eMLR - model fitting
Jens Daniel Müller and Donghe Zhu
01 August, 2021
Last updated: 2021-08-01
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| html | f50925e | Donghe-Zhu | 2021-07-31 | Build site. |
| html | f4de2f3 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 43bc7b4 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | f8c34a8 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 4f897c4 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 0f6e960 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | fe067ea | Donghe-Zhu | 2021-07-30 | Build site. |
| html | fbca39a | Donghe-Zhu | 2021-07-30 | Build site. |
| html | f945f95 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | a3006cd | Donghe-Zhu | 2021-07-30 | Build site. |
| html | a55ffdc | Donghe-Zhu | 2021-07-30 | Build site. |
| html | d5e4458 | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 10a97ef | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 1c501fd | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 68bce3f | Donghe-Zhu | 2021-07-30 | Build site. |
| html | 400c457 | Donghe-Zhu | 2021-07-29 | Build site. |
| html | 3ba7852 | Donghe-Zhu | 2021-07-29 | Build site. |
| html | 422d5fd | Donghe-Zhu | 2021-07-29 | Build site. |
| Rmd | 0f6c901 | Donghe-Zhu | 2021-07-29 | local rebuild |
| html | ec68363 | Donghe-Zhu | 2021-07-28 | Build site. |
| html | d3018f6 | Donghe-Zhu | 2021-07-28 | Build site. |
| html | b8ba2c4 | Donghe-Zhu | 2021-07-28 | Build site. |
| Rmd | 9627e07 | Donghe-Zhu | 2021-07-28 | local rebuild |
| html | a4ddd84 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 7ef49ab | Donghe-Zhu | 2021-07-27 | Build site. |
| html | da818c0 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 8623898 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | f84b77c | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 70ad9a5 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 0d0b48d | Donghe-Zhu | 2021-07-27 | Build site. |
| Rmd | 376ec48 | Donghe-Zhu | 2021-07-27 | local rebuild |
| html | d0d97c6 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 829510d | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 780627d | Donghe-Zhu | 2021-07-27 | Build site. |
| html | e9838c9 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 2777f33 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | d19760f | Donghe-Zhu | 2021-07-27 | Build site. |
| html | cac5680 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | 7bb279a | Donghe-Zhu | 2021-07-23 | Build site. |
| html | d52eac4 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | dcf34b1 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | 419cb72 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 9447d10 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 639c9a0 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 25bb96f | Donghe-Zhu | 2021-07-22 | Build site. |
| html | cdc98a3 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | e4805a1 | Donghe-Zhu | 2021-07-22 | Build site. |
| Rmd | 573cc5d | Donghe-Zhu | 2021-07-22 | local rebuild |
| html | 7957fd1 | Donghe-Zhu | 2021-07-21 | Build site. |
| html | b94be4e | Donghe-Zhu | 2021-07-21 | Build site. |
| html | 9950e70 | Donghe-Zhu | 2021-07-21 | Build site. |
| html | 698b6f0 | Donghe-Zhu | 2021-07-20 | Build site. |
| html | d84a1cb | Donghe-Zhu | 2021-07-20 | Build site. |
| Rmd | ec15bf2 | Donghe-Zhu | 2021-07-20 | local rebuild |
| html | 4dce223 | Donghe-Zhu | 2021-07-20 | Build site. |
| html | 6f28c0c | Donghe-Zhu | 2021-07-20 | Build site. |
| html | db1e7b7 | Donghe-Zhu | 2021-07-19 | Build site. |
| Rmd | 38a8d51 | Donghe-Zhu | 2021-07-19 | local rebuild |
| html | ff0575d | Donghe-Zhu | 2021-07-19 | Build site. |
| html | 5d60eac | Donghe-Zhu | 2021-07-19 | Build site. |
| html | 57d0420 | Donghe-Zhu | 2021-07-16 | Build site. |
| html | c1be8f6 | Donghe-Zhu | 2021-07-16 | 1 |
| html | 26a7c15 | Donghe-Zhu | 2021-07-16 | Build site. |
| html | 046902b | Donghe-Zhu | 2021-07-16 | Build site. |
| html | 3d4ac14 | Donghe-Zhu | 2021-07-15 | Build site. |
| html | be6fff9 | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | b8bd687 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | b473472 | Donghe-Zhu | 2021-07-15 | Build site. |
| html | 363270a | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | bb00951 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | 8b75a03 | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | 4f7d192 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | 294f8ca | Donghe-Zhu | 2021-07-15 | Build site. |
| html | a01e135 | Donghe-Zhu | 2021-07-07 | Build site. |
| html | bc83ef2 | Donghe-Zhu | 2021-07-07 | Build site. |
| Rmd | 0a4ac57 | Donghe-Zhu | 2021-07-07 | local rebuild |
| html | 75e7b07 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 697aa6d | Donghe-Zhu | 2021-07-06 | Build site. |
| html | d52e2de | Donghe-Zhu | 2021-07-06 | Build site. |
| html | f2bde6b | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 1133f28 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | fe3a1cd | Donghe-Zhu | 2021-07-06 | Build site. |
| html | d9cdf15 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | ee4cd2d | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 93821c1 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | d44db8e | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 20b3436 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | d982ea5 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 7397e53 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | f2e4805 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | e2d011a | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 85e0349 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 6ee0146 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | a482a6b | Donghe-Zhu | 2021-07-05 | Build site. |
| html | f59f1b3 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 116bcab | Donghe-Zhu | 2021-07-04 | Build site. |
| html | cb1c8dc | Donghe-Zhu | 2021-07-04 | Build site. |
| html | c9bdd83 | Donghe-Zhu | 2021-07-04 | Build site. |
| html | 1920ad9 | Donghe-Zhu | 2021-07-04 | Build site. |
| html | 0b02791 | Donghe-Zhu | 2021-06-25 | change random subset files |
| html | caf62d8 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | 90a9da5 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | bb413c8 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | e7a5266 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | 7c57720 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | b5b95a9 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | 472aad4 | Donghe-Zhu | 2021-06-24 | Build site. |
| Rmd | 76ce72b | Donghe-Zhu | 2021-06-24 | local rebuild |
| html | d517836 | Donghe-Zhu | 2021-06-24 | 0 |
| html | 9221bfe | Donghe-Zhu | 2021-06-24 | Build site. |
| html | bff5fbf | Donghe-Zhu | 2021-06-23 | Build site. |
| html | 256a616 | Donghe-Zhu | 2021-06-23 | Build site. |
| html | 00072e2 | Donghe-Zhu | 2021-06-23 | Build site. |
| Rmd | 71d2509 | Donghe-Zhu | 2021-06-23 | local rebuild |
| html | 61cae2b | Donghe-Zhu | 2021-06-20 | 1 |
| html | d20c383 | Donghe-Zhu | 2021-06-18 | Build site. |
| html | b0874a2 | Donghe-Zhu | 2021-06-17 | Build site. |
| html | 72c2f2e | Donghe-Zhu | 2021-06-15 | Build site. |
| html | d97dcb6 | Donghe-Zhu | 2021-06-08 | 1 |
| html | 25dda1d | Donghe-Zhu | 2021-06-08 | Build site. |
| html | bd2bcc3 | Donghe-Zhu | 2021-06-08 | Build site. |
| html | e9b27d7 | Donghe-Zhu | 2021-06-07 | Build site. |
| html | 7ae0d4b | Donghe-Zhu | 2021-06-07 | Build site. |
| html | 325391f | Donghe-Zhu | 2021-06-07 | Build site. |
| html | ed89970 | Donghe-Zhu | 2021-06-07 | Build site. |
| html | df37958 | Donghe-Zhu | 2021-06-07 | 1 |
| html | 812bf63 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 65c89c8 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 9baa3b2 | Donghe-Zhu | 2021-06-06 | debug |
| html | b7d99cf | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 5d8fa90 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | dbe2a95 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | d50b039 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 441ebe5 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 6262ad3 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | a61aa77 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | b8dbce4 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 94a833e | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 5e0bd64 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | af1eadd | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 9179bfe | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 28cbe5e | Donghe-Zhu | 2021-05-27 | Build site. |
| html | a618f02 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 4623e38 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | b81bb49 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 951e188 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | e377833 | Donghe-Zhu | 2021-05-26 | Build site. |
| Rmd | 896faa0 | Donghe-Zhu | 2021-05-18 | final |
| html | 2705a04 | Donghe-Zhu | 2021-03-28 | Build site. |
| html | cd5f759 | Donghe-Zhu | 2021-03-28 | Build site. |
| Rmd | 347fb44 | Donghe-Zhu | 2021-03-28 | local rebuild |
| html | 75dda4d | Donghe-Zhu | 2021-03-27 | Build site. |
| html | 0b19f6e | Donghe-Zhu | 2021-03-27 | Build site. |
| html | e2704ca | Donghe-Zhu | 2021-03-27 | Build site. |
| Rmd | b1706de | Donghe-Zhu | 2021-03-27 | local rebuild |
| html | 3061a0b | Donghe-Zhu | 2021-03-27 | Build site. |
| html | b883157 | Donghe-Zhu | 2021-03-27 | Build site. |
| html | 0c20513 | Donghe-Zhu | 2021-03-26 | Build site. |
| html | d19654d | Donghe-Zhu | 2021-03-26 | Build site. |
| Rmd | 921c9db | Donghe-Zhu | 2021-03-26 | local rebuild |
| html | 6c53dbf | Donghe-Zhu | 2021-03-25 | Build site. |
| Rmd | 195db95 | Donghe-Zhu | 2021-03-24 | local rebuild |
| html | 1914a11 | Donghe-Zhu | 2021-03-24 | Build site. |
| Rmd | e32af14 | Donghe-Zhu | 2021-03-24 | local rebuild |
| html | 8be810e | Donghe-Zhu | 2021-03-23 | Build site. |
| Rmd | 85274db | Donghe-Zhu | 2021-03-23 | local rebuild |
| html | bf19764 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | 3ec9d3d | Donghe-Zhu | 2021-03-22 | Build site. |
| Rmd | 073fa6a | Donghe-Zhu | 2021-03-22 | local rebuild |
| html | 134ace1 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | f6d70a4 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | 183443b | Donghe-Zhu | 2021-03-21 | Build site. |
| Rmd | adca794 | Donghe-Zhu | 2021-03-21 | local rebuild |
| html | 2e6976b | Donghe-Zhu | 2021-03-21 | Build site. |
| Rmd | 4e7de35 | Donghe-Zhu | 2021-03-21 | local rebuild |
| html | 51a42bd | Donghe-Zhu | 2021-03-16 | Build site. |
| html | f745381 | Donghe-Zhu | 2021-03-16 | Build site. |
| html | aecbf75 | Donghe-Zhu | 2021-03-14 | Build site. |
| html | 1b2a0c2 | Donghe-Zhu | 2021-03-14 | Build site. |
| html | 6733e48 | Donghe-Zhu | 2021-03-12 | Build site. |
| html | ba71e6a | Donghe-Zhu | 2021-03-12 | Build site. |
| html | 9dbf5bd | Donghe-Zhu | 2021-03-11 | Build site. |
| html | a49df30 | Donghe-Zhu | 2021-03-11 | Build site. |
| html | b3348a5 | Donghe-Zhu | 2021-03-11 | Build site. |
| Rmd | 026c061 | Donghe-Zhu | 2021-03-11 | local rebuild |
| html | 1c24ff7 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | dbd8ff8 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 94ce5a8 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | db33928 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 3d1f470 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9b7bc66 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 498be1d | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 4168b43 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 5365f80 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 2b6c392 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9f58753 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | e255177 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | f2a7146 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | fd528ed | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9d5a62c | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 09b27ef | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 5d1e70b | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 6125b2d | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 2093979 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 558d285 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | b865899 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | cc2a956 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 2a633bd | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 60689fb | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9230b52 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | dba33c8 | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 6a60e02 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 17f1c4a | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 4a4a400 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | c024d1a | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 34744ec | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 02f7242 | Donghe-Zhu | 2021-03-09 | Build site. |
| html | 6f50bc6 | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 88f0729 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 1691156 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | c0ceaf8 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 058e0a1 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 112dea0 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 1843412 | Donghe-Zhu | 2021-03-08 | Build site. |
| Rmd | d709f6c | Donghe-Zhu | 2021-03-08 | local rebuild |
| html | 65b0cef | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 4083a6c | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 3fbbfa4 | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 627c8fb | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 3607f4d | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 9ef3222 | Donghe-Zhu | 2021-03-05 | Build site. |
| Rmd | 2be54f9 | Donghe-Zhu | 2021-03-05 | local rebuild |
| html | 8c1e978 | Donghe-Zhu | 2021-03-05 | Build site. |
| html | 865f68c | Donghe-Zhu | 2021-03-05 | Build site. |
| html | ee69bc1 | Donghe-Zhu | 2021-03-05 | Build site. |
| html | a79291f | Donghe-Zhu | 2021-03-05 | Build site. |
| html | e8c6f30 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 59288fe | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 731abc8 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | e2a5a33 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | c7892c1 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 924430b | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 0d0bca1 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | cb63c16 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | ffda45a | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 691ba81 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c5e45a2 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 89c3e58 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c407a50 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c911669 | Donghe-Zhu | 2021-03-03 | Build site. |
| Rmd | e1f9d21 | Donghe-Zhu | 2021-03-03 | local rebuild |
| html | b71c719 | Donghe-Zhu | 2021-03-01 | Build site. |
| html | 13666ca | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | c3195f4 | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | c6e60fe | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | 8ef147d | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | 7a388f7 | Donghe-Zhu | 2021-03-01 | Build site. |
| html | 799e913 | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | aa780a7 | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | 66ff99f | Donghe-Zhu | 2021-03-01 | Build site. |
| html | ac9bb7a | Donghe-Zhu | 2021-02-28 | Build site. |
| html | efdc047 | Donghe-Zhu | 2021-02-28 | Build site. |
| html | e9a7418 | Donghe-Zhu | 2021-02-28 | Build site. |
| Rmd | eac1b0e | Donghe-Zhu | 2021-02-28 | local rebuild |
| html | e152917 | Donghe-Zhu | 2021-02-28 | Build site. |
| html | feb991c | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 4563314 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 287123c | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 764a9c2 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 54d5b5b | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 2e836bf | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 330f064 | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | f360282 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | adbc9bc | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | a8a8f9c | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 5937141 | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 5f0bfca | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 4414bbf | Donghe-Zhu | 2021-02-27 | Build site. |
| html | a265efb | Donghe-Zhu | 2021-02-27 | Build site. |
| html | 19edd1e | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 1ae5bb4 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | f20483f | Donghe-Zhu | 2021-02-26 | Build site. |
| html | 6a2c7b3 | Donghe-Zhu | 2021-02-25 | Build site. |
| html | 02b976d | Donghe-Zhu | 2021-02-24 | Build site. |
