eMLR - model fitting
Jens Daniel Müller and Donghe Zhu
31 July, 2021
Last updated: 2021-07-31
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| html | ec68363 | Donghe-Zhu | 2021-07-28 | Build site. |
| html | d3018f6 | Donghe-Zhu | 2021-07-28 | Build site. |
| html | b8ba2c4 | Donghe-Zhu | 2021-07-28 | Build site. |
| Rmd | 9627e07 | Donghe-Zhu | 2021-07-28 | local rebuild |
| html | a4ddd84 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 7ef49ab | Donghe-Zhu | 2021-07-27 | Build site. |
| html | da818c0 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 8623898 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | f84b77c | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 70ad9a5 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 0d0b48d | Donghe-Zhu | 2021-07-27 | Build site. |
| Rmd | 376ec48 | Donghe-Zhu | 2021-07-27 | local rebuild |
| html | d0d97c6 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 829510d | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 780627d | Donghe-Zhu | 2021-07-27 | Build site. |
| html | e9838c9 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | 2777f33 | Donghe-Zhu | 2021-07-27 | Build site. |
| html | d19760f | Donghe-Zhu | 2021-07-27 | Build site. |
| html | cac5680 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | 7bb279a | Donghe-Zhu | 2021-07-23 | Build site. |
| html | d52eac4 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | dcf34b1 | Donghe-Zhu | 2021-07-23 | Build site. |
| html | 419cb72 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 9447d10 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 639c9a0 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | 25bb96f | Donghe-Zhu | 2021-07-22 | Build site. |
| html | cdc98a3 | Donghe-Zhu | 2021-07-22 | Build site. |
| html | e4805a1 | Donghe-Zhu | 2021-07-22 | Build site. |
| Rmd | 573cc5d | Donghe-Zhu | 2021-07-22 | local rebuild |
| html | 7957fd1 | Donghe-Zhu | 2021-07-21 | Build site. |
| html | b94be4e | Donghe-Zhu | 2021-07-21 | Build site. |
| html | 9950e70 | Donghe-Zhu | 2021-07-21 | Build site. |
| html | 698b6f0 | Donghe-Zhu | 2021-07-20 | Build site. |
| html | d84a1cb | Donghe-Zhu | 2021-07-20 | Build site. |
| Rmd | ec15bf2 | Donghe-Zhu | 2021-07-20 | local rebuild |
| html | 4dce223 | Donghe-Zhu | 2021-07-20 | Build site. |
| html | 6f28c0c | Donghe-Zhu | 2021-07-20 | Build site. |
| html | db1e7b7 | Donghe-Zhu | 2021-07-19 | Build site. |
| Rmd | 38a8d51 | Donghe-Zhu | 2021-07-19 | local rebuild |
| html | ff0575d | Donghe-Zhu | 2021-07-19 | Build site. |
| html | 5d60eac | Donghe-Zhu | 2021-07-19 | Build site. |
| html | 57d0420 | Donghe-Zhu | 2021-07-16 | Build site. |
| html | c1be8f6 | Donghe-Zhu | 2021-07-16 | 1 |
| html | 26a7c15 | Donghe-Zhu | 2021-07-16 | Build site. |
| html | 046902b | Donghe-Zhu | 2021-07-16 | Build site. |
| html | 3d4ac14 | Donghe-Zhu | 2021-07-15 | Build site. |
| html | be6fff9 | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | b8bd687 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | b473472 | Donghe-Zhu | 2021-07-15 | Build site. |
| html | 363270a | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | bb00951 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | 8b75a03 | Donghe-Zhu | 2021-07-15 | Build site. |
| Rmd | 4f7d192 | Donghe-Zhu | 2021-07-15 | local rebuild |
| html | 294f8ca | Donghe-Zhu | 2021-07-15 | Build site. |
| html | a01e135 | Donghe-Zhu | 2021-07-07 | Build site. |
| html | bc83ef2 | Donghe-Zhu | 2021-07-07 | Build site. |
| Rmd | 0a4ac57 | Donghe-Zhu | 2021-07-07 | local rebuild |
| html | 75e7b07 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 697aa6d | Donghe-Zhu | 2021-07-06 | Build site. |
| html | d52e2de | Donghe-Zhu | 2021-07-06 | Build site. |
| html | f2bde6b | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 1133f28 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | fe3a1cd | Donghe-Zhu | 2021-07-06 | Build site. |
| html | d9cdf15 | Donghe-Zhu | 2021-07-06 | Build site. |
| html | ee4cd2d | Donghe-Zhu | 2021-07-06 | Build site. |
| html | 93821c1 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | d44db8e | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 20b3436 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | d982ea5 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 7397e53 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | f2e4805 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | e2d011a | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 85e0349 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 6ee0146 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | a482a6b | Donghe-Zhu | 2021-07-05 | Build site. |
| html | f59f1b3 | Donghe-Zhu | 2021-07-05 | Build site. |
| html | 116bcab | Donghe-Zhu | 2021-07-04 | Build site. |
| html | cb1c8dc | Donghe-Zhu | 2021-07-04 | Build site. |
| html | c9bdd83 | Donghe-Zhu | 2021-07-04 | Build site. |
| html | 1920ad9 | Donghe-Zhu | 2021-07-04 | Build site. |
| html | 0b02791 | Donghe-Zhu | 2021-06-25 | change random subset files |
| html | caf62d8 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | 90a9da5 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | bb413c8 | Donghe-Zhu | 2021-06-25 | Build site. |
| html | e7a5266 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | 7c57720 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | b5b95a9 | Donghe-Zhu | 2021-06-24 | Build site. |
| html | 472aad4 | Donghe-Zhu | 2021-06-24 | Build site. |
| Rmd | 76ce72b | Donghe-Zhu | 2021-06-24 | local rebuild |
| html | d517836 | Donghe-Zhu | 2021-06-24 | 0 |
| html | 9221bfe | Donghe-Zhu | 2021-06-24 | Build site. |
| html | bff5fbf | Donghe-Zhu | 2021-06-23 | Build site. |
| html | 256a616 | Donghe-Zhu | 2021-06-23 | Build site. |
| html | 00072e2 | Donghe-Zhu | 2021-06-23 | Build site. |
| Rmd | 71d2509 | Donghe-Zhu | 2021-06-23 | local rebuild |
| html | 61cae2b | Donghe-Zhu | 2021-06-20 | 1 |
| html | d20c383 | Donghe-Zhu | 2021-06-18 | Build site. |
| html | b0874a2 | Donghe-Zhu | 2021-06-17 | Build site. |
| html | 72c2f2e | Donghe-Zhu | 2021-06-15 | Build site. |
| html | d97dcb6 | Donghe-Zhu | 2021-06-08 | 1 |
| html | 25dda1d | Donghe-Zhu | 2021-06-08 | Build site. |
| html | bd2bcc3 | Donghe-Zhu | 2021-06-08 | Build site. |
| html | e9b27d7 | Donghe-Zhu | 2021-06-07 | Build site. |
| html | 7ae0d4b | Donghe-Zhu | 2021-06-07 | Build site. |
| html | 325391f | Donghe-Zhu | 2021-06-07 | Build site. |
| html | ed89970 | Donghe-Zhu | 2021-06-07 | Build site. |
| html | df37958 | Donghe-Zhu | 2021-06-07 | 1 |
| html | 812bf63 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 65c89c8 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 9baa3b2 | Donghe-Zhu | 2021-06-06 | debug |
| html | b7d99cf | Donghe-Zhu | 2021-06-06 | Build site. |
| html | 5d8fa90 | Donghe-Zhu | 2021-06-06 | Build site. |
| html | dbe2a95 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | d50b039 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 441ebe5 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 6262ad3 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | a61aa77 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | b8dbce4 | Donghe-Zhu | 2021-05-28 | Build site. |
| html | 94a833e | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 5e0bd64 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | af1eadd | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 9179bfe | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 28cbe5e | Donghe-Zhu | 2021-05-27 | Build site. |
| html | a618f02 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 4623e38 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | b81bb49 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | 951e188 | Donghe-Zhu | 2021-05-27 | Build site. |
| html | e377833 | Donghe-Zhu | 2021-05-26 | Build site. |
| Rmd | 896faa0 | Donghe-Zhu | 2021-05-18 | final |
| html | 2705a04 | Donghe-Zhu | 2021-03-28 | Build site. |
| html | cd5f759 | Donghe-Zhu | 2021-03-28 | Build site. |
| Rmd | 347fb44 | Donghe-Zhu | 2021-03-28 | local rebuild |
| html | 75dda4d | Donghe-Zhu | 2021-03-27 | Build site. |
| html | 0b19f6e | Donghe-Zhu | 2021-03-27 | Build site. |
| html | e2704ca | Donghe-Zhu | 2021-03-27 | Build site. |
| Rmd | b1706de | Donghe-Zhu | 2021-03-27 | local rebuild |
| html | 3061a0b | Donghe-Zhu | 2021-03-27 | Build site. |
| html | b883157 | Donghe-Zhu | 2021-03-27 | Build site. |
| html | 0c20513 | Donghe-Zhu | 2021-03-26 | Build site. |
| html | d19654d | Donghe-Zhu | 2021-03-26 | Build site. |
| Rmd | 921c9db | Donghe-Zhu | 2021-03-26 | local rebuild |
| html | 6c53dbf | Donghe-Zhu | 2021-03-25 | Build site. |
| Rmd | 195db95 | Donghe-Zhu | 2021-03-24 | local rebuild |
| html | 1914a11 | Donghe-Zhu | 2021-03-24 | Build site. |
| Rmd | e32af14 | Donghe-Zhu | 2021-03-24 | local rebuild |
| html | 8be810e | Donghe-Zhu | 2021-03-23 | Build site. |
| Rmd | 85274db | Donghe-Zhu | 2021-03-23 | local rebuild |
| html | bf19764 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | 3ec9d3d | Donghe-Zhu | 2021-03-22 | Build site. |
| Rmd | 073fa6a | Donghe-Zhu | 2021-03-22 | local rebuild |
| html | 134ace1 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | f6d70a4 | Donghe-Zhu | 2021-03-22 | Build site. |
| html | 183443b | Donghe-Zhu | 2021-03-21 | Build site. |
| Rmd | adca794 | Donghe-Zhu | 2021-03-21 | local rebuild |
| html | 2e6976b | Donghe-Zhu | 2021-03-21 | Build site. |
| Rmd | 4e7de35 | Donghe-Zhu | 2021-03-21 | local rebuild |
| html | 51a42bd | Donghe-Zhu | 2021-03-16 | Build site. |
| html | f745381 | Donghe-Zhu | 2021-03-16 | Build site. |
| html | aecbf75 | Donghe-Zhu | 2021-03-14 | Build site. |
| html | 1b2a0c2 | Donghe-Zhu | 2021-03-14 | Build site. |
| html | 6733e48 | Donghe-Zhu | 2021-03-12 | Build site. |
| html | ba71e6a | Donghe-Zhu | 2021-03-12 | Build site. |
| html | 9dbf5bd | Donghe-Zhu | 2021-03-11 | Build site. |
| html | a49df30 | Donghe-Zhu | 2021-03-11 | Build site. |
| html | b3348a5 | Donghe-Zhu | 2021-03-11 | Build site. |
| Rmd | 026c061 | Donghe-Zhu | 2021-03-11 | local rebuild |
| html | 1c24ff7 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | dbd8ff8 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 94ce5a8 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | db33928 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 3d1f470 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9b7bc66 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 498be1d | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 4168b43 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 5365f80 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 2b6c392 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9f58753 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | e255177 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | f2a7146 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | fd528ed | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9d5a62c | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 09b27ef | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 5d1e70b | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 6125b2d | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 2093979 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 558d285 | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | b865899 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | cc2a956 | Donghe-Zhu | 2021-03-10 | Build site. |
| Rmd | 2a633bd | Donghe-Zhu | 2021-03-10 | local rebuild |
| html | 60689fb | Donghe-Zhu | 2021-03-10 | Build site. |
| html | 9230b52 | Donghe-Zhu | 2021-03-10 | Build site. |
| html | dba33c8 | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 6a60e02 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 17f1c4a | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 4a4a400 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | c024d1a | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 34744ec | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 02f7242 | Donghe-Zhu | 2021-03-09 | Build site. |
| html | 6f50bc6 | Donghe-Zhu | 2021-03-09 | Build site. |
| Rmd | 88f0729 | Donghe-Zhu | 2021-03-09 | local rebuild |
| html | 1691156 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | c0ceaf8 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 058e0a1 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 112dea0 | Donghe-Zhu | 2021-03-08 | Build site. |
| html | 1843412 | Donghe-Zhu | 2021-03-08 | Build site. |
| Rmd | d709f6c | Donghe-Zhu | 2021-03-08 | local rebuild |
| html | 65b0cef | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 4083a6c | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 3fbbfa4 | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 627c8fb | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 3607f4d | Donghe-Zhu | 2021-03-07 | Build site. |
