698 | 47949.381720 | 211.585652 | 2 | 13 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3833 | 3.5894829 | 20688.79326 | 188.000432 | 26.8814924 | 1982-1999 –> 2000-2009 | 6.5090455 | 2.9195626 | 47917.582328 | 406.724938 | 9 | 11 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3833 | 3.5640999 | 20634.39073 | 180.739842 | 25.5052296 | 1982-1999 –> 2000-2009 | 6.5123628 | 2.9482629 | 47970.080918 | 391.069767 | 5 | 13 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3833 | 3.5687721 | 20642.43356 | 180.723647 | 25.8925121 | 1982-1999 –> 2000-2009 | 6.5177888 | 2.9490167 | 47978.917491 | 390.297525 | 6 | 16 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 3833 | 3.6047757 | 20719.38444 | 184.278561 | 28.1692921 | 1982-1999 –> 2000-2009 | 6.5358487 | 2.9310731 | 47989.172705 | 391.333046 | 11 | 17 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3833 | 3.6269748 | 20766.44881 | 27.327529 | 31.7619411 | 1982-1999 –> 2000-2009 | 6.5468535 | 2.9198787 | 47994.420890 | 48.247408 | 13 | 16 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3833 | 3.5992448 | 20707.61343 | 28.374970 | 28.8536629 | 1982-1999 –> 2000-2009 | 6.5481125 | 2.9488676 | 48043.544967 | 53.109726 | 10 | 19 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3579 | 3.9194188 | 19948.18477 | 167.098473 | 32.3835094 | 2000-2009 –> 2010-2019 | 7.4499101 | 3.5304913 | 40509.943871 | 351.381473 | 1 | 2 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3579 | 3.9841416 | 20065.42197 | 170.425214 | 34.0651668 | 2000-2009 –> 2010-2019 | 7.5482415 | 3.5640999 | 40699.812692 | 351.165056 | 2 | 7 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3579 | 4.0305127 | 20148.25239 | 143.843960 | 33.2274961 | 2000-2009 –> 2010-2019 | 7.5749683 | 3.5444556 | 40740.273358 | 297.335155 | 5 | 8 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3579 | 4.0300972 | 20145.51441 | 167.094459 | 35.1961481 | 2000-2009 –> 2010-2019 | 7.5988694 | 3.5687721 | 40787.947969 | 347.818105 | 4 | 10 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3579 | 4.0745828 | 20224.09396 | 92.092496 | 25.8584502 | 2000-2009 –> 2010-2019 | 7.6064700 | 3.5318872 | 40786.883604 | 198.190472 | 7 | 9 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3579 | 4.0203015 | 20130.09471 | 222.177096 | 35.7113805 | 2000-2009 –> 2010-2019 | 7.6097844 | 3.5894829 | 40818.887974 | 423.424071 | 3 | 12 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3579 | 4.0305178 | 20146.26130 | 22.023859 | 33.1652082 | 2000-2009 –> 2010-2019 | 7.6574925 | 3.6269748 | 40912.710104 | 49.351388 | 6 | 19 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3579 | 4.1026996 | 20273.31827 | 17.892456 | 27.8101408 | 2000-2009 –> 2010-2019 | 7.6751405 | 3.5724409 | 40923.628603 | 38.833128 | 9 | 16 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3579 | 4.1352455 | 20329.87734 | 125.307794 | 31.3026810 | 2000-2009 –> 2010-2019 | 7.6807920 | 3.5455465 | 40922.257358 | 248.549470 | 14 | 18 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 3579 | 4.0944205 | 20258.85921 | 189.256626 | 38.8136611 | 2000-2009 –> 2010-2019 | 7.6991962 | 3.6047757 | 40978.243646 | 382.715206 | 8 | 19 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 2432 | 3.5376854 | 13061.24814 | 858.147376 | 24.7917008 | 1982-1999 –> 2000-2009 | 6.0213190 | 2.4836335 | 28779.738942 | 1547.352388 | 1 | 2 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2432 | 3.6493351 | 13212.38387 | 108.266190 | 24.4506000 | 1982-1999 –> 2000-2009 | 6.1484254 | 2.4990903 | 28972.715525 | 195.265980 | 2 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2432 | 3.6829800 | 13255.02187 | 105.091854 | 25.1357567 | 1982-1999 –> 2000-2009 | 6.1820812 | 2.4991012 | 29013.383033 | 183.315429 | 3 | 6 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2432 | 3.7049073 | 13285.89470 | 110.565006 | 24.2849198 | 1982-1999 –> 2000-2009 | 6.2101569 | 2.5052496 | 29062.827463 | 199.888106 | 4 | 8 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 2432 | 3.7569387 | 13351.72905 | 101.037439 | 24.7101049 | 1982-1999 –> 2000-2009 | 6.2622667 | 2.5053280 | 29126.872707 | 170.202060 | 5 | 10 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2432 | 3.7672697 | 13365.08601 | 107.823250 | 29.2105095 | 1982-1999 –> 2000-2009 | 6.2993109 | 2.5320411 | 29211.757174 | 194.675512 | 7 | 15 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2432 | 3.7632948 | 13361.95123 | 103.655140 | 24.0738197 | 1982-1999 –> 2000-2009 | 6.3106250 | 2.5473302 | 29251.221695 | 188.653383 | 6 | 17 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2432 | 3.8200781 | 13432.79449 | 110.414021 | 28.9677330 | 1982-1999 –> 2000-2009 | 6.3583856 | 2.5383075 | 29296.135221 | 199.585005 | 8 | 17 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 2432 | 3.8304495 | 13445.98228 | 121.576905 | 30.7987523 | 1982-1999 –> 2000-2009 | 6.3966952 | 2.5662457 | 29383.146097 | 283.678635 | 10 | 22 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 2432 | 3.8907324 | 13521.93493 | 70.270345 | 24.6593694 | 1982-1999 –> 2000-2009 | 6.3978915 | 2.5071590 | 29302.005629 | 114.171723 | 14 | 20 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2443 | 3.0496240 | 12394.91309 | 364.545775 | 16.6109743 | 2000-2009 –> 2010-2019 | 6.5873094 | 3.5376854 | 25456.161236 | 684.141322 | 1 | 2 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2443 | 3.0710032 | 12429.04653 | 130.401085 | 17.5617008 | 2000-2009 –> 2010-2019 | 6.7203383 | 3.6493351 | 25641.430402 | 238.667275 | 2 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2443 | 3.0826756 | 12445.58225 | 128.278920 | 17.9974062 | 2000-2009 –> 2010-2019 | 6.7656556 | 3.6829800 | 25700.604111 | 233.370775 | 3 | 6 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2443 | 3.0964292 | 12469.33308 | 183.064917 | 18.3434022 | 2000-2009 –> 2010-2019 | 6.8013365 | 3.7049073 | 25755.227782 | 329.906489 | 4 | 8 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 2443 | 3.1421378 | 12538.93170 | 122.416519 | 19.3779787 | 2000-2009 –> 2010-2019 | 6.8990765 | 3.7569387 | 25890.660752 | 223.453958 | 5 | 10 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2443 | 3.1539815 | 12559.31392 | 127.202925 | 19.2190098 | 2000-2009 –> 2010-2019 | 6.9172763 | 3.7632948 | 25921.265144 | 230.858065 | 6 | 12 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2443 | 3.2095348 | 12642.62538 | 127.874043 | 19.2679875 | 2000-2009 –> 2010-2019 | 6.9768046 | 3.7672697 | 26007.711385 | 235.697293 | 7 | 14 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2443 | 3.2424091 | 12692.41659 | 130.549017 | 20.0795711 | 2000-2009 –> 2010-2019 | 7.0624872 | 3.8200781 | 26125.211077 | 240.963038 | 8 | 16 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 2443 | 3.2631071 | 12723.50744 | 308.424026 | 23.7952663 | 2000-2009 –> 2010-2019 | 7.0935567 | 3.8304495 | 26169.489719 | 502.232564 | 9 | 19 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ oxygen + nitrate + phosphate | 2443 | 3.2669952 | 12727.32576 | 79.990812 | 25.3481678 | 2000-2009 –> 2010-2019 | 7.1014877 | 3.8344925 | 26176.439232 | 147.061288 | 10 | 21 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3969 | 5.1900764 | 24349.42307 | 803.409677 | 30.4734320 | 1982-1999 –> 2000-2009 | 8.6225895 | 3.4325130 | 49305.005123 | 1403.312467 | 1 | 5 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3969 | 5.2316530 | 24412.75928 | 64.706894 | 27.8851647 | 1982-1999 –> 2000-2009 | 8.6335160 | 3.4018631 | 49283.993001 | 106.437042 | 7 | 8 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3969 | 5.2232375 | 24399.98011 | 60.774260 | 27.6970821 | 1982-1999 –> 2000-2009 | 8.6402354 | 3.4169980 | 49312.959521 | 104.268066 | 3 | 6 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3969 | 5.2313288 | 24412.26745 | 59.874814 | 27.6432863 | 1982-1999 –> 2000-2009 | 8.6440806 | 3.4127517 | 49313.553405 | 102.999017 | 6 | 8 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 3969 | 5.2337837 | 24413.99155 | 55.663195 | 26.8434321 | 1982-1999 –> 2000-2009 | 8.6814571 | 3.4476734 | 49409.016697 | 96.350193 | 9 | 14 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3969 | 5.2248694 | 24400.45985 | 59.662751 | 26.6990869 | 1982-1999 –> 2000-2009 | 8.6947791 | 3.4699097 | 49455.942961 | 102.290945 | 4 | 12 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3969 | 5.2348627 | 24415.62786 | 58.033647 | 26.1634782 | 1982-1999 –> 2000-2009 | 8.6981572 | 3.4632945 | 49453.165694 | 100.274408 | 10 | 16 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 3969 | 5.1941543 | 24353.65758 | 121.191444 | 28.5444961 | 1982-1999 –> 2000-2009 | 8.7062833 | 3.5121290 | 49522.871111 | 371.227950 | 2 | 12 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3969 | 5.2520688 | 24441.67602 | 57.458812 | 25.3576128 | 1982-1999 –> 2000-2009 | 8.7204206 | 3.4683517 | 49492.935787 | 93.956133 | 14 | 21 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3969 | 5.2868768 | 24494.11137 | 51.089496 | 24.8308955 | 1982-1999 –> 2000-2009 | 8.7878406 | 3.5009638 | 49633.381438 | 83.877092 | 18 | 27 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 3256 | 5.2934452 | 20106.17586 | 633.245905 | 32.8292659 | 2000-2009 –> 2010-2019 | 10.4835217 | 5.1900764 | 44455.598935 | 1073.330114 | 2 | 3 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3256 | 5.2908510 | 20102.98367 | 71.093585 | 32.7533084 | 2000-2009 –> 2010-2019 | 10.5140885 | 5.2232375 | 44502.963776 | 131.867845 | 1 | 4 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3256 | 5.2938481 | 20106.67149 | 71.227523 | 32.7793084 | 2000-2009 –> 2010-2019 | 10.5251770 | 5.2313288 | 44518.938941 | 131.102337 | 5 | 11 |
| Atlantic | (27.85,27.91] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3256 | 5.2936466 | 20106.42359 | 110.537802 | 32.7761536 | 2000-2009 –> 2010-2019 | 10.5252996 | 5.2316530 | 44519.182870 | 196.584350 | 3 | 10 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 3256 | 5.2950922 | 20106.20159 | 36.099398 | 32.7835751 | 2000-2009 –> 2010-2019 | 10.5267583 | 5.2316661 | 44516.980787 | 61.984449 | 7 | 15 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3256 | 5.3061714 | 20119.81284 | 70.064066 | 33.1721156 | 2000-2009 –> 2010-2019 | 10.5582403 | 5.2520688 | 44561.488864 | 127.522878 | 9 | 23 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 3256 | 5.2936499 | 20104.42762 | 61.517250 | 32.7677034 | 2000-2009 –> 2010-2019 | 10.5583597 | 5.2647098 | 44565.186315 | 106.331784 | 4 | 20 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3256 | 5.2939904 | 20104.84651 | 67.663854 | 32.7190340 | 2000-2009 –> 2010-2019 | 10.5808672 | 5.2868768 | 44598.957882 | 118.753351 | 6 | 24 |
| Atlantic | (27.85,27.91] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 3256 | 5.4028282 | 20237.36738 | 280.278785 | 34.5845238 | 2000-2009 –> 2010-2019 | 10.5969825 | 5.1941543 | 44591.024964 | 401.470229 | 10 | 12 |