| html | 354c224 | Donghe-Zhu | 2021-02-24 | Build site. |
| Rmd | d910d39 | Donghe-Zhu | 2021-02-24 | local rebuild |
| html | 1a0a88a | Donghe-Zhu | 2021-02-24 | Build site. |
| Rmd | 663e891 | Donghe-Zhu | 2021-02-24 | local rebuild |
| html | 57f701e | Donghe-Zhu | 2021-02-24 | Build site. |
| html | 06f3149 | Donghe-Zhu | 2021-02-16 | Build site. |
| html | 401eab3 | Donghe-Zhu | 2021-02-15 | Build site. |
| html | e3bba84 | Donghe-Zhu | 2021-02-15 | Build site. |
| html | 5dce4b1 | Donghe-Zhu | 2021-02-15 | Build site. |
| Rmd | 35b0f2e | Donghe-Zhu | 2021-02-15 | local rebuild |
| html | 4469a0c | Donghe-Zhu | 2021-02-13 | Build site. |
| Rmd | 8186d57 | Donghe-Zhu | 2021-02-10 | apply nr_obs |
| html | 5ae6a69 | Donghe-Zhu | 2021-02-10 | Build site. |
| Rmd | eeb6557 | Donghe-Zhu | 2021-02-10 | local rebuild |
| html | 05385dc | Donghe-Zhu | 2021-02-10 | Build site. |
| html | f791ae4 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | f71ae34 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | c011832 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | a145fa7 | Donghe-Zhu | 2021-02-09 | Build site. |
| Rmd | 37a41c8 | Donghe-Zhu | 2021-02-09 | local rebuild |
| html | c344e42 | Donghe-Zhu | 2021-02-08 | Build site. |
| Rmd | 8f5fa79 | Donghe-Zhu | 2021-02-08 | local rebuild |
| html | 2f095d7 | Donghe-Zhu | 2021-02-07 | Build site. |
| html | 2305044 | Donghe-Zhu | 2021-02-07 | Build site. |
| Rmd | c3638c1 | Donghe-Zhu | 2021-02-07 | local rebuild |
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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, aou, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin
i_basin <- unique(GLODAP$basin)[1]
i_era <- unique(GLODAP$era)[1]
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# convert to tibble
lm_all <- as_tibble(lm_all)
# extract relevant columns and format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))
# remove certain predictor combinations
lm_rm_si <- lm_all %>%
filter(str_detect(lm_coeff, "silicate_star")) %>%
mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
filter(str_detect(lm_coeff_filter, "silicate") &
str_detect(lm_coeff_filter, "nitrate")) %>%
select(-lm_coeff_filter)
lm_rm_ph <- lm_all %>%
filter(str_detect(lm_coeff, "phosphate_star")) %>%
mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
filter(str_detect(lm_coeff_filter, "phosphate") &
str_detect(lm_coeff_filter, "oxygen")) %>%
select(-lm_coeff_filter)
lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
unique()
lm_all <- anti_join(lm_all, lm_rm)
# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# # str_detect(lm_coeff, "temp") &
# # str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
# str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
# str_detect(lm_coeff_filter, "temp") &
# str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# # str_detect(lm_coeff_filter, "oxygen") &
# # str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)
# remove helper objects
rm(
i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full,
lm_rm_ph,
lm_rm_si,
lm_rm_o2,
lm_rm
)
# lm_full <- lm(paste(
# params_local$MLR_target,
# paste(params_local$MLR_predictors, collapse = " + "),
# sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
#
# lm_full <-
# loess(
# cstar_tref ~ sal + temp + aou + phosphate,
# span = 0.1,
# degree = 1,
# data = GLODAP_basin_era_slab
# )3 Apply predictor threshold
Select combinations with a total number of predictors in the range:
- Minimum: 2
- Maximum: 5
lm_all <- lm_all %>%
filter(n >= params_local$MLR_predictors_min,
n <= params_local$MLR_predictors_max)This results in a total number of MLR models of:
- 26
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] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 174 | 7.1700107 | 1191.31830 | 220.136617 | 18.0893723 | 1982-1999 –> 2000-2009 | 14.4738023 | 7.3037916 | 2838.83772 | 470.714649 | 1 | 2 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 174 | 7.2404417 | 1194.72002 | 42.230807 | 19.2440260 | 1982-1999 –> 2000-2009 | 14.5562728 | 7.3158311 | 2843.03002 | 72.937516 | 2 | 4 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 174 | 7.2541426 | 1193.37791 | 13.909719 | 19.8086282 | 1982-1999 –> 2000-2009 | 14.5754711 | 7.3213285 | 2840.04847 | 44.483761 | 3 | 6 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 174 | 7.2729618 | 1196.27954 | 22.099678 | 18.9837970 | 1982-1999 –> 2000-2009 | 14.6019182 | 7.3289565 | 2845.44995 | 39.886446 | 4 | 8 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 174 | 7.3018975 | 1197.66133 | 43.706939 | 18.3892997 | 1982-1999 –> 2000-2009 | 14.6509662 | 7.3490687 | 2848.14715 | 69.739715 | 5 | 10 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + aou + phosphate_star | 174 | 7.3364391 | 1197.30366 | 8.565178 | 19.7944895 | 1982-1999 –> 2000-2009 | 14.6962117 | 7.3597726 | 2846.48809 | 20.239707 | 10 | 16 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 174 | 7.3142782 | 1196.25088 | 153.900158 | 18.5695716 | 1982-1999 –> 2000-2009 | 14.7111372 | 7.3968590 | 2847.84799 | 234.367374 | 6 | 15 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 174 | 7.3301432 | 1197.00489 | 38.668327 | 18.2339283 | 1982-1999 –> 2000-2009 | 14.7196967 | 7.3895535 | 2848.12769 | 57.040070 | 7 | 14 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate_star | 174 | 7.3468456 | 1197.79694 | 21.111726 | 18.2081249 | 1982-1999 –> 2000-2009 | 14.7419520 | 7.3951064 | 2849.28030 | 28.686665 | 11 | 19 |
| Atlantic | (-Inf,26] | 2 | cstar_tref ~ phosphate + phosphate_star | 174 | 7.3313932 | 1195.06423 | 1.717259 | 18.1250419 | 1982-1999 –> 2000-2009 | 14.7434989 | 7.4121056 | 2845.64971 | 6.029758 | 9 | 21 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 267 | 6.8552491 | 1797.67100 | 191.592220 | 16.7953189 | 2000-2009 –> 2010-2019 | 14.0252598 | 7.1700107 | 2988.98930 | 411.728837 | 1 | 2 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 267 | 6.8801168 | 1799.60461 | 22.773196 | 17.0039406 | 2000-2009 –> 2010-2019 | 14.1205586 | 7.2404417 | 2994.32463 | 65.004002 | 3 | 5 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 267 | 6.8827764 | 1799.81098 | 19.311583 | 17.0962941 | 2000-2009 –> 2010-2019 | 14.1557381 | 7.2729618 | 2996.09053 | 41.411261 | 4 | 8 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 267 | 6.9113717 | 1800.02495 | 13.510031 | 16.8781325 | 2000-2009 –> 2010-2019 | 14.1655143 | 7.2541426 | 2993.40287 | 27.419750 | 15 | 18 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 267 | 6.8732259 | 1797.06950 | 82.688842 | 17.3055223 | 2000-2009 –> 2010-2019 | 14.1875041 | 7.3142782 | 2993.32038 | 236.589000 | 2 | 8 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 267 | 6.8876900 | 1800.19207 | 15.937730 | 17.2475521 | 2000-2009 –> 2010-2019 | 14.1895876 | 7.3018975 | 2997.85340 | 59.644669 | 7 | 12 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 267 | 6.8850908 | 1797.99052 | 22.034982 | 17.2256336 | 2000-2009 –> 2010-2019 | 14.2152340 | 7.3301432 | 2994.99541 | 60.703309 | 5 | 12 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate_star | 267 | 6.8869937 | 1798.13808 | 11.791595 | 17.2529204 | 2000-2009 –> 2010-2019 | 14.2338393 | 7.3468456 | 2995.93502 | 32.903322 | 6 | 17 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + temp + aou | 267 | 6.9062337 | 1799.62783 | 11.850451 | 17.8336024 | 2000-2009 –> 2010-2019 | 14.2366000 | 7.3303663 | 2996.64331 | 20.359272 | 11 | 19 |
| Atlantic | (-Inf,26] | 2 | cstar_tref ~ phosphate + phosphate_star | 267 | 6.9133351 | 1798.17664 | 2.270383 | 16.8987407 | 2000-2009 –> 2010-2019 | 14.2447284 | 7.3313932 | 2993.24086 | 3.987643 | 17 | 26 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 597 | 5.2509838 | 3686.36065 | 142.699605 | 21.4595390 | 1982-1999 –> 2000-2009 | 11.2527461 | 6.0017624 | 8174.48306 | 290.752518 | 1 | 3 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 597 | 5.2832247 | 3693.66936 | 47.769731 | 21.9684529 | 1982-1999 –> 2000-2009 | 11.3079296 | 6.0247049 | 8187.11036 | 87.705415 | 2 | 5 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 597 | 5.2971703 | 3696.81690 | 54.382400 | 22.1531568 | 1982-1999 –> 2000-2009 | 11.3319345 | 6.0347642 | 8192.58348 | 131.034529 | 3 | 8 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 597 | 5.3690412 | 3710.90792 | 414.602016 | 22.6258191 | 1982-1999 –> 2000-2009 | 11.3541048 | 5.9850636 | 8193.14639 | 1071.578455 | 5 | 6 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate | 597 | 5.4896232 | 3737.42699 | 105.141123 | 24.4080432 | 1982-1999 –> 2000-2009 | 11.5162592 | 6.0266361 | 8229.31475 | 253.179649 | 6 | 10 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate | 597 | 5.3487278 | 3706.38194 | 66.423465 | 20.1286252 | 1982-1999 –> 2000-2009 | 11.5217773 | 6.1730496 | 8231.73125 | 181.428781 | 4 | 12 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 597 | 5.5819769 | 3757.34694 | 21.494941 | 25.3863769 | 1982-1999 –> 2000-2009 | 11.6395793 | 6.0576025 | 8256.37909 | 61.344214 | 9 | 15 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 597 | 5.6188215 | 3765.20221 | 39.603445 | 25.7239260 | 1982-1999 –> 2000-2009 | 11.6892150 | 6.0703934 | 8267.17478 | 115.550660 | 10 | 17 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 597 | 5.5161030 | 3743.17253 | 8.239012 | 21.2889058 | 1982-1999 –> 2000-2009 | 11.8339638 | 6.3178608 | 8300.84550 | 27.946306 | 7 | 16 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 597 | 5.5796812 | 3756.85580 | 13.612762 | 21.5983253 | 1982-1999 –> 2000-2009 | 11.9431417 | 6.3634604 | 8324.55393 | 47.444096 | 8 | 18 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 806 | 6.5700108 | 5333.94387 | 189.439868 | 20.5356632 | 2000-2009 –> 2010-2019 | 11.8209946 | 5.2509838 | 9020.30451 | 332.139473 | 2 | 3 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 806 | 6.4933263 | 5313.01809 | 799.442477 | 20.6354456 | 2000-2009 –> 2010-2019 | 11.8623675 | 5.3690412 | 9023.92601 | 1214.044493 | 1 | 6 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 806 | 6.6382632 | 5350.60369 | 50.179293 | 21.1378521 | 2000-2009 –> 2010-2019 | 11.9214879 | 5.2832247 | 9044.27306 | 97.949025 | 4 | 6 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 806 | 6.6601021 | 5355.89823 | 93.968277 | 21.4523847 | 2000-2009 –> 2010-2019 | 11.9572724 | 5.2971703 | 9052.71513 | 148.350678 | 6 | 9 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate | 806 | 6.5705598 | 5332.07856 | 189.064053 | 20.6909073 | 2000-2009 –> 2010-2019 | 12.0601830 | 5.4896232 | 9069.50554 | 294.205175 | 3 | 9 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 806 | 6.6453012 | 5350.31186 | 50.163354 | 21.1722615 | 2000-2009 –> 2010-2019 | 12.2272781 | 5.5819769 | 9107.65880 | 71.658295 | 5 | 14 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 806 | 6.6698777 | 5356.26257 | 93.566418 | 21.4816786 | 2000-2009 –> 2010-2019 | 12.2886992 | 5.6188215 | 9121.46479 | 133.169863 | 7 | 17 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate | 806 | 7.1420364 | 5466.51761 | 126.883555 | 24.8844284 | 2000-2009 –> 2010-2019 | 12.4907642 | 5.3487278 | 9172.89955 | 193.307020 | 8 | 12 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 806 | 7.4019376 | 5524.13671 | 19.113310 | 24.2924933 | 2000-2009 –> 2010-2019 | 12.9180406 | 5.5161030 | 9267.30923 | 27.352322 | 13 | 20 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 806 | 7.4205235 | 5528.17928 | 31.173772 | 23.6093841 | 2000-2009 –> 2010-2019 | 13.0002047 | 5.5796812 | 9285.03508 | 44.786534 | 14 | 22 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 640 | 3.7903874 | 3533.80065 | 57.433845 | 12.4961634 | 1982-1999 –> 2000-2009 | 8.0296910 | 4.2393036 | 7669.00671 | 102.995644 | 1 | 2 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 640 | 3.7968813 | 3535.99176 | 46.071412 | 12.5172652 | 1982-1999 –> 2000-2009 | 8.0405771 | 4.2436957 | 7672.68897 | 88.100880 | 2 | 4 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 640 | 3.8308690 | 3547.39867 | 276.839488 | 12.6368006 | 1982-1999 –> 2000-2009 | 8.0925818 | 4.2617128 | 7690.19660 | 455.435715 | 3 | 6 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate | 640 | 3.8334421 | 3546.25811 | 201.550846 | 12.1992250 | 1982-1999 –> 2000-2009 | 8.1117413 | 4.2782993 | 7692.64961 | 321.013335 | 4 | 8 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 640 | 3.8785051 | 3561.21707 | 18.609572 | 15.2772303 | 1982-1999 –> 2000-2009 | 8.2374542 | 4.3589490 | 7734.50117 | 30.100034 | 5 | 10 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 640 | 3.9073800 | 3570.71117 | 27.191121 | 15.8364179 | 1982-1999 –> 2000-2009 | 8.2959467 | 4.3885667 | 7753.74652 | 44.152720 | 6 | 12 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + phosphate | 640 | 4.6947324 | 3805.68596 | 264.211274 | 14.4083462 | 1982-1999 –> 2000-2009 | 9.1576925 | 4.4629601 | 8012.92708 | 427.396199 | 7 | 14 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 640 | 4.7613123 | 3823.71119 | 34.280974 | 14.4620469 | 1982-1999 –> 2000-2009 | 9.2275746 | 4.4662623 | 8032.01738 | 55.950383 | 9 | 17 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 640 | 4.7792611 | 3828.52735 | 55.602653 | 14.4822398 | 1982-1999 –> 2000-2009 | 9.2473892 | 4.4681281 | 8037.43497 | 90.163752 | 10 | 19 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + phosphate_star | 640 | 4.7393515 | 3817.79371 | 24.365006 | 20.9343151 | 1982-1999 –> 2000-2009 | 9.9214567 | 5.1821053 | 8240.16961 | 48.152135 | 8 | 18 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 678 | 4.5259257 | 3983.39947 | 286.960584 | 19.3727884 | 2000-2009 –> 2010-2019 | 8.3567948 | 3.8308690 | 7530.79814 | 563.800072 | 1 | 4 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 678 | 4.5647070 | 3994.96913 | 66.325583 | 20.1765796 | 2000-2009 –> 2010-2019 | 8.3615884 | 3.7968813 | 7530.96088 | 112.396995 | 3 | 5 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate | 678 | 4.5285037 | 3982.17162 | 191.177043 | 19.2959165 | 2000-2009 –> 2010-2019 | 8.3619457 | 3.8334421 | 7528.42973 | 392.727889 | 2 | 6 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 678 | 4.5721657 | 3997.18300 | 79.264719 | 20.3189888 | 2000-2009 –> 2010-2019 | 8.3625531 | 3.7903874 | 7530.98365 | 136.698565 | 4 | 5 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 678 | 4.6100216 | 4006.36397 | 22.085721 | 20.5618214 | 2000-2009 –> 2010-2019 | 8.4885267 | 3.8785051 | 7567.58104 | 40.695293 | 5 | 10 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 678 | 4.6304298 | 4012.35365 | 33.077127 | 20.7386926 | 2000-2009 –> 2010-2019 | 8.5378098 | 3.9073800 | 7583.06482 | 60.268248 | 6 | 12 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + phosphate_star | 678 | 4.9334544 | 4098.31013 | 35.187186 | 21.6387359 | 2000-2009 –> 2010-2019 | 9.6728059 | 4.7393515 | 7916.10384 | 59.552192 | 7 | 15 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + phosphate | 678 | 5.1903403 | 4167.14044 | 273.237892 | 20.1398254 | 2000-2009 –> 2010-2019 | 9.8850727 | 4.6947324 | 7972.82640 | 537.449167 | 9 | 16 |
| Atlantic | (26.5,26.75] | 2 | cstar_tref ~ sal + phosphate_star | 678 | 5.0104962 | 4117.32205 | 3.499871 | 21.5640534 | 2000-2009 –> 2010-2019 | 10.0090615 | 4.9985653 | 8001.27657 | 6.688586 | 8 | 19 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 678 | 5.2825983 | 4191.03156 | 46.556038 | 20.2363550 | 2000-2009 –> 2010-2019 | 10.0439106 | 4.7613123 | 8014.74275 | 80.837012 | 10 | 19 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 971 | 3.2686503 | 5067.63903 | 127.562410 | 15.4996539 | 1982-1999 –> 2000-2009 | 6.6919080 | 3.4232577 | 10823.82262 | 286.157707 | 1 | 4 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 971 | 3.3060920 | 5089.75778 | 30.009842 | 15.5607466 | 1982-1999 –> 2000-2009 | 6.7268963 | 3.4208044 | 10844.38709 | 54.139159 | 3 | 4 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 971 | 3.3079956 | 5090.87566 | 32.592219 | 15.5613765 | 1982-1999 –> 2000-2009 | 6.7290041 | 3.4210085 | 10845.63434 | 66.130356 | 4 | 6 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 971 | 3.2743546 | 5069.02520 | 102.509835 | 15.2318150 | 1982-1999 –> 2000-2009 | 6.7507906 | 3.4764359 | 10856.62845 | 239.974849 | 2 | 6 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate_star | 971 | 3.5174465 | 5208.10060 | 14.091583 | 13.8859401 | 1982-1999 –> 2000-2009 | 7.2922399 | 3.7747933 | 11174.21268 | 30.072715 | 6 | 11 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 971 | 3.5220837 | 5210.65912 | 19.220714 | 13.8944112 | 1982-1999 –> 2000-2009 | 7.3244864 | 3.8024027 | 11192.57053 | 39.841915 | 7 | 13 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + temp + phosphate_star | 971 | 3.4306532 | 5159.58046 | 21.255478 | 15.1835878 | 1982-1999 –> 2000-2009 | 7.4673371 | 4.0366839 | 11271.11744 | 38.900949 | 5 | 15 |