| html | 9ef3222 | Donghe-Zhu | 2021-03-05 | Build site. |
| Rmd | 2be54f9 | Donghe-Zhu | 2021-03-05 | local rebuild |
| html | 8c1e978 | Donghe-Zhu | 2021-03-05 | Build site. |
| html | 865f68c | Donghe-Zhu | 2021-03-05 | Build site. |
| html | ee69bc1 | Donghe-Zhu | 2021-03-05 | Build site. |
| html | a79291f | Donghe-Zhu | 2021-03-05 | Build site. |
| html | e8c6f30 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 59288fe | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 731abc8 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | e2a5a33 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | c7892c1 | Donghe-Zhu | 2021-03-04 | Build site. |
| html | 924430b | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 0d0bca1 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | cb63c16 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | ffda45a | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 691ba81 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c5e45a2 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | 89c3e58 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c407a50 | Donghe-Zhu | 2021-03-03 | Build site. |
| html | c911669 | Donghe-Zhu | 2021-03-03 | Build site. |
| Rmd | e1f9d21 | Donghe-Zhu | 2021-03-03 | local rebuild |
| html | b71c719 | Donghe-Zhu | 2021-03-01 | Build site. |
| html | 13666ca | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | c3195f4 | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | c6e60fe | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | 8ef147d | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | 7a388f7 | Donghe-Zhu | 2021-03-01 | Build site. |
| html | 799e913 | Donghe-Zhu | 2021-03-01 | Build site. |
| Rmd | aa780a7 | Donghe-Zhu | 2021-03-01 | local rebuild |
| html | 66ff99f | Donghe-Zhu | 2021-03-01 | Build site. |
| html | ac9bb7a | Donghe-Zhu | 2021-02-28 | Build site. |
| html | efdc047 | Donghe-Zhu | 2021-02-28 | Build site. |
| html | e9a7418 | Donghe-Zhu | 2021-02-28 | Build site. |
| Rmd | eac1b0e | Donghe-Zhu | 2021-02-28 | local rebuild |
| html | e152917 | Donghe-Zhu | 2021-02-28 | Build site. |
| html | feb991c | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 4563314 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 287123c | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 764a9c2 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 54d5b5b | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 2e836bf | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 330f064 | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | f360282 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | adbc9bc | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | a8a8f9c | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 5937141 | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 5f0bfca | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | 4414bbf | Donghe-Zhu | 2021-02-27 | Build site. |
| html | a265efb | Donghe-Zhu | 2021-02-27 | Build site. |
| html | 19edd1e | Donghe-Zhu | 2021-02-27 | Build site. |
| Rmd | 1ae5bb4 | Donghe-Zhu | 2021-02-27 | local rebuild |
| html | f20483f | Donghe-Zhu | 2021-02-26 | Build site. |
| html | 6a2c7b3 | Donghe-Zhu | 2021-02-25 | Build site. |
| html | 02b976d | Donghe-Zhu | 2021-02-24 | Build site. |
| html | 354c224 | Donghe-Zhu | 2021-02-24 | Build site. |
| Rmd | d910d39 | Donghe-Zhu | 2021-02-24 | local rebuild |
| html | 1a0a88a | Donghe-Zhu | 2021-02-24 | Build site. |
| Rmd | 663e891 | Donghe-Zhu | 2021-02-24 | local rebuild |
| html | 57f701e | Donghe-Zhu | 2021-02-24 | Build site. |
| html | 06f3149 | Donghe-Zhu | 2021-02-16 | Build site. |
| html | 401eab3 | Donghe-Zhu | 2021-02-15 | Build site. |
| html | e3bba84 | Donghe-Zhu | 2021-02-15 | Build site. |
| html | 5dce4b1 | Donghe-Zhu | 2021-02-15 | Build site. |
| Rmd | 35b0f2e | Donghe-Zhu | 2021-02-15 | local rebuild |
| html | 4469a0c | Donghe-Zhu | 2021-02-13 | Build site. |
| Rmd | 8186d57 | Donghe-Zhu | 2021-02-10 | apply nr_obs |
| html | 5ae6a69 | Donghe-Zhu | 2021-02-10 | Build site. |
| Rmd | eeb6557 | Donghe-Zhu | 2021-02-10 | local rebuild |
| html | 05385dc | Donghe-Zhu | 2021-02-10 | Build site. |
| html | f791ae4 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | f71ae34 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | c011832 | Donghe-Zhu | 2021-02-09 | Build site. |
| html | a145fa7 | Donghe-Zhu | 2021-02-09 | Build site. |
| Rmd | 37a41c8 | Donghe-Zhu | 2021-02-09 | local rebuild |
| html | c344e42 | Donghe-Zhu | 2021-02-08 | Build site. |
| Rmd | 8f5fa79 | Donghe-Zhu | 2021-02-08 | local rebuild |
| html | 2f095d7 | Donghe-Zhu | 2021-02-07 | Build site. |
| html | 2305044 | Donghe-Zhu | 2021-02-07 | Build site. |
| Rmd | c3638c1 | Donghe-Zhu | 2021-02-07 | local rebuild |
| html | 1fad5f1 | Donghe-Zhu | 2021-02-07 | Build site. |
| html | ca03c39 | Donghe-Zhu | 2021-02-07 | Build site. |
| html | e2ffc14 | Donghe-Zhu | 2021-02-05 | Build site. |
| html | cd7c52c | Donghe-Zhu | 2021-02-04 | Build site. |
| Rmd | bcf91a8 | jens-daniel-mueller | 2021-02-04 | separate MLR tables, added plot residuals vs location |
| html | bcf84f4 | Donghe-Zhu | 2021-02-02 | Build site. |
| html | a518739 | Donghe-Zhu | 2021-02-01 | Build site. |
| html | 61666de | Donghe-Zhu | 2021-01-31 | Build site. |
| html | 865b582 | Donghe-Zhu | 2021-01-31 | Build site. |
| html | 3e68089 | Donghe-Zhu | 2021-01-31 | Build site. |
| html | ecf335c | Donghe-Zhu | 2021-01-31 | Build site. |
| html | a618965 | Donghe-Zhu | 2021-01-31 | Build site. |
| html | 59e006e | Donghe-Zhu | 2021-01-31 | Build site. |
| html | a1c8f87 | Donghe-Zhu | 2021-01-31 | Build site. |
| html | ae5c18f | Donghe-Zhu | 2021-01-31 | Build site. |
| html | b50fe52 | Donghe-Zhu | 2021-01-31 | Build site. |
| Rmd | ac99ae5 | jens-daniel-mueller | 2021-01-29 | code review |
| html | ac99ae5 | jens-daniel-mueller | 2021-01-29 | code review |
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1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor combinations
Find all possible combinations of following considered predictor variables:
- sal, temp, oxygen, aou, nitrate
# 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 + oxygen + aou + nitrate | 250 | 7.4905126 | 1728.28788 | 142.959684 | 23.5697328 | 1982-1999 –> 2000-2009 | 14.7315287 | 7.2410161 | 4438.85574 | 389.626277 | 1 | 2 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ oxygen + aou + nitrate | 250 | 7.6454553 | 1736.52496 | 50.322614 | 21.6839830 | 1982-1999 –> 2000-2009 | 14.8945838 | 7.2491285 | 4445.98188 | 126.394199 | 3 | 5 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 250 | 7.6401130 | 1738.17546 | 55.198842 | 23.4873407 | 1982-1999 –> 2000-2009 | 14.9386133 | 7.2985003 | 4455.02175 | 136.453717 | 2 | 5 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 250 | 7.7024640 | 1740.23940 | 50.334169 | 22.0979465 | 1982-1999 –> 2000-2009 | 15.0520964 | 7.3496325 | 4460.62894 | 120.915534 | 4 | 8 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 250 | 7.9246258 | 1756.45682 | 61.260691 | 23.8691235 | 1982-1999 –> 2000-2009 | 15.4814563 | 7.5568305 | 4500.92078 | 137.361914 | 5 | 11 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + oxygen + nitrate | 250 | 7.9278340 | 1754.65919 | 59.850492 | 23.5447928 | 1982-1999 –> 2000-2009 | 15.6576234 | 7.7297895 | 4515.09120 | 130.512728 | 6 | 13 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + aou + nitrate | 250 | 8.3151381 | 1778.50813 | 51.964021 | 19.9807712 | 1982-1999 –> 2000-2009 | 15.6953117 | 7.3801736 | 4502.19027 | 123.132672 | 7 | 12 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + oxygen + nitrate | 250 | 9.9672541 | 1869.12183 | 27.759915 | 24.8851862 | 1982-1999 –> 2000-2009 | 18.4844942 | 8.5172401 | 4706.58036 | 55.506587 | 8 | 16 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + oxygen + aou | 250 | 10.1579223 | 1878.59623 | 72.511277 | 25.5224396 | 1982-1999 –> 2000-2009 | 19.6579534 | 9.5000311 | 4802.76171 | 154.959089 | 11 | 22 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + temp + nitrate | 250 | 10.1241230 | 1876.92976 | 11.434564 | 23.7944811 | 1982-1999 –> 2000-2009 | 19.6692444 | 9.5451214 | 4804.85492 | 26.317477 | 9 | 22 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 318 | 6.2229596 | 2077.20912 | 119.945675 | 21.8301975 | 2000-2009 –> 2010-2019 | 13.7134722 | 7.4905126 | 3805.49700 | 262.905358 | 1 | 2 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 318 | 6.3482322 | 2089.88508 | 37.457740 | 22.2997307 | 2000-2009 –> 2010-2019 | 13.9883452 | 7.6401130 | 3828.06054 | 92.656581 | 2 | 4 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ oxygen + aou + nitrate | 318 | 6.4424220 | 2097.25220 | 34.553541 | 21.0726465 | 2000-2009 –> 2010-2019 | 14.0878773 | 7.6454553 | 3833.77716 | 84.876155 | 3 | 6 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 318 | 6.4491887 | 2097.91987 | 33.806311 | 21.4454045 | 2000-2009 –> 2010-2019 | 14.1516527 | 7.7024640 | 3838.15927 | 84.140480 | 4 | 8 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 318 | 6.5190596 | 2106.77327 | 42.509391 | 22.9806440 | 2000-2009 –> 2010-2019 | 14.4436854 | 7.9246258 | 3863.23009 | 103.770082 | 5 | 10 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ temp + oxygen + nitrate | 318 | 6.5340572 | 2106.23475 | 41.141258 | 22.4671271 | 2000-2009 –> 2010-2019 | 14.4618911 | 7.9278340 | 3860.89395 | 100.991750 | 6 | 12 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + aou + nitrate | 318 | 7.3638263 | 2182.26958 | 34.592724 | 21.3456144 | 2000-2009 –> 2010-2019 | 15.6789644 | 8.3151381 | 3960.77771 | 86.556746 | 7 | 14 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + oxygen + nitrate | 318 | 8.6268780 | 2282.95029 | 19.848226 | 23.1201276 | 2000-2009 –> 2010-2019 | 18.5941321 | 9.9672541 | 4152.07212 | 47.608140 | 10 | 18 |
| Atlantic | (-Inf,26] | 3 | cstar_tref ~ sal + temp + nitrate | 318 | 8.5478516 | 2277.09737 | 13.551882 | 21.8677794 | 2000-2009 –> 2010-2019 | 18.6719746 | 10.1241230 | 4154.02713 | 24.986446 | 8 | 17 |
| Atlantic | (-Inf,26] | 2 | cstar_tref ~ temp + nitrate | 318 | 8.5660760 | 2276.45191 | 1.008796 | 21.8639676 | 2000-2009 –> 2010-2019 | 18.7171336 | 10.1510576 | 4152.71013 | 2.016302 | 9 | 19 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 931 | 5.0645404 | 5674.71799 | 957.639156 | 19.9489062 | 1982-1999 –> 2000-2009 | 10.6198008 | 5.5552604 | 14066.18854 | 1742.346929 | 1 | 3 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 931 | 5.1302665 | 5698.72702 | 100.039475 | 21.8695573 | 1982-1999 –> 2000-2009 | 10.6697958 | 5.5395293 | 14082.61474 | 204.225449 | 2 | 3 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 931 | 5.2339492 | 5735.98282 | 98.620540 | 23.2969347 | 1982-1999 –> 2000-2009 | 10.8018714 | 5.5679222 | 14133.54115 | 202.698137 | 4 | 7 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + nitrate | 931 | 5.2268282 | 5731.44777 | 64.740503 | 22.6856146 | 1982-1999 –> 2000-2009 | 10.8501967 | 5.6233685 | 14153.50255 | 151.618227 | 3 | 8 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 931 | 5.2697692 | 5746.68252 | 67.866391 | 23.5228352 | 1982-1999 –> 2000-2009 | 10.8897128 | 5.6199436 | 14167.10819 | 156.984395 | 6 | 10 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 931 | 5.2427337 | 5737.10533 | 121.071875 | 21.9714647 | 1982-1999 –> 2000-2009 | 10.9018477 | 5.6591140 | 14176.10383 | 300.062223 | 5 | 11 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + nitrate | 931 | 6.2937940 | 6077.33185 | 55.845754 | 26.6927455 | 1982-1999 –> 2000-2009 | 12.7675634 | 6.4737694 | 14875.95980 | 127.929592 | 7 | 14 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 931 | 7.1722569 | 6320.61390 | 32.266126 | 31.0749401 | 1982-1999 –> 2000-2009 | 14.4538304 | 7.2815734 | 15433.67333 | 74.436571 | 8 | 16 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + temp + aou | 931 | 8.5005253 | 6636.98180 | 13.430053 | 36.4726885 | 1982-1999 –> 2000-2009 | 16.5819963 | 8.0814711 | 16028.74410 | 28.258429 | 9 | 19 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + temp + oxygen | 931 | 8.5013428 | 6637.16087 | 13.188811 | 36.5181520 | 1982-1999 –> 2000-2009 | 16.5837008 | 8.0823581 | 16029.21664 | 27.395742 | 10 | 22 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1138 | 5.3050942 | 7039.39140 | 566.994363 | 31.4157542 | 2000-2009 –> 2010-2019 | 10.3696346 | 5.0645404 | 12714.10939 | 1524.633519 | 1 | 2 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1138 | 5.3872905 | 7074.38498 | 77.184436 | 29.3349136 | 2000-2009 –> 2010-2019 | 10.5175570 | 5.1302665 | 12773.11200 | 177.223911 | 2 | 4 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + aou + nitrate | 1138 | 5.5015664 | 7120.15885 | 59.490084 | 25.8601580 | 2000-2009 –> 2010-2019 | 10.7283945 | 5.2268282 | 12851.60662 | 124.230587 | 4 | 7 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1138 | 5.4884782 | 7114.73784 | 106.964658 | 25.5464043 | 2000-2009 –> 2010-2019 | 10.7312120 | 5.2427337 | 12851.84318 | 228.036533 | 3 | 8 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1138 | 5.5033411 | 7122.89293 | 76.688434 | 27.5814182 | 2000-2009 –> 2010-2019 | 10.7372902 | 5.2339492 | 12858.87575 | 175.308974 | 5 | 9 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1138 | 5.5655940 | 7146.49418 | 61.379308 | 26.3270767 | 2000-2009 –> 2010-2019 | 10.8353632 | 5.2697692 | 12893.17670 | 129.245699 | 6 | 12 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + aou + nitrate | 1138 | 6.6485476 | 7551.15490 | 50.885655 | 25.3227378 | 2000-2009 –> 2010-2019 | 12.9423416 | 6.2937940 | 13628.48675 | 106.731409 | 7 | 14 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1138 | 7.5511032 | 7840.87889 | 28.543448 | 29.3903615 | 2000-2009 –> 2010-2019 | 14.7233601 | 7.1722569 | 14161.49279 | 60.809574 | 8 | 16 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + temp + oxygen | 1138 | 8.5526079 | 8124.33783 | 15.988549 | 31.2269130 | 2000-2009 –> 2010-2019 | 17.0539507 | 8.5013428 | 14761.49870 | 29.177360 | 12 | 22 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ sal + temp + aou | 1138 | 8.5534836 | 8124.57084 | 16.336829 | 31.1934461 | 2000-2009 –> 2010-2019 | 17.0540088 | 8.5005253 | 14761.55264 | 29.766882 | 14 | 23 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1005 | 3.5283661 | 5398.34463 | 135.022064 | 10.9238027 | 1982-1999 –> 2000-2009 | 7.3263222 | 3.7979561 | 12905.10372 | 253.846818 | 2 | 3 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1005 | 3.5261189 | 5397.06405 | 141.905014 | 10.4959891 | 1982-1999 –> 2000-2009 | 7.3377276 | 3.8116087 | 12913.59043 | 262.157822 | 1 | 3 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 1005 | 3.6196461 | 5447.68271 | 107.689280 | 10.7748715 | 1982-1999 –> 2000-2009 | 7.6130996 | 3.9934536 | 13089.06817 | 192.753555 | 3 | 9 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1005 | 3.7747394 | 5532.01246 | 326.956526 | 13.5825079 | 1982-1999 –> 2000-2009 | 7.6658200 | 3.8910806 | 13102.70893 | 645.006096 | 4 | 8 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + nitrate | 1005 | 3.8643766 | 5579.18521 | 124.494132 | 13.6037093 | 1982-1999 –> 2000-2009 | 7.7480673 | 3.8836907 | 13144.70716 | 226.675115 | 5 | 8 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1005 | 3.9748394 | 5635.83499 | 121.663382 | 13.4387890 | 1982-1999 –> 2000-2009 | 7.8743583 | 3.8995189 | 13212.42803 | 224.508325 | 6 | 11 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1005 | 4.0723011 | 5684.52497 | 76.470450 | 15.4820070 | 1982-1999 –> 2000-2009 | 8.4823315 | 4.4100304 | 13596.00135 | 139.458945 | 7 | 14 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + oxygen | 1005 | 6.7150783 | 6689.82098 | 22.792732 | 27.7268823 | 1982-1999 –> 2000-2009 | 13.1946230 | 6.4795447 | 15648.63765 | 45.681586 | 10 | 18 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + aou | 1005 | 6.7133063 | 6689.29051 | 22.820446 | 27.7134317 | 1982-1999 –> 2000-2009 | 13.1946410 | 6.4813347 | 15648.85903 | 45.723532 | 9 | 18 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + nitrate | 1005 | 6.6221213 | 6661.80211 | 22.534969 | 26.8459926 | 1982-1999 –> 2000-2009 | 13.3116336 | 6.6895123 | 15707.42532 | 45.227133 | 8 | 18 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1041 | 4.0042812 | 5854.72206 | 134.016430 | 17.2076972 | 2000-2009 –> 2010-2019 | 7.5304001 | 3.5261189 | 11251.78611 | 275.921444 | 1 | 2 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1041 | 4.0555853 | 5881.22787 | 131.852609 | 18.3786736 | 2000-2009 –> 2010-2019 | 7.5839515 | 3.5283661 | 11279.57250 | 266.874673 | 3 | 5 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 1041 | 4.0404712 | 5871.45430 | 79.221760 | 18.1205132 | 2000-2009 –> 2010-2019 | 7.6601173 | 3.6196461 | 11319.13701 | 186.911040 | 2 | 5 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1041 | 4.2144930 | 5959.24802 | 286.212660 | 20.7226805 | 2000-2009 –> 2010-2019 | 7.9892324 | 3.7747394 | 11491.26047 | 613.169187 | 4 | 8 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + nitrate | 1041 | 4.3102081 | 6006.00325 | 101.137504 | 20.8524098 | 2000-2009 –> 2010-2019 | 8.1745847 | 3.8643766 | 11585.18846 | 225.631636 | 5 | 10 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1041 | 4.4054779 | 6051.52113 | 101.477987 | 20.6313594 | 2000-2009 –> 2010-2019 | 8.3803174 | 3.9748394 | 11687.35612 | 223.141369 | 7 | 13 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1041 | 4.3172848 | 6009.41877 | 52.638421 | 21.1567532 | 2000-2009 –> 2010-2019 | 8.3895858 | 4.0723011 | 11693.94374 | 129.108872 | 6 | 13 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + nitrate | 1041 | 5.8825414 | 6653.51088 | 26.021535 | 28.8056873 | 2000-2009 –> 2010-2019 | 12.5046627 | 6.6221213 | 13315.31299 | 48.556504 | 8 | 16 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + aou | 1041 | 6.0243767 | 6703.11483 | 25.468026 | 30.0576077 | 2000-2009 –> 2010-2019 | 12.7376830 | 6.7133063 | 13392.40535 | 48.288472 | 10 | 19 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + oxygen | 1041 | 6.0240397 | 6702.99837 | 25.351609 | 30.0162919 | 2000-2009 –> 2010-2019 | 12.7391180 | 6.7150783 | 13392.81934 | 48.144341 | 9 | 19 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1569 | 3.3190080 | 8229.18080 | 80.482967 | 31.8028448 | 1982-1999 –> 2000-2009 | 6.6258281 | 3.3068202 | 19354.61456 | 186.086579 | 1 | 2 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1569 | 3.3771796 | 8283.70352 | 76.414264 | 33.1588880 | 1982-1999 –> 2000-2009 | 6.7066039 | 3.3294243 | 19438.08982 | 177.442733 | 3 | 5 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 1569 | 3.3530418 | 8259.19469 | 67.220946 | 33.5664702 | 1982-1999 –> 2000-2009 | 6.7777431 | 3.4247013 | 19531.49399 | 155.169256 | 2 | 5 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1569 | 3.7406409 | 8602.45743 | 50.779460 | 38.8278841 | 1982-1999 –> 2000-2009 | 7.6737095 | 3.9330686 | 20462.98091 | 116.045562 | 4 | 10 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1569 | 3.9937418 | 8807.90738 | 419.420304 | 20.0853301 | 1982-1999 –> 2000-2009 | 7.8322869 | 3.8385452 | 20565.04326 | 1006.347340 | 5 | 9 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + nitrate | 1569 | 4.2104427 | 8973.71684 | 80.398692 | 21.6428120 | 1982-1999 –> 2000-2009 | 8.1388700 | 3.9284274 | 20829.22213 | 185.968524 | 6 | 11 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1569 | 4.3407261 | 9069.34375 | 76.409562 | 22.5831093 | 1982-1999 –> 2000-2009 | 8.3371619 | 3.9964358 | 20997.79493 | 177.316506 | 7 | 14 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + temp + nitrate | 1569 | 6.4008509 | 10288.10938 | 19.170528 | 41.0030288 | 1982-1999 –> 2000-2009 | 12.8427639 | 6.4419131 | 24245.60675 | 36.563440 | 8 | 16 |
| Atlantic | (26.75,27] | 2 | cstar_tref ~ sal + nitrate | 1569 | 6.6827509 | 10421.35336 | 1.445712 | 42.6420507 | 1982-1999 –> 2000-2009 | 13.3160978 | 6.6333469 | 24501.30746 | 3.024003 | 9 | 21 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + aou | 1569 | 6.9532488 | 10547.86696 | 776.926627 | 45.4208480 | 1982-1999 –> 2000-2009 | 13.4409624 | 6.4877136 | 24535.47396 | 1643.376203 | 10 | 19 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1467 | 3.4638689 | 7820.32663 | 76.401886 | 22.5616218 | 2000-2009 –> 2010-2019 | 6.7828769 | 3.3190080 | 16049.50743 | 156.884853 | 1 | 2 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 1467 | 3.4681761 | 7821.97264 | 51.088386 | 22.6617780 | 2000-2009 –> 2010-2019 | 6.8212179 | 3.3530418 | 16081.16733 | 118.309331 | 2 | 4 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1467 | 3.4954266 | 7846.93590 | 72.316816 | 22.5633601 | 2000-2009 –> 2010-2019 | 6.8726062 | 3.3771796 | 16130.63942 | 148.731080 | 3 | 6 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1467 | 3.6838896 | 7999.01118 | 34.983274 | 22.8710110 | 2000-2009 –> 2010-2019 | 7.4245305 | 3.7406409 | 16601.46861 | 85.762734 | 4 | 8 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1467 | 4.5535620 | 8620.84498 | 433.786039 | 18.9732496 | 2000-2009 –> 2010-2019 | 8.5473038 | 3.9937418 | 17428.75236 | 853.206343 | 5 | 10 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + aou + nitrate | 1467 | 4.6845262 | 8704.03851 | 73.882164 | 19.2523695 | 2000-2009 –> 2010-2019 | 8.8949689 | 4.2104427 | 17677.75535 | 154.280856 | 6 | 12 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1467 | 4.7588478 | 8750.22201 | 70.283850 | 19.3508470 | 2000-2009 –> 2010-2019 | 9.0995738 | 4.3407261 | 17819.56575 | 146.693411 | 7 | 14 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + temp + nitrate | 1467 | 5.6280763 | 9242.43608 | 16.597276 | 21.8541666 | 2000-2009 –> 2010-2019 | 12.0289272 | 6.4008509 | 19530.54545 | 35.767804 | 8 | 16 |
| Atlantic | (26.75,27] | 2 | cstar_tref ~ sal + nitrate | 1467 | 6.3509865 | 9594.98783 | 1.155046 | 20.9701354 | 2000-2009 –> 2010-2019 | 13.0337374 | 6.6827509 | 20016.34119 | 2.600758 | 12 | 21 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + aou | 1467 | 6.0989028 | 9478.15711 | 504.207550 | 24.6146154 | 2000-2009 –> 2010-2019 | 13.0521515 | 6.9532488 | 20026.02407 | 1281.134178 | 9 | 19 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1898 | 3.4099451 | 10054.82936 | 368.008198 | 36.7565546 | 1982-1999 –> 2000-2009 | 6.7808012 | 3.3708562 | 26329.79546 | 947.178401 | 1 | 2 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1898 | 3.4284090 | 10075.32821 | 35.179230 | 37.6844730 | 1982-1999 –> 2000-2009 | 6.8121222 | 3.3837132 | 26373.79825 | 107.275683 | 2 | 4 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 1898 | 3.4631602 | 10111.61170 | 33.440892 | 39.2819422 | 1982-1999 –> 2000-2009 | 6.8798651 | 3.4167049 | 26467.98756 | 97.900089 | 3 | 6 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1898 | 3.4762586 | 10127.94189 | 33.516491 | 38.7064698 | 1982-1999 –> 2000-2009 | 6.9095128 | 3.4332542 | 26516.15029 | 103.769030 | 4 | 8 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1898 | 3.7975936 | 10461.55005 | 27.101631 | 41.9839555 | 1982-1999 –> 2000-2009 | 7.6812361 | 3.8836426 | 27608.79626 | 76.882425 | 5 | 10 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1898 | 4.1586172 | 10806.28384 | 224.407171 | 21.9560939 | 1982-1999 –> 2000-2009 | 8.6607191 | 4.5021019 | 28865.86733 | 658.272332 | 6 | 12 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + aou + nitrate | 1898 | 4.2132934 | 10855.86721 | 29.685965 | 24.2217081 | 1982-1999 –> 2000-2009 | 8.7854681 | 4.5721748 | 29010.80566 | 87.749869 | 7 | 14 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1898 | 4.2446444 | 10884.00865 | 28.269365 | 25.0955536 | 1982-1999 –> 2000-2009 | 8.8608859 | 4.6162415 | 29098.16725 | 84.544493 | 8 | 16 |
| Atlantic | (27,27.25] | 2 | cstar_tref ~ aou + nitrate | 1898 | 5.7269497 | 12019.00552 | 3.868593 | 27.0691460 | 1982-1999 –> 2000-2009 | 11.4607811 | 5.7338314 | 31569.70665 | 10.368239 | 10 | 19 |
| Atlantic | (27,27.25] | 2 | cstar_tref ~ oxygen + nitrate | 1898 | 5.8012080 | 12067.90988 | 1.943921 | 28.0171938 | 1982-1999 –> 2000-2009 | 11.7941091 | 5.9929010 | 31891.45017 | 4.946170 | 13 | 23 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1874 | 4.2731210 | 10773.56868 | 479.349279 | 29.6153138 | 2000-2009 –> 2010-2019 | 7.6830660 | 3.4099451 | 20828.39804 | 847.357477 | 1 | 2 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1874 | 4.2827701 | 10782.02254 | 42.618406 | 30.0185336 | 2000-2009 –> 2010-2019 | 7.7111791 | 3.4284090 | 20857.35075 | 77.797635 | 2 | 4 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 1874 | 4.2832563 | 10780.44795 | 36.127885 | 30.0189729 | 2000-2009 –> 2010-2019 | 7.7464164 | 3.4631602 | 20892.05964 | 69.568777 | 3 | 6 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1874 | 4.3622804 | 10850.96666 | 40.410728 | 31.7583869 | 2000-2009 –> 2010-2019 | 7.8385389 | 3.4762586 | 20978.90855 | 73.927219 | 4 | 8 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1874 | 4.5321631 | 10992.15671 | 26.832620 | 30.8597613 | 2000-2009 –> 2010-2019 | 8.3297567 | 3.7975936 | 21453.70677 | 53.934251 | 5 | 10 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1874 | 5.6029207 | 11787.06508 | 344.181409 | 18.8788739 | 2000-2009 –> 2010-2019 | 9.7615378 | 4.1586172 | 22593.34892 | 568.588580 | 6 | 12 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + aou + nitrate | 1874 | 5.6547086 | 11821.54882 | 37.930423 | 22.1914364 | 2000-2009 –> 2010-2019 | 9.8680020 | 4.2132934 | 22677.41603 | 67.616388 | 7 | 14 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1874 | 5.6834156 | 11840.52797 | 36.117950 | 23.6795039 | 2000-2009 –> 2010-2019 | 9.9280600 | 4.2446444 | 22724.53662 | 64.387315 | 8 | 16 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + temp + nitrate | 1874 | 6.5689163 | 12383.22518 | 18.382202 | 24.2412798 | 2000-2009 –> 2010-2019 | 12.2794952 | 5.7105789 | 24393.36412 | 38.606923 | 9 | 18 |