| Atlantic | (27.85,27.91] | 3 | cstar_tref ~ sal + nitrate + phosphate | 3256 | 5.2956649 | 20104.90587 | 36.095959 | 32.6574097 | 2000-2009 –> 2010-2019 | 10.6264850 | 5.3308201 | 44662.723410 | 58.007535 | 8 | 32 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3901 | 2.0997042 | 16872.05460 | 105.648060 | 28.2043591 | 1982-1999 –> 2000-2009 | 3.8290269 | 1.7293227 | 37036.538859 | 163.283616 | 5 | 6 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3901 | 2.0891490 | 16832.73508 | 804.915184 | 31.0393033 | 1982-1999 –> 2000-2009 | 3.8384649 | 1.7493159 | 37114.996431 | 1496.848690 | 2 | 5 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3901 | 2.0868245 | 16824.04945 | 82.166521 | 30.8122128 | 1982-1999 –> 2000-2009 | 3.8391343 | 1.7523097 | 37123.831149 | 142.053658 | 1 | 6 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3901 | 2.0905862 | 16836.10063 | 71.822831 | 32.4744898 | 1982-1999 –> 2000-2009 | 3.8429468 | 1.7523605 | 37134.179524 | 111.161273 | 3 | 9 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3901 | 2.0991720 | 16870.07659 | 82.284149 | 28.2359748 | 1982-1999 –> 2000-2009 | 3.8435664 | 1.7443945 | 37123.471863 | 141.709482 | 4 | 6 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3901 | 2.1321027 | 16989.52045 | 65.788289 | 23.4021116 | 1982-1999 –> 2000-2009 | 3.8822397 | 1.7501369 | 37274.589799 | 100.199525 | 13 | 17 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 3901 | 2.1238222 | 16959.16054 | 57.367099 | 25.3337465 | 1982-1999 –> 2000-2009 | 3.8990207 | 1.7751985 | 37389.909472 | 91.192964 | 12 | 19 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 3901 | 2.1057864 | 16892.62199 | 74.745185 | 30.4337888 | 1982-1999 –> 2000-2009 | 4.0449601 | 1.9391736 | 38228.601866 | 125.826848 | 9 | 21 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3901 | 2.1053615 | 16891.04759 | 76.068327 | 30.7298299 | 1982-1999 –> 2000-2009 | 4.0597539 | 1.9543923 | 38307.124478 | 129.112739 | 7 | 21 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3901 | 2.1055989 | 16891.92725 | 76.644436 | 35.0899146 | 1982-1999 –> 2000-2009 | 4.0740882 | 1.9684893 | 38381.643039 | 129.895919 | 8 | 23 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2930 | 3.1216113 | 14999.70668 | 109.052173 | 10.3385446 | 2000-2009 –> 2010-2019 | 5.2084358 | 2.0868245 | 31823.756130 | 191.218694 | 1 | 2 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2930 | 3.1377094 | 15027.84907 | 90.305647 | 10.2860831 | 2000-2009 –> 2010-2019 | 5.2282957 | 2.0905862 | 31863.949699 | 162.128478 | 2 | 4 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2930 | 3.1477700 | 15048.60814 | 174.365438 | 10.9499295 | 2000-2009 –> 2010-2019 | 5.2474742 | 2.0997042 | 31920.662742 | 298.766661 | 5 | 9 |
| Atlantic | (27.91,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2930 | 3.1535936 | 15059.43962 | 109.652027 | 11.1947360 | 2000-2009 –> 2010-2019 | 5.2527656 | 2.0991720 | 31929.516218 | 191.936175 | 8 | 11 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 2930 | 3.1476078 | 15046.30626 | 98.365808 | 10.6154064 | 2000-2009 –> 2010-2019 | 5.2532067 | 2.1055989 | 31938.233514 | 175.010244 | 4 | 11 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 2930 | 3.1451298 | 15041.69109 | 320.545623 | 10.7856361 | 2000-2009 –> 2010-2019 | 5.2536471 | 2.1085173 | 31944.424404 | 473.038927 | 3 | 12 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2930 | 3.1640624 | 15076.86046 | 96.859008 | 9.7819493 | 2000-2009 –> 2010-2019 | 5.2698488 | 2.1057864 | 31969.482455 | 171.604194 | 10 | 18 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2930 | 3.1666083 | 15081.57366 | 98.003816 | 9.5742926 | 2000-2009 –> 2010-2019 | 5.2719698 | 2.1053615 | 31972.621254 | 174.072143 | 11 | 17 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 2930 | 3.1490657 | 15049.01980 | 115.010910 | 10.9959670 | 2000-2009 –> 2010-2019 | 5.2728879 | 2.1238222 | 32008.180337 | 198.979343 | 6 | 17 |
| Atlantic | (27.91,27.95] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 2930 | 3.1793264 | 15105.06213 | 26.420111 | 12.3960462 | 2000-2009 –> 2010-2019 | 5.2801194 | 2.1007931 | 31979.161614 | 64.512937 | 12 | 17 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6329 | 1.9291950 | 26292.53141 | 258.432766 | 10.2672267 | 1982-1999 –> 2000-2009 | 3.6494464 | 1.7202514 | 61596.201765 | 522.055591 | 1 | 2 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6329 | 1.9839736 | 26646.94135 | 200.210135 | 11.1098402 | 1982-1999 –> 2000-2009 | 3.7538698 | 1.7698962 | 62462.492554 | 433.239644 | 3 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 6329 | 1.9815411 | 26629.41225 | 121.547280 | 8.4559333 | 1982-1999 –> 2000-2009 | 3.7594888 | 1.7779477 | 62524.625497 | 320.602346 | 2 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 6329 | 2.0007141 | 26751.29941 | 141.844382 | 9.5542807 | 1982-1999 –> 2000-2009 | 3.8545185 | 1.8538044 | 63398.223058 | 366.481092 | 4 | 9 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6329 | 2.0539983 | 27086.00412 | 201.912729 | 12.3224654 | 1982-1999 –> 2000-2009 | 3.8740147 | 1.8200164 | 63403.974884 | 448.324006 | 5 | 9 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 6329 | 2.0543486 | 27086.16251 | 152.652448 | 12.0844657 | 1982-1999 –> 2000-2009 | 3.9627564 | 1.9084078 | 64255.381757 | 385.164598 | 6 | 12 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 6329 | 2.1721325 | 27791.85383 | 274.872669 | 16.2040659 | 1982-1999 –> 2000-2009 | 4.1895696 | 2.0174371 | 65960.684320 | 1270.426898 | 7 | 14 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 6329 | 2.1849223 | 27866.16707 | 104.947391 | 9.4533314 | 1982-1999 –> 2000-2009 | 4.3240596 | 2.1391373 | 67088.872855 | 200.124783 | 8 | 16 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 6329 | 2.4244097 | 29182.69767 | 29.358331 | 18.9326132 | 1982-1999 –> 2000-2009 | 4.6097741 | 2.1853645 | 68790.072540 | 93.141612 | 10 | 20 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 6329 | 2.4086155 | 29099.96569 | 72.280594 | 11.2643771 | 1982-1999 –> 2000-2009 | 4.7447208 | 2.3361053 | 69907.452166 | 131.935419 | 9 | 21 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 4623 | 2.6512981 | 22148.81229 | 281.758183 | 9.6923853 | 2000-2009 –> 2010-2019 | 4.5804931 | 1.9291950 | 48441.343700 | 476.021038 | 1 | 2 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4623 | 2.6900534 | 22282.98705 | 292.286498 | 10.8345762 | 2000-2009 –> 2010-2019 | 4.6740270 | 1.9839736 | 48929.928391 | 492.496633 | 2 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 4623 | 2.7331254 | 22427.85757 | 160.723424 | 8.9103404 | 2000-2009 –> 2010-2019 | 4.7146666 | 1.9815411 | 49057.269825 | 282.270705 | 3 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4623 | 2.7360304 | 22437.67957 | 192.697288 | 8.8154524 | 2000-2009 –> 2010-2019 | 4.7367444 | 2.0007141 | 49188.978983 | 334.541670 | 4 | 8 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4623 | 2.7469946 | 22476.65761 | 295.415510 | 11.9091220 | 2000-2009 –> 2010-2019 | 4.8009929 | 2.0539983 | 49562.661729 | 497.328239 | 5 | 10 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4623 | 2.7601157 | 22518.71622 | 208.751622 | 10.9516538 | 2000-2009 –> 2010-2019 | 4.8144643 | 2.0543486 | 49604.878733 | 361.404070 | 6 | 12 |
| Atlantic | (27.95,28.05] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 4623 | 2.8031132 | 22663.64148 | 847.957800 | 13.0115232 | 2000-2009 –> 2010-2019 | 4.9240243 | 2.1209111 | 50155.428839 | 1475.546240 | 7 | 14 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 4623 | 2.8075054 | 22676.11751 | 422.315357 | 14.0179583 | 2000-2009 –> 2010-2019 | 4.9796379 | 2.1721325 | 50467.971344 | 697.188026 | 8 | 16 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 4623 | 2.8626208 | 22855.87128 | 123.712870 | 11.4660902 | 2000-2009 –> 2010-2019 | 5.0475431 | 2.1849223 | 50722.038352 | 228.660261 | 9 | 18 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 4623 | 2.9568525 | 23155.32883 | 20.759217 | 18.8035902 | 2000-2009 –> 2010-2019 | 5.3812622 | 2.4244097 | 52338.026507 | 50.117548 | 10 | 21 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2657 | 1.9009022 | 10967.57353 | 232.402570 | 10.7942512 | 1982-1999 –> 2000-2009 | 3.3746595 | 1.4737573 | 26288.390764 | 432.949507 | 1 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2657 | 1.9037322 | 10975.47912 | 277.645598 | 10.8204203 | 1982-1999 –> 2000-2009 | 3.3755277 | 1.4717955 | 26285.011141 | 484.711848 | 2 | 4 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 2657 | 1.9136587 | 11003.11547 | 455.806210 | 10.9002560 | 1982-1999 –> 2000-2009 | 3.3810113 | 1.4673527 | 26287.034678 | 859.589744 | 4 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2657 | 1.9083280 | 10988.29206 | 240.746044 | 10.9088186 | 1982-1999 –> 2000-2009 | 3.3814992 | 1.4731712 | 26305.739255 | 453.990128 | 3 | 6 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2657 | 1.9359833 | 11062.74928 | 202.341737 | 10.4430819 | 1982-1999 –> 2000-2009 | 3.4691340 | 1.5331507 | 26716.293309 | 406.959448 | 5 | 25 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2657 | 2.0172896 | 11281.36439 | 277.374066 | 11.5659342 | 1982-1999 –> 2000-2009 | 3.5231338 | 1.5058443 | 26782.656321 | 470.851866 | 7 | 20 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2657 | 2.0125504 | 11268.86568 | 165.435710 | 11.1715522 | 1982-1999 –> 2000-2009 | 3.5454372 | 1.5328868 | 26920.951350 | 308.251636 | 6 | 25 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2657 | 2.0474540 | 11360.23619 | 96.956484 | 14.1973377 | 1982-1999 –> 2000-2009 | 3.5475467 | 1.5000927 | 26829.107317 | 193.726821 | 14 | 26 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2657 | 2.0192139 | 11286.43110 | 198.809594 | 11.2049719 | 1982-1999 –> 2000-2009 | 3.5533944 | 1.5341806 | 26945.663876 | 347.512834 | 8 | 33 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2657 | 2.0586811 | 11389.29549 | 67.185463 | 14.3704971 | 1982-1999 –> 2000-2009 | 3.5547958 | 1.4961148 | 26835.670982 | 133.828850 | 18 | 29 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 2675 | 1.8169311 | 10800.06760 | 306.489759 | 18.2411715 | 2000-2009 –> 2010-2019 | 3.7178333 | 1.9009022 | 21767.641129 | 588.621606 | 4 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2675 | 1.8147041 | 10793.50620 | 304.986573 | 18.2239104 | 2000-2009 –> 2010-2019 | 3.7184363 | 1.9037322 | 21768.985317 | 582.632171 | 3 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2675 | 1.8068213 | 10770.21597 | 452.486027 | 18.1976166 | 2000-2009 –> 2010-2019 | 3.7204800 | 1.9136587 | 21773.331437 | 908.292237 | 1 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2675 | 1.8131347 | 10788.87734 | 241.929843 | 18.1708198 | 2000-2009 –> 2010-2019 | 3.7214627 | 1.9083280 | 21777.169406 | 482.675887 | 2 | 5 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2675 | 1.9205450 | 11094.77924 | 240.914908 | 20.1921057 | 2000-2009 –> 2010-2019 | 3.8565282 | 1.9359833 | 22157.528523 | 443.256645 | 8 | 13 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2675 | 1.8496624 | 10893.58793 | 80.981895 | 21.2736889 | 2000-2009 –> 2010-2019 | 3.8971164 | 2.0474540 | 22253.824116 | 177.938379 | 5 | 19 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2675 | 1.8498758 | 10894.20525 | 53.299272 | 21.4173391 | 2000-2009 –> 2010-2019 | 3.9085569 | 2.0586811 | 22283.500746 | 120.484735 | 6 | 24 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2675 | 1.8521266 | 10900.71066 | 442.737481 | 21.9413733 | 2000-2009 –> 2010-2019 | 3.9365499 | 2.0844233 | 22356.041800 | 896.830771 | 7 | 28 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 2675 | 1.9451692 | 11162.93808 | 195.890683 | 21.8649401 | 2000-2009 –> 2010-2019 | 3.9577196 | 2.0125504 | 22431.803759 | 396.726166 | 9 | 15 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2675 | 1.9486529 | 11172.51101 | 195.724662 | 22.0186511 | 2000-2009 –> 2010-2019 | 3.9678667 | 2.0192139 | 22458.942113 | 394.534257 | 12 | 20 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2691 | 1.1159987 | 8241.39991 | 770.283168 | 4.4440071 | 1982-1999 –> 2000-2009 | 2.3952567 | 1.2792580 | 22696.177059 | 1342.150725 | 2 | 3 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2691 | 1.1185105 | 8253.49965 | 647.163761 | 4.4667529 | 1982-1999 –> 2000-2009 | 2.4005150 | 1.2820046 | 22726.875412 | 1208.515805 | 4 | 7 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2691 | 1.1149942 | 8236.55379 | 687.815532 | 4.4617795 | 1982-1999 –> 2000-2009 | 2.4048159 | 1.2898216 | 22762.646823 | 1298.115297 | 1 | 10 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2691 | 1.1189257 | 8255.49736 | 335.482382 | 4.4803410 | 1982-1999 –> 2000-2009 | 2.4054499 | 1.2865242 | 22759.391798 | 729.625696 | 5 | 12 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2691 | 1.1190277 | 8253.98805 | 524.122163 | 4.4955211 | 1982-1999 –> 2000-2009 | 2.4107574 | 1.2917296 | 22790.900016 | 1004.253221 | 6 | 17 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2691 | 1.1334406 | 8322.86480 | 673.590320 | 4.5626273 | 1982-1999 –> 2000-2009 | 2.4179555 | 1.2845148 | 22811.204609 | 1203.332517 | 11 | 16 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2691 | 1.1290484 | 8301.96818 | 228.784812 | 4.4919829 | 1982-1999 –> 2000-2009 | 2.4281362 | 1.2990878 | 22888.138643 | 478.781734 | 10 | 24 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2691 | 1.1184259 | 8251.09253 | 43.441995 | 4.3310312 | 1982-1999 –> 2000-2009 | 2.4702432 | 1.3518173 | 23182.300618 | 100.646924 | 3 | 29 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2691 | 1.1213165 | 8264.98486 | 46.501743 | 4.3812482 | 1982-1999 –> 2000-2009 | 2.4795845 | 1.3582680 | 23237.475967 | 103.762725 | 8 | 37 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2691 | 1.1203645 | 8260.41347 | 186.877442 | 4.3805673 | 1982-1999 –> 2000-2009 | 2.4804701 | 1.3601056 | 23244.629213 | 331.943680 | 7 | 37 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2931 | 1.4167311 | 10373.85822 | 475.813563 | 12.9477564 | 2000-2009 –> 2010-2019 | 2.5352416 | 1.1185105 | 18627.357865 | 1122.977324 | 1 | 4 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2931 | 1.4267134 | 10415.01711 | 416.676047 | 13.0889481 | 2000-2009 –> 2010-2019 | 2.5456391 | 1.1189257 | 18670.514472 | 752.158429 | 6 | 10 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2931 | 1.4334897 | 10442.79309 | 517.352435 | 12.4491703 | 2000-2009 –> 2010-2019 | 2.5484839 | 1.1149942 | 18679.346879 | 1205.167967 | 8 | 9 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2931 | 1.4174249 | 10374.72836 | 544.698382 | 12.9548183 | 2000-2009 –> 2010-2019 | 2.5508656 | 1.1334406 | 18697.593163 | 1218.288703 | 4 | 14 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 2931 | 1.4453951 | 10489.27725 | 416.287324 | 13.2732994 | 2000-2009 –> 2010-2019 | 2.5644229 | 1.1190277 | 18743.265306 | 693.364742 | 10 | 15 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2931 | 1.4696388 | 10586.78550 | 246.879826 | 9.2985797 | 2000-2009 –> 2010-2019 | 2.5986872 | 1.1290484 | 18888.753682 | 475.664638 | 13 | 22 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2931 | 1.5124217 | 10754.99820 | 42.313172 | 5.6014379 | 2000-2009 –> 2010-2019 | 2.6308475 | 1.1184259 | 19006.090728 | 85.755167 | 16 | 18 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2931 | 1.5124957 | 10755.28498 | 114.414260 | 5.5580227 | 2000-2009 –> 2010-2019 | 2.6328602 | 1.1203645 | 19015.698456 | 301.291702 | 17 | 23 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2931 | 1.5208230 | 10787.47095 | 43.642855 | 5.8038827 | 2000-2009 –> 2010-2019 | 2.6421396 | 1.1213165 | 19052.455813 | 90.144598 | 20 | 27 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + nitrate | 2931 | 1.5128446 | 10754.63712 | 25.524789 | 5.5733538 | 2000-2009 –> 2010-2019 | 2.6462913 | 1.1334467 | 19075.530675 | 37.061131 | 18 | 29 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1875 | 0.4657038 | 2467.24920 | 129.653608 | 2.7955917 | 1982-1999 –> 2000-2009 | 0.8227250 | 0.3570212 | 4178.306394 | 210.710272 | 1 | 3 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1875 | 0.4666865 | 2475.15340 | 34.323133 | 2.8087081 | 1982-1999 –> 2000-2009 | 0.8241130 | 0.3574265 | 4191.166998 | 55.372286 | 2 | 5 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1875 | 0.4692802 | 2495.93754 | 35.520663 | 2.8133254 | 1982-1999 –> 2000-2009 | 0.8293728 | 0.3600925 | 4244.410878 | 56.656305 | 3 | 8 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 1875 | 0.4739572 | 2533.12594 | 842.030065 | 3.0842119 | 1982-1999 –> 2000-2009 | 0.8306400 | 0.3566828 | 4240.041722 | 1015.951294 | 4 | 5 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1875 | 0.4771072 | 2555.96646 | 34.290970 | 3.0193653 | 1982-1999 –> 2000-2009 | 0.8358227 | 0.3587156 | 4285.704893 | 53.770656 | 5 | 9 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1875 | 0.4861946 | 2628.72051 | 142.359555 | 3.2620448 | 1982-1999 –> 2000-2009 | 0.8538923 | 0.3676977 | 4468.485506 | 194.072531 | 6 | 12 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1875 | 0.4900109 | 2658.04101 | 59.943176 | 3.2063271 | 1982-1999 –> 2000-2009 | 0.8682547 | 0.3782437 | 4621.322864 | 92.916921 | 7 | 14 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 1875 | 0.4902047 | 2657.52401 | 49.138508 | 3.1685930 | 1982-1999 –> 2000-2009 | 0.8714086 | 0.3812038 | 4652.856449 | 75.658657 | 8 | 16 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 1875 | 0.5911240 | 3359.53368 | 29.269051 | 3.2389199 | 1982-1999 –> 2000-2009 | 1.0231615 | 0.4320375 | 5901.644290 | 40.686165 | 14 | 31 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1875 | 0.5650749 | 3192.53069 | 26.542366 | 3.8255453 | 1982-1999 –> 2000-2009 | 1.0265453 | 0.4614704 | 6024.516609 | 49.342920 | 9 | 29 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1484 | 0.5102178 | 2226.19021 | 46.940180 | 1.7337184 | 2000-2009 –> 2010-2019 | 0.9759216 | 0.4657038 | 4693.439417 | 176.593788 | 2 | 3 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1484 | 0.5102680 | 2226.48241 | 15.795471 | 1.7456828 | 2000-2009 –> 2010-2019 | 0.9769545 | 0.4666865 | 4701.635811 | 50.118604 | 3 | 5 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 1484 | 0.5058321 | 2200.56763 | 205.375391 | 2.0359103 | 2000-2009 –> 2010-2019 | 0.9797893 | 0.4739572 | 4733.693564 | 1140.233035 | 1 | 5 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1484 | 0.5109319 | 2230.34104 | 15.216992 | 1.7374349 | 2000-2009 –> 2010-2019 | 0.9802121 | 0.4692802 | 4726.278572 | 50.737655 | 5 | 8 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1484 | 0.5103721 | 2225.08737 | 13.581097 | 1.8021012 | 2000-2009 –> 2010-2019 | 0.9874792 | 0.4771072 | 4781.053831 | 47.872067 | 4 | 9 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1484 | 0.5257119 | 2314.97964 | 47.912953 | 1.9500491 | 2000-2009 –> 2010-2019 | 1.0119064 | 0.4861946 | 4943.700151 | 190.272508 | 6 | 12 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1484 | 0.5360551 | 2372.80706 | 37.536168 | 1.9605347 | 2000-2009 –> 2010-2019 | 1.0260660 | 0.4900109 | 5030.848067 | 97.479344 | 7 | 14 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 1484 | 0.5362838 | 2372.07292 | 26.624604 | 1.9900975 | 2000-2009 –> 2010-2019 | 1.0264885 | 0.4902047 | 5029.596925 | 75.763111 | 8 | 16 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 1484 | 0.5383293 | 2383.37208 | 10.327095 | 2.3634437 | 2000-2009 –> 2010-2019 | 1.1294532 | 0.5911240 | 5742.905761 | 39.596147 | 9 | 23 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1484 | 0.6486907 | 2938.86120 | 15.910615 | 3.4436991 | 2000-2009 –> 2010-2019 | 1.2137655 | 0.5650749 | 6131.391891 | 42.452980 | 25 | 34 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3027 | 0.3710070 | 2601.50516 | 371.924246 | 2.5788952 | 1982-1999 –> 2000-2009 | 0.6018425 | 0.2308355 | 2312.862466 | 657.308788 | 1 | 2 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3027 | 0.3712987 | 2606.26275 | 368.437153 | 2.5771772 | 1982-1999 –> 2000-2009 | 0.6021616 | 0.2308630 | 2318.383261 | 651.232311 | 2 | 4 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3027 | 0.3719894 | 2617.51491 | 250.489357 | 2.5732957 | 1982-1999 –> 2000-2009 | 0.6033159 | 0.2313265 | 2342.520253 | 512.547060 | 3 | 6 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 3027 | 0.3739253 | 2648.93853 | 247.696243 | 2.5847414 | 1982-1999 –> 2000-2009 | 0.6053803 | 0.2314550 | 2377.511866 | 508.001207 | 4 | 8 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 3027 | 0.3795298 | 2737.00518 | 244.593891 | 3.0428729 | 1982-1999 –> 2000-2009 | 0.6253877 | 0.2458579 | 2851.384382 | 497.108279 | 5 | 26 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 3027 | 0.4281722 | 3467.07058 | 256.216394 | 4.6629769 | 1982-1999 –> 2000-2009 | 0.6660155 | 0.2378433 | 3368.548268 | 518.206593 | 6 | 17 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3027 | 0.4287818 | 3475.68398 | 242.416427 | 4.8559194 | 1982-1999 –> 2000-2009 | 0.6666437 | 0.2378619 | 3377.663720 | 483.515572 | 7 | 19 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3027 | 0.4290190 | 3479.03126 | 255.964735 | 4.9210022 | 1982-1999 –> 2000-2009 | 0.6676233 | 0.2386044 | 3401.031246 | 516.221665 | 8 | 24 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 3027 | 0.4292217 | 3481.89123 | 240.823853 | 4.9710332 | 1982-1999 –> 2000-2009 | 0.6677462 | 0.2385246 | 3401.742188 | 482.669996 | 9 | 24 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3027 | 0.5639197 | 5134.26006 | 196.896521 | 5.1166837 | 1982-1999 –> 2000-2009 | 0.7967718 | 0.2328521 | 4899.492771 | 275.130395 | 18 | 26 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1525 | 0.2188193 | -292.73953 | 279.919859 | 2.6732763 | 2000-2009 –> 2010-2019 | 0.5901180 | 0.3712987 | 2313.523211 | 648.357013 | 1 | 3 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1525 | 0.2193811 | -284.91996 | 281.120375 | 2.6750908 | 2000-2009 –> 2010-2019 | 0.5903881 | 0.3710070 | 2316.585199 | 653.044621 | 2 | 3 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 1525 | 0.2204094 | -270.65680 | 826.879329 | 2.6814605 | 2000-2009 –> 2010-2019 | 0.5943347 | 0.3739253 | 2378.281723 | 1384.638752 | 5 | 9 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1525 | 0.2224481 | -242.57447 | 252.233591 | 2.6713336 | 2000-2009 –> 2010-2019 | 0.5944376 | 0.3719894 | 2374.940437 | 502.722949 | 7 | 10 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 1525 | 0.2400747 | -11.99358 | 254.410251 | 2.8126920 | 2000-2009 –> 2010-2019 | 0.6196045 | 0.3795298 | 2725.011597 | 499.004142 | 14 | 19 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 1525 | 0.2197513 | -281.77709 | 279.286779 | 2.6482467 | 2000-2009 –> 2010-2019 | 0.6489730 | 0.4292217 | 3200.114139 | 535.132696 | 3 | 12 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1525 | 0.2202196 | -275.28453 | 280.653509 | 2.6513754 | 2000-2009 –> 2010-2019 | 0.6492385 | 0.4290190 | 3203.746727 | 536.618244 | 4 | 12 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 1525 | 0.2213734 | -259.34583 | 283.630431 | 2.6560849 | 2000-2009 –> 2010-2019 | 0.6495456 | 0.4281722 | 3207.724746 | 539.846825 | 6 | 12 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1525 | 0.2233237 | -232.59358 | 208.484171 | 2.6468596 | 2000-2009 –> 2010-2019 | 0.6521055 | 0.4287818 | 3243.090394 | 450.900598 | 8 | 15 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1525 | 0.2381226 | -36.89486 | 74.000706 | 2.5867919 | 2000-2009 –> 2010-2019 | 0.8036227 | 0.5655001 | 5114.308216 | 315.710096 | 9 | 29 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 4291 | 7.9674783 | 30002.13909 | 123.744594 | 120.1627919 | 1982-1999 –> 2000-2009 | 17.2292296 | 9.2617513 | 52752.599163 | 338.746471 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4291 | 8.0326729 | 30070.07625 | 81.104066 | 106.8397362 | 1982-1999 –> 2000-2009 | 17.8587612 | 9.8260883 | 53187.500073 | 216.461858 | 2 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4291 | 8.4694724 | 30526.50077 | 68.890662 | 119.3746370 | 1982-1999 –> 2000-2009 | 18.1319297 | 9.6624572 | 53541.170284 | 140.198481 | 4 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4291 | 8.3906461 | 30446.25314 | 69.007894 | 124.7122586 | 1982-1999 –> 2000-2009 | 18.1496366 | 9.7589905 | 53522.934455 | 136.626021 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4291 | 8.5797047 | 30635.47694 | 34.338228 | 101.3449019 | 1982-1999 –> 2000-2009 | 18.6661728 | 10.0864681 | 53916.048257 | 77.971591 | 5 | 10 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4291 | 9.0375993 | 31083.69012 | 91.134476 | 115.8714496 | 1982-1999 –> 2000-2009 | 19.2373086 | 10.1997094 | 54435.905534 | 191.301969 | 6 | 12 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4291 | 9.2255041 | 31258.29279 | 31.121593 | 90.8836175 | 1982-1999 –> 2000-2009 | 19.6806479 | 10.4551438 | 54762.804262 | 73.110907 | 7 | 14 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4291 | 10.8428068 | 32644.54372 | 68.794894 | 125.0126104 | 1982-1999 –> 2000-2009 | 21.7108464 | 10.8680397 | 56390.667007 | 137.389501 | 10 | 18 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4291 | 10.8486120 | 32649.13725 | 68.973481 | 122.9958736 | 1982-1999 –> 2000-2009 | 21.7333260 | 10.8847140 | 56404.823892 | 136.522748 | 11 | 20 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 4291 | 10.8229527 | 32628.81499 | 88.268345 | 123.6512378 | 1982-1999 –> 2000-2009 | 21.8577458 | 11.0347930 | 56469.923944 | 185.458932 | 8 | 19 