| Atlantic | (26.75,27] | 2 | cstar_tref ~ sal + phosphate_star | 971 | 3.5317701 | 5213.99265 | 5.726175 | 14.0148849 | 1982-1999 –> 2000-2009 | 7.5957551 | 4.0639851 | 11338.14302 | 12.596728 | 8 | 19 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate | 971 | 4.3666635 | 5628.08513 | 126.622724 | 18.0518694 | 1982-1999 –> 2000-2009 | 8.3417984 | 3.9751348 | 11706.31106 | 274.276486 | 9 | 16 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate_star | 971 | 4.4589614 | 5668.70523 | 22.247488 | 18.1384182 | 1982-1999 –> 2000-2009 | 8.4478517 | 3.9888904 | 11754.42035 | 44.608726 | 10 | 18 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1009 | 3.6837802 | 5506.76778 | 142.165122 | 22.5579186 | 2000-2009 –> 2010-2019 | 6.9524305 | 3.2686503 | 10574.40681 | 269.727531 | 1 | 2 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 1009 | 3.6919407 | 5509.23323 | 100.018522 | 22.3474928 | 2000-2009 –> 2010-2019 | 6.9662954 | 3.2743546 | 10578.25843 | 202.528357 | 2 | 4 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1009 | 3.7002454 | 5515.76745 | 35.745483 | 22.6259579 | 2000-2009 –> 2010-2019 | 7.0063374 | 3.3060920 | 10605.52524 | 65.755325 | 4 | 7 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1009 | 3.6999650 | 5515.61448 | 38.020959 | 22.6241473 | 2000-2009 –> 2010-2019 | 7.0079606 | 3.3079956 | 10606.49015 | 70.613179 | 3 | 7 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + temp + phosphate_star | 1009 | 3.7103577 | 5519.27487 | 22.264096 | 22.6758776 | 2000-2009 –> 2010-2019 | 7.1410110 | 3.4306532 | 10678.85533 | 43.519574 | 5 | 10 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1009 | 3.7677858 | 5550.26974 | 17.223744 | 22.9642837 | 2000-2009 –> 2010-2019 | 7.2898695 | 3.5220837 | 10760.92886 | 36.444458 | 6 | 13 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1009 | 3.7755094 | 5554.40220 | 13.255200 | 23.0045298 | 2000-2009 –> 2010-2019 | 7.2929559 | 3.5174465 | 10762.50280 | 27.346782 | 7 | 13 |
| Atlantic | (26.75,27] | 2 | cstar_tref ~ sal + phosphate_star | 1009 | 3.8884973 | 5611.90793 | 6.222815 | 23.5850035 | 2000-2009 –> 2010-2019 | 7.4202674 | 3.5317701 | 10825.90057 | 11.948990 | 8 | 16 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate | 1009 | 5.1214856 | 6169.70906 | 141.974173 | 17.4218371 | 2000-2009 –> 2010-2019 | 9.4881491 | 4.3666635 | 11797.79419 | 268.596897 | 10 | 19 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1009 | 5.1717250 | 6189.40823 | 26.229200 | 17.4861608 | 2000-2009 –> 2010-2019 | 9.6306863 | 4.4589614 | 11858.11346 | 48.476688 | 12 | 22 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1165 | 2.9192905 | 5814.35042 | 47.416795 | 20.4892535 | 1982-1999 –> 2000-2009 | 5.8596298 | 2.9403392 | 14912.12261 | 165.353039 | 1 | 2 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate | 1165 | 2.9200977 | 5812.99459 | 42.151698 | 20.1914801 | 1982-1999 –> 2000-2009 | 5.8655042 | 2.9454065 | 14915.03098 | 138.185800 | 2 | 4 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1165 | 2.9235601 | 5817.75563 | 28.473270 | 19.4280461 | 1982-1999 –> 2000-2009 | 5.8889943 | 2.9654342 | 14946.44539 | 76.410742 | 3 | 6 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1165 | 2.9261614 | 5819.82791 | 27.459000 | 19.1275381 | 1982-1999 –> 2000-2009 | 5.8949677 | 2.9688062 | 14952.65211 | 71.583880 | 4 | 8 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1165 | 3.0585498 | 5920.92901 | 19.847313 | 13.6599718 | 1982-1999 –> 2000-2009 | 6.2368632 | 3.1783135 | 15299.83126 | 46.674365 | 5 | 10 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1165 | 3.1448716 | 5985.77800 | 17.061812 | 12.0431737 | 1982-1999 –> 2000-2009 | 6.3732233 | 3.2283517 | 15421.50945 | 42.447917 | 6 | 12 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + aou + phosphate | 1165 | 3.7911924 | 6421.27257 | 39.903696 | 15.0453272 | 1982-1999 –> 2000-2009 | 7.5630866 | 3.7718941 | 16423.09715 | 124.290797 | 7 | 14 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1165 | 3.7997301 | 6426.51377 | 24.293623 | 15.0049231 | 1982-1999 –> 2000-2009 | 7.5928701 | 3.7931400 | 16448.77257 | 59.965561 | 8 | 16 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1165 | 3.8041360 | 6429.21390 | 20.076767 | 14.9864202 | 1982-1999 –> 2000-2009 | 7.6009509 | 3.7968149 | 16454.99555 | 51.448539 | 9 | 18 |
| Atlantic | (27,27.25] | 2 | cstar_tref ~ aou + phosphate | 1165 | 4.5588879 | 6848.92019 | 3.733368 | 17.5424360 | 1982-1999 –> 2000-2009 | 8.6526733 | 4.0937854 | 17146.67066 | 9.967006 | 12 | 23 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1291 | 4.4086731 | 7506.28671 | 66.336586 | 28.3126144 | 2000-2009 –> 2010-2019 | 7.3279636 | 2.9192905 | 13320.63713 | 113.753381 | 1 | 3 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1291 | 4.4342250 | 7521.20835 | 896.360872 | 28.9720842 | 2000-2009 –> 2010-2019 | 7.3534974 | 2.9192724 | 13335.54428 | 1716.873137 | 2 | 3 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate | 1291 | 4.4562925 | 7532.02613 | 56.638374 | 28.7342159 | 2000-2009 –> 2010-2019 | 7.3763902 | 2.9200977 | 13345.02071 | 98.790072 | 3 | 6 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1291 | 4.4568711 | 7534.36136 | 30.239047 | 29.2266014 | 2000-2009 –> 2010-2019 | 7.3804312 | 2.9235601 | 13352.11699 | 58.712316 | 4 | 8 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1291 | 4.4720057 | 7543.11444 | 28.233388 | 29.5987748 | 2000-2009 –> 2010-2019 | 7.3981671 | 2.9261614 | 13362.94235 | 55.692389 | 6 | 11 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1291 | 4.4651177 | 7537.13448 | 18.679762 | 28.7288693 | 2000-2009 –> 2010-2019 | 7.5236675 | 3.0585498 | 13458.06348 | 38.527074 | 5 | 11 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1291 | 4.5039406 | 7559.48718 | 18.088486 | 28.6588150 | 2000-2009 –> 2010-2019 | 7.6488122 | 3.1448716 | 13545.26518 | 35.150298 | 7 | 14 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1291 | 5.4914249 | 8071.33009 | 755.474761 | 16.4886929 | 2000-2009 –> 2010-2019 | 9.2744403 | 3.7830155 | 14487.57182 | 1334.546826 | 9 | 17 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + aou + phosphate | 1291 | 5.5137428 | 8081.80243 | 53.072072 | 18.2590229 | 2000-2009 –> 2010-2019 | 9.3049352 | 3.7911924 | 14503.07500 | 92.975768 | 10 | 19 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1291 | 5.5245312 | 8086.84953 | 25.296329 | 18.9025197 | 2000-2009 –> 2010-2019 | 9.3242613 | 3.7997301 | 14513.36330 | 49.589952 | 11 | 21 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1719 | 2.6762659 | 8274.75522 | 26.222371 | 12.6788633 | 1982-1999 –> 2000-2009 | 5.2825808 | 2.6063149 | 17713.44476 | 97.290607 | 1 | 6 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1719 | 2.7014093 | 8306.90426 | 27.586365 | 12.9190569 | 1982-1999 –> 2000-2009 | 5.3022891 | 2.6008799 | 17737.31479 | 86.505998 | 2 | 6 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1719 | 2.7198548 | 8330.29949 | 24.350992 | 13.1272597 | 1982-1999 –> 2000-2009 | 5.3150720 | 2.5952172 | 17752.06584 | 105.557909 | 3 | 5 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1719 | 2.7259986 | 8338.05676 | 542.731445 | 13.2750837 | 1982-1999 –> 2000-2009 | 5.3210862 | 2.5950876 | 17759.62506 | 1323.906095 | 4 | 5 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 1719 | 2.7269178 | 8337.21586 | 19.674297 | 13.3152898 | 1982-1999 –> 2000-2009 | 5.3224652 | 2.5955474 | 17757.48668 | 87.874378 | 5 | 8 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1719 | 2.7626672 | 8381.99460 | 19.087804 | 13.6593908 | 1982-1999 –> 2000-2009 | 5.4527949 | 2.6901277 | 17944.21344 | 61.458575 | 6 | 12 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1719 | 2.9502117 | 8607.80354 | 13.594731 | 14.0700449 | 1982-1999 –> 2000-2009 | 5.7478431 | 2.7976314 | 18325.42802 | 56.042965 | 8 | 15 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1719 | 2.9354930 | 8590.60833 | 14.765022 | 12.8711543 | 1982-1999 –> 2000-2009 | 5.9423753 | 3.0068823 | 18594.30282 | 56.893923 | 7 | 15 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1719 | 2.9711324 | 8632.09729 | 23.112166 | 12.8367010 | 1982-1999 –> 2000-2009 | 5.9949597 | 3.0238273 | 18658.07909 | 64.039752 | 9 | 18 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + phosphate | 1719 | 2.9901585 | 8654.04280 | 18.434953 | 12.9023071 | 1982-1999 –> 2000-2009 | 6.0390163 | 3.0488578 | 18712.71912 | 63.299397 | 10 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1720 | 4.5381883 | 10096.24443 | 40.147330 | 26.9029509 | 2000-2009 –> 2010-2019 | 7.2144541 | 2.6762659 | 18370.99965 | 66.369701 | 1 | 2 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1720 | 4.5429899 | 10099.88222 | 37.968753 | 30.0187233 | 2000-2009 –> 2010-2019 | 7.2443992 | 2.7014093 | 18406.78648 | 65.555118 | 3 | 5 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1720 | 4.5464607 | 10102.50934 | 32.316669 | 30.9822644 | 2000-2009 –> 2010-2019 | 7.2663155 | 2.7198548 | 18432.80883 | 56.667662 | 4 | 7 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1720 | 4.5405413 | 10098.02758 | 379.381299 | 28.4796583 | 2000-2009 –> 2010-2019 | 7.2665398 | 2.7259986 | 18436.08434 | 922.112744 | 2 | 6 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1720 | 4.5492088 | 10102.58802 | 24.947341 | 32.0677490 | 2000-2009 –> 2010-2019 | 7.3118761 | 2.7626672 | 18484.58262 | 44.035145 | 5 | 11 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 1720 | 4.5871232 | 10131.13915 | 28.032451 | 34.6787406 | 2000-2009 –> 2010-2019 | 7.3140410 | 2.7269178 | 18468.35501 | 47.706747 | 7 | 12 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1720 | 4.5612784 | 10111.70262 | 25.754898 | 22.6890400 | 2000-2009 –> 2010-2019 | 7.5114900 | 2.9502117 | 18719.50617 | 39.349630 | 6 | 14 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1720 | 4.7550516 | 10254.82249 | 28.811100 | 20.8190015 | 2000-2009 –> 2010-2019 | 7.6905445 | 2.9354930 | 18845.43082 | 43.576122 | 9 | 16 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1720 | 4.7774071 | 10270.95748 | 30.526162 | 20.6153481 | 2000-2009 –> 2010-2019 | 7.7485395 | 2.9711324 | 18903.05477 | 53.638328 | 10 | 19 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + phosphate | 1720 | 4.7808682 | 10273.44880 | 22.583209 | 20.6009627 | 2000-2009 –> 2010-2019 | 7.7710267 | 2.9901585 | 18927.49160 | 41.018163 | 11 | 21 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2279 | 3.6177415 | 12340.42581 | 25.190708 | 18.1093870 | 1982-1999 –> 2000-2009 | 6.4191495 | 2.8014080 | 24876.92219 | 53.269004 | 1 | 2 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2279 | 3.6350433 | 12362.17240 | 434.383241 | 18.5786594 | 1982-1999 –> 2000-2009 | 6.4468419 | 2.8117987 | 24917.60194 | 874.866001 | 2 | 4 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2279 | 3.6428448 | 12371.94437 | 21.300074 | 19.6659241 | 1982-1999 –> 2000-2009 | 6.4610282 | 2.8181834 | 24938.97299 | 46.119648 | 3 | 7 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + phosphate | 2279 | 3.6464024 | 12374.39346 | 18.521758 | 20.3804478 | 1982-1999 –> 2000-2009 | 6.4757490 | 2.8293466 | 24959.63943 | 35.925190 | 4 | 11 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2279 | 3.6581272 | 12391.02595 | 29.079947 | 20.3054911 | 1982-1999 –> 2000-2009 | 6.4758233 | 2.8176961 | 24957.17019 | 60.375365 | 6 | 9 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 2279 | 3.6880458 | 12426.15265 | 19.229067 | 21.5991833 | 1982-1999 –> 2000-2009 | 6.5121510 | 2.8241053 | 25001.91610 | 36.235192 | 9 | 15 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2279 | 3.6612255 | 12392.88483 | 11.991632 | 16.2504733 | 1982-1999 –> 2000-2009 | 6.5137400 | 2.8525144 | 25019.83570 | 25.476250 | 7 | 16 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 2279 | 3.6539052 | 12383.76235 | 15.838075 | 20.8001970 | 1982-1999 –> 2000-2009 | 6.6006001 | 2.9466949 | 25176.83278 | 32.109192 | 5 | 15 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate | 2279 | 3.6846928 | 12422.00695 | 19.681943 | 22.5099480 | 1982-1999 –> 2000-2009 | 6.6675699 | 2.9828771 | 25277.48934 | 37.368019 | 8 | 20 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + temp + phosphate | 2279 | 3.8653265 | 12640.14817 | 18.329166 | 17.1416092 | 1982-1999 –> 2000-2009 | 6.6841806 | 2.8188541 | 25206.39377 | 43.043514 | 15 | 20 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2583 | 4.6732606 | 15307.46986 | 20.281885 | 18.7409326 | 2000-2009 –> 2010-2019 | 8.2910021 | 3.6177415 | 27647.89568 | 45.472593 | 2 | 3 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2583 | 4.6691433 | 15302.91640 | 341.742785 | 18.3925841 | 2000-2009 –> 2010-2019 | 8.3041865 | 3.6350433 | 27665.08880 | 776.126026 | 1 | 3 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2583 | 4.6806956 | 15315.68230 | 16.860278 | 19.1515857 | 2000-2009 –> 2010-2019 | 8.3235405 | 3.6428448 | 27687.62667 | 38.160352 | 3 | 6 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2583 | 4.6973862 | 15334.07064 | 23.905023 | 19.5937283 | 2000-2009 –> 2010-2019 | 8.3555134 | 3.6581272 | 27725.09660 | 52.984970 | 4 | 10 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2583 | 4.6982947 | 15333.06963 | 9.552345 | 18.5515139 | 2000-2009 –> 2010-2019 | 8.3595202 | 3.6612255 | 27725.95446 | 21.543976 | 5 | 12 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 2583 | 4.7407369 | 15379.52732 | 12.160706 | 19.6808437 | 2000-2009 –> 2010-2019 | 8.3946421 | 3.6539052 | 27763.28966 | 27.998781 | 6 | 11 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate | 2583 | 4.7497081 | 15389.29408 | 13.629433 | 20.0827444 | 2000-2009 –> 2010-2019 | 8.4344009 | 3.6846928 | 27811.30104 | 33.311376 | 9 | 17 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 2583 | 4.7410727 | 15379.89332 | 204.455927 | 19.7702885 | 2000-2009 –> 2010-2019 | 8.4369449 | 3.6958722 | 27815.70829 | 487.639983 | 7 | 17 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + phosphate | 2583 | 4.8106586 | 15455.16488 | 12.916945 | 19.4096188 | 2000-2009 –> 2010-2019 | 8.4570610 | 3.6464024 | 27829.55833 | 31.438703 | 11 | 15 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 2583 | 4.7700134 | 15411.33203 | 23.832031 | 20.5390767 | 2000-2009 –> 2010-2019 | 8.4758287 | 3.7058153 | 27859.39306 | 51.607363 | 10 | 21 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1437 | 4.6241883 | 8490.98797 | 870.002154 | 29.8502276 | 1982-1999 –> 2000-2009 | 7.8591960 | 3.2350077 | 15566.23781 | 1769.984726 | 1 | 2 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1437 | 4.6625581 | 8512.73702 | 289.919381 | 36.7695567 | 1982-1999 –> 2000-2009 | 7.9009751 | 3.2384170 | 15588.85610 | 596.889405 | 2 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1437 | 4.6652432 | 8516.39159 | 31.229782 | 34.3213192 | 1982-1999 –> 2000-2009 | 7.9209920 | 3.2557488 | 15609.05053 | 62.283207 | 3 | 6 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1437 | 4.6681945 | 8518.20919 | 36.324921 | 34.3734244 | 1982-1999 –> 2000-2009 | 7.9260247 | 3.2578301 | 15612.60893 | 72.949061 | 4 | 9 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate | 1437 | 4.6904773 | 8529.89505 | 23.318799 | 38.8268199 | 1982-1999 –> 2000-2009 | 7.9475435 | 3.2570662 | 15621.65599 | 47.025776 | 6 | 10 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1437 | 4.6936653 | 8531.84779 | 13.042365 | 38.8904490 | 1982-1999 –> 2000-2009 | 7.9528376 | 3.2591723 | 15625.36956 | 28.279144 | 7 | 13 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 1437 | 4.6831822 | 8525.42165 | 26.470801 | 32.7861672 | 1982-1999 –> 2000-2009 | 7.9621137 | 3.2789315 | 15635.40814 | 52.115884 | 5 | 12 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ temp + aou | 1437 | 4.7085468 | 8538.94555 | 1.033152 | 37.3022928 | 1982-1999 –> 2000-2009 | 7.9885851 | 3.2800383 | 15647.85141 | 2.182896 | 8 | 16 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1437 | 4.7092095 | 8543.34997 | 38.427945 | 36.6169666 | 1982-1999 –> 2000-2009 | 7.9927784 | 3.2835690 | 15659.18639 | 78.595395 | 9 | 18 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1437 | 4.7376635 | 8558.66305 | 26.219515 | 41.4105052 | 1982-1999 –> 2000-2009 | 8.0229405 | 3.2852770 | 15673.91607 | 61.437170 | 10 | 20 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1732 | 5.3957502 | 10766.16183 | 936.139919 | 17.7931048 | 2000-2009 –> 2010-2019 | 10.0199385 | 4.6241883 | 19257.14980 | 1806.142073 | 3 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1732 | 5.3923109 | 10763.95310 | 30.893985 | 17.5533608 | 2000-2009 –> 2010-2019 | 10.0575540 | 4.6652432 | 19280.34469 | 62.123766 | 1 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1732 | 5.3923889 | 10764.00324 | 37.614972 | 17.4898446 | 2000-2009 –> 2010-2019 | 10.0605835 | 4.6681945 | 19282.21243 | 73.939892 | 2 | 6 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1732 | 5.4083087 | 10772.21485 | 237.667534 | 16.9658386 | 2000-2009 –> 2010-2019 | 10.0708669 | 4.6625581 | 19284.95186 | 527.586915 | 5 | 7 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate | 1732 | 5.4121004 | 10774.64255 | 15.945177 | 16.5791101 | 2000-2009 –> 2010-2019 | 10.1025777 | 4.6904773 | 19304.53760 | 39.263976 | 6 | 12 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1732 | 5.4132422 | 10775.37327 | 8.197802 | 16.4716821 | 2000-2009 –> 2010-2019 | 10.1069075 | 4.6936653 | 19307.22106 | 21.240167 | 7 | 14 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1732 | 5.3994046 | 10768.50708 | 39.735861 | 16.9303928 | 2000-2009 –> 2010-2019 | 10.1086140 | 4.7092095 | 19311.85705 | 78.163806 | 4 | 13 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 1732 | 5.4523210 | 10800.29042 | 18.101409 | 14.3299987 | 2000-2009 –> 2010-2019 | 10.1355032 | 4.6831822 | 19325.71207 | 44.572210 | 9 | 14 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ temp + aou | 1732 | 5.4548280 | 10799.88287 | 1.150913 | 14.5354796 | 2000-2009 –> 2010-2019 | 10.1633749 | 4.7085468 | 19338.82842 | 2.184064 | 10 | 18 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1732 | 5.4333631 | 10788.22501 | 15.068762 | 17.5436427 | 2000-2009 –> 2010-2019 | 10.1710266 | 4.7376635 | 19346.88806 | 41.288277 | 8 | 18 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4644 | 5.0214302 | 28179.28404 | 11.552982 | 25.0246384 | 1982-1999 –> 2000-2009 | 9.9134816 | 4.8920514 | 48834.25815 | 28.488740 | 1 | 5 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4644 | 5.0268463 | 28189.29671 | 19.187417 | 23.4724739 | 1982-1999 –> 2000-2009 | 9.9144813 | 4.8876350 | 48838.06954 | 43.551758 | 2 | 5 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 4644 | 5.0293441 | 28193.91074 | 9.739681 | 22.8513294 | 1982-1999 –> 2000-2009 | 9.9161095 | 4.8867654 | 48841.46189 | 23.443781 | 3 | 5 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 4644 | 5.0482357 | 28228.73357 | 412.327881 | 21.8867757 | 1982-1999 –> 2000-2009 | 9.9263213 | 4.8780857 | 48864.07869 | 908.564294 | 4 | 5 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 4644 | 5.1105231 | 28340.63200 | 8.008886 | 26.3813335 | 1982-1999 –> 2000-2009 | 10.0206614 | 4.9101382 | 49018.94411 | 18.771440 | 5 | 10 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate_star | 4644 | 5.2261162 | 28548.37325 | 6.548391 | 29.0937540 | 1982-1999 –> 2000-2009 | 10.3173934 | 5.0912772 | 49475.41742 | 16.258475 | 6 | 12 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate | 4644 | 5.3228317 | 28718.68756 | 17.839272 | 33.7512819 | 1982-1999 –> 2000-2009 | 10.4842000 | 5.1613683 | 49739.61056 | 40.905018 | 8 | 15 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + phosphate | 4644 | 5.3143205 | 28703.82418 | 8.737694 | 30.5024879 | 1982-1999 –> 2000-2009 | 10.5361884 | 5.2218679 | 49804.75983 | 21.154203 | 7 | 19 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 4644 | 5.4013441 | 28854.68621 | 8.121827 | 32.9796346 | 1982-1999 –> 2000-2009 | 10.6582078 | 5.2568637 | 50001.48267 | 19.875665 | 9 | 26 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 4644 | 5.4871352 | 29001.05077 | 272.952819 | 33.2347222 | 1982-1999 –> 2000-2009 | 10.6899570 | 5.2028218 | 50076.89777 | 622.995897 | 15 | 23 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4783 | 6.0492021 | 30803.66172 | 10.371403 | 52.2368754 | 2000-2009 –> 2010-2019 | 11.0706322 | 5.0214302 | 58982.94576 | 21.924385 | 1 | 2 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 4783 | 6.0733503 | 30841.77287 | 9.921775 | 56.0593138 | 2000-2009 –> 2010-2019 | 11.1026944 | 5.0293441 | 59035.68361 | 19.661456 | 2 | 5 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4783 | 6.0834993 | 30857.74491 | 14.444678 | 58.5394374 | 2000-2009 –> 2010-2019 | 11.1103455 | 5.0268463 | 59047.04162 | 33.632095 | 3 | 5 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 4783 | 6.1516674 | 30964.33983 | 503.353186 | 65.8055489 | 2000-2009 –> 2010-2019 | 11.1999031 | 5.0482357 | 59193.07339 | 915.681067 | 4 | 8 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 4783 | 6.4757193 | 31453.42494 | 7.426401 | 131.2044421 | 2000-2009 –> 2010-2019 | 11.5862424 | 5.1105231 | 59794.05693 | 15.435287 | 9 | 14 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate_star | 4783 | 6.6752888 | 31743.77976 | 4.131003 | 43.4836523 | 2000-2009 –> 2010-2019 | 11.9014051 | 5.2261162 | 60292.15300 | 10.679393 | 12 | 18 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 4783 | 6.4524028 | 31418.91945 | 8.460903 | 43.6284257 | 2000-2009 –> 2010-2019 | 11.9284446 | 5.4760418 | 60401.17362 | 19.071322 | 7 | 18 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate | 4783 | 6.6115527 | 31652.00411 | 12.069071 | 29.1877843 | 2000-2009 –> 2010-2019 | 11.9343844 | 5.3228317 | 60370.69167 | 29.908344 | 10 | 18 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate_star | 4783 | 6.4515909 | 31417.71568 | 5.719454 | 37.0705833 | 2000-2009 –> 2010-2019 | 11.9367351 | 5.4851443 | 60415.39582 | 12.704175 | 5 | 18 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate | 4783 | 6.4520259 | 31418.36067 | 14.084062 | 33.8969013 | 2000-2009 –> 2010-2019 | 11.9370263 | 5.4850004 | 60415.79724 | 30.257788 | 6 | 18 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3512 | 3.1570996 | 18053.79218 | 379.097612 | 38.6018732 | 1982-1999 –> 2000-2009 | 6.2721392 | 3.1150396 | 35272.37701 | 706.940899 | 1 | 2 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3512 | 3.2153378 | 18182.18169 | 19.967052 | 40.8620602 | 1982-1999 –> 2000-2009 | 6.4337369 | 3.2183991 | 35620.57894 | 47.609479 | 2 | 7 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3512 | 3.2385901 | 18232.79423 | 54.619495 | 40.7009496 | 1982-1999 –> 2000-2009 | 6.4427706 | 3.2041805 | 35641.37545 | 112.381510 | 3 | 6 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3512 | 3.2735464 | 18308.20276 | 18.169398 | 41.3397112 | 1982-1999 –> 2000-2009 | 6.5545078 | 3.2809614 | 35876.24596 | 43.772680 | 4 | 12 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 3512 | 3.3531075 | 18474.87422 | 4.743181 | 36.0851898 | 1982-1999 –> 2000-2009 | 6.5876153 | 3.2345078 | 35944.89240 | 10.147554 | 6 | 13 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate_star | 3512 | 3.3048123 | 18372.97102 | 17.349028 | 46.3413091 | 1982-1999 –> 2000-2009 | 6.6837553 | 3.3789431 | 36137.17207 | 42.968390 | 5 | 18 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3512 | 3.6702852 | 19109.71625 | 379.029683 | 33.4807833 | 1982-1999 –> 2000-2009 | 6.7930067 | 3.1227215 | 36342.88719 | 703.377746 | 10 | 12 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate | 3512 | 3.4751572 | 18725.99762 | 54.281692 | 51.0226471 | 1982-1999 –> 2000-2009 | 6.8167231 | 3.3415659 | 36415.29341 | 111.807150 | 7 | 17 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 3512 | 3.6948451 | 19156.56119 | 14.203498 | 35.8464666 | 1982-1999 –> 2000-2009 | 6.8993323 | 3.2044872 | 36563.78692 | 26.545976 | 12 | 16 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3512 | 3.7046754 | 19175.22400 | 5.937074 | 36.3208455 | 1982-1999 –> 2000-2009 | 6.9261404 | 3.2214650 | 36618.03321 | 12.117252 | 13 | 19 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3542 | 4.1146480 | 20084.45612 | 394.396483 | 39.8799493 | 2000-2009 –> 2010-2019 | 7.2717476 | 3.1570996 | 38138.24830 | 773.494095 | 1 | 2 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3542 | 4.2204712 | 20264.34364 | 21.318053 | 38.4171452 | 2000-2009 –> 2010-2019 | 7.4358091 | 3.2153378 | 38446.52533 | 41.285105 | 3 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3542 | 4.2042835 | 20237.12055 | 17.687701 | 38.6151479 | 2000-2009 –> 2010-2019 | 7.4428737 | 3.2385901 | 38469.91478 | 72.307196 | 2 | 5 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3542 | 4.2621334 | 20333.93014 | 20.539542 | 38.1476075 | 2000-2009 –> 2010-2019 | 7.5356799 | 3.2735464 | 38642.13290 | 38.708940 | 4 | 8 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3542 | 4.4931757 | 20705.89376 | 80.559720 | 35.9110234 | 2000-2009 –> 2010-2019 | 8.1634609 | 3.6702852 | 39815.61001 | 459.589404 | 5 | 15 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate_star | 3542 | 4.9135334 | 21339.44127 | 2.277821 | 40.9056804 | 2000-2009 –> 2010-2019 | 8.2183457 | 3.3048123 | 39712.41229 | 19.626849 | 11 | 16 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 3542 | 4.8948363 | 21312.43360 | 12.081695 | 31.7872804 | 2000-2009 –> 2010-2019 | 8.2479438 | 3.3531075 | 39787.30782 | 16.824876 | 10 | 16 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 3542 | 4.5957367 | 20865.77496 | 6.886110 | 38.2149121 | 2000-2009 –> 2010-2019 | 8.2905818 | 3.6948451 | 40022.33614 | 21.089609 | 6 | 18 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate | 3542 | 4.8320634 | 21220.99868 | 5.780032 | 41.9586902 | 2000-2009 –> 2010-2019 | 8.3072206 | 3.4751572 | 39946.99629 | 60.061724 | 9 | 16 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3542 | 4.6297163 | 20917.95928 | 3.167764 | 38.3622967 | 2000-2009 –> 2010-2019 | 8.3343916 | 3.7046754 | 40093.18328 | 9.104838 | 7 | 20 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1585 | 2.8225696 | 7799.37823 | 68.015307 | 23.7934438 | 1982-1999 –> 2000-2009 | 4.6585141 | 1.8359445 | 14932.49078 | 100.031985 | 1 | 2 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1585 | 2.8347000 | 7812.97262 | 92.080016 | 23.9724146 | 1982-1999 –> 2000-2009 | 4.6730147 | 1.8383147 | 14950.61880 | 142.538024 | 2 | 4 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1585 | 2.8463561 | 7825.98075 | 52.832532 | 24.1444850 | 1982-1999 –> 2000-2009 | 4.6872066 | 1.8408505 | 14968.47082 | 89.018389 | 5 | 8 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 1585 | 2.8463593 | 7823.98426 | 25.192882 | 24.1412461 | 1982-1999 –> 2000-2009 | 4.7074162 | 1.8610570 | 15002.83633 | 51.677070 | 6 | 12 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1585 | 2.8403947 | 7817.33456 | 20.670580 | 23.9285524 | 1982-1999 –> 2000-2009 | 4.7087526 | 1.8683579 | 15009.94511 | 43.974284 | 3 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1585 | 2.8412370 | 7818.27447 | 16.184470 | 24.1591298 | 1982-1999 –> 2000-2009 | 4.7312192 | 1.8899822 | 15051.32236 | 29.863921 | 4 | 18 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1585 | 2.8934782 | 7876.03113 | 37.424512 | 26.6318082 | 1982-1999 –> 2000-2009 | 4.7490598 | 1.8555817 | 15044.52966 | 59.820405 | 7 | 11 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1585 | 2.9010686 | 7884.33601 | 81.040658 | 26.7118959 | 1982-1999 –> 2000-2009 | 4.7604202 | 1.8593516 | 15059.96664 | 130.504719 | 9 | 14 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate | 1585 | 2.9155221 | 7900.09019 | 45.198683 | 26.9041058 | 1982-1999 –> 2000-2009 | 4.7780742 | 1.8625521 | 15081.76423 | 81.148171 | 10 | 17 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + phosphate | 1585 | 2.8952554 | 7877.97757 | 29.281860 | 25.4348542 | 1982-1999 –> 2000-2009 | 4.7838428 | 1.8885874 | 15108.43123 | 53.042316 | 8 | 20 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2047 | 2.2488044 | 9138.90670 | 65.466204 | 28.9516851 | 2000-2009 –> 2010-2019 | 5.0713740 | 2.8225696 | 16938.28493 | 133.481511 | 1 | 2 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2047 | 2.2517796 | 9144.31946 | 101.875438 | 29.0505208 | 2000-2009 –> 2010-2019 | 5.0864796 | 2.8347000 | 16957.29208 | 193.955454 | 2 | 4 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2047 | 2.2567537 | 9153.35298 | 61.416771 | 29.2644791 | 2000-2009 –> 2010-2019 | 5.1031098 | 2.8463561 | 16979.33373 | 114.249303 | 5 | 10 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 2047 | 2.2896928 | 9210.67633 | 38.029014 | 29.7237311 | 2000-2009 –> 2010-2019 | 5.1360521 | 2.8463593 | 17034.66060 | 63.221896 | 7 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 2047 | 2.3026051 | 9233.69877 | 31.679395 | 30.0151959 | 2000-2009 –> 2010-2019 | 5.1429998 | 2.8403947 | 17051.03333 | 52.349974 | 8 | 11 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate_star | 2047 | 2.2538153 | 9146.01889 | 46.714540 | 29.5726395 | 2000-2009 –> 2010-2019 | 5.1472935 | 2.8934782 | 17022.05002 | 84.139051 | 3 | 10 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 2047 | 2.2561406 | 9150.24053 | 98.387724 | 29.6242587 | 2000-2009 –> 2010-2019 | 5.1572091 | 2.9010686 | 17034.57654 | 179.428382 | 4 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2047 | 2.3320892 | 9285.78838 | 22.576080 | 30.5425165 | 2000-2009 –> 2010-2019 | 5.1733263 | 2.8412370 | 17104.06285 | 38.760550 | 9 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate | 2047 | 2.2605956 | 9158.31673 | 61.379910 | 29.7991410 | 2000-2009 –> 2010-2019 | 5.1761177 | 2.9155221 | 17058.40692 | 106.578593 | 6 | 16 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + phosphate | 2047 | 2.3457067 | 9309.62438 | 36.814993 | 31.6782535 | 2000-2009 –> 2010-2019 | 5.2409621 | 2.8952554 | 17187.60195 | 66.096853 | 10 | 18 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1311 | 1.5232365 | 4835.89243 | 59.530919 | 9.9079419 | 1982-1999 –> 2000-2009 | 2.8650362 | 1.3417997 | 9942.20657 | 108.632041 | 2 | 6 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1311 | 1.5222029 | 4834.11265 | 49.837814 | 9.8389103 | 1982-1999 –> 2000-2009 | 2.8651544 | 1.3429515 | 9942.97855 | 85.984223 | 1 | 6 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1311 | 1.5259045 | 4840.48094 | 963.575411 | 10.0302843 | 1982-1999 –> 2000-2009 | 2.8653626 | 1.3394581 | 9941.60053 | 1770.757066 | 4 | 5 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1311 | 1.5258974 | 4840.46873 | 49.808067 | 10.0465614 | 1982-1999 –> 2000-2009 | 2.8657318 | 1.3398344 | 9942.42372 | 85.785122 | 3 | 5 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + phosphate | 1311 | 1.5259110 | 4838.49201 | 22.190009 | 10.0377433 | 1982-1999 –> 2000-2009 | 2.8669072 | 1.3409962 | 9941.02489 | 51.534970 | 5 | 8 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1311 | 1.5698855 | 4912.98584 | 26.239595 | 9.6008232 | 1982-1999 –> 2000-2009 | 2.9436381 | 1.3737526 | 10087.29119 | 61.356881 | 6 | 12 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1311 | 1.6441489 | 5034.17522 | 17.994065 | 9.4487776 | 1982-1999 –> 2000-2009 | 3.0618913 | 1.4177423 | 10302.21982 | 37.575603 | 7 | 18 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1311 | 1.9112323 | 5428.85267 | 332.571468 | 14.2274651 | 1982-1999 –> 2000-2009 | 3.3027094 | 1.3914771 | 10641.28385 | 702.243691 | 11 | 18 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + aou + phosphate | 1311 | 1.9080831 | 5424.52872 | 21.488699 | 13.9170689 | 1982-1999 –> 2000-2009 | 3.3048328 | 1.3967497 | 10648.20777 | 47.113822 | 10 | 18 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1311 | 1.9078255 | 5424.17475 | 46.741670 | 13.7822980 | 1982-1999 –> 2000-2009 | 3.3086416 | 1.4008161 | 10656.49945 | 94.918894 | 8 | 17 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2418 | 1.3822654 | 8439.51483 | 56.223996 | 10.4185473 | 2000-2009 –> 2010-2019 | 2.9081628 | 1.5258974 | 13279.98356 | 106.032063 | 1 | 4 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2418 | 1.3846082 | 8447.70434 | 743.955556 | 10.4042142 | 2000-2009 –> 2010-2019 | 2.9105127 | 1.5259045 | 13288.18528 | 1707.530968 | 2 | 6 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + phosphate | 2418 | 1.3855421 | 8448.96507 | 46.518362 | 10.4495111 | 2000-2009 –> 2010-2019 | 2.9114531 | 1.5259110 | 13287.45707 | 68.708371 | 3 | 8 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2418 | 1.3929453 | 8476.73587 | 70.525352 | 10.3735653 | 2000-2009 –> 2010-2019 | 2.9161818 | 1.5232365 | 13312.62830 | 130.056271 | 4 | 6 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2418 | 1.3998568 | 8500.67179 | 56.519624 | 10.2900299 | 2000-2009 –> 2010-2019 | 2.9220597 | 1.5222029 | 13334.78444 | 106.357439 | 5 | 6 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 2418 | 1.4065868 | 8521.86583 | 47.504851 | 10.8569280 | 2000-2009 –> 2010-2019 | 2.9764723 | 1.5698855 | 13434.85166 | 73.744446 | 6 | 12 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2418 | 1.4594338 | 8700.22957 | 36.550681 | 11.6393919 | 2000-2009 –> 2010-2019 | 3.1035827 | 1.6441489 | 13734.40479 | 54.544746 | 7 | 14 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 2418 | 1.6061327 | 9163.42499 | 469.644150 | 18.5715103 | 2000-2009 –> 2010-2019 | 3.5173650 | 1.9112323 | 14592.27767 | 802.215618 | 8 | 19 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + aou + phosphate | 2418 | 1.6271605 | 9226.32794 | 34.572589 | 18.7599257 | 2000-2009 –> 2010-2019 | 3.5352436 | 1.9080831 | 14650.85666 | 56.061288 | 9 | 19 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 2418 | 1.6369381 | 9255.30047 | 66.590894 | 18.8045837 | 2000-2009 –> 2010-2019 | 3.5447636 | 1.9078255 | 14679.47523 | 113.332564 | 10 | 18 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 847 | 0.5536185 | 1414.05455 | 35.640854 | 4.2207805 | 1982-1999 –> 2000-2009 | 1.0937124 | 0.5400938 | 2644.89643 | 51.952286 | 1 | 2 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 847 | 0.5576199 | 1426.25434 | 63.186652 | 4.2540428 | 1982-1999 –> 2000-2009 | 1.1005958 | 0.5429759 | 2665.17502 | 96.313421 | 2 | 4 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 847 | 0.5595929 | 1432.23729 | 540.247168 | 4.2548594 | 1982-1999 –> 2000-2009 | 1.1065516 | 0.5469587 | 2682.25215 | 641.890531 | 3 | 7 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 847 | 0.5618157 | 1438.95281 | 50.975523 | 4.2805090 | 1982-1999 –> 2000-2009 | 1.1084373 | 0.5466216 | 2688.03191 | 67.266178 | 4 | 7 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + phosphate | 847 | 0.5822219 | 1497.39119 | 42.882153 | 4.4651109 | 1982-1999 –> 2000-2009 | 1.1295230 | 0.5473011 | 2746.35605 | 56.699318 | 6 | 11 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 847 | 0.5752135 | 1476.87627 | 58.315227 | 4.0273797 | 1982-1999 –> 2000-2009 | 1.1768579 | 0.6016444 | 2869.54630 | 85.364442 | 5 | 15 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + phosphate_star | 847 | 0.7247488 | 1868.33222 | 7.460986 | 4.3620681 | 1982-1999 –> 2000-2009 | 1.2928323 | 0.5680834 | 3173.87172 | 13.308382 | 7 | 13 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 847 | 0.7305319 | 1881.79561 | 33.939885 | 4.4019878 | 1982-1999 –> 2000-2009 | 1.3015559 | 0.5710241 | 3195.17257 | 49.730997 | 9 | 16 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + phosphate | 847 | 0.7334714 | 1888.59825 | 15.374377 | 4.4113530 | 1982-1999 –> 2000-2009 | 1.3068182 | 0.5733468 | 3208.13751 | 21.334278 | 10 | 