| Atlantic | (27,27.25] | 2 | cstar_tref ~ aou + nitrate | 1874 | 6.8465500 | 12536.37741 | 3.716062 | 22.7846303 | 2000-2009 –> 2010-2019 | 12.5734997 | 5.7269497 | 24555.38293 | 7.584655 | 10 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2834 | 3.2964870 | 14815.65912 | 194.825294 | 20.7822354 | 1982-1999 –> 2000-2009 | 6.8084365 | 3.5119495 | 35179.89471 | 454.087600 | 1 | 2 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2834 | 3.3147248 | 14846.93093 | 25.674332 | 21.5753151 | 1982-1999 –> 2000-2009 | 6.8352133 | 3.5204884 | 35229.64212 | 96.297520 | 2 | 4 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2834 | 3.3325723 | 14877.36717 | 28.123499 | 21.7919847 | 1982-1999 –> 2000-2009 | 6.8845636 | 3.5519914 | 35327.85538 | 94.084677 | 3 | 7 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + nitrate | 2834 | 3.3645312 | 14929.46356 | 20.967206 | 22.8188165 | 1982-1999 –> 2000-2009 | 6.9039667 | 3.5394355 | 35351.01078 | 86.125193 | 4 | 7 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2834 | 3.4616874 | 15090.81755 | 16.877119 | 22.1305460 | 1982-1999 –> 2000-2009 | 7.2147372 | 3.7530498 | 35958.20522 | 63.755246 | 8 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + nitrate | 2834 | 3.4098006 | 15005.21747 | 18.969186 | 16.0505537 | 1982-1999 –> 2000-2009 | 7.3692667 | 3.9594660 | 36279.94044 | 57.835578 | 6 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2834 | 3.3973251 | 14984.44182 | 129.180442 | 14.3816697 | 1982-1999 –> 2000-2009 | 7.3731707 | 3.9758456 | 36290.57272 | 379.648459 | 5 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2834 | 3.4193669 | 15021.09698 | 18.036495 | 16.4984868 | 1982-1999 –> 2000-2009 | 7.3775896 | 3.9582227 | 36293.43054 | 55.341766 | 7 | 13 |
| Atlantic | (27.25,27.5] | 2 | cstar_tref ~ aou + nitrate | 2834 | 3.8879566 | 15747.02862 | 2.017967 | 14.9738793 | 1982-1999 –> 2000-2009 | 8.1200925 | 4.2321359 | 37526.42630 | 4.381241 | 13 | 22 |
| Atlantic | (27.25,27.5] | 2 | cstar_tref ~ oxygen + nitrate | 2834 | 3.8843990 | 15741.83985 | 1.208084 | 15.2935983 | 1982-1999 –> 2000-2009 | 8.2067698 | 4.3223707 | 37681.74528 | 2.509859 | 12 | 22 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2585 | 4.7854783 | 15441.99173 | 165.894106 | 49.8028813 | 2000-2009 –> 2010-2019 | 8.0819653 | 3.2964870 | 30257.65085 | 360.719400 | 1 | 2 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2585 | 4.7890940 | 15445.89647 | 36.762730 | 48.4451834 | 2000-2009 –> 2010-2019 | 8.1038188 | 3.3147248 | 30292.82740 | 62.437062 | 2 | 4 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2585 | 4.8078024 | 15466.05352 | 35.258340 | 45.0576810 | 2000-2009 –> 2010-2019 | 8.1403746 | 3.3325723 | 30343.42069 | 63.381839 | 4 | 7 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + nitrate | 2585 | 4.7911372 | 15446.10169 | 32.560794 | 47.4515887 | 2000-2009 –> 2010-2019 | 8.1556684 | 3.3645312 | 30375.56525 | 53.528000 | 3 | 7 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2585 | 4.8687694 | 15529.20127 | 27.886313 | 36.6194986 | 2000-2009 –> 2010-2019 | 8.3304568 | 3.4616874 | 30620.01882 | 44.763433 | 5 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2585 | 5.1958844 | 15865.38388 | 157.213274 | 25.6954949 | 2000-2009 –> 2010-2019 | 8.5932096 | 3.3973251 | 30849.82571 | 286.393716 | 8 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + nitrate | 2585 | 5.1845676 | 15854.11116 | 23.622045 | 25.2973907 | 2000-2009 –> 2010-2019 | 8.5943683 | 3.4098006 | 30859.32863 | 42.591231 | 7 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2585 | 5.1834367 | 15852.98325 | 29.372432 | 25.3880763 | 2000-2009 –> 2010-2019 | 8.6028036 | 3.4193669 | 30874.08024 | 47.408927 | 6 | 13 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + temp + nitrate | 2585 | 5.2945065 | 15962.59494 | 22.860904 | 25.7283703 | 2000-2009 –> 2010-2019 | 9.0952279 | 3.8007214 | 31583.00059 | 45.987560 | 9 | 18 |
| Atlantic | (27.25,27.5] | 2 | cstar_tref ~ sal + nitrate | 2585 | 5.3555031 | 16019.81665 | 2.490382 | 27.0223438 | 2000-2009 –> 2010-2019 | 9.1562977 | 3.8007946 | 31638.33141 | 4.597240 | 10 | 20 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3833 | 4.8827621 | 23045.64377 | 106.097976 | 22.8951816 | 1982-1999 –> 2000-2009 | 8.8876683 | 4.0049062 | 53726.62440 | 211.585652 | 2 | 3 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3833 | 4.8796134 | 23040.69872 | 28.374970 | 22.0978171 | 1982-1999 –> 2000-2009 | 8.8883316 | 4.0087182 | 53732.07600 | 53.109726 | 1 | 5 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3833 | 4.8832919 | 23044.47562 | 11.326949 | 22.5947655 | 1982-1999 –> 2000-2009 | 8.8922422 | 4.0089503 | 53734.48559 | 30.653072 | 3 | 8 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3833 | 4.9034347 | 23078.03150 | 20.940672 | 21.1769719 | 1982-1999 –> 2000-2009 | 8.9093729 | 4.0059383 | 53761.82790 | 47.098166 | 5 | 7 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + nitrate | 3833 | 4.9129918 | 23090.95845 | 15.944498 | 19.9119340 | 1982-1999 –> 2000-2009 | 8.9189987 | 4.0060069 | 53772.94213 | 40.922728 | 9 | 12 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3833 | 4.8866688 | 23049.77486 | 16.902888 | 20.8545694 | 1982-1999 –> 2000-2009 | 8.9651832 | 4.0785144 | 53927.78330 | 36.244703 | 4 | 13 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3833 | 4.9044607 | 23077.63550 | 72.753542 | 20.2937096 | 1982-1999 –> 2000-2009 | 8.9733130 | 4.0688522 | 53929.72428 | 153.566030 | 6 | 14 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + nitrate | 3833 | 4.9124106 | 23090.05158 | 18.025524 | 19.7748791 | 1982-1999 –> 2000-2009 | 8.9909383 | 4.0785277 | 53968.09565 | 38.203868 | 8 | 18 |
| Atlantic | (27.5,27.75] | 2 | cstar_tref ~ oxygen + nitrate | 3833 | 4.9096243 | 23083.70226 | 1.145241 | 20.5686801 | 1982-1999 –> 2000-2009 | 9.0228750 | 4.1132507 | 54052.38928 | 2.392224 | 7 | 19 |
| Atlantic | (27.5,27.75] | 2 | cstar_tref ~ aou + nitrate | 3833 | 4.9138462 | 23090.29155 | 2.305267 | 19.6924820 | 1982-1999 –> 2000-2009 | 9.0660122 | 4.1521660 | 54161.88189 | 5.033342 | 10 | 23 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3579 | 5.8492788 | 22812.06895 | 25.415717 | 22.4153834 | 2000-2009 –> 2010-2019 | 10.7288922 | 4.8796134 | 45852.76767 | 53.790687 | 1 | 2 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3579 | 5.8901995 | 22859.97095 | 16.039960 | 23.4466861 | 2000-2009 –> 2010-2019 | 10.7768683 | 4.8866688 | 45909.74581 | 32.942848 | 2 | 6 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3579 | 5.9002545 | 22874.17972 | 17.892456 | 21.3707079 | 2000-2009 –> 2010-2019 | 10.8036892 | 4.9034347 | 45952.21122 | 38.833128 | 3 | 8 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3579 | 5.9307030 | 22911.02389 | 92.092496 | 21.1988698 | 2000-2009 –> 2010-2019 | 10.8134651 | 4.8827621 | 45956.66765 | 198.190472 | 4 | 6 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3579 | 5.9437777 | 22924.78690 | 61.884772 | 22.0062788 | 2000-2009 –> 2010-2019 | 10.8482385 | 4.9044607 | 46002.42240 | 134.638314 | 7 | 13 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + nitrate | 3579 | 5.9379753 | 22917.79576 | 15.165865 | 21.4129213 | 2000-2009 –> 2010-2019 | 10.8509671 | 4.9129918 | 46008.75421 | 31.110363 | 5 | 14 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + nitrate | 3579 | 5.9390342 | 22919.07209 | 16.699706 | 22.3922015 | 2000-2009 –> 2010-2019 | 10.8514448 | 4.9124106 | 46009.12367 | 34.725230 | 6 | 14 |
| Atlantic | (27.5,27.75] | 2 | cstar_tref ~ aou + nitrate | 3579 | 5.9437802 | 22922.78993 | 2.296038 | 21.9999725 | 2000-2009 –> 2010-2019 | 10.8576264 | 4.9138462 | 46013.08148 | 4.601305 | 8 | 18 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3579 | 6.0009529 | 22993.31302 | 11.285094 | 20.7736787 | 2000-2009 –> 2010-2019 | 10.8842448 | 4.8832919 | 46037.78864 | 22.612042 | 9 | 12 |
| Atlantic | (27.5,27.75] | 2 | cstar_tref ~ oxygen + nitrate | 3579 | 6.0030584 | 22993.82408 | 1.134351 | 20.3246873 | 2000-2009 –> 2010-2019 | 10.9126828 | 4.9096243 | 46077.52634 | 2.279591 | 10 | 17 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2432 | 6.8581516 | 16279.04728 | 49.310371 | 38.5989339 | 1982-1999 –> 2000-2009 | 12.7701344 | 5.9119828 | 37844.33048 | 87.579920 | 2 | 3 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2432 | 6.8567786 | 16278.07338 | 298.330943 | 40.7094604 | 1982-1999 –> 2000-2009 | 12.7734893 | 5.9167107 | 37848.74772 | 588.912701 | 1 | 3 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2432 | 6.8616760 | 16279.54625 | 10.597353 | 39.4088297 | 1982-1999 –> 2000-2009 | 12.7794983 | 5.9178222 | 37849.48738 | 30.367181 | 3 | 7 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2432 | 6.8681559 | 16284.13746 | 21.621658 | 36.1151557 | 1982-1999 –> 2000-2009 | 12.7911807 | 5.9230247 | 37860.00480 | 58.202431 | 4 | 9 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2432 | 6.8982476 | 16307.40172 | 35.128679 | 37.2650023 | 1982-1999 –> 2000-2009 | 12.8242200 | 5.9259723 | 37888.62441 | 73.165782 | 5 | 12 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2432 | 6.9162501 | 16318.07885 | 120.615272 | 33.1910509 | 1982-1999 –> 2000-2009 | 12.8339820 | 5.9177319 | 37887.91699 | 282.642957 | 7 | 10 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + aou + nitrate | 2432 | 6.9123201 | 16315.31421 | 16.658118 | 34.7993603 | 1982-1999 –> 2000-2009 | 12.8383135 | 5.9259934 | 37894.56090 | 45.853926 | 6 | 14 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 2432 | 6.9179092 | 16319.24548 | 24.705320 | 33.5689940 | 1982-1999 –> 2000-2009 | 12.8549845 | 5.9370754 | 37911.09204 | 62.635831 | 8 | 17 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ oxygen + nitrate | 2432 | 6.9506762 | 16340.22967 | 1.786327 | 31.6764775 | 1982-1999 –> 2000-2009 | 12.8737504 | 5.9230742 | 37914.15331 | 3.610433 | 10 | 16 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ aou + nitrate | 2432 | 6.9185337 | 16317.68455 | 4.560687 | 33.3569944 | 1982-1999 –> 2000-2009 | 12.8820034 | 5.9634698 | 37937.44641 | 9.338944 | 9 | 19 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2443 | 8.1821234 | 17215.06970 | 345.360396 | 22.4043312 | 2000-2009 –> 2010-2019 | 15.0389020 | 6.8567786 | 33493.14308 | 643.691339 | 1 | 2 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2443 | 8.2425812 | 17251.03967 | 39.917846 | 21.8399389 | 2000-2009 –> 2010-2019 | 15.1007328 | 6.8581516 | 33530.08694 | 89.228217 | 2 | 4 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2443 | 8.2444619 | 17250.15436 | 15.967778 | 21.6401993 | 2000-2009 –> 2010-2019 | 15.1061379 | 6.8616760 | 33529.70061 | 26.565131 | 3 | 6 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2443 | 8.2963791 | 17280.82612 | 31.476876 | 28.9129814 | 2000-2009 –> 2010-2019 | 15.1645350 | 6.8681559 | 33564.96358 | 53.098534 | 4 | 8 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2443 | 8.3241429 | 17299.14982 | 35.282414 | 22.2186592 | 2000-2009 –> 2010-2019 | 15.2223906 | 6.8982476 | 33606.55154 | 70.411093 | 5 | 10 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2443 | 8.3506876 | 17312.70591 | 162.339411 | 40.3811031 | 2000-2009 –> 2010-2019 | 15.2669378 | 6.9162501 | 33630.78476 | 282.954684 | 6 | 13 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ oxygen + nitrate | 2443 | 8.3559522 | 17313.78524 | 2.305646 | 43.4234348 | 2000-2009 –> 2010-2019 | 15.3066284 | 6.9506762 | 33654.01492 | 4.091973 | 7 | 17 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 2443 | 8.3980492 | 17340.33896 | 34.335989 | 36.4943186 | 2000-2009 –> 2010-2019 | 15.3159584 | 6.9179092 | 33659.58444 | 59.041308 | 9 | 17 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + aou + nitrate | 2443 | 8.4154334 | 17350.44264 | 23.812532 | 27.7722677 | 2000-2009 –> 2010-2019 | 15.3277535 | 6.9123201 | 33665.75685 | 40.470650 | 11 | 17 |