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 5555 | 8.8463446 | 39998.25520 | 149.775033 | 95.5021015 | 2000-2009 –> 2010-2019 | 16.8138229 | 7.9674783 | 70000.394291 | 273.519627 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 5555 | 8.9809630 | 40164.04712 | 80.099547 | 117.5257581 | 2000-2009 –> 2010-2019 | 17.0136358 | 8.0326729 | 70234.123364 | 161.203613 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5555 | 9.1871029 | 40418.17226 | 67.290561 | 116.7870025 | 2000-2009 –> 2010-2019 | 17.5777491 | 8.3906461 | 70864.425398 | 136.298455 | 4 | 7 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5555 | 9.1720083 | 40399.90328 | 75.151747 | 109.7958431 | 2000-2009 –> 2010-2019 | 17.6414808 | 8.4694724 | 70926.404053 | 144.042409 | 3 | 7 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5555 | 9.1872383 | 40416.33599 | 35.855122 | 117.4370608 | 2000-2009 –> 2010-2019 | 17.7669430 | 8.5797047 | 71051.812929 | 70.193350 | 5 | 10 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5555 | 10.0112624 | 41372.63296 | 79.386855 | 115.6534277 | 2000-2009 –> 2010-2019 | 19.0488617 | 9.0375993 | 72456.323079 | 147.601217 | 6 | 12 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5555 | 10.0380975 | 41400.37335 | 34.198150 | 104.4319080 | 2000-2009 –> 2010-2019 | 19.2636016 | 9.2255041 | 72658.666144 | 65.319743 | 7 | 14 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 5555 | 10.7446651 | 42156.09508 | 74.604901 | 124.8132265 | 2000-2009 –> 2010-2019 | 21.5874719 | 10.8428068 | 74800.638801 | 143.399796 | 9 | 19 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 5555 | 10.7445571 | 42155.98346 | 67.234052 | 125.2480733 | 2000-2009 –> 2010-2019 | 21.5931691 | 10.8486120 | 74805.120707 | 136.207533 | 8 | 19 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 5555 | 10.7515092 | 42161.16964 | 35.522328 | 130.3310951 | 2000-2009 –> 2010-2019 | 21.6057342 | 10.8542250 | 74812.746065 | 68.693422 | 10 | 22 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3503 | 8.2676665 | 24754.22364 | 542.484223 | 35.7051639 | 1982-1999 –> 2000-2009 | 16.0533470 | 7.7856805 | 49316.725021 | 1276.866309 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3503 | 8.3522012 | 24825.49439 | 104.295054 | 39.8789012 | 1982-1999 –> 2000-2009 | 16.3273278 | 7.9751266 | 49558.015899 | 193.462943 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3503 | 8.4862492 | 24937.04384 | 26.152290 | 47.8338789 | 1982-1999 –> 2000-2009 | 16.6394882 | 8.1532390 | 49825.769976 | 48.678232 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3503 | 8.6059922 | 25035.20924 | 50.318264 | 53.0699922 | 1982-1999 –> 2000-2009 | 16.8927923 | 8.2868001 | 50038.845613 | 91.391178 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate_star | 3503 | 9.6251333 | 25817.31372 | 493.415896 | 38.3666251 | 1982-1999 –> 2000-2009 | 18.6849141 | 9.0597808 | 51449.638363 | 1149.187658 | 5 | 14 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 3503 | 10.2950147 | 26288.69171 | 574.539487 | 44.7479165 | 1982-1999 –> 2000-2009 | 18.8401064 | 8.5450917 | 51507.390053 | 1046.461978 | 11 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3503 | 10.2610566 | 26265.54419 | 104.114179 | 53.6103582 | 1982-1999 –> 2000-2009 | 18.9067047 | 8.6456482 | 51566.978185 | 193.234712 | 9 | 15 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3503 | 9.7730972 | 25924.19516 | 103.080842 | 42.3393733 | 1982-1999 –> 2000-2009 | 18.9251608 | 9.1520636 | 51628.190679 | 183.125998 | 6 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3503 | 10.2834268 | 26280.80145 | 26.125820 | 61.8878868 | 1982-1999 –> 2000-2009 | 19.0851952 | 8.8017684 | 51708.799902 | 48.640447 | 10 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3503 | 9.9296461 | 26035.53035 | 24.513618 | 50.7492849 | 1982-1999 –> 2000-2009 | 19.2106616 | 9.2810155 | 51838.474358 | 41.599979 | 7 | 18 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3222 | 9.3222423 | 23543.24609 | 590.879241 | 39.2811294 | 2000-2009 –> 2010-2019 | 17.5899089 | 8.2676665 | 48297.469732 | 1527.609749 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3222 | 9.8042531 | 23868.10799 | 67.755957 | 46.2859119 | 2000-2009 –> 2010-2019 | 18.1564543 | 8.3522012 | 48693.602387 | 172.051011 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3222 | 10.1513816 | 24092.31753 | 21.284911 | 55.7473489 | 2000-2009 –> 2010-2019 | 18.6376308 | 8.4862492 | 49029.361369 | 47.437202 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3222 | 10.4603374 | 24285.51448 | 65.244829 | 62.8305809 | 2000-2009 –> 2010-2019 | 19.0663296 | 8.6059922 | 49320.723719 | 166.274998 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3222 | 11.1806480 | 24712.64433 | 572.383652 | 52.9068126 | 2000-2009 –> 2010-2019 | 20.8057812 | 9.6251333 | 50529.958044 | 1490.652467 | 5 | 10 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3222 | 11.7002704 | 25005.37933 | 58.460347 | 53.2504623 | 2000-2009 –> 2010-2019 | 21.4733676 | 9.7730972 | 50929.574487 | 161.541189 | 8 | 14 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 3222 | 11.4184375 | 24848.25800 | 275.598745 | 53.3932700 | 2000-2009 –> 2010-2019 | 21.7134522 | 10.2950147 | 51136.949705 | 656.446671 | 6 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3222 | 11.6837429 | 24996.27029 | 67.705364 | 66.2567595 | 2000-2009 –> 2010-2019 | 21.9447995 | 10.2610566 | 51261.814481 | 171.819543 | 7 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3222 | 12.0803107 | 25211.36154 | 16.468905 | 62.8310025 | 2000-2009 –> 2010-2019 | 22.0099568 | 9.9296461 | 51246.891890 | 40.982523 | 10 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 3222 | 12.1850212 | 25266.97655 | 18.513061 | 64.6860249 | 2000-2009 –> 2010-2019 | 22.1678393 | 9.9828181 | 51339.923108 | 42.932743 | 11 | 19 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3262 | 8.1300685 | 22942.64940 | 65.662367 | 37.5804656 | 1982-1999 –> 2000-2009 | 16.0858354 | 7.9557669 | 44863.714283 | 129.304146 | 3 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3262 | 8.1247815 | 22938.40547 | 56.513290 | 37.6038981 | 1982-1999 –> 2000-2009 | 16.1064458 | 7.9816643 | 44879.853588 | 110.829683 | 2 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3262 | 8.1135548 | 22929.38447 | 178.919754 | 37.6322851 | 1982-1999 –> 2000-2009 | 16.1686285 | 8.0550737 | 44928.254151 | 368.660046 | 1 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3262 | 8.2288394 | 23019.43088 | 40.400654 | 38.7578839 | 1982-1999 –> 2000-2009 | 16.8166904 | 8.5878510 | 45417.999357 | 73.469761 | 4 | 20 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3262 | 8.5857771 | 23296.45315 | 140.732311 | 34.4355732 | 1982-1999 –> 2000-2009 | 16.9297450 | 8.3439679 | 45514.327415 | 265.313889 | 18 | 24 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 3262 | 8.4856011 | 23219.88570 | 60.184709 | 37.7180978 | 1982-1999 –> 2000-2009 | 17.0548930 | 8.5692919 | 45604.885111 | 114.572033 | 11 | 25 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3262 | 8.4905028 | 23223.65315 | 54.296505 | 37.6368598 | 1982-1999 –> 2000-2009 | 17.0656015 | 8.5750987 | 45612.901265 | 103.278908 | 12 | 27 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3262 | 8.5863419 | 23296.88225 | 20.720540 | 36.5877430 | 1982-1999 –> 2000-2009 | 17.0687221 | 8.4823802 | 45617.944891 | 36.725979 | 19 | 29 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 3262 | 8.5726093 | 23286.43973 | 99.747927 | 37.0282406 | 1982-1999 –> 2000-2009 | 17.0974977 | 8.5248885 | 45638.855103 | 178.955955 | 15 | 27 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3262 | 8.4678991 | 23206.26165 | 178.429408 | 37.5598238 | 1982-1999 –> 2000-2009 | 17.1090598 | 8.6411607 | 45643.643651 | 344.623047 | 10 | 27 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2648 | 11.2298683 | 20337.48248 | 193.854906 | 35.6323336 | 2000-2009 –> 2010-2019 | 19.3434231 | 8.1135548 | 43266.866950 | 372.774660 | 3 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2648 | 11.2290753 | 20337.10848 | 55.103858 | 35.6215851 | 2000-2009 –> 2010-2019 | 19.3538568 | 8.1247815 | 43275.513950 | 111.617148 | 2 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2648 | 11.2288599 | 20337.00690 | 67.019806 | 35.6224172 | 2000-2009 –> 2010-2019 | 19.3589284 | 8.1300685 | 43279.656301 | 132.682173 | 1 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2648 | 11.2445441 | 20342.39905 | 28.795678 | 36.0065732 | 2000-2009 –> 2010-2019 | 19.4733835 | 8.2288394 | 43361.829931 | 69.196332 | 4 | 8 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2648 | 11.2560036 | 20347.79358 | 515.870889 | 36.3365886 | 2000-2009 –> 2010-2019 | 19.4875687 | 8.2315651 | 43369.385079 | 1308.227055 | 9 | 14 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2648 | 11.2527262 | 20346.25132 | 22.745220 | 36.4638848 | 2000-2009 –> 2010-2019 | 19.5270330 | 8.2743068 | 43401.630493 | 54.671724 | 7 | 13 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2648 | 11.2526886 | 20346.23358 | 25.209111 | 36.4656873 | 2000-2009 –> 2010-2019 | 19.5293031 | 8.2766146 | 43403.432086 | 60.708630 | 6 | 13 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 2648 | 11.2524087 | 20346.10188 | 21.155008 | 36.3789415 | 2000-2009 –> 2010-2019 | 19.5467653 | 8.2943565 | 43417.270442 | 51.036107 | 5 | 13 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + nitrate | 2648 | 11.2529295 | 20344.34699 | 20.992115 | 36.4425424 | 2000-2009 –> 2010-2019 | 19.5473010 | 8.2943715 | 43413.527335 | 50.593662 | 8 | 17 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 2648 | 11.2731704 | 20355.86446 | 18.728745 | 35.3831770 | 2000-2009 –> 2010-2019 | 19.8457797 | 8.5726093 | 43642.304184 | 47.804995 | 10 | 25 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4020 | 6.2088633 | 26101.12766 | 751.327632 | 25.4175657 | 1982-1999 –> 2000-2009 | 11.7339555 | 5.5250921 | 50719.851376 | 1447.819176 | 1 | 12 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 4020 | 6.2436716 | 26148.07579 | 47.152609 | 24.2392163 | 1982-1999 –> 2000-2009 | 11.7477275 | 5.5040559 | 50738.793324 | 102.910164 | 2 | 3 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 4020 | 6.2437363 | 26146.15907 | 15.892252 | 24.2773623 | 1982-1999 –> 2000-2009 | 11.7520404 | 5.5083041 | 50740.945534 | 26.720117 | 3 | 5 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4020 | 6.2447411 | 26147.45294 | 28.824552 | 24.1974851 | 1982-1999 –> 2000-2009 | 11.7533095 | 5.5085683 | 50742.616637 | 64.375332 | 4 | 7 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 4020 | 6.2449905 | 26145.77402 | 12.410053 | 24.0856015 | 1982-1999 –> 2000-2009 | 11.7710192 | 5.5260287 | 50763.830995 | 22.823811 | 5 | 18 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4020 | 6.2648344 | 26175.28120 | 81.595061 | 24.2520557 | 1982-1999 –> 2000-2009 | 11.7747756 | 5.5099411 | 50774.404987 | 171.604650 | 6 | 10 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4020 | 6.2652552 | 26175.82111 | 40.897200 | 24.3139304 | 1982-1999 –> 2000-2009 | 11.7795100 | 5.5142549 | 50781.100787 | 88.164721 | 7 | 13 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 4020 | 6.2689060 | 26178.50479 | 17.156090 | 24.0321880 | 1982-1999 –> 2000-2009 | 11.7832502 | 5.5143442 | 50781.911826 | 29.093711 | 9 | 16 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 4020 | 6.2741838 | 26185.27074 | 62.980966 | 23.6938020 | 1982-1999 –> 2000-2009 | 11.7846904 | 5.5105066 | 50783.201761 | 131.315366 | 10 | 15 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4020 | 6.2656394 | 26174.31422 | 24.506449 | 24.2876951 | 1982-1999 –> 2000-2009 | 11.7867225 | 5.5210831 | 50787.328200 | 56.113955 | 8 | 18 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3855 | 6.9778236 | 25932.51881 | 68.910764 | 26.5454160 | 2000-2009 –> 2010-2019 | 13.2214952 | 6.2436716 | 52080.594601 | 154.773761 | 1 | 3 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3855 | 7.0165482 | 25975.18850 | 32.344884 | 26.2280976 | 2000-2009 –> 2010-2019 | 13.2818034 | 6.2652552 | 52151.009609 | 73.242083 | 3 | 10 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 3855 | 6.9984541 | 25953.28042 | 25.363203 | 27.6967059 | 2000-2009 –> 2010-2019 | 13.3206336 | 6.3221795 | 52199.820836 | 61.451950 | 2 | 15 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3855 | 7.0667795 | 26030.18760 | 60.143000 | 25.6595592 | 2000-2009 –> 2010-2019 | 13.3316140 | 6.2648344 | 52205.468802 | 141.738060 | 7 | 13 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3855 | 7.1222836 | 26088.50711 | 39.031990 | 25.1117966 | 2000-2009 –> 2010-2019 | 13.3964674 | 6.2741838 | 52273.777854 | 102.012956 | 11 | 21 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 3855 | 7.0374158 | 25996.08440 | 11.019625 | 26.3621628 | 2000-2009 –> 2010-2019 | 13.4065967 | 6.3691809 | 52302.176018 | 29.211575 | 4 | 29 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3855 | 7.0474383 | 26007.05698 | 24.523648 | 27.6121873 | 2000-2009 –> 2010-2019 | 13.4112003 | 6.3637620 | 52306.305309 | 59.167135 | 6 | 25 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3855 | 7.1489904 | 26117.36360 | 9.059009 | 24.6811593 | 2000-2009 –> 2010-2019 | 13.4178964 | 6.2689060 | 52295.868384 | 26.215099 | 13 | 22 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 3855 | 7.1812510 | 26152.07754 | 8.169146 | 24.6960783 | 2000-2009 –> 2010-2019 | 13.4249873 | 6.2437363 | 52298.236617 | 24.061398 | 15 | 18 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + phosphate | 3855 | 7.0399701 | 25996.88232 | 49.540893 | 26.8216151 | 2000-2009 –> 2010-2019 | 13.4362365 | 6.3962664 | 52335.092252 | 127.398412 | 5 | 33 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5165 | 4.4543198 | 30103.35732 | 148.931179 | 15.4568649 | 1982-1999 –> 2000-2009 | 7.9607835 | 3.5064636 | 56997.194367 | 268.923941 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 5165 | 4.4575586 | 30108.86553 | 50.731148 | 15.8245122 | 1982-1999 –> 2000-2009 | 7.9829635 | 3.5254050 | 57054.866402 | 99.571012 | 2 | 4 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 5165 | 4.4636723 | 30123.02390 | 706.749243 | 16.8062238 | 1982-1999 –> 2000-2009 | 7.9923356 | 3.5286633 | 57078.312828 | 1320.182456 | 3 | 6 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 5165 | 4.4771392 | 30156.14248 | 35.194233 | 15.3108120 | 1982-1999 –> 2000-2009 | 8.0068451 | 3.5297059 | 57116.401732 | 85.489199 | 4 | 8 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 5165 | 4.4771573 | 30154.18423 | 37.860186 | 15.2842952 | 1982-1999 –> 2000-2009 | 8.0093626 | 3.5322053 | 57119.560187 | 73.322150 | 5 | 10 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5165 | 4.4832704 | 30170.27922 | 34.976001 | 15.3840482 | 1982-1999 –> 2000-2009 | 8.0177673 | 3.5344969 | 57144.175753 | 79.742258 | 6 | 14 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 5165 | 4.4846049 | 30171.35368 | 21.570858 | 15.1587762 | 1982-1999 –> 2000-2009 | 8.0198141 | 3.5352092 | 57145.276152 | 30.864885 | 7 | 16 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 5165 | 4.4933617 | 30191.50475 | 102.783729 | 16.7690475 | 1982-1999 –> 2000-2009 | 8.0263878 | 3.5330261 | 57159.216547 | 194.607601 | 8 | 14 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5165 | 4.5184046 | 30248.91716 | 78.724763 | 14.4503558 | 1982-1999 –> 2000-2009 | 8.0843687 | 3.5659641 | 57309.927150 | 122.809172 | 10 | 22 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 5165 | 4.5244664 | 30262.76649 | 27.629016 | 16.7654346 | 1982-1999 –> 2000-2009 | 8.0864150 | 3.5619486 | 57312.448645 | 42.321947 | 11 | 21 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4817 | 4.9452312 | 29083.26797 | 103.037875 | 16.1460410 | 2000-2009 –> 2010-2019 | 9.3995510 | 4.4543198 | 59186.625286 | 251.969054 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 4817 | 4.9581599 | 29106.42204 | 37.531250 | 16.8254213 | 2000-2009 –> 2010-2019 | 9.4157185 | 4.4575586 | 59215.287565 | 88.262398 | 5 | 7 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 4817 | 4.9599442 | 29109.88841 | 518.579322 | 16.6882699 | 2000-2009 –> 2010-2019 | 9.4236165 | 4.4636723 | 59232.912305 | 1225.328565 | 6 | 9 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 4817 | 4.9502833 | 29093.10511 | 108.310608 | 15.9730324 | 2000-2009 –> 2010-2019 | 9.4274225 | 4.4771392 | 59249.247588 | 263.920880 | 2 | 6 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 4817 | 4.9623706 | 29114.60010 | 9.898804 | 16.6061357 | 2000-2009 –> 2010-2019 | 9.4395278 | 4.4771573 | 59268.784333 | 28.003831 | 9 | 14 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4817 | 4.9511257 | 29092.74435 | 74.550850 | 16.6209141 | 2000-2009 –> 2010-2019 | 9.4444874 | 4.4933617 | 59284.249106 | 177.334579 | 3 | 11 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4817 | 4.9633522 | 29118.50557 | 27.886361 | 16.0614588 | 2000-2009 –> 2010-2019 | 9.4466225 | 4.4832704 | 59288.784786 | 62.862363 | 11 | 17 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 4817 | 4.9678248 | 29125.18312 | 12.014857 | 16.4416387 | 2000-2009 –> 2010-2019 | 9.4524297 | 4.4846049 | 59296.536794 | 33.585715 | 12 | 19 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 4817 | 4.9602563 | 29110.49458 | 16.942196 | 16.5936585 | 2000-2009 –> 2010-2019 | 9.4847228 | 4.5244664 | 59373.261071 | 44.571212 | 7 | 18 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4817 | 4.9716487 | 29132.59600 | 16.919584 | 16.6274256 | 2000-2009 –> 2010-2019 | 9.4992824 | 4.5276337 | 59402.591291 | 44.358842 | 14 | 26 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6886 | 3.2924856 | 35966.92603 | 384.270443 | 16.1303115 | 1982-1999 –> 2000-2009 | 6.3182288 | 3.0257432 | 67142.837348 | 630.920621 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6886 | 3.3207513 | 36084.65286 | 69.381151 | 16.8581165 | 1982-1999 –> 2000-2009 | 6.3987170 | 3.0779657 | 67471.659597 | 115.457383 | 2 | 5 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6886 | 3.3268741 | 36110.02190 | 69.896401 | 16.9672411 | 1982-1999 –> 2000-2009 | 6.4092351 | 3.0823611 | 67514.632057 | 122.512494 | 3 | 10 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 6886 | 3.4167177 | 36475.00751 | 64.319761 | 15.5492899 | 1982-1999 –> 2000-2009 | 6.4704081 | 3.0536904 | 67762.336882 | 117.083840 | 5 | 7 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 6886 | 3.3963890 | 36392.82221 | 13.246943 | 15.9695513 | 1982-1999 –> 2000-2009 | 6.4941394 | 3.0977504 | 67856.869227 | 31.737788 | 4 | 12 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 6886 | 3.4439251 | 36584.23982 | 105.292815 | 15.4231202 | 1982-1999 –> 2000-2009 | 6.5236863 | 3.0797612 | 67976.440538 | 150.396263 | 6 | 10 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 6886 | 3.4464756 | 36592.43535 | 53.375800 | 15.4100958 | 1982-1999 –> 2000-2009 | 6.5287381 | 3.0822625 | 67992.651070 | 84.474839 | 7 | 13 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 6886 | 3.4620297 | 36656.44920 | 269.021524 | 14.1554943 | 1982-1999 –> 2000-2009 | 6.5421061 | 3.0800764 | 68049.912395 | 435.157185 | 9 | 14 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 6886 | 3.4609950 | 36652.33219 | 8.267850 | 15.8482558 | 1982-1999 –> 2000-2009 | 6.5762398 | 3.1152448 | 68185.850211 | 20.422007 | 8 | 17 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 6886 | 3.4633135 | 36661.55521 | 8.895125 | 15.9095663 | 1982-1999 –> 2000-2009 | 6.5802318 | 3.1169183 | 68201.698300 | 21.397327 | 10 | 20 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6263 | 3.4925040 | 33452.87715 | 284.984172 | 13.5450081 | 2000-2009 –> 2010-2019 | 6.7849896 | 3.2924856 | 69419.803180 | 669.254616 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6263 | 3.5081668 | 33508.92660 | 45.828726 | 13.7552146 | 2000-2009 –> 2010-2019 | 6.8289181 | 3.3207513 | 69593.579459 | 115.209877 | 8 | 10 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6263 | 3.5021875 | 33487.55939 | 45.729479 | 13.8410366 | 2000-2009 –> 2010-2019 | 6.8290616 | 3.3268741 | 69597.581292 | 115.625879 | 5 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 6263 | 3.4946886 | 33458.70967 | 45.465627 | 13.6609040 | 2000-2009 –> 2010-2019 | 6.9114063 | 3.4167177 | 69933.717176 | 109.785388 | 3 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 6263 | 3.5319346 | 33591.50428 | 13.571705 | 14.5313520 | 2000-2009 –> 2010-2019 | 6.9283236 | 3.3963890 | 69984.326491 | 26.818648 | 15 | 19 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 6263 | 3.4944681 | 33457.91930 | 56.118482 | 13.6219964 | 2000-2009 –> 2010-2019 | 6.9383932 | 3.4439251 | 70042.159120 | 161.411297 | 2 | 8 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 6263 | 3.4947452 | 33456.91271 | 33.852834 | 13.6714258 | 2000-2009 –> 2010-2019 | 6.9412208 | 3.4464756 | 70049.348067 | 87.228634 | 4 | 11 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 6263 | 3.5110042 | 33517.05367 | 59.061409 | 13.8277205 | 2000-2009 –> 2010-2019 | 6.9719992 | 3.4609950 | 70169.385861 | 170.189684 | 10 | 18 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 6263 | 3.5139901 | 33527.70168 | 8.090623 | 13.8688648 | 2000-2009 –> 2010-2019 | 6.9773036 | 3.4633135 | 70189.256890 | 16.985748 | 11 | 21 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 6263 | 3.5050210 | 33495.68945 | 11.861710 | 13.5959519 | 2000-2009 –> 2010-2019 | 6.9958097 | 3.4907887 | 70266.069602 | 37.008943 | 6 | 17 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 7603 | 1.8731673 | 31134.13221 | 994.303762 | 12.8337518 | 1982-1999 –> 2000-2009 | 3.9513481 | 2.0781808 | 61486.419088 | 1677.044665 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 7603 | 1.8939910 | 31300.24272 | 447.941756 | 12.7023005 | 1982-1999 –> 2000-2009 | 3.9889159 | 2.0949249 | 61763.743118 | 770.926192 | 2 | 5 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7603 | 1.9117798 | 31444.39412 | 216.454926 | 13.6483573 | 1982-1999 –> 2000-2009 | 4.0575016 | 2.1457218 | 62247.898198 | 358.100146 | 3 | 8 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7603 | 1.9308298 | 31593.16479 | 98.974922 | 13.4474775 | 1982-1999 –> 2000-2009 | 4.0874793 | 2.1566495 | 62466.335705 | 155.689038 | 6 | 13 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7603 | 1.9221631 | 31526.75749 | 123.447677 | 13.9134059 | 1982-1999 –> 2000-2009 | 4.0953579 | 2.1731949 | 62509.748878 | 165.152354 | 4 | 13 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 7603 | 1.9272910 | 31567.27004 | 114.670314 | 14.0010990 | 1982-1999 –> 2000-2009 | 4.1079789 | 2.1806879 | 62598.821466 | 154.995915 | 5 | 16 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 7603 | 2.0343252 | 32387.13532 | 976.125246 | 11.1453702 | 1982-1999 –> 2000-2009 | 4.1125121 | 2.0781870 | 62737.463901 | 1573.477723 | 10 | 12 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7603 | 1.9415595 | 31677.43099 | 5.145653 | 13.7123358 | 1982-1999 –> 2000-2009 | 4.1238890 | 2.1823295 | 62717.598832 | 10.319208 | 7 | 19 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 7603 | 1.9440158 | 31696.65678 | 5.147325 | 13.7563126 | 1982-1999 –> 2000-2009 | 4.1312390 | 2.1872231 | 62768.424681 | 10.327154 | 8 | 23 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + phosphate_star | 7603 | 2.0469690 | 32479.35171 | 465.713653 | 11.0711324 | 1982-1999 –> 2000-2009 | 4.1419097 | 2.0949407 | 62940.959048 | 745.424836 | 11 | 15 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 7518 | 2.1552266 | 32893.24190 | 397.830887 | 14.7713913 | 2000-2009 –> 2010-2019 | 4.0492176 | 1.8939910 | 64193.484621 | 845.772644 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7518 | 2.1993201 | 33199.75710 | 231.978148 | 13.9397789 | 2000-2009 –> 2010-2019 | 4.1110999 | 1.9117798 | 64644.151222 | 448.433075 | 4 | 6 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7518 | 2.2174678 | 33323.31783 | 90.214385 | 13.7224135 | 2000-2009 –> 2010-2019 | 4.1396309 | 1.9221631 | 64850.075323 | 213.662061 | 6 | 9 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7518 | 2.2096592 | 33268.27624 | 84.592232 | 13.0142310 | 2000-2009 –> 2010-2019 | 4.1404890 | 1.9308298 | 64861.441026 | 183.567154 | 5 | 10 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 7518 | 2.2234984 | 33364.15374 | 98.173491 | 13.7571108 | 2000-2009 –> 2010-2019 | 