18 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 847 | 0.7375757 | 1898.05114 | 352.804312 | 4.4201418 | 1982-1999 –> 2000-2009 | 1.3128971 | 0.5753214 | 3222.80919 | 435.341758 | 11 | 20 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1090 | 0.6205976 | 2065.26805 | 15.732527 | 2.4864395 | 2000-2009 –> 2010-2019 | 1.1742161 | 0.5536185 | 3479.32260 | 51.373381 | 1 | 2 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1090 | 0.6232912 | 2074.70948 | 33.884651 | 2.5015200 | 2000-2009 –> 2010-2019 | 1.1809111 | 0.5576199 | 3500.96382 | 97.071303 | 2 | 4 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1090 | 0.6240483 | 2077.35595 | 115.630296 | 2.5164413 | 2000-2009 –> 2010-2019 | 1.1836411 | 0.5595929 | 3509.59324 | 655.877463 | 3 | 6 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1090 | 0.6248542 | 2080.16941 | 15.681235 | 2.5112078 | 2000-2009 –> 2010-2019 | 1.1866698 | 0.5618157 | 3519.12222 | 66.656758 | 4 | 8 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1090 | 0.6300862 | 2096.34700 | 27.757685 | 2.7083888 | 2000-2009 –> 2010-2019 | 1.2052998 | 0.5752135 | 3573.22328 | 86.072913 | 5 | 10 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + phosphate | 1090 | 0.6330593 | 2106.60923 | 13.357568 | 2.3280718 | 2000-2009 –> 2010-2019 | 1.2152812 | 0.5822219 | 3604.00042 | 56.239721 | 6 | 12 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1090 | 0.7364953 | 2436.52764 | 5.102331 | 2.6972388 | 2000-2009 –> 2010-2019 | 1.4612441 | 0.7247488 | 4304.85986 | 12.563317 | 9 | 16 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1090 | 0.7377568 | 2440.25841 | 19.016637 | 2.6837730 | 2000-2009 –> 2010-2019 | 1.4682886 | 0.7305319 | 4322.05402 | 52.956522 | 10 | 19 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + phosphate | 1090 | 0.7379088 | 2440.70757 | 6.487637 | 2.6850420 | 2000-2009 –> 2010-2019 | 1.4713801 | 0.7334714 | 4329.30582 | 21.862014 | 11 | 21 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1090 | 0.7385685 | 2442.65561 | 82.232358 | 2.6909069 | 2000-2009 –> 2010-2019 | 1.4761442 | 0.7375757 | 4340.70675 | 435.036671 | 12 | 23 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 941 | 0.7329169 | 2097.66163 | 393.598066 | 4.0563094 | 1982-1999 –> 2000-2009 | 1.0699930 | 0.3370761 | 2630.10417 | 576.564546 | 1 | 2 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 941 | 0.7342917 | 2101.18858 | 152.660525 | 4.0763453 | 1982-1999 –> 2000-2009 | 1.0716557 | 0.3373640 | 2634.97152 | 280.330807 | 2 | 5 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 941 | 0.7368343 | 2107.69409 | 315.641038 | 4.0998792 | 1982-1999 –> 2000-2009 | 1.0776373 | 0.3408030 | 2657.39998 | 586.168809 | 3 | 8 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 941 | 0.7368927 | 2107.84331 | 414.525934 | 4.1067838 | 1982-1999 –> 2000-2009 | 1.0777256 | 0.3408329 | 2657.68706 | 869.984466 | 4 | 11 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + temp + phosphate | 941 | 0.7369686 | 2106.03708 | 4.717285 | 4.1255931 | 1982-1999 –> 2000-2009 | 1.0778045 | 0.3408360 | 2653.89484 | 13.859281 | 5 | 14 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 941 | 0.7436188 | 2122.94369 | 332.696190 | 3.8450731 | 1982-1999 –> 2000-2009 | 1.0807698 | 0.3371510 | 2653.73474 | 476.891068 | 6 | 8 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + phosphate_star | 941 | 0.7458318 | 2128.53601 | 2.633343 | 3.8601878 | 1982-1999 –> 2000-2009 | 1.0832611 | 0.3374294 | 2660.62297 | 9.566619 | 7 | 11 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + phosphate | 941 | 0.7489695 | 2136.43711 | 5.364841 | 3.8739391 | 1982-1999 –> 2000-2009 | 1.0897820 | 0.3408124 | 2684.18653 | 19.092245 | 8 | 14 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 941 | 0.7499720 | 2138.95429 | 21.500820 | 3.8791215 | 1982-1999 –> 2000-2009 | 1.0908053 | 0.3408334 | 2686.80008 | 92.244330 | 9 | 17 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + aou + phosphate_star | 941 | 0.8602297 | 2397.09627 | 128.813935 | 5.1469648 | 1982-1999 –> 2000-2009 | 1.2075000 | 0.3472703 | 2974.31639 | 255.881040 | 10 | 21 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1306 | 0.2323442 | -94.03937 | 69.515060 | 2.3686665 | 2000-2009 –> 2010-2019 | 0.9652610 | 0.7329169 | 2003.62227 | 463.113126 | 3 | 4 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1306 | 0.2298684 | -122.02087 | 83.294764 | 2.3567037 | 2000-2009 –> 2010-2019 | 0.9667611 | 0.7368927 | 1985.82244 | 497.820697 | 1 | 5 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1306 | 0.2302749 | -117.40660 | 52.634154 | 2.3585595 | 2000-2009 –> 2010-2019 | 0.9671091 | 0.7368343 | 1990.28749 | 368.275193 | 2 | 5 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1306 | 0.2330416 | -86.21107 | 26.263101 | 2.3612169 | 2000-2009 –> 2010-2019 | 0.9673332 | 0.7342917 | 2014.97751 | 178.923626 | 4 | 6 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + temp + phosphate | 1306 | 0.2379333 | -33.95037 | 1.713344 | 2.4031295 | 2000-2009 –> 2010-2019 | 0.9749019 | 0.7369686 | 2072.08671 | 6.430629 | 8 | 13 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1306 | 0.2375673 | -37.97143 | 69.195697 | 2.4337976 | 2000-2009 –> 2010-2019 | 0.9811861 | 0.7436188 | 2084.97227 | 401.891887 | 7 | 13 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1306 | 0.2381933 | -31.09817 | 2.279514 | 2.4268865 | 2000-2009 –> 2010-2019 | 0.9840250 | 0.7458318 | 2097.43784 | 4.912857 | 9 | 16 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + phosphate | 1306 | 0.2359310 | -56.02499 | 4.552492 | 2.4269847 | 2000-2009 –> 2010-2019 | 0.9849005 | 0.7489695 | 2080.41212 | 9.917333 | 6 | 14 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1306 | 0.2352942 | -63.08396 | 7.508289 | 2.4234267 | 2000-2009 –> 2010-2019 | 0.9852662 | 0.7499720 | 2075.87034 | 29.009109 | 5 | 14 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + aou + phosphate_star | 1306 | 0.2808573 | 399.26659 | 25.891527 | 2.7716740 | 2000-2009 –> 2010-2019 | 1.1410870 | 0.8602297 | 2796.36286 | 154.705462 | 10 | 20 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3594 | 11.4612513 | 27742.66014 | 114.679201 | 40.9303876 | 1982-1999 –> 2000-2009 | 22.7707329 | 11.3094816 | 45009.13513 | 328.984227 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3594 | 11.7432834 | 27917.39727 | 27.813686 | 41.0010463 | 1982-1999 –> 2000-2009 | 23.3688693 | 11.6255858 | 45307.59245 | 73.062468 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3594 | 11.9102354 | 28018.86808 | 9.625017 | 43.5337582 | 1982-1999 –> 2000-2009 | 23.7864623 | 11.8762269 | 45504.79374 | 18.845764 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3594 | 11.9946594 | 28069.63946 | 18.879398 | 45.0044371 | 1982-1999 –> 2000-2009 | 23.9952131 | 12.0005537 | 45602.30371 | 37.694591 | 4 | 8 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate | 3594 | 13.7451794 | 29046.83675 | 26.369992 | 45.2559282 | 1982-1999 –> 2000-2009 | 26.2920735 | 12.5468941 | 46777.30840 | 68.307215 | 11 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3594 | 13.6768734 | 29011.02729 | 8.842180 | 43.4740637 | 1982-1999 –> 2000-2009 | 26.3050688 | 12.6281955 | 46770.48646 | 17.151419 | 10 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3594 | 13.6627659 | 29003.60914 | 16.593323 | 45.6453229 | 1982-1999 –> 2000-2009 | 26.3522925 | 12.6895267 | 46784.81237 | 32.743036 | 9 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3594 | 13.8405029 | 29096.51384 | 97.717670 | 46.2454227 | 1982-1999 –> 2000-2009 | 26.3702746 | 12.5297717 | 46820.85666 | 247.621784 | 12 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + phosphate_star | 3594 | 13.4120807 | 28870.49841 | 5.324679 | 50.6573681 | 1982-1999 –> 2000-2009 | 28.4392492 | 15.0271685 | 47410.54531 | 10.124204 | 5 | 16 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + aou | 3594 | 13.4278170 | 28878.92709 | 2.824537 | 59.5427450 | 1982-1999 –> 2000-2009 | 28.5188523 | 15.0910352 | 47438.00796 | 6.498402 | 6 | 18 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 5188 | 10.7561262 | 39382.83971 | 136.270227 | 49.0636091 | 2000-2009 –> 2010-2019 | 22.2173775 | 11.4612513 | 67125.49985 | 250.949428 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5188 | 11.4178181 | 40002.28334 | 32.024743 | 76.2435074 | 2000-2009 –> 2010-2019 | 23.1611015 | 11.7432834 | 67919.68061 | 59.838430 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5188 | 11.9560596 | 40480.23409 | 9.919842 | 94.5148002 | 2000-2009 –> 2010-2019 | 23.8662950 | 11.9102354 | 68499.10217 | 19.544858 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5188 | 12.1887785 | 40680.25743 | 19.904058 | 98.9779209 | 2000-2009 –> 2010-2019 | 24.1834379 | 11.9946594 | 68749.89688 | 38.783456 | 4 | 8 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 5188 | 12.6963164 | 41101.55855 | 108.692012 | 47.5275017 | 2000-2009 –> 2010-2019 | 26.5368193 | 13.8405029 | 70198.07239 | 206.409682 | 5 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate | 5188 | 12.8219513 | 41203.72832 | 31.851777 | 64.6621803 | 2000-2009 –> 2010-2019 | 26.5671306 | 13.7451794 | 70250.56507 | 58.221769 | 6 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + phosphate_star | 5188 | 13.1096844 | 41433.99854 | 9.739879 | 87.1194869 | 2000-2009 –> 2010-2019 | 26.7865578 | 13.6768734 | 70445.02583 | 18.582059 | 7 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 5188 | 13.2893968 | 41575.27049 | 18.867372 | 95.2605742 | 2000-2009 –> 2010-2019 | 26.9521627 | 13.6627659 | 70578.87963 | 35.460695 | 8 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + phosphate_star | 5188 | 13.5874778 | 41805.43227 | 5.420789 | 51.1068415 | 2000-2009 –> 2010-2019 | 26.9995585 | 13.4120807 | 70675.93069 | 10.745468 | 9 | 14 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + aou | 5188 | 14.2293434 | 42284.36408 | 2.634387 | 61.9091382 | 2000-2009 –> 2010-2019 | 27.6571604 | 13.4278170 | 71163.29117 | 5.458924 | 11 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2958 | 9.9113310 | 21975.84323 | 105.223162 | 44.5480515 | 1982-1999 –> 2000-2009 | 19.0358287 | 9.1244977 | 39534.78653 | 184.744009 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2958 | 10.0687890 | 22069.09002 | 24.726703 | 53.0993151 | 1982-1999 –> 2000-2009 | 19.2771944 | 9.2084054 | 39672.28301 | 41.749970 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2958 | 10.1239296 | 22101.39994 | 44.275485 | 55.2551363 | 1982-1999 –> 2000-2009 | 19.3690951 | 9.2451655 | 39723.85193 | 65.102131 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 2958 | 11.6214996 | 22915.54119 | 545.191352 | 53.2064808 | 1982-1999 –> 2000-2009 | 21.1360554 | 9.5145558 | 40674.83553 | 991.386994 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate | 2958 | 11.6220121 | 22915.80208 | 105.070754 | 58.8624587 | 1982-1999 –> 2000-2009 | 21.1558141 | 9.5338019 | 40684.86482 | 184.296619 | 5 | 10 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 2958 | 11.6686876 | 22939.51387 | 24.645796 | 67.7107889 | 1982-1999 –> 2000-2009 | 21.2738647 | 9.6051772 | 40744.63178 | 36.152077 | 6 | 12 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 2958 | 11.6925070 | 22951.57797 | 44.108855 | 70.0611215 | 1982-1999 –> 2000-2009 | 21.3304752 | 9.6379682 | 40773.17051 | 64.901387 | 7 | 14 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate | 2958 | 12.3624017 | 23281.16742 | 82.565069 | 57.6599853 | 1982-1999 –> 2000-2009 | 22.4769939 | 10.1145922 | 41336.09151 | 149.948802 | 9 | 17 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ aou + phosphate | 2958 | 12.3626281 | 23279.27576 | 28.051652 | 57.7778022 | 1982-1999 –> 2000-2009 | 22.8240838 | 10.4614557 | 41495.19491 | 60.067040 | 10 | 19 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2958 | 13.3903732 | 23753.71554 | 12.647849 | 50.0304626 | 1982-1999 –> 2000-2009 | 24.6504499 | 11.2600767 | 42327.25183 | 20.169467 | 12 | 22 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3029 | 11.1402829 | 23211.14833 | 569.176009 | 54.9974244 | 2000-2009 –> 2010-2019 | 20.9118472 | 9.7715644 | 45102.97209 | 1520.290556 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3029 | 11.6998659 | 23508.04942 | 57.684843 | 53.5661497 | 2000-2009 –> 2010-2019 | 21.6111969 | 9.9113310 | 45483.89264 | 162.908005 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3029 | 12.1127090 | 23718.12784 | 16.913323 | 62.8016168 | 2000-2009 –> 2010-2019 | 22.1814980 | 10.0687890 | 45787.21786 | 41.640025 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3029 | 12.2260207 | 23774.53565 | 22.794960 | 64.6395742 | 2000-2009 –> 2010-2019 | 22.3499503 | 10.1239296 | 45875.93558 | 67.070445 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3029 | 13.0604078 | 24172.47765 | 327.989365 | 62.0080663 | 2000-2009 –> 2010-2019 | 24.6819074 | 11.6214996 | 47088.01884 | 873.180717 | 5 | 10 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate | 3029 | 13.2749262 | 24271.17255 | 57.680687 | 70.3911893 | 2000-2009 –> 2010-2019 | 24.8969384 | 11.6220121 | 47186.97463 | 162.751441 | 6 | 12 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3029 | 13.6635395 | 24445.96962 | 13.106619 | 80.3829522 | 2000-2009 –> 2010-2019 | 25.3322270 | 11.6686876 | 47385.48349 | 37.752415 | 7 | 14 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3029 | 13.7780629 | 24496.53422 | 22.779073 | 82.4569600 | 2000-2009 –> 2010-2019 | 25.4705699 | 11.6925070 | 47448.11219 | 66.887928 | 8 | 16 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + aou + phosphate | 3029 | 13.9842333 | 24586.51262 | 44.994015 | 72.9651939 | 2000-2009 –> 2010-2019 | 26.3466350 | 12.3624017 | 47867.68004 | 127.559084 | 9 | 19 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ aou + phosphate | 3029 | 13.9846862 | 24584.70881 | 16.302557 | 72.8154954 | 2000-2009 –> 2010-2019 | 26.3473143 | 12.3626281 | 47863.98457 | 44.354209 | 10 | 21 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2731 | 8.6972263 | 19576.57100 | 60.908614 | 37.4008991 | 1982-1999 –> 2000-2009 | 17.4235876 | 8.7263613 | 34998.13456 | 111.148789 | 2 | 3 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2731 | 8.7016960 | 19579.37730 | 52.734574 | 37.3281866 | 1982-1999 –> 2000-2009 | 17.4373423 | 8.7356463 | 35005.51162 | 98.385608 | 3 | 5 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2731 | 8.6826910 | 19567.43492 | 182.608843 | 37.2990249 | 1982-1999 –> 2000-2009 | 17.5277694 | 8.8450785 | 35047.07617 | 352.186689 | 1 | 7 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + phosphate_star | 2731 | 8.7905367 | 19632.85934 | 30.967002 | 35.8477715 | 1982-1999 –> 2000-2009 | 17.5782151 | 8.7876783 | 35082.51781 | 58.751570 | 5 | 8 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 2731 | 8.9522051 | 19732.39944 | 29.727264 | 36.7358727 | 1982-1999 –> 2000-2009 | 17.8598352 | 8.9076301 | 35240.32880 | 51.045102 | 7 | 17 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate | 2731 | 8.9841938 | 19751.88190 | 139.550907 | 34.5100988 | 1982-1999 –> 2000-2009 | 17.8716151 | 8.8874213 | 35250.04927 | 267.928368 | 8 | 16 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2731 | 9.0153302 | 19770.77873 | 20.021151 | 36.2533206 | 1982-1999 –> 2000-2009 | 17.9237822 | 8.9084520 | 35279.10463 | 33.704034 | 10 | 21 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + phosphate | 2731 | 8.7532093 | 19609.61653 | 29.322343 | 39.2660495 | 1982-1999 –> 2000-2009 | 18.0320695 | 9.2788602 | 35293.03536 | 54.990822 | 4 | 21 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ sal + phosphate | 2731 | 8.9842254 | 19749.90107 | 1.588859 | 34.4455212 | 1982-1999 –> 2000-2009 | 18.2814848 | 9.2972594 | 35439.83402 | 2.641112 | 9 | 27 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + aou | 2731 | 8.8644044 | 19678.56526 | 29.446626 | 40.6885503 | 1982-1999 –> 2000-2009 | 18.3571466 | 9.4927421 | 35459.93036 | 55.042095 | 6 | 26 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2483 | 11.6082447 | 19233.66839 | 142.374492 | 35.9779752 | 2000-2009 –> 2010-2019 | 20.2909356 | 8.6826910 | 38801.10330 | 324.983335 | 3 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2483 | 11.6068980 | 19233.09225 | 49.018242 | 35.9900374 | 2000-2009 –> 2010-2019 | 20.3041243 | 8.6972263 | 38809.66325 | 109.926856 | 1 | 3 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2483 | 11.6078280 | 19233.49014 | 44.040490 | 35.9959399 | 2000-2009 –> 2010-2019 | 20.3095240 | 8.7016960 | 38812.86744 | 96.775064 | 2 | 5 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + phosphate | 2483 | 11.6486115 | 19248.90735 | 21.268518 | 34.8468060 | 2000-2009 –> 2010-2019 | 20.4018208 | 8.7532093 | 38858.52388 | 50.590861 | 9 | 13 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + aou | 2483 | 11.6118589 | 19233.21430 | 21.080641 | 35.6349255 | 2000-2009 –> 2010-2019 | 20.4762633 | 8.8644044 | 38911.77957 | 50.527267 | 6 | 12 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 2483 | 11.6192023 | 19236.35386 | 17.457758 | 36.1981273 | 2000-2009 –> 2010-2019 | 20.5714075 | 8.9522051 | 38968.75330 | 47.185022 | 8 | 15 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate | 2483 | 11.6107940 | 19232.75889 | 102.043489 | 36.2250808 | 2000-2009 –> 2010-2019 | 20.5949879 | 8.9841938 | 38984.64079 | 241.594396 | 4 | 12 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + phosphate_star | 2483 | 11.6115435 | 19233.07943 | 11.959450 | 36.1407562 | 2000-2009 –> 2010-2019 | 