| Atlantic | (27.75,27.85] | 2 | cstar_tref ~ aou + nitrate | 2443 | 8.4156152 | 17348.54818 | 6.367646 | 28.8413859 | 2000-2009 –> 2010-2019 | 15.3341488 | 6.9185337 | 33666.23273 | 10.928333 | 12 | 21 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 7870 | 7.4821183 | 54023.09349 | 356.501474 | 40.3214866 | 1982-1999 –> 2000-2009 | 12.8072048 | 5.3250865 | 114780.46474 | 734.442381 | 1 | 2 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 7870 | 7.5328543 | 54129.46563 | 43.616464 | 39.4606915 | 1982-1999 –> 2000-2009 | 12.8843899 | 5.3515356 | 114984.19466 | 80.438553 | 2 | 6 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7870 | 7.6043124 | 54278.07455 | 31.725360 | 35.9507683 | 1982-1999 –> 2000-2009 | 12.9385143 | 5.3342019 | 115069.05349 | 70.943988 | 8 | 10 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + oxygen + nitrate | 7870 | 7.5421619 | 54146.90208 | 6.836064 | 38.8925058 | 1982-1999 –> 2000-2009 | 12.9579538 | 5.4157919 | 115234.16493 | 19.505083 | 4 | 9 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + nitrate | 7870 | 7.6123469 | 54292.69616 | 12.298936 | 35.6071097 | 1982-1999 –> 2000-2009 | 12.9613805 | 5.3490336 | 115136.23603 | 33.485535 | 10 | 13 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + nitrate | 7870 | 7.7278454 | 54529.71810 | 11.255446 | 29.5946841 | 1982-1999 –> 2000-2009 | 13.3950522 | 5.6672068 | 116508.64400 | 18.216993 | 18 | 24 |
| Atlantic | (27.85,27.95] | 2 | cstar_tref ~ sal + nitrate | 7870 | 8.0315142 | 55134.38480 | 1.237326 | 38.9475819 | 1982-1999 –> 2000-2009 | 13.8650087 | 5.8334945 | 117679.58563 | 2.498173 | 21 | 28 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ oxygen + aou + nitrate | 7870 | 7.5960090 | 54258.87809 | 126.551315 | 34.1405167 | 1982-1999 –> 2000-2009 | 13.8798032 | 6.2837942 | 118267.20888 | 400.985195 | 6 | 14 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + oxygen + nitrate | 7870 | 7.5332348 | 54128.26077 | 17.965268 | 39.2842733 | 1982-1999 –> 2000-2009 | 13.9252049 | 6.3919701 | 118471.98860 | 54.697826 | 3 | 13 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + nitrate | 7870 | 7.6144440 | 54297.03182 | 22.240149 | 34.6448073 | 1982-1999 –> 2000-2009 | 13.9773329 | 6.3628889 | 118551.15513 | 61.412027 | 11 | 20 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 6186 | 9.5239405 | 45451.22855 | 39.736928 | 194.2357695 | 2000-2009 –> 2010-2019 | 17.0567948 | 7.5328543 | 99580.69418 | 83.353392 | 1 | 3 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + oxygen | 6186 | 9.5429000 | 45473.83326 | 7.505328 | 182.2696568 | 2000-2009 –> 2010-2019 | 17.1277621 | 7.5848620 | 99709.59641 | 18.281696 | 2 | 7 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 6186 | 9.6591497 | 45625.63583 | 391.078681 | 195.4377600 | 2000-2009 –> 2010-2019 | 17.1412679 | 7.4821183 | 99648.72932 | 747.580155 | 4 | 5 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + oxygen + nitrate | 6186 | 9.6613910 | 45626.50639 | 16.893743 | 194.0600549 | 2000-2009 –> 2010-2019 | 17.2035530 | 7.5421619 | 99773.40847 | 23.729807 | 5 | 9 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 6186 | 9.6299312 | 45588.15438 | 42.787404 | 205.2765352 | 2000-2009 –> 2010-2019 | 17.2342435 | 7.6043124 | 99866.22892 | 74.512763 | 3 | 11 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + nitrate | 6186 | 9.6647709 | 45630.83376 | 27.356471 | 199.5062957 | 2000-2009 –> 2010-2019 | 17.2771178 | 7.6123469 | 99923.52992 | 39.655408 | 6 | 16 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 6186 | 9.6690147 | 45636.26513 | 7.483865 | 189.6923448 | 2000-2009 –> 2010-2019 | 17.3458676 | 7.6768529 | 100061.77798 | 18.091603 | 7 | 20 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ oxygen + aou + nitrate | 6186 | 9.8843647 | 45908.79270 | 260.442236 | 115.3793790 | 2000-2009 –> 2010-2019 | 17.4803736 | 7.5960090 | 100167.67079 | 386.993552 | 10 | 16 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ sal + oxygen + aou | 6186 | 9.7753198 | 45771.54559 | 138.077358 | 176.0746308 | 2000-2009 –> 2010-2019 | 17.4845342 | 7.7092144 | 100263.27049 | 197.154155 | 8 | 23 |
| Atlantic | (27.85,27.95] | 3 | cstar_tref ~ temp + oxygen + nitrate | 6186 | 9.9549334 | 45996.80789 | 39.588814 | 101.3362471 | 2000-2009 –> 2010-2019 | 17.4881682 | 7.5332348 | 100125.06867 | 57.554082 | 13 | 16 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 6329 | 7.4866902 | 43455.08298 | 104.825695 | 50.1942025 | 1982-1999 –> 2000-2009 | 11.8132509 | 4.3265607 | 95350.81968 | 240.900372 | 1 | 3 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 6329 | 7.6287530 | 43693.02291 | 67.189705 | 51.2698022 | 1982-1999 –> 2000-2009 | 12.0036330 | 4.3748801 | 95788.58195 | 213.981738 | 2 | 7 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 6329 | 7.8591199 | 44069.60146 | 497.106670 | 46.5199263 | 1982-1999 –> 2000-2009 | 12.0718271 | 4.2127072 | 95485.53740 | 1267.317349 | 5 | 6 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + aou | 6329 | 8.1022059 | 44453.18590 | 55.238025 | 35.3870212 | 1982-1999 –> 2000-2009 | 12.4544647 | 4.3522588 | 96453.47204 | 167.358906 | 12 | 16 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + nitrate | 6329 | 8.0699556 | 44402.70108 | 17.246548 | 46.5089862 | 1982-1999 –> 2000-2009 | 12.5040326 | 4.4340771 | 96738.07941 | 69.767872 | 11 | 18 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + nitrate | 6329 | 8.2531735 | 44686.87085 | 8.164689 | 43.5323183 | 1982-1999 –> 2000-2009 | 12.5799106 | 4.3267371 | 96581.34102 | 31.365131 | 15 | 18 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + oxygen | 6329 | 7.9287796 | 44179.30192 | 19.385274 | 31.2202723 | 1982-1999 –> 2000-2009 | 12.7533295 | 4.8245498 | 98033.16807 | 24.837077 | 7 | 17 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 6329 | 8.0594666 | 44386.23809 | 21.062026 | 28.5406951 | 1982-1999 –> 2000-2009 | 12.7679937 | 4.7085270 | 97802.13751 | 26.645053 | 9 | 17 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + nitrate | 6329 | 9.0035142 | 45788.33424 | 28.895977 | 22.5317623 | 1982-1999 –> 2000-2009 | 13.4000261 | 4.3965119 | 97970.63652 | 34.847952 | 19 | 25 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ oxygen + aou + nitrate | 6329 | 7.8669944 | 44080.27780 | 137.635986 | 43.5498477 | 1982-1999 –> 2000-2009 | 13.8241292 | 5.9571348 | 101728.15639 | 871.064498 | 6 | 18 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4623 | 7.7273521 | 32037.41443 | 49.938615 | 77.7575018 | 2000-2009 –> 2010-2019 | 15.2140422 | 7.4866902 | 75492.49741 | 154.764310 | 1 | 2 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4623 | 7.8740436 | 32211.28987 | 55.702669 | 81.3322841 | 2000-2009 –> 2010-2019 | 15.5027965 | 7.6287530 | 75904.31278 | 122.892373 | 2 | 4 |
| Atlantic | (27.95,28.05] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4623 | 8.2013196 | 32587.81786 | 518.131531 | 83.0590718 | 2000-2009 –> 2010-2019 | 16.0604395 | 7.8591199 | 76657.41931 | 1015.238201 | 3 | 9 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + oxygen + nitrate | 4623 | 8.3427064 | 32743.85612 | 28.529368 | 62.6173207 | 2000-2009 –> 2010-2019 | 16.0925543 | 7.7498479 | 76634.22764 | 51.491560 | 6 | 10 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + nitrate | 4623 | 8.3090661 | 32706.49812 | 37.848916 | 63.4958694 | 2000-2009 –> 2010-2019 | 16.0951861 | 7.7861200 | 76655.97542 | 68.980095 | 4 | 9 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ oxygen + aou + nitrate | 4623 | 8.3231295 | 32722.13407 | 196.409224 | 72.2940743 | 2000-2009 –> 2010-2019 | 16.1901239 | 7.8669944 | 76802.41187 | 334.045209 | 5 | 12 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ temp + oxygen + aou | 4623 | 8.6624065 | 33091.55096 | 801.562225 | 61.3797714 | 2000-2009 –> 2010-2019 | 16.4063622 | 7.7439558 | 76972.29509 | 1377.076674 | 7 | 10 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + nitrate | 4623 | 9.0047059 | 33449.87742 | 20.079772 | 56.6553412 | 2000-2009 –> 2010-2019 | 17.0746615 | 8.0699556 | 77852.57850 | 37.326320 | 8 | 20 |
| Atlantic | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + oxygen | 4623 | 9.1614300 | 33609.41676 | 10.126058 | 39.2834303 | 2000-2009 –> 2010-2019 | 17.0902096 | 7.9287796 | 77788.71867 | 29.511332 | 9 | 17 |
| Atlantic | (27.95,28.05] | 2 | cstar_tref ~ temp + oxygen | 4623 | 9.1619921 | 33607.98404 | 1.016015 | 39.0497261 | 2000-2009 –> 2010-2019 | 17.0934988 | 7.9315067 | 77789.63894 | 2.055654 | 10 | 19 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2657 | 2.9156886 | 13238.78269 | 96.956484 | 20.6849366 | 1982-1999 –> 2000-2009 | 4.7779885 | 1.8622999 | 30540.02312 | 193.726821 | 1 | 2 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2657 | 2.9438012 | 13289.77410 | 67.185463 | 20.9935645 | 1982-1999 –> 2000-2009 | 4.8107658 | 1.8669645 | 30612.20848 | 133.828850 | 2 | 5 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2657 | 2.9827533 | 13359.62730 | 454.093290 | 21.2942287 | 1982-1999 –> 2000-2009 | 4.8493870 | 1.8666336 | 30680.55998 | 822.268359 | 4 | 6 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2657 | 2.9815369 | 13355.45973 | 28.432391 | 22.0370553 | 1982-1999 –> 2000-2009 | 4.8558087 | 1.8742718 | 30708.98840 | 69.935685 | 3 | 9 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + nitrate | 2657 | 3.0080833 | 13402.56411 | 29.032242 | 22.3406709 | 1982-1999 –> 2000-2009 | 4.8866648 | 1.8785815 | 30775.55108 | 70.362349 | 5 | 12 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + nitrate | 2657 | 3.0348643 | 13449.66526 | 18.702680 | 21.2916902 | 1982-1999 –> 2000-2009 | 4.9019962 | 1.8671319 | 30770.85886 | 43.393825 | 6 | 10 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2657 | 3.0706901 | 13512.02831 | 96.058040 | 23.0893781 | 1982-1999 –> 2000-2009 | 4.9549704 | 1.8842803 | 30910.67676 | 226.821090 | 7 | 15 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2657 | 3.0971109 | 13557.55546 | 14.806316 | 22.0570454 | 1982-1999 –> 2000-2009 | 4.9646749 | 1.8675639 | 30880.70932 | 33.882012 | 8 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + nitrate | 2657 | 3.5336360 | 14258.24701 | 34.364886 | 28.9392959 | 1982-1999 –> 2000-2009 | 5.4631555 | 1.9295195 | 31857.89439 | 72.206208 | 9 | 19 |
| Atlantic | (28.05,28.1] | 2 | cstar_tref ~ sal + nitrate | 2657 | 3.7770652 | 14610.26538 | 3.607021 | 30.1721130 | 1982-1999 –> 2000-2009 | 5.7710923 | 1.9940271 | 32486.51632 | 7.463169 | 10 | 23 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2675 | 2.3722285 | 12224.81063 | 80.981895 | 31.5922566 | 2000-2009 –> 2010-2019 | 5.2879171 | 2.9156886 | 25463.59332 | 177.938379 | 1 | 2 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2675 | 2.3805160 | 12243.46854 | 53.299272 | 31.9283653 | 2000-2009 –> 2010-2019 | 5.3243172 | 2.9438012 | 25533.24264 | 120.484735 | 2 | 4 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2675 | 2.3883714 | 12259.09372 | 39.216086 | 31.6065645 | 2000-2009 –> 2010-2019 | 5.3699083 | 2.9815369 | 25614.55345 | 67.648477 | 3 | 6 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2675 | 2.3977778 | 12282.12285 | 442.737481 | 32.6918472 | 2000-2009 –> 2010-2019 | 5.3805311 | 2.9827533 | 25641.75015 | 896.830771 | 5 | 9 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + nitrate | 2675 | 2.3952033 | 12274.37558 | 39.235140 | 31.9215323 | 2000-2009 –> 2010-2019 | 5.4032867 | 3.0080833 | 25676.93968 | 68.267382 | 4 | 9 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2675 | 2.4139915 | 12316.17768 | 119.600947 | 32.7457130 | 2000-2009 –> 2010-2019 | 5.4846816 | 3.0706901 | 25828.20598 | 215.658987 | 6 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + nitrate | 2675 | 2.4502534 | 12395.94531 | 21.643851 | 35.2222365 | 2000-2009 –> 2010-2019 | 5.4851177 | 3.0348643 | 25845.61057 | 40.346531 | 7 | 13 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2675 | 2.4747256 | 12449.11414 | 16.430634 | 36.2313043 | 2000-2009 –> 2010-2019 | 5.5718366 | 3.0971109 | 26006.66960 | 31.236950 | 8 | 16 |
| Atlantic | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + nitrate | 2675 | 2.5691792 | 12649.50883 | 26.173590 | 39.9380556 | 2000-2009 –> 2010-2019 | 6.1028152 | 3.5336360 | 26907.75584 | 60.538476 | 9 | 18 |
| Atlantic | (28.05,28.1] | 2 | cstar_tref ~ sal + nitrate | 2675 | 2.5901280 | 12690.95528 | 5.070791 | 40.2924757 | 2000-2009 –> 2010-2019 | 6.3671933 | 3.7770652 | 27301.22066 | 8.677812 | 10 | 20 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2691 | 1.3790503 | 9378.47548 | 43.441995 | 7.6235753 | 1982-1999 –> 2000-2009 | 2.6965040 | 1.3174537 | 24086.38829 | 100.646924 | 2 | 3 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2691 | 1.3793935 | 9379.81482 | 186.877442 | 7.6297359 | 1982-1999 –> 2000-2009 | 2.6972013 | 1.3178077 | 24090.05763 | 331.943680 | 3 | 5 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + nitrate | 2691 | 1.3823273 | 9389.24940 | 11.536342 | 7.5734516 | 1982-1999 –> 2000-2009 | 2.7001650 | 1.3178377 | 24097.68931 | 46.306951 | 4 | 7 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2691 | 1.3774384 | 9372.18112 | 46.501743 | 7.5677109 | 1982-1999 –> 2000-2009 | 2.7008544 | 1.3234160 | 24119.25139 | 103.762725 | 1 | 5 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2691 | 1.4960723 | 9814.82927 | 10.720979 | 7.5667593 | 1982-1999 –> 2000-2009 | 2.8466913 | 1.3506190 | 24736.34685 | 41.017388 | 5 | 10 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2691 | 1.8650610 | 11001.29429 | 36.781072 | 10.8215767 | 1982-1999 –> 2000-2009 | 3.2924982 | 1.4274371 | 26402.52599 | 112.724460 | 6 | 12 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + aou + nitrate | 2691 | 1.8676266 | 11008.69264 | 11.100217 | 10.7571992 | 1982-1999 –> 2000-2009 | 3.3029576 | 1.4353310 | 26457.74950 | 40.271427 | 7 | 14 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2691 | 1.8697936 | 11014.93365 | 10.747109 | 10.7308526 | 1982-1999 –> 2000-2009 | 3.3104946 | 1.4407010 | 26496.37445 | 40.115345 | 8 | 16 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + temp + nitrate | 2691 | 2.9551233 | 13478.34145 | 42.249731 | 19.0470543 | 1982-1999 –> 2000-2009 | 4.6934471 | 1.7383238 | 30588.31018 | 94.965431 | 9 | 20 |