4.1507894 | 1.9272910 | 64931.423778 | 230.096772 | 7 | 11 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7518 | 2.2272254 | 33387.33610 | 6.145773 | 13.3448818 | 2000-2009 –> 2010-2019 | 4.1687849 | 1.9415595 | 65064.767085 | 11.291426 | 8 | 14 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 7518 | 2.2303528 | 33408.43430 | 6.147996 | 13.3906645 | 2000-2009 –> 2010-2019 | 4.1743686 | 1.9440158 | 65105.091081 | 11.295320 | 9 | 16 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 7518 | 2.1757597 | 33035.81346 | 989.175598 | 17.0578738 | 2000-2009 –> 2010-2019 | 4.2100848 | 2.0343252 | 65422.948785 | 1965.300844 | 2 | 11 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + phosphate_star | 7518 | 2.1915556 | 33142.58030 | 403.532083 | 15.1472555 | 2000-2009 –> 2010-2019 | 4.2385246 | 2.0469690 | 65621.932011 | 869.245736 | 3 | 13 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7518 | 2.2537691 | 33565.47281 | 6.477709 | 12.8970632 | 2000-2009 –> 2010-2019 | 4.2399829 | 1.9862138 | 65588.668997 | 11.550173 | 10 | 18 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3643 | 1.0298279 | 10566.53435 | 884.967757 | 5.3589821 | 1982-1999 –> 2000-2009 | 2.3113509 | 1.2815230 | 21652.666922 | 1494.594737 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 3643 | 1.0298586 | 10564.75135 | 881.122237 | 5.3518372 | 1982-1999 –> 2000-2009 | 2.3113912 | 1.2815326 | 21648.933747 | 1461.376832 | 2 | 4 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3643 | 1.0340760 | 10596.52771 | 805.920543 | 5.3879218 | 1982-1999 –> 2000-2009 | 2.3156189 | 1.2815429 | 21682.763380 | 1378.487218 | 5 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3643 | 1.0343757 | 10596.63867 | 789.227038 | 5.3659637 | 1982-1999 –> 2000-2009 | 2.3159700 | 1.2815943 | 21681.140985 | 1320.383495 | 6 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3643 | 1.0349838 | 10602.92111 | 874.169413 | 5.3759113 | 1982-1999 –> 2000-2009 | 2.3168531 | 1.2818693 | 21690.848076 | 1474.350959 | 7 | 12 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3643 | 1.0353295 | 10603.35422 | 847.618504 | 5.3507958 | 1982-1999 –> 2000-2009 | 2.3173016 | 1.2819720 | 21689.813781 | 1400.107231 | 8 | 14 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3643 | 1.0514060 | 10717.62132 | 912.663731 | 5.8695174 | 1982-1999 –> 2000-2009 | 2.3382921 | 1.2868860 | 21831.492056 | 1764.374590 | 11 | 18 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 3643 | 1.0531831 | 10727.92589 | 879.492136 | 5.6292083 | 1982-1999 –> 2000-2009 | 2.3404587 | 1.2872755 | 21841.806466 | 1422.451302 | 12 | 20 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3643 | 1.0321807 | 10581.16139 | 108.287319 | 5.2294284 | 1982-1999 –> 2000-2009 | 2.3460705 | 1.3138898 | 21830.964235 | 203.603252 | 3 | 20 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3643 | 1.0321825 | 10579.17370 | 106.782561 | 5.2306485 | 1982-1999 –> 2000-2009 | 2.3475046 | 1.3153221 | 21834.213326 | 198.874099 | 4 | 22 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 3950 | 1.1877272 | 12580.74246 | 971.812857 | 12.6534655 | 2000-2009 –> 2010-2019 | 2.2175858 | 1.0298586 | 23145.493809 | 1830.384640 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3950 | 1.1886311 | 12586.75254 | 157.396740 | 11.8497581 | 2000-2009 –> 2010-2019 | 2.2208118 | 1.0321807 | 23167.913926 | 265.684059 | 2 | 4 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3950 | 1.1896745 | 12591.68460 | 149.488337 | 11.9357961 | 2000-2009 –> 2010-2019 | 2.2218570 | 1.0321825 | 23170.858302 | 256.270898 | 7 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3950 | 1.1891162 | 12591.97620 | 986.371787 | 13.1095629 | 2000-2009 –> 2010-2019 | 2.2231923 | 1.0340760 | 23188.503916 | 1792.292330 | 4 | 8 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3950 | 1.1888459 | 12590.18042 | 999.889012 | 13.1334373 | 2000-2009 –> 2010-2019 | 2.2238298 | 1.0349838 | 23193.101527 | 1874.058425 | 3 | 9 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3950 | 1.1896546 | 12593.55247 | 959.686678 | 13.1307051 | 2000-2009 –> 2010-2019 | 2.2240303 | 1.0343757 | 23190.191138 | 1748.913716 | 6 | 11 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3950 | 1.1894581 | 12592.24732 | 957.648541 | 13.1445617 | 2000-2009 –> 2010-2019 | 2.2247876 | 1.0353295 | 23195.601533 | 1805.267045 | 5 | 12 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3950 | 1.1900989 | 12596.50226 | 151.354876 | 12.5650085 | 2000-2009 –> 2010-2019 | 2.2301567 | 1.0400578 | 23233.055385 | 257.963656 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 3950 | 1.1905188 | 12597.28878 | 144.556599 | 12.6155355 | 2000-2009 –> 2010-2019 | 2.2306519 | 1.0401331 | 23232.369447 | 249.876740 | 9 | 18 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3950 | 1.1982898 | 12652.68782 | 987.548622 | 14.2531130 | 2000-2009 –> 2010-2019 | 2.2496958 | 1.0514060 | 23370.309147 | 1900.212353 | 10 | 20 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 4823 | 0.9843016 | 13548.45336 | 768.834697 | 10.7274863 | 1982-1999 –> 2000-2009 | 2.1508242 | 1.1665226 | 26891.764608 | 1474.723560 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4823 | 0.9873741 | 13578.51629 | 603.559768 | 10.3533912 | 1982-1999 –> 2000-2009 | 2.1553682 | 1.1679941 | 26932.510643 | 1029.211122 | 2 | 5 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 4823 | 0.9896221 | 13598.45308 | 616.596637 | 10.8991432 | 1982-1999 –> 2000-2009 | 2.1561898 | 1.1665677 | 26940.091863 | 1020.922550 | 3 | 5 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4823 | 0.9903514 | 13607.55895 | 487.068397 | 10.1973325 | 1982-1999 –> 2000-2009 | 2.1614685 | 1.1711171 | 26984.180985 | 882.954454 | 4 | 10 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 4823 | 0.9907993 | 13611.91996 | 594.268514 | 10.1623795 | 1982-1999 –> 2000-2009 | 2.1617419 | 1.1709427 | 26987.279540 | 1023.253165 | 5 | 10 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4823 | 0.9985894 | 13685.46517 | 602.655401 | 10.4953567 | 1982-1999 –> 2000-2009 | 2.1675412 | 1.1689518 | 27044.404878 | 956.212719 | 10 | 14 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 4823 | 0.9966480 | 13666.69294 | 5.024570 | 9.8174058 | 1982-1999 –> 2000-2009 | 2.1687282 | 1.1720802 | 27048.281132 | 12.013890 | 9 | 16 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4823 | 1.0048829 | 13746.06676 | 484.115078 | 10.3764190 | 1982-1999 –> 2000-2009 | 2.1783284 | 1.1734455 | 27137.519728 | 818.390791 | 12 | 21 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 4823 | 1.0056707 | 13753.62617 | 593.417934 | 10.3321525 | 1982-1999 –> 2000-2009 | 2.1787387 | 1.1730680 | 27142.352762 | 949.413598 | 14 | 22 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + nitrate + phosphate_star | 4823 | 1.0099875 | 13792.94302 | 4.504099 | 10.0245952 | 1982-1999 –> 2000-2009 | 2.1862342 | 1.1762466 | 27202.600380 | 8.487604 | 18 | 28 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 5595 | 0.8494697 | 14066.35218 | 789.010325 | 4.6261473 | 2000-2009 –> 2010-2019 | 1.8337713 | 0.9843016 | 27614.805547 | 1557.845022 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 5595 | 0.8495152 | 14064.95102 | 561.798177 | 4.5934733 | 2000-2009 –> 2010-2019 | 1.8391373 | 0.9896221 | 27663.404103 | 1178.394814 | 2 | 5 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5595 | 0.8558437 | 14150.00305 | 523.244007 | 4.8444736 | 2000-2009 –> 2010-2019 | 1.8432178 | 0.9873741 | 27728.519340 | 1126.803775 | 5 | 7 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5595 | 0.8562404 | 14153.18784 | 84.006808 | 4.7748655 | 2000-2009 –> 2010-2019 | 1.8484214 | 0.9921810 | 27776.550553 | 160.718531 | 6 | 12 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5595 | 0.8588285 | 14188.95998 | 485.158383 | 4.9314057 | 2000-2009 –> 2010-2019 | 1.8491799 | 0.9903514 | 27796.518933 | 972.226780 | 9 | 13 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 5595 | 0.8506659 | 14080.09783 | 808.785024 | 4.7475910 | 2000-2009 –> 2010-2019 | 1.8498012 | 0.9991353 | 27770.834718 | 1656.483012 | 3 | 14 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5595 | 0.8599365 | 14203.38762 | 527.215380 | 4.9454091 | 2000-2009 –> 2010-2019 | 1.8507357 | 0.9907993 | 27815.307585 | 1121.483893 | 10 | 15 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5595 | 0.8606757 | 14211.00239 | 5.163171 | 4.7885219 | 2000-2009 –> 2010-2019 | 1.8529279 | 0.9922522 | 27835.057295 | 9.911849 | 11 | 18 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5595 | 0.8618706 | 14226.52711 | 5.460662 | 4.7923114 | 2000-2009 –> 2010-2019 | 1.8543864 | 0.9925158 | 27853.144203 | 10.473771 | 13 | 21 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 5595 | 0.8576344 | 14171.39069 | 515.813574 | 4.6405605 | 2000-2009 –> 2010-2019 | 1.8562238 | 0.9985894 | 27856.855852 | 1118.468975 | 7 | 17 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8638 | 1.0395095 | 25197.00887 | 720.303255 | 6.6359930 | 1982-1999 –> 2000-2009 | 2.1849341 | 1.1454246 | 50425.359914 | 1094.043461 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8638 | 1.0468392 | 25318.39750 | 705.892436 | 6.4831112 | 1982-1999 –> 2000-2009 | 2.1962036 | 1.1493643 | 50602.434573 | 1084.266645 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8638 | 1.0478160 | 25334.50935 | 480.911846 | 6.4804252 | 1982-1999 –> 2000-2009 | 2.1988047 | 1.1509887 | 50641.451209 | 833.934526 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 8638 | 1.0525239 | 25409.95704 | 18.269907 | 6.6533329 | 1982-1999 –> 2000-2009 | 2.2512152 | 1.1986913 | 51373.497106 | 29.668459 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 8638 | 1.0816818 | 25882.04251 | 15.457546 | 6.9521982 | 1982-1999 –> 2000-2009 | 2.3669014 | 1.2852196 | 52975.964288 | 27.033451 | 7 | 15 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 8638 | 1.0814273 | 25877.97757 | 14.099161 | 6.9905894 | 1982-1999 –> 2000-2009 | 2.3693130 | 1.2878857 | 53005.507125 | 24.577275 | 6 | 15 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 8638 | 1.1512844 | 26959.39425 | 600.709122 | 7.3424935 | 1982-1999 –> 2000-2009 | 2.3786357 | 1.2273513 | 53306.133458 | 964.230004 | 8 | 13 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 8638 | 1.0810616 | 25872.13465 | 127.637870 | 7.1439935 | 1982-1999 –> 2000-2009 | 2.3796730 | 1.2986114 | 53134.171008 | 215.460366 | 5 | 15 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 8638 | 1.1690587 | 27224.07371 | 462.821364 | 7.3886348 | 1982-1999 –> 2000-2009 | 2.4129041 | 1.2438455 | 53787.312433 | 829.904900 | 11 | 17 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 8638 | 1.1673960 | 27199.48565 | 426.611740 | 7.3226013 | 1982-1999 –> 2000-2009 | 2.4185488 | 1.2511528 | 53857.722788 | 772.838840 | 10 | 17 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9866 | 0.7120016 | 21310.02562 | 660.504431 | 5.9792258 | 2000-2009 –> 2010-2019 | 1.7515111 | 1.0395095 | 46507.034494 | 1380.807687 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 9866 | 0.7154204 | 21404.54442 | 651.724574 | 5.9265977 | 2000-2009 –> 2010-2019 | 1.7622596 | 1.0468392 | 46722.941915 | 1357.617010 | 3 | 5 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 9866 | 0.7152953 | 21401.09355 | 551.301685 | 5.9403502 | 2000-2009 –> 2010-2019 | 1.7631112 | 1.0478160 | 46735.602907 | 1032.213532 | 2 | 5 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 9866 | 0.7156582 | 21409.10384 | 10.115874 | 5.8768970 | 2000-2009 –> 2010-2019 | 1.7681821 | 1.0525239 | 46819.060883 | 28.385781 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 9866 | 0.7241478 | 21641.79860 | 125.275448 | 6.3595933 | 2000-2009 –> 2010-2019 | 1.8052094 | 1.0810616 | 47513.933254 | 252.913318 | 5 | 10 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 9866 | 0.7245051 | 21651.53406 | 8.314010 | 6.2805722 | 2000-2009 –> 2010-2019 | 1.8059324 | 1.0814273 | 47529.511633 | 22.413170 | 6 | 12 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 9866 | 0.7246986 | 21656.80170 | 10.318265 | 6.2571882 | 2000-2009 –> 2010-2019 | 1.8063804 | 1.0816818 | 47538.844209 | 28.340465 | 7 | 14 