20.6268737 | 9.0153302 | 39003.85817 | 31.980602 | 5 | 15 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ sal + aou | 2483 | 11.6123360 | 19231.41833 | 1.000236 | 35.8395684 | 2000-2009 –> 2010-2019 | 20.6286719 | 9.0163359 | 39000.80635 | 2.313471 | 7 | 18 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ sal + phosphate | 2483 | 11.6528281 | 19248.70462 | 1.042028 | 34.2459855 | 2000-2009 –> 2010-2019 | 20.6370535 | 8.9842254 | 38998.60569 | 2.630888 | 10 | 19 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3383 | 6.4206897 | 22194.08796 | 34.480643 | 22.6825333 | 1982-1999 –> 2000-2009 | 11.9669604 | 5.5462707 | 39438.70570 | 70.374371 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3383 | 6.4606766 | 22236.09472 | 78.967073 | 22.5440701 | 1982-1999 –> 2000-2009 | 12.0134183 | 5.5527417 | 39487.12802 | 140.691905 | 2 | 4 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3383 | 6.4618238 | 22237.29601 | 33.168162 | 22.6173391 | 1982-1999 –> 2000-2009 | 12.0183958 | 5.5565720 | 39492.12335 | 68.105283 | 3 | 6 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3383 | 6.4620348 | 22235.51690 | 14.208803 | 21.4828190 | 1982-1999 –> 2000-2009 | 12.0193959 | 5.5573611 | 39489.12555 | 29.479314 | 4 | 8 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + temp + aou | 3383 | 6.4620666 | 22235.55026 | 17.240439 | 22.5939025 | 1982-1999 –> 2000-2009 | 12.0322487 | 5.5701820 | 39501.83747 | 43.013311 | 5 | 12 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate_star | 3383 | 6.4795859 | 22253.86865 | 6.098357 | 23.0860925 | 1982-1999 –> 2000-2009 | 12.0636860 | 5.5841002 | 39533.88650 | 14.085428 | 8 | 17 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3383 | 6.5036159 | 22278.91444 | 10.846996 | 21.4064026 | 1982-1999 –> 2000-2009 | 12.0717622 | 5.5681463 | 39543.19050 | 21.779124 | 10 | 16 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate | 3383 | 6.5086092 | 22284.10721 | 73.073853 | 21.2358728 | 1982-1999 –> 2000-2009 | 12.0727339 | 5.5641247 | 39544.40800 | 134.797165 | 11 | 16 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 3383 | 6.4762469 | 22250.38116 | 57.042073 | 23.1268135 | 1982-1999 –> 2000-2009 | 12.0731963 | 5.5969494 | 39543.04480 | 112.929475 | 7 | 19 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 3383 | 6.4734043 | 22247.41079 | 7.849913 | 23.4696150 | 1982-1999 –> 2000-2009 | 12.0799530 | 5.6065486 | 39549.50271 | 18.984848 | 6 | 19 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3601 | 7.0894142 | 24330.29702 | 25.802512 | 27.4528459 | 2000-2009 –> 2010-2019 | 13.5101040 | 6.4206897 | 46524.38497 | 60.283155 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3601 | 7.1327690 | 24372.19397 | 10.259200 | 26.5405842 | 2000-2009 –> 2010-2019 | 13.5948038 | 6.4620348 | 46607.71086 | 24.468003 | 2 | 6 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3601 | 7.1383715 | 24379.84708 | 24.986477 | 27.3721635 | 2000-2009 –> 2010-2019 | 13.6001953 | 6.4618238 | 46617.14309 | 58.154639 | 3 | 6 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3601 | 7.1942220 | 24442.74498 | 46.476448 | 26.9219767 | 2000-2009 –> 2010-2019 | 13.6548987 | 6.4606766 | 46678.83971 | 125.443522 | 5 | 7 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3601 | 7.1829140 | 24422.63448 | 7.920965 | 26.4448192 | 2000-2009 –> 2010-2019 | 13.6865298 | 6.5036159 | 46701.54892 | 18.767961 | 4 | 14 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + phosphate | 3601 | 7.2446455 | 24491.04685 | 44.817050 | 25.9099269 | 2000-2009 –> 2010-2019 | 13.7532547 | 6.5086092 | 46775.15406 | 117.890902 | 6 | 17 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 3601 | 7.3421041 | 24587.28594 | 35.978963 | 27.7406317 | 2000-2009 –> 2010-2019 | 13.8183510 | 6.4762469 | 46837.66709 | 93.021036 | 7 | 14 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate_star | 3601 | 7.3930295 | 24630.22816 | 4.598952 | 27.2163207 | 2000-2009 –> 2010-2019 | 13.8726154 | 6.4795859 | 46884.09681 | 10.697309 | 8 | 16 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 3601 | 7.4954397 | 24729.28000 | 5.898475 | 27.2769299 | 2000-2009 –> 2010-2019 | 13.9688441 | 6.4734043 | 46976.69080 | 13.748388 | 10 | 16 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + temp + aou | 3601 | 7.5074680 | 24747.69453 | 14.026946 | 22.6098670 | 2000-2009 –> 2010-2019 | 13.9695346 | 6.4620666 | 46983.24479 | 31.267385 | 11 | 16 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4501 | 4.6272814 | 26576.07440 | 77.479003 | 14.3117750 | 1982-1999 –> 2000-2009 | 8.2103110 | 3.5830295 | 46192.57526 | 121.706152 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4501 | 4.6369784 | 26594.91942 | 15.246067 | 14.2559892 | 1982-1999 –> 2000-2009 | 8.2307402 | 3.5937617 | 46233.17535 | 37.601897 | 2 | 4 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 4501 | 4.6523456 | 26624.70316 | 15.627491 | 14.2641524 | 1982-1999 –> 2000-2009 | 8.2573551 | 3.6050095 | 46285.68975 | 38.231945 | 3 | 6 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + temp + phosphate | 4501 | 4.6616981 | 26640.78149 | 6.210362 | 13.9287215 | 1982-1999 –> 2000-2009 | 8.3199061 | 3.6582079 | 46406.32486 | 20.121504 | 4 | 8 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate_star | 4501 | 4.6893469 | 26694.01510 | 2.522042 | 15.1670546 | 1982-1999 –> 2000-2009 | 8.4231923 | 3.7338454 | 46608.42266 | 7.151942 | 5 | 10 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 4501 | 4.7033857 | 26720.92466 | 2.393691 | 15.4895485 | 1982-1999 –> 2000-2009 | 8.4704000 | 3.7670144 | 46699.66427 | 7.162859 | 6 | 13 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + aou + phosphate | 4501 | 4.7749788 | 26856.91726 | 68.021746 | 16.4350403 | 1982-1999 –> 2000-2009 | 8.5346451 | 3.7596663 | 46821.45401 | 111.800839 | 9 | 15 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 4501 | 4.7726592 | 26852.54321 | 443.716626 | 16.4645513 | 1982-1999 –> 2000-2009 | 8.5569098 | 3.7842505 | 46864.48943 | 771.416113 | 8 | 17 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 4501 | 4.7922265 | 26889.37482 | 5.287236 | 16.4378321 | 1982-1999 –> 2000-2009 | 8.5652667 | 3.7730402 | 46879.74072 | 12.914414 | 11 | 19 |
| Indo-Pacific | (27,27.25] | 2 | cstar_tref ~ phosphate + phosphate_star | 4501 | 4.8031080 | 26907.79214 | 1.000260 | 16.3781224 | 1982-1999 –> 2000-2009 | 8.5909605 | 3.7878525 | 46924.65865 | 2.007782 | 12 | 24 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4514 | 5.0334139 | 27412.31401 | 45.711725 | 15.2657414 | 2000-2009 –> 2010-2019 | 9.6606953 | 4.6272814 | 53988.38841 | 123.190728 | 2 | 3 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4514 | 5.0249038 | 27397.03717 | 13.709884 | 15.2107149 | 2000-2009 –> 2010-2019 | 9.6618822 | 4.6369784 | 53991.95659 | 28.955950 | 1 | 3 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 4514 | 5.0448493 | 27432.80146 | 14.158372 | 15.2319247 | 2000-2009 –> 2010-2019 | 9.6971949 | 4.6523456 | 54057.50463 | 29.785863 | 3 | 6 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + temp + phosphate | 4514 | 5.0503708 | 27440.67701 | 6.909775 | 15.4925906 | 2000-2009 –> 2010-2019 | 9.7120689 | 4.6616981 | 54081.45850 | 13.120137 | 4 | 8 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + aou + phosphate_star | 4514 | 5.1344391 | 27589.71967 | 2.719269 | 16.5359485 | 2000-2009 –> 2010-2019 | 9.8237860 | 4.6893469 | 54283.73478 | 5.241310 | 11 | 16 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + aou + phosphate | 4514 | 5.0826980 | 27498.28073 | 42.788829 | 16.3827449 | 2000-2009 –> 2010-2019 | 9.8576768 | 4.7749788 | 54355.19799 | 110.810575 | 7 | 16 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 4514 | 5.0771594 | 27488.43749 | 5.044144 | 16.3612739 | 2000-2009 –> 2010-2019 | 9.8693859 | 4.7922265 | 54377.81231 | 10.331381 | 6 | 17 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 4514 | 5.1715774 | 27654.78577 | 2.615828 | 16.9479290 | 2000-2009 –> 2010-2019 | 9.8749630 | 4.7033857 | 54375.71043 | 5.009519 | 14 | 20 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + temp + aou | 4514 | 5.0727094 | 27480.52129 | 6.657128 | 15.0226521 | 2000-2009 –> 2010-2019 | 9.8846643 | 4.8119549 | 54406.87895 | 12.727904 | 5 | 19 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 4514 | 5.1211531 | 27566.32828 | 276.072199 | 16.4434528 | 2000-2009 –> 2010-2019 | 9.8938123 | 4.7726592 | 54418.87149 | 719.788825 | 10 | 18 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5928 | 3.5749211 | 31938.80461 | 98.712498 | 14.9071674 | 1982-1999 –> 2000-2009 | 6.7460477 | 3.1711266 | 54716.93389 | 137.771329 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 5928 | 3.5759819 | 31940.32239 | 52.269222 | 14.8897398 | 1982-1999 –> 2000-2009 | 6.7713341 | 3.1953521 | 54783.78815 | 80.405571 | 2 | 4 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5928 | 3.5934320 | 32000.03666 | 7.881913 | 15.3145094 | 1982-1999 –> 2000-2009 | 6.7983113 | 3.2048792 | 54871.84396 | 20.170333 | 3 | 6 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5928 | 3.5961087 | 32008.86462 | 8.391440 | 15.3764752 | 1982-1999 –> 2000-2009 | 6.8029976 | 3.2068889 | 54886.21852 | 20.909865 | 4 | 9 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 5928 | 3.6207268 | 32087.75139 | 2.068491 | 15.2954623 | 1982-1999 –> 2000-2009 | 6.8259076 | 3.2051809 | 54958.39140 | 5.159823 | 5 | 9 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 5928 | 3.6281799 | 32112.13137 | 2.394500 | 15.3724880 | 1982-1999 –> 2000-2009 | 6.8357324 | 3.2075525 | 54989.31595 | 5.701400 | 6 | 12 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + phosphate_star | 5928 | 3.7856543 | 32615.86456 | 4.713316 | 16.8688392 | 1982-1999 –> 2000-2009 | 7.0371313 | 3.2514770 | 55613.39241 | 16.576396 | 7 | 14 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ sal + phosphate_star | 5928 | 3.8070095 | 32680.55751 | 1.758845 | 17.3220736 | 1982-1999 –> 2000-2009 | 7.0590238 | 3.2520142 | 55677.54705 | 4.835396 | 8 | 16 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 5928 | 3.9786673 | 33205.44181 | 680.208288 | 11.3721258 | 1982-1999 –> 2000-2009 | 7.3499264 | 3.3712591 | 56523.06316 | 977.121425 | 12 | 21 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + phosphate | 5928 | 3.8431366 | 32794.53579 | 2.667497 | 16.4709944 | 1982-1999 –> 2000-2009 | 7.4433099 | 3.6001734 | 56693.43271 | 9.111979 | 9 | 23 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5799 | 3.4739760 | 30911.83574 | 54.109183 | 13.4729829 | 2000-2009 –> 2010-2019 | 7.0488971 | 3.5749211 | 62850.64035 | 152.821681 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 5799 | 3.4745908 | 30911.88812 | 33.438521 | 13.5369862 | 2000-2009 –> 2010-2019 | 7.0505728 | 3.5759819 | 62852.21051 | 85.707743 | 2 | 4 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5799 | 3.4905016 | 30966.87621 | 7.551933 | 13.4598626 | 2000-2009 –> 2010-2019 | 7.0839336 | 3.5934320 | 62966.91286 | 15.433846 | 3 | 6 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5799 | 3.4934002 | 30976.50366 | 8.016623 | 13.4840925 | 2000-2009 –> 2010-2019 | 7.0895089 | 3.5961087 | 62985.36828 | 16.408064 | 4 | 8 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 5799 | 3.4944080 | 30977.84879 | 2.031353 | 13.3289252 | 2000-2009 –> 2010-2019 | 7.1151348 | 3.6207268 | 63065.60018 | 4.099843 | 5 | 10 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate_star | 5799 | 3.4989634 | 30992.95867 | 2.398941 | 13.3545386 | 2000-2009 –> 2010-2019 | 7.1271433 | 3.6281799 | 63105.09004 | 4.793442 | 6 | 12 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + phosphate_star | 5799 | 3.5849344 | 31274.48170 | 5.450764 | 15.1523230 | 2000-2009 –> 2010-2019 | 7.3705887 | 3.7856543 | 63890.34626 | 10.164080 | 7 | 14 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ sal + phosphate_star | 5799 | 3.5985788 | 31316.54018 | 1.776682 | 15.8468936 | 2000-2009 –> 2010-2019 | 7.4055883 | 3.8070095 | 63997.09769 | 3.535528 | 8 | 16 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + phosphate | 5799 | 3.5987418 | 31319.06563 | 3.006985 | 13.4131494 | 2000-2009 –> 2010-2019 | 7.4418784 | 3.8431366 | 64113.60142 | 5.674482 | 9 | 18 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + aou | 5799 | 3.6098180 | 31354.70715 | 2.984494 | 13.7684296 | 2000-2009 –> 2010-2019 | 7.4635618 | 3.8537438 | 64181.92106 | 5.611310 | 10 | 20 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 6555 | 1.9650543 | 27470.34949 | 435.023312 | 12.2463413 | 1982-1999 –> 2000-2009 | 4.1104055 | 2.1453512 | 48863.95476 | 744.592335 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 6555 | 2.0046482 | 27731.87726 | 94.471224 | 12.9154213 | 1982-1999 –> 2000-2009 | 4.2178369 | 2.2131887 | 49430.50469 | 144.307018 | 2 | 5 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 6555 | 2.0166453 | 27810.10182 | 4.770931 | 13.1770062 | 1982-1999 –> 2000-2009 | 4.2578529 | 2.2412077 | 49631.99317 | 9.902062 | 3 | 8 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 6555 | 2.1154944 | 28435.45727 | 399.092263 | 10.7683052 | 1982-1999 –> 2000-2009 | 4.2610963 | 2.1456019 | 49828.20725 | 626.277469 | 5 | 7 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 6555 | 2.0192552 | 27827.05771 | 3.857080 | 13.2167142 | 1982-1999 –> 2000-2009 | 4.2658616 | 2.2466064 | 49672.52243 | 8.808009 | 4 | 11 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate | 6555 | 2.2013849 | 28957.21028 | 90.609996 | 11.2013777 | 1982-1999 –> 2000-2009 | 4.4159785 | 2.2145936 | 50660.05518 | 138.114126 | 6 | 10 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 6555 | 2.2200391 | 29067.83470 | 4.555423 | 11.4407055 | 1982-1999 –> 2000-2009 | 4.4631669 | 2.2431277 | 50896.11647 | 9.387382 | 7 | 13 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 6555 | 2.2250920 | 29097.63929 | 3.661561 | 11.4607537 | 1982-1999 –> 2000-2009 | 4.4738551 | 2.2487631 | 50950.50569 | 7.844556 | 8 | 16 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + temp + aou | 6555 | 2.2685793 | 29351.39030 | 1.489466 | 14.8531334 | 1982-1999 –> 2000-2009 | 4.9516694 | 2.6830901 | 52934.47363 | 4.723341 | 9 | 18 |
| Indo-Pacific | (27.5,27.75] | 2 | cstar_tref ~ temp + aou | 6555 | 2.3813068 | 29985.16799 | 1.123604 | 13.2132560 | 1982-1999 –> 2000-2009 | 5.0780911 | 2.6967843 | 53616.13219 | 2.323165 | 10 | 20 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 7033 | 2.1629470 | 30822.30978 | 402.144678 | 14.3381198 | 2000-2009 –> 2010-2019 | 4.1280013 | 1.9650543 | 58292.65927 | 837.167990 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7033 | 2.2176125 | 31173.39030 | 84.828710 | 12.6533455 | 2000-2009 –> 2010-2019 | 4.2222607 | 2.0046482 | 58905.26756 | 179.299934 | 3 | 5 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7033 | 2.2348197 | 31282.11151 | 6.198824 | 12.9646643 | 2000-2009 –> 2010-2019 | 4.2514649 | 2.0166453 | 59092.21333 | 10.969756 | 4 | 7 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 7033 | 2.2381045 | 31302.77099 | 4.939110 | 13.0121451 | 2000-2009 –> 2010-2019 | 4.2573597 | 2.0192552 | 59129.82870 | 8.796190 | 5 | 9 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 7033 | 2.1946527 | 31025.00048 | 351.733382 | 14.7072943 | 2000-2009 –> 2010-2019 | 4.3101472 | 2.1154944 | 59460.45775 | 750.825645 | 2 | 7 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate | 7033 | 2.2710150 | 31506.10026 | 83.682952 | 12.3009156 | 2000-2009 –> 2010-2019 | 4.4723999 | 2.2013849 | 60463.31054 | 174.292948 | 6 | 12 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + phosphate_star | 7033 | 2.2918928 | 31634.82084 | 6.076905 | 11.7247284 | 2000-2009 –> 2010-2019 | 4.5119320 | 2.2200391 | 60702.65554 | 10.632328 | 7 | 14 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 7033 | 2.2963127 | 31661.92105 | 4.844464 | 11.7576887 | 2000-2009 –> 2010-2019 | 4.5214047 | 2.2250920 | 60759.56033 | 8.506025 | 8 | 16 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + temp + aou | 7033 | 2.4394757 | 32512.61121 | 1.779466 | 13.1350696 | 2000-2009 –> 2010-2019 | 4.7080550 | 2.2685793 | 61864.00151 | 3.268932 | 9 | 18 |
| Indo-Pacific | (27.5,27.75] | 2 | cstar_tref ~ temp + aou | 7033 | 2.4681031 | 32674.71562 | 1.150540 | 12.2023347 | 2000-2009 –> 2010-2019 | 4.8494099 | 2.3813068 | 62659.88361 | 2.274143 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3178 | 1.1280130 | 9796.40229 | 862.255458 | 5.7751254 | 1982-1999 –> 2000-2009 | 2.4705257 | 1.3425127 | 17878.90045 | 1640.338152 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3178 | 1.1356163 | 9837.10107 | 430.301210 | 5.6867626 | 1982-1999 –> 2000-2009 | 2.4806408 | 1.3450245 | 17926.40299 | 661.693870 | 2 | 5 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3178 | 1.1402431 | 9864.94444 | 96.099107 | 5.7521375 | 1982-1999 –> 2000-2009 | 2.4839000 | 1.3436569 | 17951.45486 | 179.622386 | 3 | 5 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate | 3178 | 1.1443246 | 9885.65472 | 95.719684 | 5.6860001 | 1982-1999 –> 2000-2009 | 2.4897732 | 1.3454486 | 17976.44178 | 178.443449 | 4 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3178 | 1.1459244 | 9896.53439 | 3.610548 | 5.7235830 | 1982-1999 –> 2000-2009 | 2.4915635 | 1.3456391 | 17989.98833 | 12.177598 | 5 | 10 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3178 | 1.1472964 | 9904.13992 | 3.668049 | 5.7199646 | 1982-1999 –> 2000-2009 | 2.4935839 | 1.3462875 | 17999.86275 | 12.425148 | 6 | 12 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3178 | 1.1492052 | 9912.70612 | 1.850977 | 5.6666021 | 1982-1999 –> 2000-2009 | 2.4963553 | 1.3471500 | 18009.44553 | 4.437824 | 7 | 14 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3178 | 1.1504021 | 9919.32244 | 1.883067 | 5.6646208 | 1982-1999 –> 2000-2009 | 2.4981278 | 1.3477257 | 18018.07392 | 4.565478 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 3178 | 1.7981402 | 12758.17479 | 2.988118 | 10.0261061 | 1982-1999 –> 2000-2009 | 3.6692464 | 1.8711062 | 22402.33062 | 10.692853 | 9 | 19 |