| Atlantic | (28.1,28.15] | 2 | cstar_tref ~ sal + nitrate | 2691 | 3.1183587 | 13765.71238 | 2.280756 | 16.9026016 | 1982-1999 –> 2000-2009 | 4.8789201 | 1.7605614 | 30983.91464 | 6.505748 | 10 | 23 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2931 | 1.4217986 | 10392.78847 | 114.414260 | 14.6211283 | 2000-2009 –> 2010-2019 | 2.8011921 | 1.3793935 | 19772.60329 | 301.291702 | 1 | 4 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2931 | 1.4225613 | 10395.93231 | 42.313172 | 14.6381469 | 2000-2009 –> 2010-2019 | 2.8016116 | 1.3790503 | 19774.40778 | 85.755167 | 2 | 4 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + aou + nitrate | 2931 | 1.4225766 | 10393.99533 | 25.524789 | 14.6433263 | 2000-2009 –> 2010-2019 | 2.8049039 | 1.3823273 | 19783.24473 | 37.061131 | 3 | 7 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2931 | 1.4314573 | 10432.47625 | 43.642855 | 14.6995887 | 2000-2009 –> 2010-2019 | 2.8088957 | 1.3774384 | 19804.65736 | 90.144598 | 4 | 5 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2931 | 1.4555901 | 10528.47938 | 22.376724 | 15.7436329 | 2000-2009 –> 2010-2019 | 2.9516624 | 1.4960723 | 20343.30864 | 33.097703 | 5 | 10 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2931 | 1.6288841 | 11187.85930 | 49.669161 | 22.2543688 | 2000-2009 –> 2010-2019 | 3.4939452 | 1.8650610 | 22189.15359 | 86.450233 | 6 | 12 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + aou + nitrate | 2931 | 1.6528785 | 11273.57988 | 23.520039 | 22.6153625 | 2000-2009 –> 2010-2019 | 3.5205050 | 1.8676266 | 22282.27252 | 34.620257 | 7 | 14 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2931 | 1.6636980 | 11311.82687 | 23.180670 | 22.7931745 | 2000-2009 –> 2010-2019 | 3.5334916 | 1.8697936 | 22326.76052 | 33.927779 | 8 | 16 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + temp + nitrate | 2931 | 1.7185016 | 11501.81360 | 42.265266 | 25.8768699 | 2000-2009 –> 2010-2019 | 4.6736248 | 2.9551233 | 24980.15504 | 84.514996 | 9 | 18 |
| Atlantic | (28.1,28.15] | 2 | cstar_tref ~ sal + nitrate | 2931 | 1.7650694 | 11656.54767 | 6.505467 | 27.5294567 | 2000-2009 –> 2010-2019 | 4.8834281 | 3.1183587 | 25422.26006 | 8.786223 | 10 | 20 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1875 | 0.6093012 | 3475.11020 | 34.323133 | 4.1926360 | 1982-1999 –> 2000-2009 | 1.1814435 | 0.5721423 | 7246.08415 | 55.372286 | 1 | 2 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1875 | 0.6111989 | 3486.77122 | 129.653608 | 4.1984479 | 1982-1999 –> 2000-2009 | 1.1854675 | 0.5742686 | 7273.94874 | 210.710272 | 2 | 4 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1875 | 0.6120562 | 3492.02736 | 35.520663 | 4.2065885 | 1982-1999 –> 2000-2009 | 1.1868785 | 0.5748223 | 7283.41402 | 56.656305 | 3 | 6 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 1875 | 0.6220346 | 3550.67117 | 29.269051 | 4.3265336 | 1982-1999 –> 2000-2009 | 1.2006537 | 0.5786191 | 7368.81408 | 40.686165 | 4 | 8 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1875 | 0.6627026 | 3788.16069 | 34.290970 | 3.9662995 | 1982-1999 –> 2000-2009 | 1.2986316 | 0.6359290 | 8018.82901 | 53.770656 | 5 | 10 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1875 | 0.7961878 | 4476.31887 | 12.801205 | 4.6446062 | 1982-1999 –> 2000-2009 | 1.4669365 | 0.6707487 | 8939.83448 | 22.424108 | 6 | 12 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + nitrate | 1875 | 0.7977666 | 4483.74760 | 10.085090 | 4.6532314 | 1982-1999 –> 2000-2009 | 1.4705513 | 0.6727846 | 8960.50162 | 15.679393 | 7 | 14 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1875 | 0.8002280 | 4495.29988 | 83.213155 | 4.6717318 | 1982-1999 –> 2000-2009 | 1.4751359 | 0.6749079 | 8985.81748 | 122.072519 | 8 | 16 |
| Atlantic | (28.15,28.2] | 2 | cstar_tref ~ aou + nitrate | 1875 | 0.9251518 | 5037.27889 | 2.940899 | 5.8524722 | 1982-1999 –> 2000-2009 | 1.6885862 | 0.7634345 | 10064.15701 | 4.531741 | 9 | 18 |
| Atlantic | (28.15,28.2] | 2 | cstar_tref ~ oxygen + nitrate | 1875 | 0.9596950 | 5174.74524 | 1.773293 | 5.9254705 | 1982-1999 –> 2000-2009 | 1.7817354 | 0.8220405 | 10524.69073 | 2.959779 | 10 | 20 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1484 | 0.7134587 | 3221.32174 | 15.795471 | 3.3767936 | 2000-2009 –> 2010-2019 | 1.3227600 | 0.6093012 | 6696.43194 | 50.118604 | 1 | 2 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1484 | 0.7151922 | 3228.52430 | 46.940180 | 3.3971518 | 2000-2009 –> 2010-2019 | 1.3263911 | 0.6111989 | 6715.29552 | 176.593788 | 3 | 5 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1484 | 0.7151470 | 3228.33659 | 15.216992 | 3.3899798 | 2000-2009 –> 2010-2019 | 1.3272031 | 0.6120562 | 6720.36394 | 50.737655 | 2 | 5 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 1484 | 0.7152082 | 3226.59069 | 10.327095 | 3.4043915 | 2000-2009 –> 2010-2019 | 1.3372428 | 0.6220346 | 6777.26186 | 39.596147 | 4 | 8 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1484 | 0.7592455 | 3403.93320 | 13.581097 | 4.0907537 | 2000-2009 –> 2010-2019 | 1.4219481 | 0.6627026 | 7192.09390 | 47.872067 | 5 | 10 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1484 | 0.8308091 | 3671.27522 | 9.420285 | 3.5849360 | 2000-2009 –> 2010-2019 | 1.6269969 | 0.7961878 | 8147.59409 | 22.221490 | 6 | 12 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + aou + nitrate | 1484 | 0.8310690 | 3672.20368 | 5.677037 | 3.5898438 | 2000-2009 –> 2010-2019 | 1.6288357 | 0.7977666 | 8155.95128 | 15.762127 | 7 | 14 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1484 | 0.8319461 | 3675.33439 | 25.669673 | 3.6022349 | 2000-2009 –> 2010-2019 | 1.6321741 | 0.8002280 | 8170.63427 | 108.882828 | 8 | 16 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + temp + nitrate | 1484 | 0.8485472 | 3733.97615 | 9.115742 | 4.5713834 | 2000-2009 –> 2010-2019 | 1.8441178 | 0.9955706 | 9048.34858 | 20.568772 | 9 | 20 |
| Atlantic | (28.15,28.2] | 2 | cstar_tref ~ sal + nitrate | 1484 | 0.8537996 | 3750.29125 | 1.191497 | 4.6576687 | 2000-2009 –> 2010-2019 | 1.8525352 | 0.9987356 | 9074.56621 | 2.553676 | 10 | 22 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3027 | 0.8657807 | 7729.72943 | 122.993267 | 6.8922132 | 1982-1999 –> 2000-2009 | 1.3143308 | 0.4485501 | 11706.64501 | 202.978668 | 1 | 2 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3027 | 0.8705506 | 7762.99166 | 119.626271 | 6.9319865 | 1982-1999 –> 2000-2009 | 1.3215155 | 0.4509649 | 11774.39890 | 196.320224 | 2 | 4 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3027 | 0.8734636 | 7783.21521 | 120.868403 | 6.9547031 | 1982-1999 –> 2000-2009 | 1.3261372 | 0.4526736 | 11818.91775 | 198.022627 | 3 | 6 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3027 | 0.9926011 | 8555.29460 | 99.547829 | 7.5543039 | 1982-1999 –> 2000-2009 | 1.5313522 | 0.5387511 | 13707.30121 | 172.145805 | 4 | 12 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + temp + nitrate | 3027 | 1.1085493 | 9224.13225 | 3.314655 | 8.4951488 | 1982-1999 –> 2000-2009 | 1.6235934 | 0.5150441 | 14087.05131 | 5.850495 | 5 | 12 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + nitrate | 3027 | 1.1694845 | 9548.08641 | 4.176443 | 8.9718001 | 1982-1999 –> 2000-2009 | 1.6538308 | 0.4843463 | 14016.23621 | 7.130428 | 7 | 11 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3027 | 1.1693724 | 9547.50638 | 4.305911 | 8.9698272 | 1982-1999 –> 2000-2009 | 1.6541359 | 0.4847635 | 14021.18682 | 7.906441 | 6 | 11 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3027 | 1.1706094 | 9553.90696 | 33.966538 | 8.9903500 | 1982-1999 –> 2000-2009 | 1.6564301 | 0.4858207 | 14041.58248 | 48.571731 | 8 | 14 |
| Atlantic | (28.2, Inf] | 2 | cstar_tref ~ temp + nitrate | 3027 | 1.1878834 | 9640.58938 | 1.001419 | 9.1277389 | 1982-1999 –> 2000-2009 | 1.7570408 | 0.5691575 | 15143.29642 | 2.001421 | 9 | 18 |
| Atlantic | (28.2, Inf] | 2 | cstar_tref ~ oxygen + nitrate | 3027 | 1.4104518 | 10680.28544 | 3.286504 | 11.0185415 | 1982-1999 –> 2000-2009 | 1.9918840 | 0.5814322 | 16320.06222 | 5.275774 | 10 | 20 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1525 | 0.2733717 | 384.14780 | 39.357615 | 3.6049010 | 2000-2009 –> 2010-2019 | 1.1391524 | 0.8657807 | 8113.87723 | 162.350882 | 2 | 3 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1525 | 0.2729470 | 379.40581 | 38.587303 | 3.6095891 | 2000-2009 –> 2010-2019 | 1.1434976 | 0.8705506 | 8142.39748 | 158.213574 | 1 | 3 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1525 | 0.2737927 | 388.84123 | 39.859173 | 3.6078947 | 2000-2009 –> 2010-2019 | 1.1472563 | 0.8734636 | 8172.05644 | 160.727577 | 3 | 6 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1525 | 0.3184498 | 847.67702 | 36.895607 | 4.1126918 | 2000-2009 –> 2010-2019 | 1.3110510 | 0.9926011 | 9402.97162 | 136.443436 | 11 | 15 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + temp + nitrate | 1525 | 0.2778437 | 431.63760 | 1.938000 | 3.4465566 | 2000-2009 –> 2010-2019 | 1.3863930 | 1.1085493 | 9655.76986 | 5.252655 | 8 | 13 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1525 | 0.2743802 | 393.37896 | 3.308207 | 3.5620720 | 2000-2009 –> 2010-2019 | 1.4437526 | 1.1693724 | 9940.88534 | 7.614119 | 4 | 10 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ temp + aou + nitrate | 1525 | 0.2745928 | 395.74163 | 3.356635 | 3.5597216 | 2000-2009 –> 2010-2019 | 1.4440773 | 1.1694845 | 9943.82804 | 7.533078 | 5 | 12 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1525 | 0.2752346 | 402.86113 | 13.276475 | 3.5600090 | 2000-2009 –> 2010-2019 | 1.4458439 | 1.1706094 | 9956.76810 | 47.243013 | 6 | 14 |
| Atlantic | (28.2, Inf] | 2 | cstar_tref ~ temp + nitrate | 1525 | 0.2868635 | 527.07858 | 1.085674 | 3.5144241 | 2000-2009 –> 2010-2019 | 1.4747468 | 1.1878834 | 10167.66795 | 2.087093 | 9 | 18 |
| Atlantic | (28.2, Inf] | 3 | cstar_tref ~ sal + aou + nitrate | 1525 | 0.2776693 | 429.72303 | 13.703646 | 3.6160989 | 2000-2009 –> 2010-2019 | 1.6990834 | 1.4214140 | 11158.87924 | 86.761527 | 7 | 18 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4291 | 9.5688742 | 31571.91099 | 81.104066 | 51.0345975 | 1982-1999 –> 2000-2009 | 19.0560897 | 9.4872156 | 54470.40749 | 216.461858 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4291 | 10.1813494 | 32104.35541 | 34.338228 | 45.0609885 | 1982-1999 –> 2000-2009 | 20.1478566 | 9.9665072 | 55310.29193 | 77.971591 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4291 | 10.9451431 | 32725.16226 | 31.121593 | 55.3217756 | 1982-1999 –> 2000-2009 | 21.6157819 | 10.6706389 | 56356.94050 | 73.110907 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 4291 | 11.8633161 | 33414.48659 | 33.171094 | 60.6415954 | 1982-1999 –> 2000-2009 | 22.8345709 | 10.9712548 | 57217.57339 | 75.789171 | 4 | 9 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ oxygen + aou + nitrate | 4291 | 11.8904147 | 33434.06760 | 75.512448 | 64.5334526 | 1982-1999 –> 2000-2009 | 22.8422065 | 10.9517917 | 57226.07832 | 184.107222 | 5 | 9 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + oxygen + nitrate | 4291 | 12.0868348 | 33574.67708 | 28.908064 | 54.1927665 | 1982-1999 –> 2000-2009 | 23.3541460 | 11.2673112 | 57543.86355 | 68.813812 | 6 | 12 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + aou + nitrate | 4291 | 14.9624817 | 35406.32494 | 26.456518 | 55.3106128 | 1982-1999 –> 2000-2009 | 28.6430468 | 13.6805651 | 60586.12317 | 65.225127 | 10 | 17 |