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 9866 | 0.8469907 | 24733.68869 | 595.736444 | 5.7922314 | 2000-2009 –> 2010-2019 | 1.9982751 | 1.1512844 | 51693.082931 | 1196.445566 | 8 | 16 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 9866 | 0.8479027 | 24752.92428 | 118.869687 | 5.8853488 | 2000-2009 –> 2010-2019 | 2.0090912 | 1.1611885 | 51858.301805 | 238.942762 | 9 | 18 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 9866 | 0.8567307 | 24959.30436 | 522.155997 | 5.8525316 | 2000-2009 –> 2010-2019 | 2.0241267 | 1.1673960 | 52158.790008 | 948.767737 | 10 | 20 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5759 | 0.7048206 | 12328.19968 | 620.205364 | 6.5451842 | 1982-1999 –> 2000-2009 | 1.5279371 | 0.8231165 | 25970.895787 | 1001.298993 | 3 | 4 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 5759 | 0.7055763 | 12340.54235 | 665.904351 | 6.6034506 | 1982-1999 –> 2000-2009 | 1.5289820 | 0.8234057 | 25987.148658 | 1073.203740 | 5 | 7 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5759 | 0.7031373 | 12300.65820 | 839.464042 | 6.3983634 | 1982-1999 –> 2000-2009 | 1.5313112 | 0.8281739 | 26011.542935 | 1243.538333 | 1 | 5 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 5759 | 0.7052869 | 12333.81750 | 767.251231 | 6.0412275 | 1982-1999 –> 2000-2009 | 1.5396784 | 0.8343915 | 26125.963797 | 1116.779781 | 4 | 9 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 5759 | 0.7197174 | 12567.10322 | 26.036610 | 6.6354503 | 1982-1999 –> 2000-2009 | 1.5440757 | 0.8243582 | 26224.579977 | 47.906010 | 10 | 13 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 5759 | 0.7084805 | 12385.85405 | 132.516552 | 6.6014277 | 1982-1999 –> 2000-2009 | 1.5463847 | 0.8379042 | 26224.766605 | 251.785096 | 8 | 14 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5759 | 0.7078031 | 12374.83638 | 22.389200 | 6.5679367 | 1982-1999 –> 2000-2009 | 1.5472203 | 0.8394171 | 26233.831316 | 40.425185 | 7 | 14 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5759 | 0.7046325 | 12323.12477 | 115.806104 | 6.3971283 | 1982-1999 –> 2000-2009 | 1.5515036 | 0.8468711 | 26280.534965 | 221.764711 | 2 | 13 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 5759 | 0.7164595 | 12514.84604 | 386.195853 | 7.0453232 | 1982-1999 –> 2000-2009 | 1.5608688 | 0.8444093 | 26439.849387 | 631.343005 | 9 | 17 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 5759 | 0.7061852 | 12346.47818 | 91.988231 | 6.0873530 | 1982-1999 –> 2000-2009 | 1.5718139 | 0.8656287 | 26545.763328 | 159.367850 | 6 | 20 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8070 | 0.4785882 | 11021.86456 | 716.282600 | 4.8131555 | 2000-2009 –> 2010-2019 | 1.1817255 | 0.7031373 | 23322.522751 | 1555.746642 | 3 | 4 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8070 | 0.4785025 | 11018.97381 | 605.799777 | 4.8079228 | 2000-2009 –> 2010-2019 | 1.1833231 | 0.7048206 | 23347.173495 | 1226.005141 | 2 | 5 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 8070 | 0.4785888 | 11019.88260 | 630.910206 | 4.8130533 | 2000-2009 –> 2010-2019 | 1.1838757 | 0.7052869 | 23353.700101 | 1398.161437 | 4 | 8 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8070 | 0.4784870 | 11018.45063 | 635.719931 | 4.7998900 | 2000-2009 –> 2010-2019 | 1.1840633 | 0.7055763 | 23358.992974 | 1301.624282 | 1 | 6 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 8070 | 0.4829541 | 11166.43398 | 339.085074 | 4.8972059 | 2000-2009 –> 2010-2019 | 1.1994136 | 0.7164595 | 23681.280022 | 725.280928 | 5 | 14 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 8070 | 0.5127223 | 12131.81168 | 79.229179 | 4.6080155 | 2000-2009 –> 2010-2019 | 1.2173548 | 0.7046325 | 24454.936457 | 195.035284 | 9 | 11 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 8070 | 0.5155579 | 12218.82681 | 68.889291 | 4.5674823 | 2000-2009 –> 2010-2019 | 1.2217431 | 0.7061852 | 24565.304994 | 160.877522 | 11 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 8070 | 0.5155396 | 12220.25322 | 11.756938 | 4.7600774 | 2000-2009 –> 2010-2019 | 1.2233427 | 0.7078031 | 24595.089592 | 34.146137 | 10 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 8070 | 0.5162216 | 12241.59150 | 87.609944 | 4.7927310 | 2000-2009 –> 2010-2019 | 1.2247021 | 0.7084805 | 24627.445550 | 220.126497 | 12 | 20 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 8070 | 0.5479980 | 13205.72313 | 13.971338 | 5.0059830 | 2000-2009 –> 2010-2019 | 1.2677155 | 0.7197174 | 25772.826352 | 40.007948 | 15 | 25 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8973 | 0.7634591 | 20634.72254 | 429.943182 | 12.2536314 | 1982-1999 –> 2000-2009 | 1.3549016 | 0.5914425 | 38704.213942 | 611.885676 | 1 | 4 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8973 | 0.7648124 | 20666.50401 | 481.215188 | 12.3936044 | 1982-1999 –> 2000-2009 | 1.3566293 | 0.5918169 | 38748.781516 | 688.575639 | 2 | 6 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 8973 | 0.7694482 | 20774.95480 | 485.991838 | 12.5661849 | 1982-1999 –> 2000-2009 | 1.3606672 | 0.5912189 | 38836.808584 | 730.702835 | 4 | 6 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 8973 | 0.7720916 | 20836.50096 | 478.221079 | 12.6411922 | 1982-1999 –> 2000-2009 | 1.3631061 | 0.5910145 | 38891.368183 | 683.675908 | 6 | 7 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 8973 | 0.7662002 | 20697.03977 | 37.434444 | 12.5687329 | 1982-1999 –> 2000-2009 | 1.3770255 | 0.6108253 | 39415.975651 | 73.220648 | 3 | 11 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 8973 | 0.7710230 | 20809.64471 | 208.622002 | 12.7424749 | 1982-1999 –> 2000-2009 | 1.3789955 | 0.6079725 | 39434.008578 | 406.364882 | 5 | 12 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 8973 | 0.7742590 | 20884.80751 | 53.744146 | 12.8614899 | 1982-1999 –> 2000-2009 | 1.3811386 | 0.6068796 | 39472.823461 | 102.822008 | 7 | 13 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 8973 | 0.7896136 | 21237.21812 | 131.631455 | 12.8699386 | 1982-1999 –> 2000-2009 | 1.3862814 | 0.5966678 | 39482.406346 | 219.410761 | 9 | 14 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 8973 | 0.7837164 | 21102.68671 | 435.456453 | 12.2795070 | 1982-1999 –> 2000-2009 | 1.4036863 | 0.6199699 | 40121.822130 | 619.480757 | 8 | 17 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 8973 | 0.7909164 | 21264.80413 | 32.314376 | 12.6105030 | 1982-1999 –> 2000-2009 | 1.4144675 | 0.6235511 | 40398.299762 | 61.813399 | 10 | 20 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 10751 | 0.5353002 | 17086.82559 | 303.172355 | 6.2368632 | 2000-2009 –> 2010-2019 | 1.2987594 | 0.7634591 | 37721.548132 | 733.115537 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 10751 | 0.5401687 | 17281.49689 | 314.928271 | 6.4205418 | 2000-2009 –> 2010-2019 | 1.3049810 | 0.7648124 | 37948.000896 | 796.143459 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 10751 | 0.5473775 | 17566.55402 | 317.859384 | 6.6105970 | 2000-2009 –> 2010-2019 | 1.3168257 | 0.7694482 | 38341.508822 | 803.851223 | 4 | 8 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 10751 | 0.5471868 | 17559.06383 | 315.513753 | 6.5898627 | 2000-2009 –> 2010-2019 | 1.3192785 | 0.7720916 | 38395.564781 | 793.734832 | 3 | 9 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 10751 | 0.5474130 | 17565.94744 | 382.527457 | 6.6193197 | 2000-2009 –> 2010-2019 | 1.3311294 | 0.7837164 | 38668.634149 | 1013.007900 | 5 | 13 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 10751 | 0.5950582 | 19360.41249 | 36.925829 | 7.3379372 | 2000-2009 –> 2010-2019 | 1.3612584 | 0.7662002 | 40057.452259 | 74.360274 | 6 | 9 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 10751 | 0.6035143 | 19663.81583 | 159.795638 | 7.4992283 | 2000-2009 –> 2010-2019 | 1.3745372 | 0.7710230 | 40473.460532 | 368.417640 | 7 | 12 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 10751 | 0.6054438 | 19732.45200 | 51.861599 | 7.5371341 | 2000-2009 –> 2010-2019 | 1.3797028 | 0.7742590 | 40617.259509 | 105.605745 | 8 | 15 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 10751 | 0.6104881 | 19908.85601 | 35.104857 | 7.4859775 | 2000-2009 –> 2010-2019 | 1.4014046 | 0.7909164 | 41173.660134 | 67.419233 | 9 | 19 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 10751 | 0.6981930 | 22797.21381 | 95.005660 | 7.3169987 | 2000-2009 –> 2010-2019 | 1.4878066 | 0.7896136 | 44034.431927 | 226.637115 | 10 | 19 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1590 | 0.5016063 | 2332.21645 | 436.722697 | 3.5014298 | 1982-1999 –> 2000-2009 | 0.7759287 | 0.2743223 | 2823.569144 | 1324.752215 | 1 | 3 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1590 | 0.5021544 | 2335.68904 | 442.028175 | 3.5053734 | 1982-1999 –> 2000-2009 | 0.7767176 | 0.2745632 | 2830.380407 | 1335.283848 | 2 | 5 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1590 | 0.5031882 | 2342.22884 | 440.421661 | 3.5389399 | 1982-1999 –> 2000-2009 | 0.7770391 | 0.2738509 | 2827.039319 | 1331.023657 | 3 | 4 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 1590 | 0.5205557 | 2448.13480 | 339.185830 | 3.3260575 | 1982-1999 –> 2000-2009 | 0.8029499 | 0.2823942 | 3047.804461 | 650.907815 | 7 | 11 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 1590 | 0.5113386 | 2391.32454 | 405.312939 | 4.5928913 | 1982-1999 –> 2000-2009 | 0.8176347 | 0.3062961 | 3300.062792 | 1280.200299 | 6 | 12 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 1590 | 0.5099825 | 2382.87999 | 403.515787 | 4.5710033 | 1982-1999 –> 2000-2009 | 0.8179370 | 0.3079545 | 3312.158710 | 1277.895034 | 4 | 11 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1590 | 0.5106326 | 2386.93070 | 409.556783 | 4.5833181 | 1982-1999 –> 2000-2009 | 0.8189972 | 0.3083646 | 3321.271925 | 1284.500522 | 5 | 13 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1590 | 0.5300523 | 2505.62514 | 429.378136 | 4.1817807 | 1982-1999 –> 2000-2009 | 0.8190930 | 0.2890408 | 3193.789848 | 1269.743994 | 10 | 15 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + nitrate + phosphate | 1590 | 0.5374687 | 2547.81126 | 263.592207 | 4.8917815 | 1982-1999 –> 2000-2009 | 0.8470882 | 0.3096195 | 3495.600973 | 568.673532 | 13 | 22 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ nitrate + phosphate + phosphate_star | 1590 | 0.5322860 | 2516.99792 | 401.982683 | 4.7157146 | 1982-1999 –> 2000-2009 | 0.8484873 | 0.3162013 | 3544.805225 | 1219.948151 | 12 | 22 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1726 | 0.3436242 | 1224.72615 | 945.483819 | 1.3265643 | 2000-2009 –> 2010-2019 | 0.8452305 | 0.5016063 | 3556.942607 | 1382.206516 | 1 | 2 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1726 | 0.3446419 | 1234.93482 | 943.110759 | 1.3286986 | 2000-2009 –> 2010-2019 | 0.8467963 | 0.5021544 | 3570.623861 | 1385.138934 | 3 | 5 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 1726 | 0.3439629 | 1228.12726 | 955.534539 | 1.3222773 | 2000-2009 –> 2010-2019 | 0.8471511 | 0.5031882 | 3570.356100 | 1395.956200 | 2 | 5 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 1726 | 0.3454669 | 1241.18838 | 376.416084 | 1.3970504 | 2000-2009 –> 2010-2019 | 0.8554494 | 0.5099825 | 3624.068373 | 779.931871 | 5 | 9 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1726 | 0.3464022 | 1250.52163 | 384.199555 | 1.3941241 | 2000-2009 –> 2010-2019 | 0.8570348 | 0.5106326 | 3637.452333 | 793.756339 | 7 | 12 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 1726 | 0.3459026 | 1245.53898 | 404.435698 | 1.3915583 | 2000-2009 –> 2010-2019 | 0.8572412 | 0.5113386 | 3636.863528 | 809.748637 | 6 | 12 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1726 | 0.3508686 | 1294.74623 | 907.410453 | 1.4322502 | 2000-2009 –> 2010-2019 | 0.8731328 | 0.5222642 | 3753.300790 | 1345.643235 | 9 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ aou + nitrate + phosphate | 1726 | 0.3508790 | 1292.84891 | 341.064954 | 1.4368152 | 2000-2009 –> 2010-2019 | 0.8737641 | 0.5228851 | 3753.181931 | 720.942547 | 10 | 19 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1726 | 0.3449315 | 1235.83451 | 931.670943 | 1.2873621 | 2000-2009 –> 2010-2019 | 0.8749838 | 0.5300523 | 3741.459650 | 1361.049078 | 4 | 14 