| Indo-Pacific | (27.75,27.85] | 2 | cstar_tref ~ temp + aou | 3178 | 1.8099871 | 12797.91334 | 1.029388 | 9.2026686 | 1982-1999 –> 2000-2009 | 3.6949077 | 1.8849207 | 22474.71562 | 2.070041 | 10 | 21 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 3706 | 1.2997676 | 12472.49110 | 884.384739 | 10.2421304 | 2000-2009 –> 2010-2019 | 2.4277806 | 1.1280130 | 22268.89338 | 1746.640197 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 3706 | 1.3052796 | 12501.85742 | 405.742169 | 9.7997526 | 2000-2009 –> 2010-2019 | 2.4408960 | 1.1356163 | 22338.95849 | 836.043379 | 2 | 4 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3706 | 1.3076632 | 12517.38037 | 148.515218 | 8.6567455 | 2000-2009 –> 2010-2019 | 2.4479064 | 1.1402431 | 22382.32481 | 244.614325 | 3 | 6 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate | 3706 | 1.3098612 | 12527.82792 | 143.317309 | 8.4558383 | 2000-2009 –> 2010-2019 | 2.4541857 | 1.1443246 | 22413.48264 | 239.036993 | 4 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3706 | 1.3110432 | 12536.51356 | 4.390923 | 8.1872395 | 2000-2009 –> 2010-2019 | 2.4569676 | 1.1459244 | 22433.04795 | 8.001472 | 5 | 10 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3706 | 1.3117851 | 12540.70683 | 4.482048 | 8.0856105 | 2000-2009 –> 2010-2019 | 2.4590815 | 1.1472964 | 22444.84676 | 8.150097 | 6 | 12 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + phosphate_star | 3706 | 1.3125619 | 12543.09490 | 2.252297 | 8.0089265 | 2000-2009 –> 2010-2019 | 2.4617672 | 1.1492052 | 22455.80101 | 4.103274 | 7 | 14 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 3706 | 1.3131689 | 12546.52135 | 2.179619 | 7.9162560 | 2000-2009 –> 2010-2019 | 2.4635710 | 1.1504021 | 22465.84378 | 4.062686 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 3706 | 1.6506362 | 14241.77603 | 3.931195 | 14.4213018 | 2000-2009 –> 2010-2019 | 3.4487764 | 1.7981402 | 26999.95082 | 6.919313 | 9 | 18 |
| Indo-Pacific | (27.75,27.85] | 2 | cstar_tref ~ temp + aou | 3706 | 1.6754802 | 14350.50416 | 1.080108 | 13.9864573 | 2000-2009 –> 2010-2019 | 3.4854673 | 1.8099871 | 27148.41750 | 2.109496 | 10 | 20 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4190 | 1.0168070 | 12042.37671 | 4.613658 | 9.9774715 | 1982-1999 –> 2000-2009 | 2.2541023 | 1.2372954 | 21920.64088 | 11.212899 | 3 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 4190 | 1.0165326 | 12040.11506 | 4.371531 | 10.0432457 | 1982-1999 –> 2000-2009 | 2.2560659 | 1.2395334 | 21929.30519 | 10.608174 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4190 | 1.0163190 | 12038.35406 | 73.935117 | 10.3500332 | 1982-1999 –> 2000-2009 | 2.2661260 | 1.2498071 | 21977.44904 | 135.706140 | 1 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 4190 | 1.0223830 | 12088.20591 | 838.063640 | 11.0778150 | 1982-1999 –> 2000-2009 | 2.2937536 | 1.2713707 | 22130.72613 | 1605.293584 | 4 | 10 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 4190 | 1.0326037 | 12169.56463 | 4.217580 | 10.2797226 | 1982-1999 –> 2000-2009 | 2.3003490 | 1.2677453 | 22192.81964 | 8.078118 | 8 | 12 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate_star | 4190 | 1.0317019 | 12162.24308 | 3.501101 | 10.3396082 | 1982-1999 –> 2000-2009 | 2.3012807 | 1.2695788 | 22194.23611 | 6.609987 | 7 | 12 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate | 4190 | 1.0288225 | 12138.82178 | 72.897348 | 10.6120110 | 1982-1999 –> 2000-2009 | 2.3068839 | 1.2780614 | 22211.07655 | 134.471091 | 5 | 12 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 4190 | 1.0299139 | 12147.70674 | 593.623631 | 11.4405258 | 1982-1999 –> 2000-2009 | 2.3304252 | 1.3005114 | 22325.24132 | 934.494411 | 6 | 14 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate | 4190 | 1.9293116 | 17407.73294 | 63.195633 | 10.0725103 | 1982-1999 –> 2000-2009 | 3.6921983 | 1.7628867 | 29424.43088 | 118.508637 | 9 | 18 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate_star | 4190 | 2.2401724 | 18659.61756 | 2.204660 | 9.5513379 | 1982-1999 –> 2000-2009 | 4.3688701 | 2.1286977 | 31816.33578 | 4.390279 | 10 | 20 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5197 | 0.8680390 | 13289.50194 | 148.695417 | 4.2875985 | 2000-2009 –> 2010-2019 | 1.8843579 | 1.0163190 | 25327.85600 | 222.630535 | 3 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 5197 | 0.8640714 | 13241.88496 | 789.727778 | 4.8659149 | 2000-2009 –> 2010-2019 | 1.8864544 | 1.0223830 | 25330.09088 | 1627.791417 | 1 | 5 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5197 | 0.8703645 | 13317.31082 | 2.588319 | 4.3872338 | 2000-2009 –> 2010-2019 | 1.8868971 | 1.0165326 | 25357.42588 | 6.959850 | 5 | 7 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5197 | 0.8709545 | 13324.35400 | 2.982771 | 4.4138328 | 2000-2009 –> 2010-2019 | 1.8877614 | 1.0168070 | 25366.73071 | 7.596429 | 6 | 9 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 5197 | 0.8641544 | 13240.88337 | 538.179376 | 4.8525865 | 2000-2009 –> 2010-2019 | 1.8940683 | 1.0299139 | 25388.59011 | 1131.803007 | 2 | 8 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate | 5197 | 0.8701736 | 13313.03116 | 143.386207 | 4.3640855 | 2000-2009 –> 2010-2019 | 1.8989961 | 1.0288225 | 25451.85294 | 216.283555 | 4 | 9 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate_star | 5197 | 0.8739024 | 13357.47495 | 2.463257 | 4.3564500 | 2000-2009 –> 2010-2019 | 1.9056043 | 1.0317019 | 25519.71803 | 5.964359 | 7 | 14 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 5197 | 0.8748771 | 13369.06195 | 2.892425 | 4.3554806 | 2000-2009 –> 2010-2019 | 1.9074808 | 1.0326037 | 25538.62658 | 7.110004 | 8 | 16 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + phosphate | 5197 | 1.7413970 | 20523.87089 | 148.692242 | 14.3977603 | 2000-2009 –> 2010-2019 | 3.6707086 | 1.9293116 | 37931.60383 | 211.887875 | 13 | 22 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 5197 | 1.4812823 | 18842.33457 | 2.210933 | 14.4944973 | 2000-2009 –> 2010-2019 | 3.7596289 | 2.2783465 | 37643.55028 | 4.992259 | 9 | 20 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 7889 | 1.0699408 | 23466.65714 | 16.124841 | 6.8218364 | 1982-1999 –> 2000-2009 | 2.3846484 | 1.3147076 | 43362.76801 | 28.213637 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7889 | 1.0701163 | 23469.24519 | 12.189186 | 6.8036976 | 1982-1999 –> 2000-2009 | 2.3890375 | 1.3189212 | 43402.94784 | 22.430664 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7889 | 1.0714583 | 23489.01946 | 116.273599 | 6.7293154 | 1982-1999 –> 2000-2009 | 2.4066708 | 1.3352125 | 43566.94383 | 200.545441 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 7889 | 1.1533991 | 24649.74274 | 110.505877 | 8.3282790 | 1982-1999 –> 2000-2009 | 2.5926190 | 1.4392199 | 45606.89399 | 194.777718 | 4 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate_star | 7889 | 1.1630777 | 24781.58984 | 10.900058 | 8.4622533 | 1982-1999 –> 2000-2009 | 2.5978290 | 1.4347512 | 45702.20764 | 19.185992 | 5 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 7889 | 1.1661829 | 24823.65793 | 15.135257 | 8.5013186 | 1982-1999 –> 2000-2009 | 2.5999803 | 1.4337974 | 45736.46283 | 27.220585 | 6 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate | 7889 | 1.3263465 | 26854.16394 | 73.134501 | 5.4655577 | 1982-1999 –> 2000-2009 | 2.8663744 | 1.5400279 | 48606.64636 | 127.914765 | 7 | 14 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate_star | 7889 | 1.4719724 | 28497.83869 | 5.032008 | 6.3531654 | 1982-1999 –> 2000-2009 | 3.2164075 | 1.7444351 | 51714.47729 | 8.875226 | 8 | 16 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 7889 | 1.5029299 | 28826.22966 | 5.315961 | 6.4318817 | 1982-1999 –> 2000-2009 | 3.2939739 | 1.7910439 | 52352.63798 | 9.772933 | 9 | 18 |
| Indo-Pacific | (27.95,28.05] | 2 | cstar_tref ~ aou + phosphate | 7889 | 1.6149451 | 29958.42308 | 18.923392 | 7.5920127 | 1982-1999 –> 2000-2009 | 3.7127910 | 2.0978459 | 55340.33582 | 40.782844 | 10 | 20 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 9114 | 0.7164028 | 19797.14154 | 8.734832 | 6.1520626 | 2000-2009 –> 2010-2019 | 1.7863436 | 1.0699408 | 43263.79868 | 24.859673 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 9114 | 0.7166585 | 19803.64719 | 6.472101 | 6.0774011 | 2000-2009 –> 2010-2019 | 1.7867748 | 1.0701163 | 43272.89238 | 18.661288 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 9114 | 0.7177836 | 19832.24124 | 140.242567 | 5.8211465 | 2000-2009 –> 2010-2019 | 1.7892419 | 1.0714583 | 43321.26071 | 256.516165 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 9114 | 0.8288477 | 22452.67224 | 138.260108 | 6.7822295 | 2000-2009 –> 2010-2019 | 1.9822468 | 1.1533991 | 47102.41498 | 248.765985 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate_star | 9114 | 0.8366239 | 22622.88964 | 6.163067 | 6.9862624 | 2000-2009 –> 2010-2019 | 1.9997016 | 1.1630777 | 47404.47949 | 17.063125 | 5 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 9114 | 0.8395043 | 22685.53723 | 8.562307 | 7.0659644 | 2000-2009 –> 2010-2019 | 2.0056872 | 1.1661829 | 47509.19516 | 23.697564 | 6 | 12 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate | 9114 | 1.0382023 | 26557.79122 | 99.549092 | 5.3187687 | 2000-2009 –> 2010-2019 | 2.3645488 | 1.3263465 | 53411.95516 | 172.683593 | 7 | 14 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + phosphate_star | 9114 | 1.1546376 | 28495.35246 | 2.962955 | 6.2820539 | 2000-2009 –> 2010-2019 | 2.6266100 | 1.4719724 | 56993.19115 | 7.994963 | 8 | 16 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 9114 | 1.1862060 | 28987.02505 | 3.280162 | 6.7515766 | 2000-2009 –> 2010-2019 | 2.6891360 | 1.5029299 | 57813.25471 | 8.596123 | 9 | 18 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 9114 | 1.2215987 | 29522.93548 | 2.760375 | 11.5921921 | 2000-2009 –> 2010-2019 | 2.9612725 | 1.7396738 | 60657.18888 | 7.583733 | 10 | 23 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5300 | 0.6754981 | 10894.31628 | 22.944805 | 7.4336898 | 1982-1999 –> 2000-2009 | 1.5255658 | 0.8500677 | 20659.26310 | 46.400998 | 4 | 5 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5300 | 0.6749239 | 10885.30247 | 20.389447 | 7.4004814 | 1982-1999 –> 2000-2009 | 1.5264862 | 0.8515623 | 20663.88491 | 40.658045 | 3 | 5 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5300 | 0.6723689 | 10845.09776 | 106.711872 | 7.2307291 | 1982-1999 –> 2000-2009 | 1.5313641 | 0.8589952 | 20691.13748 | 211.937470 | 1 | 5 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 5300 | 0.6738516 | 10866.44723 | 86.863919 | 6.9247345 | 1982-1999 –> 2000-2009 | 1.5577832 | 0.8839317 | 20932.60719 | 148.710095 | 2 | 8 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate_star | 5300 | 0.7075928 | 11384.35229 | 10.026157 | 8.5590370 | 1982-1999 –> 2000-2009 | 1.5635578 | 0.8559649 | 21200.96123 | 16.629619 | 5 | 8 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 5300 | 0.7181495 | 11541.32609 | 11.192244 | 8.7112204 | 1982-1999 –> 2000-2009 | 1.5788842 | 0.8607347 | 21401.06809 | 19.047429 | 6 | 11 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + phosphate_star | 5300 | 0.9686410 | 14713.01989 | 12.286582 | 8.9697298 | 1982-1999 –> 2000-2009 | 2.0609272 | 1.0922862 | 26421.99524 | 20.046586 | 7 | 14 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate | 5300 | 1.0027074 | 15079.40823 | 100.387234 | 8.0972836 | 1982-1999 –> 2000-2009 | 2.2183307 | 1.2156233 | 27618.79365 | 204.477033 | 8 | 16 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate_star | 5300 | 1.0123790 | 15181.16019 | 14.661794 | 8.2444580 | 1982-1999 –> 2000-2009 | 2.2282875 | 1.2159085 | 27722.36633 | 30.377953 | 9 | 18 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 5300 | 1.0157770 | 15216.67924 | 18.755398 | 8.2953052 | 1982-1999 –> 2000-2009 | 2.2319147 | 1.2161377 | 27759.34851 | 40.915045 | 10 | 20 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7425 | 0.4849760 | 10336.94670 | 72.371894 | 6.1335384 | 2000-2009 –> 2010-2019 | 1.1573448 | 0.6723689 | 21182.04447 | 179.083765 | 1 | 2 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 7425 | 0.4864809 | 10380.95697 | 69.946817 | 6.1213276 | 2000-2009 –> 2010-2019 | 1.1603325 | 0.6738516 | 21247.40420 | 156.810736 | 2 | 4 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7425 | 0.4874677 | 10413.04883 | 7.302199 | 6.3128827 | 2000-2009 –> 2010-2019 | 1.1623917 | 0.6749239 | 21298.35129 | 27.691646 | 3 | 6 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 7425 | 0.4880790 | 10431.65769 | 8.619428 | 6.3525096 | 2000-2009 –> 2010-2019 | 1.1635771 | 0.6754981 | 21325.97397 | 31.564234 | 4 | 8 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate_star | 7425 | 0.5454553 | 12080.14150 | 4.881878 | 6.0085367 | 2000-2009 –> 2010-2019 | 1.2530482 | 0.7075928 | 23464.49379 | 14.908036 | 5 | 10 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 7425 | 0.5600255 | 12471.60845 | 5.646543 | 5.9052570 | 2000-2009 –> 2010-2019 | 1.2781749 | 0.7181495 | 24012.93453 | 16.838787 | 6 | 12 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate | 7425 | 0.7508413 | 16825.80697 | 69.463191 | 7.9573683 | 2000-2009 –> 2010-2019 | 1.7535487 | 1.0027074 | 31905.21520 | 169.850425 | 7 | 15 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + phosphate_star | 7425 | 0.7572910 | 16952.82362 | 4.893967 | 8.0880119 | 2000-2009 –> 2010-2019 | 1.7696700 | 1.0123790 | 32133.98382 | 19.555761 | 8 | 17 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 7425 | 0.7600083 | 17006.01306 | 8.199475 | 8.1463427 | 2000-2009 –> 2010-2019 | 1.7757854 | 1.0157770 | 32222.69230 | 26.954873 | 9 | 19 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + phosphate_star | 7425 | 0.8160407 | 18062.36568 | 5.341837 | 4.8983986 | 2000-2009 –> 2010-2019 | 1.7846818 | 0.9686410 | 32775.38557 | 17.628419 | 10 | 17 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 8032 | 0.7424525 | 18022.02720 | 41.401126 | 13.0071696 | 1982-1999 –> 2000-2009 | 1.3756480 | 0.6331955 | 32088.29938 | 82.240812 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 8032 | 0.7459068 | 18096.59258 | 218.901724 | 13.0911499 | 1982-1999 –> 2000-2009 | 1.3821174 | 0.6362106 | 32232.26707 | 456.591264 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 8032 | 0.7499884 | 18184.25475 | 8.101073 | 13.2179894 | 1982-1999 –> 2000-2009 | 1.3894048 | 0.6394164 | 32393.36375 | 16.082715 | 3 | 6 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 8032 | 0.7512540 | 18211.33976 | 11.265619 | 13.2538083 | 1982-1999 –> 2000-2009 | 1.3921580 | 0.6409040 | 32454.39912 | 21.611085 | 4 | 8 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + phosphate_star | 8032 | 0.7832248 | 18878.82180 | 6.584754 | 12.9367881 | 1982-1999 –> 2000-2009 | 1.4481286 | 0.6649038 | 33656.98487 | 12.186936 | 6 | 11 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + phosphate | 8032 | 0.7782497 | 18776.45844 | 38.032686 | 12.2796563 | 1982-1999 –> 2000-2009 | 1.4514940 | 0.6732443 | 33736.74719 | 72.523063 | 5 | 11 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 8032 | 0.7949394 | 19117.31183 | 6.613744 | 12.8392294 | 1982-1999 –> 2000-2009 | 1.4783096 | 0.6833701 | 34295.70420 | 12.280977 | 7 | 14 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + temp + phosphate_star | 8032 | 0.8746884 | 20653.05828 | 6.526329 | 11.8743062 | 1982-1999 –> 2000-2009 | 1.7350536 | 0.8603653 | 39196.43182 | 11.664979 | 8 | 20 |
| Indo-Pacific | (28.1,28.2] | 2 | cstar_tref ~ sal + phosphate_star | 8032 | 0.9107944 | 21300.83910 | 6.019770 | 11.3345015 | 1982-1999 –> 2000-2009 | 1.8512400 | 0.9404456 | 41142.45573 | 9.726114 | 9 | 25 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 8032 | 1.2049114 | 25798.25493 | 217.444918 | 6.8761260 | 1982-1999 –> 2000-2009 | 2.0544798 | 0.8495684 | 44157.12456 | 453.238552 | 10 | 18 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 9882 | 0.6518730 | 19598.77581 | 35.876978 | 6.7933584 | 2000-2009 –> 2010-2019 | 1.3943255 | 0.7424525 | 37620.80301 | 77.278104 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 9882 | 0.6554803 | 19707.84453 | 148.621075 | 6.9963535 | 2000-2009 –> 2010-2019 | 1.4013871 | 0.7459068 | 37804.43711 | 367.522799 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 9882 | 0.6568181 | 19748.13857 | 4.663974 | 7.0558598 | 2000-2009 –> 2010-2019 | 1.4068064 | 0.7499884 | 37932.39332 | 12.765047 | 3 | 6 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 9882 | 0.6576800 | 19774.05822 | 6.202109 | 7.1000690 | 2000-2009 –> 2010-2019 | 1.4089340 | 0.7512540 | 37985.39797 | 17.467728 | 4 | 8 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + phosphate_star | 9882 | 0.6668500 | 20045.72460 | 3.329937 | 6.7411253 | 2000-2009 –> 2010-2019 | 1.4500748 | 0.7832248 | 38924.54640 | 9.914692 | 5 | 11 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 9882 | 0.6780431 | 20374.71026 | 3.328570 | 6.5936673 | 2000-2009 –> 2010-2019 | 1.4729826 | 0.7949394 | 39492.02209 | 9.942314 | 6 | 13 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + phosphate | 9882 | 0.7457933 | 22256.98656 | 34.651959 | 6.4319361 | 2000-2009 –> 2010-2019 | 1.5240431 | 0.7782497 | 41033.44500 | 72.684645 | 7 | 12 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + temp + phosphate_star | 9882 | 0.7813971 | 23178.67882 | 3.214228 | 5.4306851 | 2000-2009 –> 2010-2019 | 1.6560854 | 0.8746884 | 43831.73710 | 9.740557 | 8 | 16 |