| Indo-Pacific | (-Inf,26] | 2 | cstar_tref ~ aou + nitrate | 4291 | 14.9638656 | 35405.11866 | 15.788353 | 55.7478781 | 1982-1999 –> 2000-2009 | 29.0450684 | 14.0812028 | 60762.97398 | 39.751233 | 11 | 19 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + oxygen + aou | 4291 | 14.4483051 | 35106.22329 | 17.485899 | 57.8458667 | 1982-1999 –> 2000-2009 | 30.2712081 | 15.8229030 | 61193.53966 | 72.754804 | 7 | 16 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + aou | 4291 | 14.5137309 | 35144.99715 | 2.760825 | 58.2599214 | 1982-1999 –> 2000-2009 | 30.4431868 | 15.9294559 | 61274.17999 | 6.324268 | 8 | 18 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 5555 | 9.2171714 | 40452.47479 | 80.099547 | 58.7077615 | 2000-2009 –> 2010-2019 | 18.7860455 | 9.5688742 | 72024.38578 | 161.203613 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5555 | 9.8671532 | 41209.54554 | 35.855122 | 57.2247699 | 2000-2009 –> 2010-2019 | 20.0485025 | 10.1813494 | 73313.90095 | 70.193350 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5555 | 11.1980990 | 42615.32328 | 34.198150 | 99.0027011 | 2000-2009 –> 2010-2019 | 22.1432420 | 10.9451431 | 75340.48554 | 65.319743 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ oxygen + aou + nitrate | 5555 | 11.3328395 | 42746.20588 | 73.511918 | 71.6439495 | 2000-2009 –> 2010-2019 | 23.2232542 | 11.8904147 | 76180.27348 | 149.024366 | 4 | 9 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 5555 | 11.3917133 | 42803.77266 | 35.522328 | 70.3687302 | 2000-2009 –> 2010-2019 | 23.2550294 | 11.8633161 | 76218.25926 | 68.693422 | 5 | 9 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + oxygen + nitrate | 5555 | 12.1950926 | 43560.89069 | 33.088751 | 90.3917132 | 2000-2009 –> 2010-2019 | 24.2819274 | 12.0868348 | 77135.56776 | 61.996815 | 6 | 12 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + oxygen + aou | 5555 | 14.6386005 | 45589.89093 | 17.807323 | 67.7220129 | 2000-2009 –> 2010-2019 | 29.0869056 | 14.4483051 | 80696.11422 | 35.293222 | 7 | 14 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + aou | 5555 | 14.9329343 | 45811.06011 | 2.684609 | 96.4145888 | 2000-2009 –> 2010-2019 | 29.4466652 | 14.5137309 | 80956.05726 | 5.445434 | 10 | 18 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + temp + oxygen | 5555 | 14.9977847 | 45859.20393 | 2.288724 | 100.0992039 | 2000-2009 –> 2010-2019 | 29.5317873 | 14.5340026 | 81016.17942 | 4.751228 | 11 | 20 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ sal + aou + nitrate | 5555 | 14.8102612 | 45719.41524 | 26.809362 | 100.6542594 | 2000-2009 –> 2010-2019 | 29.7727429 | 14.9624817 | 81125.74018 | 53.265880 | 8 | 18 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3503 | 8.7949750 | 25185.39220 | 280.543051 | 34.8601396 | 1982-1999 –> 2000-2009 | 17.1134216 | 8.3184466 | 50213.98443 | 707.526533 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3503 | 8.8377586 | 25219.39059 | 25.888819 | 34.7486943 | 1982-1999 –> 2000-2009 | 17.1825398 | 8.3447813 | 50270.33613 | 46.610273 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3503 | 8.9791594 | 25330.59668 | 26.023739 | 42.1097775 | 1982-1999 –> 2000-2009 | 17.4708176 | 8.4916582 | 50504.93412 | 46.418031 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + nitrate | 3503 | 10.7307511 | 26577.11694 | 25.851170 | 44.4740615 | 1982-1999 –> 2000-2009 | 19.7039643 | 8.9732132 | 52139.54259 | 46.501991 | 4 | 9 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3503 | 10.7579740 | 26594.86797 | 110.565316 | 39.5108128 | 1982-1999 –> 2000-2009 | 19.7075802 | 8.9496062 | 52138.66391 | 219.264946 | 6 | 10 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3503 | 10.7374679 | 26581.50088 | 25.957931 | 55.1662252 | 1982-1999 –> 2000-2009 | 19.8392614 | 9.1017935 | 52244.54452 | 46.284576 | 5 | 11 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + aou + nitrate | 3503 | 11.8519586 | 27273.37031 | 23.142110 | 59.1572181 | 1982-1999 –> 2000-2009 | 21.5915904 | 9.7396317 | 53415.41339 | 42.235703 | 7 | 14 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ aou + nitrate | 3503 | 11.9760930 | 27344.36775 | 11.517566 | 62.4347829 | 1982-1999 –> 2000-2009 | 22.4049813 | 10.4288883 | 53967.96851 | 24.346003 | 8 | 16 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3503 | 14.3277955 | 28602.46632 | 18.289124 | 71.8518685 | 1982-1999 –> 2000-2009 | 26.4168159 | 12.0890204 | 56272.72850 | 34.298845 | 9 | 18 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ oxygen + nitrate | 3503 | 14.9182779 | 28883.40903 | 4.467288 | 70.7141434 | 1982-1999 –> 2000-2009 | 29.6776597 | 14.7593818 | 57963.11018 | 10.553900 | 10 | 20 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3222 | 10.2838122 | 24173.83962 | 210.698203 | 41.6391051 | 2000-2009 –> 2010-2019 | 19.0787872 | 8.7949750 | 49359.23182 | 491.241254 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3222 | 10.5632501 | 24346.60308 | 21.211552 | 41.0144312 | 2000-2009 –> 2010-2019 | 19.4010086 | 8.8377586 | 49565.99367 | 47.100371 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3222 | 10.9307705 | 24566.99298 | 21.509111 | 50.9886747 | 2000-2009 –> 2010-2019 | 19.9099299 | 8.9791594 | 49897.58966 | 47.532849 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3222 | 12.2453939 | 25296.82561 | 92.226908 | 48.7363040 | 2000-2009 –> 2010-2019 | 23.0033679 | 10.7579740 | 51891.69358 | 202.792224 | 4 | 10 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + aou + nitrate | 3222 | 12.3610370 | 25357.39590 | 21.207455 | 56.5579390 | 2000-2009 –> 2010-2019 | 23.0917881 | 10.7307511 | 51934.51283 | 47.058624 | 5 | 9 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3222 | 12.7032824 | 25533.38845 | 21.503292 | 71.1059407 | 2000-2009 –> 2010-2019 | 23.4407503 | 10.7374679 | 52114.88933 | 47.461222 | 6 | 11 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + aou + nitrate | 3222 | 13.3054049 | 25831.80955 | 18.582099 | 72.9363949 | 2000-2009 –> 2010-2019 | 25.1573635 | 11.8519586 | 53105.17986 | 41.724210 | 7 | 14 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ aou + nitrate | 3222 | 13.3975026 | 25874.26012 | 9.991879 | 75.8271764 | 2000-2009 –> 2010-2019 | 25.3735956 | 11.9760930 | 53218.62787 | 21.509445 | 8 | 16 |
| Indo-Pacific | (26,26.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3222 | 15.9395598 | 26995.81324 | 13.995565 | 89.8802608 | 2000-2009 –> 2010-2019 | 30.2673553 | 14.3277955 | 55598.27955 | 32.284689 | 9 | 18 |
| Indo-Pacific | (26,26.5] | 2 | cstar_tref ~ oxygen + nitrate | 3222 | 16.3758473 | 27167.82359 | 4.089841 | 86.6477274 | 2000-2009 –> 2010-2019 | 31.2941251 | 14.9182779 | 56051.23261 | 8.557129 | 10 | 20 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3262 | 8.7022415 | 23384.35510 | 35.499519 | 36.3790602 | 1982-1999 –> 2000-2009 | 16.7592867 | 8.0570452 | 45382.75964 | 66.092014 | 2 | 3 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3262 | 8.6866516 | 23372.65695 | 31.926504 | 36.5417024 | 1982-1999 –> 2000-2009 | 16.8601052 | 8.1734536 | 45461.03116 | 59.673624 | 1 | 3 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3262 | 8.7679371 | 23433.42152 | 792.356166 | 36.8860246 | 1982-1999 –> 2000-2009 | 17.1716086 | 8.4036715 | 45696.01405 | 1575.157760 | 3 | 6 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3262 | 9.8052834 | 24160.93395 | 21.716148 | 50.5329103 | 1982-1999 –> 2000-2009 | 18.3374090 | 8.5321256 | 46516.67163 | 36.923097 | 6 | 10 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + nitrate | 3262 | 9.7879562 | 24149.39502 | 21.331875 | 43.9136008 | 1982-1999 –> 2000-2009 | 18.3686787 | 8.5807225 | 46540.75514 | 36.651657 | 5 | 10 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3262 | 9.7878009 | 24149.29152 | 111.451300 | 42.4720078 | 1982-1999 –> 2000-2009 | 18.4062611 | 8.6184602 | 46568.17517 | 209.976806 | 4 | 10 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 3262 | 9.9162412 | 24234.34578 | 19.741524 | 49.4520367 | 1982-1999 –> 2000-2009 | 18.7912103 | 8.8749691 | 46837.17727 | 34.024469 | 7 | 14 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ aou + nitrate | 3262 | 9.9212698 | 24235.65332 | 10.718749 | 50.2210548 | 1982-1999 –> 2000-2009 | 19.3133035 | 9.3920337 | 47191.64932 | 20.195388 | 8 | 16 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3262 | 10.8967396 | 24849.49166 | 18.225605 | 63.3100161 | 1982-1999 –> 2000-2009 | 20.7898589 | 9.8931193 | 48133.49147 | 31.188218 | 9 | 18 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ oxygen + nitrate | 3262 | 11.7489813 | 25338.76791 | 4.930587 | 65.0440073 | 1982-1999 –> 2000-2009 | 24.7064114 | 12.9574301 | 50313.14071 | 9.985406 | 10 | 20 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2648 | 11.6621601 | 20535.52499 | 22.745220 | 42.4897799 | 2000-2009 –> 2010-2019 | 20.3488117 | 8.6866516 | 43908.18194 | 54.671724 | 1 | 2 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2648 | 11.6696152 | 20538.90944 | 25.209111 | 42.2022961 | 2000-2009 –> 2010-2019 | 20.3718568 | 8.7022415 | 43923.26454 | 60.708630 | 2 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2648 | 11.6920176 | 20549.06652 | 515.870889 | 42.9156591 | 2000-2009 –> 2010-2019 | 20.4599547 | 8.7679371 | 43982.48804 | 1308.227055 | 3 | 6 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 2648 | 12.1624316 | 20755.96973 | 71.367217 | 44.0216814 | 2000-2009 –> 2010-2019 | 21.9502325 | 9.7878009 | 44905.26125 | 182.818517 | 4 | 8 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ temp + aou + nitrate | 2648 | 12.1641737 | 20756.72825 | 11.913745 | 43.9770070 | 2000-2009 –> 2010-2019 | 21.9521299 | 9.7879562 | 44906.12327 | 33.245620 | 5 | 10 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 2648 | 12.1878945 | 20767.04569 | 12.020319 | 43.6629444 | 2000-2009 –> 2010-2019 | 21.9931779 | 9.8052834 | 44927.97964 | 33.736467 | 6 | 12 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 2648 | 12.2200782 | 20781.01204 | 11.036744 | 43.5773506 | 2000-2009 –> 2010-2019 | 22.1363195 | 9.9162412 | 45015.35782 | 30.778269 | 7 | 14 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ aou + nitrate | 2648 | 12.2220750 | 20779.87734 | 7.337109 | 43.4560828 | 2000-2009 –> 2010-2019 | 22.1433449 | 9.9212698 | 45015.53067 | 18.055858 | 8 | 16 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 2648 | 12.9958578 | 21106.98251 | 10.029898 | 42.4354803 | 2000-2009 –> 2010-2019 | 23.8925973 | 10.8967396 | 45956.47417 | 28.255504 | 9 | 18 |
| Indo-Pacific | (26.5,26.75] | 2 | cstar_tref ~ oxygen + nitrate | 2648 | 13.9802007 | 21491.65099 | 3.924179 | 45.7363559 | 2000-2009 –> 2010-2019 | 25.7291820 | 11.7489813 | 46830.41891 | 8.854767 | 10 | 20 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4020 | 8.6134900 | 28733.03561 | 28.824552 | 32.3977836 | 1982-1999 –> 2000-2009 | 17.1010039 | 8.4875139 | 56728.60330 | 64.375332 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4020 | 8.6418878 | 28759.49907 | 24.506449 | 31.8233895 | 1982-1999 –> 2000-2009 | 17.2982337 | 8.6563460 | 56909.99986 | 56.113955 | 2 | 5 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4020 | 8.7501372 | 28859.58366 | 751.327632 | 30.6304954 | 1982-1999 –> 2000-2009 | 17.6343183 | 8.8841811 | 57214.43996 | 1447.819176 | 3 | 8 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + nitrate | 4020 | 9.1320340 | 29201.04494 | 17.887160 | 32.8005911 | 1982-1999 –> 2000-2009 | 17.7808010 | 8.6487670 | 57342.65577 | 31.173602 | 4 | 6 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + nitrate | 4020 | 9.1557564 | 29221.90352 | 17.423850 | 32.2769174 | 1982-1999 –> 2000-2009 | 17.9424668 | 8.7867103 | 57487.98295 | 30.627619 | 5 | 9 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ oxygen + aou + nitrate | 4020 | 9.1671532 | 29231.90523 | 104.244880 | 31.9639643 | 1982-1999 –> 2000-2009 | 18.0654210 | 8.8982678 | 57597.22394 | 191.083868 | 6 | 12 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 4020 | 9.2928319 | 29341.38224 | 14.378101 | 29.9945506 | 1982-1999 –> 2000-2009 | 18.3593575 | 9.0665256 | 57854.05082 | 25.929276 | 7 | 14 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 4020 | 9.8100473 | 29776.85887 | 12.410053 | 30.6550438 | 1982-1999 –> 2000-2009 | 19.4640062 | 9.6539589 | 58783.34671 | 22.823811 | 9 | 17 |
| Indo-Pacific | (26.75,27] | 2 | cstar_tref ~ aou + nitrate | 4020 | 9.3330537 | 29374.10636 | 9.370838 | 29.0353431 | 1982-1999 –> 2000-2009 | 19.5155934 | 10.1825397 | 58797.90216 | 16.657221 | 8 | 17 |
| Indo-Pacific | (26.75,27] | 2 | cstar_tref ~ oxygen + nitrate | 4020 | 10.4888610 | 30312.78905 | 4.788945 | 40.5563880 | 1982-1999 –> 2000-2009 | 23.4123883 | 12.9235273 | 61611.64268 | 8.700076 | 10 | 20 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3855 | 10.7565125 | 29267.20884 | 22.372440 | 30.6813437 | 2000-2009 –> 2010-2019 | 19.3700024 | 8.6134900 | 58000.24445 | 51.196993 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3855 | 10.7979022 | 29296.81902 | 19.114919 | 30.9141888 | 2000-2009 –> 2010-2019 | 19.4397900 | 8.6418878 | 58056.31809 | 43.621368 | 2 | 4 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3855 | 10.9049979 | 29372.91163 | 476.976382 | 30.7691421 | 2000-2009 –> 2010-2019 | 19.6551352 | 8.7501372 | 58232.49528 | 1228.304014 | 3 | 6 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3855 | 11.1514961 | 29543.24907 | 10.234763 | 29.1436510 | 2000-2009 –> 2010-2019 | 20.2835301 | 9.1320340 | 58744.29401 | 28.121923 | 4 | 8 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + aou + nitrate | 3855 | 11.1776768 | 29561.32886 | 10.104613 | 28.9826786 | 2000-2009 –> 2010-2019 | 20.3334333 | 9.1557564 | 58783.23239 | 27.528463 | 5 | 10 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3855 | 11.1882229 | 29568.59981 | 74.840338 | 28.8842123 | 2000-2009 –> 2010-2019 | 20.3553762 | 9.1671532 | 58800.50504 | 179.085219 | 6 | 12 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 3855 | 11.2743677 | 29627.73630 | 8.340254 | 30.2605526 | 2000-2009 –> 2010-2019 | 20.5671996 | 9.2928319 | 58969.11854 | 22.718355 | 7 | 14 |