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ oxygen + nitrate + phosphate | 1726 | 0.3476613 | 1261.04647 | 373.583566 | 1.3461600 | 2000-2009 –> 2010-2019 | 0.8799473 | 0.5322860 | 3778.044395 | 775.566249 | 8 | 20 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 146 | 0.0105425 | -902.95341 | 555.778249 | 0.0479662 | 1982-1999 –> 2000-2009 | 0.6644363 | 0.6538938 | -407.807099 | 1004.428027 | 12 | 13 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 146 | 0.0107962 | -896.01105 | 815.983119 | 0.0520704 | 1982-1999 –> 2000-2009 | 0.6656034 | 0.6548073 | -400.186299 | 1493.839751 | 13 | 15 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + oxygen + nitrate | 146 | 0.0120250 | -866.53368 | 529.477223 | 0.0612419 | 1982-1999 –> 2000-2009 | 0.7193751 | 0.7073501 | -335.197135 | 1059.032757 | 16 | 19 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + aou + nitrate | 146 | 0.0115292 | -878.82756 | 363.588467 | 0.0561748 | 1982-1999 –> 2000-2009 | 0.7194874 | 0.7079581 | -347.073411 | 717.030522 | 14 | 18 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 146 | 0.0088386 | -954.42813 | 221.708664 | 0.0364944 | 1982-1999 –> 2000-2009 | 0.7379194 | 0.7290807 | -406.385803 | 632.597189 | 7 | 12 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 146 | 0.0058027 | -1077.30584 | 399.154300 | 0.0211422 | 1982-1999 –> 2000-2009 | 0.7492892 | 0.7434866 | -519.754348 | 908.933594 | 1 | 8 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 146 | 0.0058174 | -1076.56626 | 368.898885 | 0.0210535 | 1982-1999 –> 2000-2009 | 0.7500818 | 0.7442644 | -518.506549 | 865.160810 | 2 | 11 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 146 | 0.0059825 | -1068.39308 | 369.068136 | 0.0206678 | 1982-1999 –> 2000-2009 | 0.7502147 | 0.7442321 | -510.354456 | 699.463153 | 3 | 11 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + oxygen + nitrate | 146 | 0.0124586 | -856.19147 | 507.720337 | 0.0515844 | 1982-1999 –> 2000-2009 | 0.7621006 | 0.7496420 | -296.632860 | 807.552462 | 17 | 28 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 146 | 0.0104945 | -906.28517 | 139.197673 | 0.0365720 | 1982-1999 –> 2000-2009 | 0.7763883 | 0.7658938 | -336.302984 | 219.430114 | 11 | 25 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ phosphate + phosphate_star | 32 | 0.0100306 | -195.72333 | 632.543825 | 0.0292969 | 2000-2009 –> 2010-2019 | 0.0191747 | 0.0091441 | -1144.228609 | 670.037103 | 2 | 3 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ nitrate + phosphate_star | 32 | 0.0113456 | -187.83936 | 782.616915 | 0.0328582 | 2000-2009 –> 2010-2019 | 0.0233325 | 0.0119869 | -1057.299568 | 835.408893 | 3 | 5 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ temp + phosphate | 32 | 0.0092723 | -200.75408 | 929.172950 | 0.0240067 | 2000-2009 –> 2010-2019 | 0.0852284 | 0.0759560 | -531.083370 | 960.886215 | 1 | 4 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + phosphate | 32 | 0.0527070 | -89.54040 | 147.854605 | 0.1674367 | 2000-2009 –> 2010-2019 | 0.1314002 | 0.0786932 | -409.532374 | 177.418002 | 4 | 8 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + nitrate | 32 | 0.0601855 | -81.04871 | 140.703146 | 0.1878757 | 2000-2009 –> 2010-2019 | 0.1781413 | 0.1179559 | -282.852448 | 178.311700 | 5 | 10 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + aou | 32 | 0.0856904 | -58.43684 | 104.311268 | 0.2451038 | 2000-2009 –> 2010-2019 | 0.3457991 | 0.2601087 | -29.330278 | 169.273587 | 6 | 12 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + oxygen | 32 | 0.0895647 | -55.60672 | 103.885415 | 0.2542830 | 2000-2009 –> 2010-2019 | 0.3693490 | 0.2797842 | -5.207763 | 178.818079 | 7 | 14 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + temp | 32 | 0.1042955 | -45.86168 | 99.983874 | 0.2824184 | 2000-2009 –> 2010-2019 | 0.5426303 | 0.4383348 | 135.634898 | 155.210831 | 8 | 16 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + phosphate_star | 32 | 0.1050383 | -45.40744 | 83.704047 | 0.2782765 | 2000-2009 –> 2010-2019 | 0.5435341 | 0.4384958 | 136.196332 | 182.155532 | 9 | 18 |
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 | 10.6284673 | 3999.1896 |
| Atlantic | (-Inf,26] | 2000-2009 –> 2010-2019 | 10.5675340 | 3514.5940 |
| Atlantic | (26,26.5] | 1982-1999 –> 2000-2009 | 8.8204733 | 13253.2269 |
| Atlantic | (26,26.5] | 2000-2009 –> 2010-2019 | 8.9235021 | 12094.2346 |
| Atlantic | (26.5,26.75] | 1982-1999 –> 2000-2009 | 6.6650949 | 12474.4671 |
| Atlantic | (26.5,26.75] | 2000-2009 –> 2010-2019 | 6.4810859 | 10637.8734 |
| Atlantic | (26.75,27] | 1982-1999 –> 2000-2009 | 6.1718929 | 18849.9884 |
| Atlantic | (26.75,27] | 2000-2009 –> 2010-2019 | 6.3336495 | 15620.9704 |
| Atlantic | (27,27.25] | 1982-1999 –> 2000-2009 | 5.0889701 | 23364.4543 |
| Atlantic | (27,27.25] | 2000-2009 –> 2010-2019 | 5.7705822 | 18690.7595 |
| Atlantic | (27.25,27.5] | 1982-1999 –> 2000-2009 | 5.8275471 | 33095.8358 |
| Atlantic | (27.25,27.5] | 2000-2009 –> 2010-2019 | 6.7137456 | 28355.7494 |
| Atlantic | (27.5,27.75] | 1982-1999 –> 2000-2009 | 6.5061933 | 47934.1886 |
| Atlantic | (27.5,27.75] | 2000-2009 –> 2010-2019 | 7.6100865 | 40808.0589 |
| Atlantic | (27.75,27.85] | 1982-1999 –> 2000-2009 | 6.2587157 | 29139.9803 |
| Atlantic | (27.75,27.85] | 2000-2009 –> 2010-2019 | 6.8925329 | 25884.4201 |
| Atlantic | (27.85,27.91] | 1982-1999 –> 2000-2009 | 8.6829359 | 49418.2825 |
| Atlantic | (27.85,27.91] | 2000-2009 –> 2010-2019 | 10.5495780 | 44549.3047 |
| Atlantic | (27.91,27.95] | 1982-1999 –> 2000-2009 | 3.9153202 | 37511.4886 |
| Atlantic | (27.91,27.95] | 2000-2009 –> 2010-2019 | 5.2538651 | 31934.9988 |
| Atlantic | (27.95,28.05] | 1982-1999 –> 2000-2009 | 4.0722219 | 64938.7981 |
| Atlantic | (27.95,28.05] | 2000-2009 –> 2010-2019 | 4.8653856 | 49846.8526 |
| Atlantic | (28.05,28.1] | 1982-1999 –> 2000-2009 | 3.4706140 | 26619.6519 |
| Atlantic | (28.05,28.1] | 2000-2009 –> 2010-2019 | 3.8402550 | 22102.8768 |
| Atlantic | (28.1,28.15] | 1982-1999 –> 2000-2009 | 2.4293184 | 22909.9740 |
| Atlantic | (28.1,28.15] | 2000-2009 –> 2010-2019 | 2.5895479 | 18845.6607 |
| Atlantic | (28.15,28.2] | 1982-1999 –> 2000-2009 | 0.8785936 | 4680.8457 |
| Atlantic | (28.15,28.2] | 2000-2009 –> 2010-2019 | 1.0308036 | 5051.4544 |
| Atlantic | (28.2, Inf] | 1982-1999 –> 2000-2009 | 0.6502889 | 3065.1140 |
| Atlantic | (28.2, Inf] | 2000-2009 –> 2010-2019 | 0.6392368 | 3007.7326 |
| Indo-Pacific | (-Inf,26] | 1982-1999 –> 2000-2009 | 19.4255605 | 54538.4377 |
| Indo-Pacific | (-Inf,26] | 2000-2009 –> 2010-2019 | 18.9912470 | 72261.0655 |
| Indo-Pacific | (26,26.5] | 1982-1999 –> 2000-2009 | 17.9565698 | 50843.8828 |
| Indo-Pacific | (26,26.5] | 2000-2009 –> 2010-2019 | 20.3565520 | 50178.6269 |
| Indo-Pacific | (26.5,26.75] | 1982-1999 –> 2000-2009 | 16.7503119 | 45372.2379 |
| Indo-Pacific | (26.5,26.75] | 2000-2009 –> 2010-2019 | 19.5013343 | 43383.1417 |
| Indo-Pacific | (26.75,27] | 1982-1999 –> 2000-2009 | 11.7667001 | 50761.3985 |
| Indo-Pacific | (26.75,27] | 2000-2009 –> 2010-2019 | 13.3648931 | 52244.8350 |
| Indo-Pacific | (27,27.25] | 1982-1999 –> 2000-2009 | 8.0187043 | 57143.7380 |
| Indo-Pacific | (27,27.25] | 2000-2009 –> 2010-2019 | 9.4433381 | 59279.8280 |
| Indo-Pacific | (27.25,27.5] | 1982-1999 –> 2000-2009 | 6.4841731 | 67815.4888 |
| Indo-Pacific | (27.25,27.5] | 2000-2009 –> 2010-2019 | 6.9107426 | 69924.5227 |
| Indo-Pacific | (27.5,27.75] | 1982-1999 –> 2000-2009 | 4.0798132 | 62423.7413 |
| Indo-Pacific | (27.5,27.75] | 2000-2009 –> 2010-2019 | 4.1622973 | 65028.3984 |
| Indo-Pacific | (27.75,27.85] | 1982-1999 –> 2000-2009 | 2.3260812 | 21738.4643 |
| Indo-Pacific | (27.75,27.85] | 2000-2009 –> 2010-2019 | 2.2266599 | 23208.7398 |
| Indo-Pacific | (27.85,27.95] | 1982-1999 –> 2000-2009 | 2.1665163 | 27031.0987 |
| Indo-Pacific | (27.85,27.95] | 2000-2009 –> 2010-2019 | 1.8477803 | 27771.0998 |
| Indo-Pacific | (27.95,28.05] | 1982-1999 –> 2000-2009 | 2.3157134 | 52310.9554 |
| Indo-Pacific | (27.95,28.05] | 2000-2009 –> 2010-2019 | 1.8494079 | 48507.7104 |
| Indo-Pacific | (28.05,28.1] | 1982-1999 –> 2000-2009 | 1.5449776 | 26204.4877 |
| Indo-Pacific | (28.05,28.1] | 2000-2009 –> 2010-2019 | 1.2087259 | 24107.9272 |
| Indo-Pacific | (28.1,28.2] | 1982-1999 –> 2000-2009 | 1.3776899 | 39350.6508 |
| Indo-Pacific | (28.1,28.2] | 2000-2009 –> 2010-2019 | 1.3575684 | 39743.1521 |
| Indo-Pacific | (28.2,28.3] | 1982-1999 –> 2000-2009 | 0.8101873 | 3169.6483 |
| Indo-Pacific | (28.2,28.3] | 2000-2009 –> 2010-2019 | 0.8610731 | 3662.2294 |
| Indo-Pacific | (28.3, Inf] | 1982-1999 –> 2000-2009 | 0.7294896 | -407.8201 |
| Indo-Pacific | (28.3, Inf] | 2000-2009 –> 2010-2019 | 0.2487322 | -354.1892 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 | oxygen | phosphate | phosphate_star | sal | temp | |
|---|---|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 9 | 10 | 4 | 5 | 3 | 7 | 6 |
| (26,26.5] | 7 | 10 | 2 | 4 | 5 | 7 | 8 |
| (26.5,26.75] | 7 | 10 | 4 | 0 | 5 | 6 | 7 |
| (26.75,27] | 6 | 9 | 3 | 3 | 4 | 10 | 5 |
| (27,27.25] | 8 | 10 | 3 | 4 | 4 | 10 | 4 |
| (27.25,27.5] | 6 | 8 | 4 | 4 | 6 | 10 | 6 |
| (27.5,27.75] | 6 | 10 | 5 | 3 | 5 | 10 | 5 |
| (27.75,27.85] | 6 | 10 | 4 | 7 | 4 | 7 | 6 |
| (27.85,27.91] | 8 | 10 | 3 | 7 | 4 | 6 | 6 |
| (27.91,27.95] | 7 | 10 | 4 | 5 | 5 | 7 | 6 |
| (27.95,28.05] | 7 | 10 | 1 | 7 | 5 | 6 | 7 |
| (28.05,28.1] | 7 | 10 | 4 | 4 | 4 | 8 | 7 |
| (28.1,28.15] | 7 | 10 | 4 | 4 | 4 | 10 | 5 |
| (28.15,28.2] | 5 | 9 | 4 | 0 | 5 | 10 | 4 |
| (28.2, Inf] | 7 | 9 | 4 | 6 | 5 | 6 | 7 |
| total | 103.00 | 145.00 | 53.00 | 63.00 | 68.00 | 120.00 | 89.00 |
| Atlantic - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 9 | 10 | 3 | 4 | 5 | 7 | 6 |
| (26,26.5] | 8 | 10 | 4 | 2 | 5 | 7 | 7 |
| (26.5,26.75] | 7 | 10 | 4 | 0 | 6 | 6 | 6 |
| (26.75,27] | 7 | 8 | 2 | 3 | 4 | 8 | 4 |
| (27,27.25] | 8 | 10 | 4 | 4 | 3 | 10 | 4 |
| (27.25,27.5] | 6 | 10 | 4 | 4 | 5 | 10 | 4 |
| (27.5,27.75] | 7 | 10 | 2 | 5 | 5 | 10 | 5 |
| (27.75,27.85] | 6 | 10 | 4 | 6 | 6 | 6 | 5 |
| (27.85,27.91] | 6 | 10 | 3 | 7 | 4 | 9 | 4 |
| (27.91,27.95] | 6 | 10 | 2 | 5 | 7 | 6 | 7 |
| (27.95,28.05] | 7 | 10 | 4 | 4 | 6 | 6 | 7 |
| (28.05,28.1] | 7 | 10 | 5 | 4 | 3 | 8 | 7 |
| (28.1,28.15] | 7 | 10 | 3 | 3 | 5 | 10 | 4 |
| (28.15,28.2] | 5 | 9 | 4 | 1 | 4 | 10 | 4 |
| (28.2, Inf] | 6 | 9 | 3 | 8 | 4 | 6 | 8 |
| total | 102.00 | 146.00 | 51.00 | 60.00 | 72.00 | 119.00 | 82.00 |
| Indo-Pacific - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 7 | 10 | 2 | 5 | 5 | 7 | 8 |
| (26,26.5] | 9 | 7 | 2 | 6 | 6 | 7 | 7 |
| (26.5,26.75] | 6 | 7 | 3 | 4 | 6 | 10 | 7 |
| (26.75,27] | 6 | 10 | 5 | 2 | 4 | 10 | 5 |
| (27,27.25] | 7 | 9 | 1 | 8 | 5 | 7 | 6 |
| (27.25,27.5] | 7 | 6 | 0 | 7 | 5 | 9 | 8 |
| (27.5,27.75] | 8 | 5 | 4 | 6 | 6 | 8 | 6 |
| (27.75,27.85] | 6 | 10 | 4 | 5 | 5 | 5 | 8 |
| (27.85,27.95] | 6 | 10 | 4 | 6 | 4 | 5 | 8 |
| (27.95,28.05] | 6 | 7 | 3 | 4 | 6 | 7 | 10 |
| (28.05,28.1] | 7 | 6 | 1 | 6 | 5 | 10 | 7 |
| (28.1,28.2] | 6 | 10 | 5 | 4 | 3 | 10 | 5 |
| (28.2,28.3] | 4 | 10 | 2 | 10 | 4 | 5 | 6 |
| (28.3, Inf] | 4 | 7 | 4 | 1 | 4 | 8 | 8 |
| total | 89.00 | 114.00 | 40.00 | 74.00 | 68.00 | 108.00 | 99.00 |
| Indo-Pacific - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 8 | 10 | 3 | 4 | 3 | 7 | 8 |
| (26,26.5] | 8 | 6 | 3 | 7 | 5 | 8 | 7 |
| (26.5,26.75] | 4 | 10 | 3 | 3 | 4 | 10 | 8 |
| (26.75,27] | 5 | 7 | 5 | 4 | 6 | 8 | 7 |
| (27,27.25] | 7 | 10 | 2 | 6 | 6 | 6 | 6 |
| (27.25,27.5] | 6 | 6 | 2 | 6 | 5 | 10 | 7 |
| (27.5,27.75] | 7 | 5 | 4 | 4 | 7 | 8 | 7 |
| (27.75,27.85] | 7 | 10 | 3 | 4 | 3 | 5 | 9 |
| (27.85,27.95] | 8 | 6 | 3 | 8 | 4 | 8 | 7 |
| (27.95,28.05] | 7 | 6 | 1 | 6 | 5 | 7 | 10 |
| (28.05,28.1] | 7 | 6 | 1 | 6 | 5 | 10 | 7 |
| (28.1,28.2] | 6 | 10 | 6 | 3 | 3 | 10 | 5 |
| (28.2,28.3] | 6 | 10 | 3 | 10 | 3 | 5 | 4 |
| (28.3, Inf] | 1 | 2 | 1 | 3 | 3 | 6 | 2 |
| total | 87.00 | 104.00 | 40.00 | 74.00 | 62.00 | 108.00 | 94.00 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 |
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| fb8a752 | Donghe-Zhu | 2020-12-23 |
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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