| Indo-Pacific | (28.1,28.2] | 2 | cstar_tref ~ sal + phosphate_star | 9882 | 0.8840601 | 25616.37899 | 3.027097 | 5.1125142 | 2000-2009 –> 2010-2019 | 1.7948545 | 0.9107944 | 46917.21810 | 9.046867 | 9 | 18 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 9882 | 1.0577154 | 29162.88580 | 148.555305 | 12.7051733 | 2000-2009 –> 2010-2019 | 2.2626268 | 1.2049114 | 54961.14072 | 366.000223 | 11 | 21 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1143 | 0.7631723 | 2637.85282 | 35.825342 | 2.8260959 | 1982-1999 –> 2000-2009 | 1.2523158 | 0.4891435 | 4415.08167 | 84.431485 | 1 | 2 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1143 | 0.7637808 | 2639.67490 | 245.713963 | 2.7921283 | 1982-1999 –> 2000-2009 | 1.2536648 | 0.4898840 | 4420.69727 | 582.213768 | 2 | 4 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1143 | 0.7650739 | 2643.54179 | 24.675331 | 2.7806320 | 1982-1999 –> 2000-2009 | 1.2550152 | 0.4899414 | 4424.85801 | 60.341960 | 4 | 7 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1143 | 0.7657119 | 2643.44754 | 18.146532 | 2.7546980 | 1982-1999 –> 2000-2009 | 1.2558071 | 0.4900951 | 4423.55072 | 25.386977 | 5 | 9 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1143 | 0.7728768 | 2666.73842 | 27.151019 | 2.8323107 | 1982-1999 –> 2000-2009 | 1.2633667 | 0.4904899 | 4450.86096 | 73.456178 | 6 | 11 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + phosphate | 1143 | 0.7822795 | 2692.38181 | 27.705510 | 3.8622154 | 1982-1999 –> 2000-2009 | 1.2991607 | 0.5168812 | 4605.94435 | 73.399890 | 8 | 19 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1143 | 0.7851902 | 2700.87161 | 19.124523 | 3.8467851 | 1982-1999 –> 2000-2009 | 1.3003386 | 0.5151485 | 4606.01264 | 52.880654 | 9 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1143 | 0.7853398 | 2701.30724 | 228.851216 | 3.9048085 | 1982-1999 –> 2000-2009 | 1.3007537 | 0.5154139 | 4607.74021 | 560.747233 | 10 | 19 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ phosphate + phosphate_star | 1143 | 0.7853685 | 2699.39061 | 1.540665 | 3.8890265 | 1982-1999 –> 2000-2009 | 1.3018603 | 0.5164919 | 4609.06367 | 3.200829 | 11 | 21 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + phosphate_star | 1143 | 0.7924055 | 2721.78241 | 26.786990 | 3.8840054 | 1982-1999 –> 2000-2009 | 1.3067169 | 0.5143114 | 4622.84479 | 72.618924 | 13 | 20 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1624 | 0.3218704 | 938.75923 | 91.140600 | 1.5685882 | 2000-2009 –> 2010-2019 | 1.0850427 | 0.7631723 | 3576.61205 | 126.965941 | 1 | 2 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1624 | 0.3219441 | 939.50228 | 104.109950 | 1.5734376 | 2000-2009 –> 2010-2019 | 1.0857249 | 0.7637808 | 3579.17718 | 349.823913 | 3 | 5 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 1624 | 0.3219329 | 939.39000 | 64.177249 | 1.5730468 | 2000-2009 –> 2010-2019 | 1.0870068 | 0.7650739 | 3582.93180 | 88.852580 | 2 | 6 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1624 | 0.3226272 | 944.38700 | 59.722261 | 1.5249463 | 2000-2009 –> 2010-2019 | 1.0883391 | 0.7657119 | 3587.83454 | 77.868793 | 5 | 10 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1624 | 0.3220283 | 940.35201 | 63.757045 | 1.5797353 | 2000-2009 –> 2010-2019 | 1.0949051 | 0.7728768 | 3607.09043 | 90.908064 | 4 | 10 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + aou + phosphate | 1624 | 0.3394742 | 1109.71173 | 52.299979 | 1.7550411 | 2000-2009 –> 2010-2019 | 1.1034344 | 0.7639602 | 3747.92366 | 82.783211 | 11 | 14 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + phosphate | 1624 | 0.3230640 | 948.78128 | 12.668671 | 1.5875244 | 2000-2009 –> 2010-2019 | 1.1053435 | 0.7822795 | 3641.16309 | 40.374181 | 9 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 1624 | 0.3230483 | 948.62354 | 5.496130 | 1.5921269 | 2000-2009 –> 2010-2019 | 1.1082385 | 0.7851902 | 3649.49515 | 24.620653 | 8 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1624 | 0.3230460 | 948.60069 | 96.504522 | 1.5930768 | 2000-2009 –> 2010-2019 | 1.1083858 | 0.7853398 | 3649.90794 | 325.355738 | 7 | 17 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ phosphate + phosphate_star | 1624 | 0.3243702 | 959.88715 | 1.058841 | 1.5288554 | 2000-2009 –> 2010-2019 | 1.1097386 | 0.7853685 | 3659.27776 | 2.599505 | 10 | 21 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + phosphate_star | 56 | 0.0015096 | -558.61891 | 12.336862 | 0.0035473 | 1982-1999 –> 2000-2009 | 0.6934154 | 0.6919057 | -206.11255 | 282.343912 | 9 | 10 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + aou | 56 | 0.0035132 | -464.01711 | 16.627819 | 0.0078569 | 1982-1999 –> 2000-2009 | 0.7592677 | 0.7557546 | -82.73573 | 361.390885 | 11 | 13 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + phosphate | 56 | 0.0009699 | -608.17550 | 6.220332 | 0.0027957 | 1982-1999 –> 2000-2009 | 0.7831524 | 0.7821825 | -215.68903 | 178.055970 | 4 | 7 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + aou + phosphate | 56 | 0.0009764 | -607.41840 | 8.778050 | 0.0028090 | 1982-1999 –> 2000-2009 | 0.8167139 | 0.8157375 | -201.23848 | 355.835739 | 5 | 10 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + phosphate | 56 | 0.0014004 | -569.03023 | 4.994846 | 0.0034185 | 1982-1999 –> 2000-2009 | 0.8215701 | 0.8201697 | -163.08381 | 8.369175 | 7 | 13 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + aou + phosphate_star | 56 | 0.0008742 | -619.80499 | 25.204242 | 0.0025419 | 1982-1999 –> 2000-2009 | 0.8223844 | 0.8215102 | -211.32621 | 462.135733 | 3 | 10 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + phosphate + phosphate_star | 56 | 0.0008521 | -622.66736 | 59.917443 | 0.0024386 | 1982-1999 –> 2000-2009 | 0.8225829 | 0.8217307 | -214.10106 | 598.194941 | 2 | 10 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + aou + phosphate | 56 | 0.0008477 | -623.25869 | 33.821684 | 0.0024145 | 1982-1999 –> 2000-2009 | 0.8242377 | 0.8233901 | -214.03475 | 657.593108 | 1 | 10 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ temp + phosphate_star | 56 | 0.0240529 | -250.55891 | 1.084057 | 0.0704139 | 1982-1999 –> 2000-2009 | 0.8503848 | 0.8263320 | 157.82772 | 225.249551 | 15 | 25 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + aou + phosphate_star | 56 | 0.0015073 | -558.79456 | 17.519845 | 0.0035266 | 1982-1999 –> 2000-2009 | 0.8610836 | 0.8595764 | -135.54947 | 338.342368 | 8 | 19 |
5.4.2 per fitting unit
lm_best %>%
select(-n_predictors) %>%
group_by(basin, gamma_slab, eras) %>%
summarise(rmse_sum_mean = mean(rmse_sum),
ais_sum_mean = mean(aic_sum)) %>%
ungroup() %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | eras | rmse_sum_mean | ais_sum_mean |
|---|---|---|---|---|
| Atlantic | (-Inf,26] | 1982-1999 –> 2000-2009 | 14.6470927 | 2845.2907 |
| Atlantic | (-Inf,26] | 2000-2009 –> 2010-2019 | 14.1774564 | 2994.4796 |
| Atlantic | (26,26.5] | 1982-1999 –> 2000-2009 | 11.5390651 | 8235.7323 |
| Atlantic | (26,26.5] | 2000-2009 –> 2010-2019 | 12.2547292 | 9116.5092 |
| Atlantic | (26.5,26.75] | 1982-1999 –> 2000-2009 | 8.6362105 | 7853.5339 |
| Atlantic | (26.5,26.75] | 2000-2009 –> 2010-2019 | 9.0080069 | 7717.6768 |
| Atlantic | (26.75,27] | 1982-1999 –> 2000-2009 | 7.3368068 | 11180.7248 |
| Atlantic | (26.75,27] | 2000-2009 –> 2010-2019 | 7.6195963 | 10904.8776 |
| Atlantic | (27,27.25] | 1982-1999 –> 2000-2009 | 6.7528763 | 15692.1128 |
| Atlantic | (27,27.25] | 2000-2009 –> 2010-2019 | 7.9912566 | 13722.3600 |
| Atlantic | (27.25,27.5] | 1982-1999 –> 2000-2009 | 5.5720483 | 18095.4680 |
| Atlantic | (27.25,27.5] | 2000-2009 –> 2010-2019 | 7.4339226 | 18599.5100 |
| Atlantic | (27.5,27.75] | 1982-1999 –> 2000-2009 | 6.5256833 | 25033.2774 |
| Atlantic | (27.5,27.75] | 2000-2009 –> 2010-2019 | 8.3832640 | 27753.0913 |
| Atlantic | (27.75,27.85] | 1982-1999 –> 2000-2009 | 7.9473987 | 15624.0141 |
| Atlantic | (27.75,27.85] | 2000-2009 –> 2010-2019 | 10.0996947 | 19303.9703 |
| Atlantic | (27.85,27.95] | 1982-1999 –> 2000-2009 | 10.2377002 | 49349.4981 |
| Atlantic | (27.85,27.95] | 2000-2009 –> 2010-2019 | 11.5707813 | 59794.8013 |
| Atlantic | (27.95,28.05] | 1982-1999 –> 2000-2009 | 6.6409728 | 36043.2643 |
| Atlantic | (27.95,28.05] | 2000-2009 –> 2010-2019 | 7.9248055 | 39307.4667 |
| Atlantic | (28.05,28.1] | 1982-1999 –> 2000-2009 | 4.7237520 | 15021.0376 |
| Atlantic | (28.05,28.1] | 2000-2009 –> 2010-2019 | 5.1434924 | 17036.7303 |
| Atlantic | (28.1,28.15] | 1982-1999 –> 2000-2009 | 3.0249905 | 10204.5736 |
| Atlantic | (28.1,28.15] | 2000-2009 –> 2010-2019 | 3.1245797 | 13759.4905 |
| Atlantic | (28.15,28.2] | 1982-1999 –> 2000-2009 | 1.1929781 | 2909.6249 |
| Atlantic | (28.15,28.2] | 2000-2009 –> 2010-2019 | 1.3023076 | 3848.3152 |
| Atlantic | (28.2, Inf] | 1982-1999 –> 2000-2009 | 1.0926934 | 2689.3718 |
| Atlantic | (28.2, Inf] | 2000-2009 –> 2010-2019 | 0.9917831 | 2120.1852 |
| Indo-Pacific | (-Inf,26] | 1982-1999 –> 2000-2009 | 25.6199089 | 46342.5842 |
| Indo-Pacific | (-Inf,26] | 2000-2009 –> 2010-2019 | 25.4927601 | 69560.5944 |
| Indo-Pacific | (26,26.5] | 1982-1999 –> 2000-2009 | 21.2529855 | 40696.6962 |
| Indo-Pacific | (26,26.5] | 2000-2009 –> 2010-2019 | 24.0130084 | 46709.0272 |
| Indo-Pacific | (26.5,26.75] | 1982-1999 –> 2000-2009 | 17.8292848 | 35209.5523 |
| Indo-Pacific | (26.5,26.75] | 2000-2009 –> 2010-2019 | 20.4841662 | 38915.0602 |
| Indo-Pacific | (26.75,27] | 1982-1999 –> 2000-2009 | 12.0411751 | 39512.2953 |
| Indo-Pacific | (26.75,27] | 2000-2009 –> 2010-2019 | 13.7429131 | 46758.6481 |
| Indo-Pacific | (27,27.25] | 1982-1999 –> 2000-2009 | 8.4159687 | 46591.6195 |
| Indo-Pacific | (27,27.25] | 2000-2009 –> 2010-2019 | 9.7936130 | 54233.7514 |
| Indo-Pacific | (27.25,27.5] | 1982-1999 –> 2000-2009 | 6.9669722 | 55371.3927 |
| Indo-Pacific | (27.25,27.5] | 2000-2009 –> 2010-2019 | 7.2196808 | 63400.8789 |
| Indo-Pacific | (27.5,27.75] | 1982-1999 –> 2000-2009 | 4.4495814 | 50648.4465 |
| Indo-Pacific | (27.5,27.75] | 2000-2009 –> 2010-2019 | 4.4232435 | 60132.9838 |
| Indo-Pacific | (27.75,27.85] | 1982-1999 –> 2000-2009 | 2.7268624 | 18862.7617 |
| Indo-Pacific | (27.75,27.85] | 2000-2009 –> 2010-2019 | 2.6546400 | 23335.1567 |
| Indo-Pacific | (27.85,27.95] | 1982-1999 –> 2000-2009 | 2.6370055 | 23812.2262 |
| Indo-Pacific | (27.85,27.95] | 2000-2009 –> 2010-2019 | 2.2581958 | 27885.6045 |
| Indo-Pacific | (27.95,28.05] | 1982-1999 –> 2000-2009 | 2.8060332 | 47539.2322 |
| Indo-Pacific | (27.95,28.05] | 2000-2009 –> 2010-2019 | 2.1991563 | 50074.9631 |
| Indo-Pacific | (28.05,28.1] | 1982-1999 –> 2000-2009 | 1.8023101 | 23507.1426 |
| Indo-Pacific | (28.05,28.1] | 2000-2009 –> 2010-2019 | 1.4258555 | 26156.8479 |
| Indo-Pacific | (28.1,28.2] | 1982-1999 –> 2000-2009 | 1.5558034 | 35535.3778 |
| Indo-Pacific | (28.1,28.2] | 2000-2009 –> 2010-2019 | 1.5772120 | 41650.3141 |
| Indo-Pacific | (28.2,28.3] | 1982-1999 –> 2000-2009 | 1.2789000 | 4518.6654 |
| Indo-Pacific | (28.2,28.3] | 2000-2009 –> 2010-2019 | 1.0976159 | 3628.1414 |
| Indo-Pacific | (28.3, Inf] | 1982-1999 –> 2000-2009 | 0.8054793 | -148.6043 |
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 |
|---|---|---|
| 777b9e9 | Donghe-Zhu | 2021-08-01 |
| b110c47 | Donghe-Zhu | 2021-08-01 |
| 3611a48 | Donghe-Zhu | 2021-08-01 |
| af832ef | Donghe-Zhu | 2021-07-31 |
| 016f9ed | Donghe-Zhu | 2021-07-31 |
| 2080ac5 | Donghe-Zhu | 2021-07-31 |
| 50f0a16 | Donghe-Zhu | 2021-07-31 |
| 1682579 | Donghe-Zhu | 2021-07-31 |
| 9fa8832 | Donghe-Zhu | 2021-07-31 |
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 02b976d | Donghe-Zhu | 2021-02-24 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(max_rmse)6.2.2 Best models
# find max rmse to scale axis
max_rmse <-
max(c(lm_best$rmse,
lm_best$rmse_sum - lm_best$rmse))
lm_best %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
| Version | Author | Date |
|---|---|---|
| 777b9e9 | Donghe-Zhu | 2021-08-01 |
| b110c47 | Donghe-Zhu | 2021-08-01 |
| 3611a48 | Donghe-Zhu | 2021-08-01 |
| af832ef | Donghe-Zhu | 2021-07-31 |
| 016f9ed | Donghe-Zhu | 2021-07-31 |
| 2080ac5 | Donghe-Zhu | 2021-07-31 |
| 50f0a16 | Donghe-Zhu | 2021-07-31 |
| 1682579 | Donghe-Zhu | 2021-07-31 |
| 9fa8832 | Donghe-Zhu | 2021-07-31 |
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 4168b43 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| fd528ed | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 60689fb | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 6f50bc6 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c407a50 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| b71c719 | Donghe-Zhu | 2021-03-01 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| e152917 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 401eab3 | Donghe-Zhu | 2021-02-15 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| e2ffc14 | Donghe-Zhu | 2021-02-05 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| a518739 | Donghe-Zhu | 2021-02-01 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(max_rmse)6.3 Predictor counts
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_long %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(basin, eras, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n,
names_from = term,
values_fill = 0)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "eras")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)| aou | phosphate | phosphate_star | sal | temp | |
|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2009 | |||||
| (-Inf,26] | 6 | 7 | 9 | 6 | 5 |
| (26,26.5] | 7 | 7 | 7 | 6 | 6 |
| (26.5,26.75] | 6 | 6 | 7 | 7 | 7 |
| (26.75,27] | 6 | 5 | 7 | 8 | 6 |
| (27,27.25] | 7 | 7 | 6 | 6 | 6 |
| (27.25,27.5] | 7 | 7 | 7 | 7 | 6 |
| (27.5,27.75] | 7 | 7 | 6 | 8 | 6 |
| (27.75,27.85] | 8 | 6 | 6 | 5 | 8 |
| (27.85,27.95] | 7 | 7 | 6 | 9 | 5 |
| (27.95,28.05] | 9 | 6 | 6 | 7 | 6 |
| (28.05,28.1] | 6 | 7 | 6 | 7 | 7 |
| (28.1,28.15] | 7 | 8 | 7 | 7 | 5 |
| (28.15,28.2] | 7 | 8 | 7 | 6 | 6 |
| (28.2, Inf] | 7 | 7 | 7 | 6 | 7 |
| total | 97.00 | 95.00 | 94.00 | 95.00 | 86.00 |
| Atlantic - 2000-2009 --> 2010-2019 | |||||
| (-Inf,26] | 6 | 7 | 8 | 6 | 6 |
| (26,26.5] | 7 | 7 | 7 | 6 | 6 |
| (26.5,26.75] | 6 | 5 | 7 | 8 | 6 |
| (26.75,27] | 6 | 5 | 7 | 8 | 6 |
| (27,27.25] | 7 | 8 | 7 | 7 | 5 |
| (27.25,27.5] | 7 | 7 | 7 | 7 | 6 |
| (27.5,27.75] | 8 | 7 | 7 | 6 | 6 |
| (27.75,27.85] | 8 | 6 | 6 | 5 | 8 |
| (27.85,27.95] | 8 | 6 | 6 | 7 | 7 |
| (27.95,28.05] | 9 | 6 | 6 | 7 | 6 |
| (28.05,28.1] | 6 | 7 | 6 | 7 | 7 |
| (28.1,28.15] | 7 | 8 | 7 | 7 | 5 |
| (28.15,28.2] | 7 | 8 | 7 | 6 | 6 |
| (28.2, Inf] | 7 | 7 | 7 | 6 | 7 |
| total | 99.00 | 94.00 | 95.00 | 93.00 | 87.00 |
| Indo-Pacific - 1982-1999 --> 2000-2009 | |||||
| (-Inf,26] | 7 | 6 | 7 | 6 | 8 |
| (26,26.5] | 8 | 7 | 6 | 5 | 6 |
| (26.5,26.75] | 5 | 6 | 5 | 10 | 6 |
| (26.75,27] | 7 | 6 | 6 | 7 | 7 |
| (27,27.25] | 5 | 8 | 7 | 6 | 6 |
| (27.25,27.5] | 5 | 6 | 7 | 9 | 5 |
| (27.5,27.75] | 8 | 6 | 6 | 5 | 8 |
| (27.75,27.85] | 8 | 6 | 6 | 5 | 8 |
| (27.85,27.95] | 8 | 7 | 7 | 6 | 6 |
| (27.95,28.05] | 7 | 7 | 6 | 6 | 6 |
| (28.05,28.1] | 6 | 6 | 7 | 7 | 7 |
| (28.1,28.2] | 6 | 6 | 8 | 9 | 4 |
| (28.2,28.3] | 6 | 8 | 8 | 5 | 6 |
| (28.3, Inf] | 5 | 5 | 5 | 6 | 7 |
| total | 91.00 | 90.00 | 91.00 | 92.00 | 90.00 |
| Indo-Pacific - 2000-2009 --> 2010-2019 | |||||
| (-Inf,26] | 7 | 6 | 7 | 6 | 8 |
| (26,26.5] | 8 | 8 | 6 | 5 | 6 |
| (26.5,26.75] | 6 | 6 | 4 | 10 | 5 |
| (26.75,27] | 7 | 6 | 6 | 7 | 7 |
| (27,27.25] | 6 | 7 | 6 | 7 | 7 |
| (27.25,27.5] | 5 | 5 | 6 | 10 | 6 |
| (27.5,27.75] | 8 | 6 | 6 | 5 | 8 |
| (27.75,27.85] | 8 | 6 | 6 | 5 | 8 |
| (27.85,27.95] | 8 | 7 | 6 | 6 | 7 |
| (27.95,28.05] | 7 | 6 | 6 | 7 | 7 |
| (28.05,28.1] | 6 | 6 | 7 | 7 | 7 |
| (28.1,28.2] | 6 | 6 | 8 | 9 | 4 |
| (28.2,28.3] | 6 | 9 | 7 | 6 | 5 |
| total | 88.00 | 84.00 | 81.00 | 90.00 | 85.00 |
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 |
|---|---|---|
| 777b9e9 | Donghe-Zhu | 2021-08-01 |
| b110c47 | Donghe-Zhu | 2021-08-01 |
| 3611a48 | Donghe-Zhu | 2021-08-01 |
| af832ef | Donghe-Zhu | 2021-07-31 |
| 016f9ed | Donghe-Zhu | 2021-07-31 |
| 2080ac5 | Donghe-Zhu | 2021-07-31 |
| 50f0a16 | Donghe-Zhu | 2021-07-31 |
| 1682579 | Donghe-Zhu | 2021-07-31 |
| 9fa8832 | Donghe-Zhu | 2021-07-31 |
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 02b976d | Donghe-Zhu | 2021-02-24 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
lm_best %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras~basin)
| Version | Author | Date |
|---|---|---|
| 777b9e9 | Donghe-Zhu | 2021-08-01 |
| b110c47 | Donghe-Zhu | 2021-08-01 |
| 3611a48 | Donghe-Zhu | 2021-08-01 |
| af832ef | Donghe-Zhu | 2021-07-31 |
| 016f9ed | Donghe-Zhu | 2021-07-31 |
| 2080ac5 | Donghe-Zhu | 2021-07-31 |
| 50f0a16 | Donghe-Zhu | 2021-07-31 |
| 1682579 | Donghe-Zhu | 2021-07-31 |
| 9fa8832 | Donghe-Zhu | 2021-07-31 |
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
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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