| Indo-Pacific | (26.75,27] | 2 | cstar_tref ~ aou + nitrate | 3855 | 11.2945858 | 29639.55009 | 5.832628 | 30.8078389 | 2000-2009 –> 2010-2019 | 20.6276395 | 9.3330537 | 59013.65645 | 15.203466 | 8 | 16 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 3855 | 11.6981801 | 29912.24668 | 7.481640 | 33.2970108 | 2000-2009 –> 2010-2019 | 21.5082274 | 9.8100473 | 59689.10555 | 19.891693 | 9 | 18 |
| Indo-Pacific | (26.75,27] | 2 | cstar_tref ~ oxygen + nitrate | 3855 | 12.2105318 | 30240.74017 | 3.399113 | 43.1067623 | 2000-2009 –> 2010-2019 | 22.6993928 | 10.4888610 | 60553.52922 | 8.188058 | 10 | 20 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5165 | 5.9086271 | 33019.98650 | 31.240097 | 22.0720265 | 1982-1999 –> 2000-2009 | 11.7375334 | 5.8289063 | 65021.48118 | 47.674599 | 1 | 3 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5165 | 5.9281446 | 33054.05259 | 31.249097 | 22.0562197 | 1982-1999 –> 2000-2009 | 11.7452643 | 5.8171197 | 65035.19657 | 49.521383 | 2 | 3 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + oxygen + nitrate | 5165 | 6.0730565 | 33301.52976 | 27.003059 | 23.4716974 | 1982-1999 –> 2000-2009 | 12.1286385 | 6.0555820 | 65684.59563 | 38.240524 | 5 | 8 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + aou + nitrate | 5165 | 6.0662540 | 33289.95244 | 26.890334 | 23.5322246 | 1982-1999 –> 2000-2009 | 12.1554951 | 6.0892411 | 65728.74728 | 37.509681 | 3 | 7 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ oxygen + aou + nitrate | 5165 | 6.0703344 | 33296.89851 | 305.482262 | 23.5658246 | 1982-1999 –> 2000-2009 | 12.2241410 | 6.1538066 | 65841.73687 | 430.231584 | 4 | 9 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 5165 | 6.8176629 | 34496.24283 | 18.537179 | 28.7211203 | 1982-1999 –> 2000-2009 | 13.9974810 | 7.1798181 | 68591.44019 | 27.802506 | 6 | 12 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + oxygen + nitrate | 5165 | 7.5235836 | 35514.01480 | 14.775951 | 35.3415426 | 1982-1999 –> 2000-2009 | 15.8096066 | 8.2860230 | 71049.91082 | 23.573551 | 7 | 14 |
| Indo-Pacific | (27,27.25] | 2 | cstar_tref ~ aou + nitrate | 5165 | 7.7095967 | 35764.30761 | 12.957111 | 33.6888760 | 1982-1999 –> 2000-2009 | 17.7922489 | 10.0826522 | 73271.26310 | 19.596448 | 8 | 16 |
| Indo-Pacific | (27,27.25] | 2 | cstar_tref ~ oxygen + nitrate | 5165 | 9.0080793 | 37372.23407 | 7.881763 | 51.2688022 | 1982-1999 –> 2000-2009 | 22.0952581 | 13.0871787 | 77501.44053 | 12.319608 | 9 | 18 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + oxygen + aou | 5165 | 11.0567128 | 39491.01489 | 550.913123 | 84.8926300 | 1982-1999 –> 2000-2009 | 27.4391179 | 16.3824050 | 81880.09709 | 1194.270696 | 12 | 22 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4817 | 6.7826947 | 32125.13749 | 18.925325 | 23.7515585 | 2000-2009 –> 2010-2019 | 12.6913218 | 5.9086271 | 65145.12400 | 50.165422 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4817 | 6.8177702 | 32174.82967 | 18.826515 | 23.6872287 | 2000-2009 –> 2010-2019 | 12.7459148 | 5.9281446 | 65228.88226 | 50.075612 | 2 | 4 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ oxygen + aou + nitrate | 4817 | 7.0342058 | 32473.91455 | 186.571272 | 22.4202279 | 2000-2009 –> 2010-2019 | 13.1045402 | 6.0703344 | 65770.81306 | 492.053535 | 3 | 7 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + aou + nitrate | 4817 | 7.0524640 | 32498.88836 | 15.616037 | 22.3199043 | 2000-2009 –> 2010-2019 | 13.1187179 | 6.0662540 | 65788.84080 | 42.506371 | 4 | 7 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ temp + oxygen + nitrate | 4817 | 7.0750727 | 32529.72358 | 15.574281 | 22.2593784 | 2000-2009 –> 2010-2019 | 13.1481292 | 6.0730565 | 65831.25334 | 42.577341 | 5 | 10 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 4817 | 7.7629252 | 33423.58053 | 10.986976 | 23.7416721 | 2000-2009 –> 2010-2019 | 14.5805880 | 6.8176629 | 67919.82336 | 29.524155 | 6 | 12 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + oxygen + nitrate | 4817 | 8.4537496 | 34244.88735 | 9.157597 | 35.3043745 | 2000-2009 –> 2010-2019 | 15.9773332 | 7.5235836 | 69758.90215 | 23.933548 | 7 | 14 |
| Indo-Pacific | (27,27.25] | 2 | cstar_tref ~ aou + nitrate | 4817 | 8.5280977 | 34327.24494 | 7.958695 | 33.4872070 | 2000-2009 –> 2010-2019 | 16.2376944 | 7.7095967 | 70091.55256 | 20.915806 | 8 | 16 |
| Indo-Pacific | (27,27.25] | 2 | cstar_tref ~ oxygen + nitrate | 4817 | 9.8694098 | 35734.51927 | 5.030803 | 52.7688152 | 2000-2009 –> 2010-2019 | 18.8774891 | 9.0080793 | 73106.75333 | 12.912567 | 9 | 18 |
| Indo-Pacific | (27,27.25] | 3 | cstar_tref ~ sal + temp + aou | 4817 | 12.3911595 | 37928.67072 | 6.436286 | 96.2548869 | 2000-2009 –> 2010-2019 | 23.4266473 | 11.0354878 | 77399.83654 | 12.306773 | 12 | 22 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 6886 | 3.6640032 | 37437.33914 | 983.322183 | 15.0569254 | 1982-1999 –> 2000-2009 | 7.4474726 | 3.7834694 | 71368.15727 | 1505.734443 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 6886 | 3.6646936 | 37437.93408 | 557.863473 | 15.1439140 | 1982-1999 –> 2000-2009 | 7.5856887 | 3.9209950 | 71807.19740 | 694.764967 | 2 | 5 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 6886 | 3.7202370 | 37647.10111 | 42.433782 | 15.2224873 | 1982-1999 –> 2000-2009 | 7.6330156 | 3.9127786 | 71992.48719 | 52.394764 | 3 | 5 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + nitrate | 6886 | 3.7265582 | 37668.48207 | 40.136167 | 14.8244289 | 1982-1999 –> 2000-2009 | 7.7484044 | 4.0218461 | 72351.02522 | 49.635700 | 4 | 9 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 6886 | 3.7661289 | 37815.94988 | 44.641001 | 16.9863077 | 1982-1999 –> 2000-2009 | 7.7797965 | 4.0136676 | 72475.38185 | 55.566232 | 5 | 9 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 6886 | 3.7771848 | 37854.31985 | 42.359603 | 16.4647923 | 1982-1999 –> 2000-2009 | 7.8914086 | 4.1142238 | 72817.00311 | 52.783992 | 6 | 12 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + nitrate | 6886 | 5.6427612 | 43382.32570 | 22.049444 | 27.1635952 | 1982-1999 –> 2000-2009 | 11.9368426 | 6.2940814 | 83589.77711 | 29.965724 | 7 | 14 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 6886 | 6.7199043 | 45788.29941 | 16.580556 | 35.1932208 | 1982-1999 –> 2000-2009 | 14.8871462 | 8.1672419 | 89209.54447 | 24.095433 | 8 | 16 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ aou + nitrate | 6886 | 7.2369206 | 46807.10589 | 16.494353 | 32.6251126 | 1982-1999 –> 2000-2009 | 17.1355028 | 9.8985822 | 92598.07361 | 22.687348 | 9 | 18 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ oxygen + nitrate | 6886 | 8.3842721 | 48833.81806 | 10.586327 | 49.7538361 | 1982-1999 –> 2000-2009 | 21.4007009 | 13.0164288 | 98002.63888 | 15.178256 | 10 | 20 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 6263 | 4.2391430 | 35877.69143 | 604.575244 | 16.6066062 | 2000-2009 –> 2010-2019 | 7.9031462 | 3.6640032 | 73315.03057 | 1587.897427 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ oxygen + aou + nitrate | 6263 | 4.2796756 | 35994.89001 | 278.831076 | 17.5475168 | 2000-2009 –> 2010-2019 | 7.9443692 | 3.6646936 | 73432.82409 | 836.694549 | 2 | 4 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 6263 | 4.3877728 | 36309.34556 | 19.719845 | 19.2688329 | 2000-2009 –> 2010-2019 | 8.1080098 | 3.7202370 | 73956.44668 | 62.153627 | 3 | 6 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ temp + aou + nitrate | 6263 | 4.4047563 | 36355.73557 | 18.292474 | 19.7097209 | 2000-2009 –> 2010-2019 | 8.1313146 | 3.7265582 | 74024.21764 | 58.428642 | 4 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 6263 | 4.4747202 | 36555.13150 | 20.426362 | 20.6952103 | 2000-2009 –> 2010-2019 | 8.2408492 | 3.7661289 | 74371.08138 | 65.067363 | 5 | 10 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ temp + oxygen + nitrate | 6263 | 4.4862413 | 36585.34084 | 19.082118 | 21.0544003 | 2000-2009 –> 2010-2019 | 8.2634261 | 3.7771848 | 74439.66069 | 61.441721 | 6 | 12 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + nitrate | 6263 | 6.1382899 | 40512.62951 | 11.749441 | 25.6808669 | 2000-2009 –> 2010-2019 | 11.7810511 | 5.6427612 | 83894.95521 | 33.798885 | 7 | 14 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + oxygen + nitrate | 6263 | 7.2447134 | 42588.51143 | 9.393472 | 34.9766936 | 2000-2009 –> 2010-2019 | 13.9646177 | 6.7199043 | 88376.81084 | 25.974028 | 8 | 16 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ aou + nitrate | 6263 | 7.6890898 | 43332.18912 | 9.188196 | 30.0691313 | 2000-2009 –> 2010-2019 | 14.9260104 | 7.2369206 | 90139.29500 | 25.682549 | 9 | 18 |
| Indo-Pacific | (27.25,27.5] | 2 | cstar_tref ~ oxygen + nitrate | 6263 | 9.0867189 | 45424.17486 | 6.182051 | 49.4452603 | 2000-2009 –> 2010-2019 | 17.4709910 | 8.3842721 | 94257.99292 | 16.768378 | 10 | 20 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 7603 | 3.3251185 | 39858.46906 | 825.812447 | 16.5628363 | 1982-1999 –> 2000-2009 | 7.0987164 | 3.7735979 | 78624.68569 | 1260.606335 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7603 | 3.3553578 | 39996.13057 | 121.676609 | 16.7317297 | 1982-1999 –> 2000-2009 | 7.2129601 | 3.8576023 | 79072.96201 | 161.634029 | 2 | 5 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 7603 | 3.3826609 | 40119.36348 | 129.982733 | 16.9597521 | 1982-1999 –> 2000-2009 | 7.3296546 | 3.9469937 | 79519.38625 | 174.241229 | 3 | 7 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 7603 | 3.5505488 | 40853.93514 | 784.812211 | 18.1588059 | 1982-1999 –> 2000-2009 | 7.3825358 | 3.8319870 | 79834.77402 | 1057.104327 | 4 | 6 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + nitrate | 7603 | 3.6413208 | 41237.79972 | 120.022045 | 18.8860644 | 1982-1999 –> 2000-2009 | 7.5953898 | 3.9540690 | 80661.08938 | 159.736073 | 5 | 10 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 7603 | 3.7075853 | 41512.02964 | 127.270506 | 19.6453745 | 1982-1999 –> 2000-2009 | 7.7747918 | 4.0672065 | 81333.32346 | 171.347511 | 6 | 12 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + nitrate | 7603 | 4.2108595 | 43447.54055 | 72.689773 | 30.6857057 | 1982-1999 –> 2000-2009 | 9.1133829 | 4.9025234 | 85904.11912 | 101.518766 | 7 | 14 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + oxygen + nitrate | 7603 | 4.7322903 | 45222.72701 | 39.341571 | 46.0204240 | 1982-1999 –> 2000-2009 | 10.9175819 | 6.1852916 | 90958.34484 | 60.137701 | 15 | 23 |
| Indo-Pacific | (27.5,27.75] | 2 | cstar_tref ~ aou + nitrate | 7603 | 4.8085014 | 45463.66078 | 59.397240 | 40.0461713 | 1982-1999 –> 2000-2009 | 11.2881185 | 6.4796172 | 91853.12102 | 81.336511 | 17 | 26 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + oxygen + aou | 7603 | 4.5042693 | 44471.79993 | 277.674518 | 52.8059269 | 1982-1999 –> 2000-2009 | 11.6591642 | 7.1548948 | 92261.86082 | 515.161154 | 8 | 18 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 7518 | 3.2287856 | 38970.94707 | 655.818609 | 24.5413161 | 2000-2009 –> 2010-2019 | 6.5539041 | 3.3251185 | 78829.41614 | 1481.631056 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7518 | 3.2824903 | 39218.98500 | 88.411570 | 20.9727342 | 2000-2009 –> 2010-2019 | 6.6378481 | 3.3553578 | 79215.11557 | 210.088179 | 3 | 5 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 7518 | 3.3303939 | 39436.82987 | 96.223701 | 18.3329648 | 2000-2009 –> 2010-2019 | 6.7130548 | 3.3826609 | 79556.19334 | 226.206434 | 4 | 7 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 7518 | 3.2767795 | 39190.80289 | 555.088629 | 25.4363708 | 2000-2009 –> 2010-2019 | 6.8273283 | 3.5505488 | 80044.73802 | 1339.900840 | 2 | 6 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + aou + nitrate | 7518 | 3.3650337 | 39590.41316 | 88.177044 | 21.5538316 | 2000-2009 –> 2010-2019 | 7.0063545 | 3.6413208 | 80828.21288 | 208.199089 | 5 | 10 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ temp + oxygen + nitrate | 7518 | 3.4382058 | 39913.86466 | 96.148795 | 19.3002961 | 2000-2009 –> 2010-2019 | 7.1457911 | 3.7075853 | 81425.89430 | 223.419301 | 6 | 12 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + aou + nitrate | 7518 | 4.5324787 | 44068.59978 | 47.385729 | 28.7673044 | 2000-2009 –> 2010-2019 | 8.7433382 | 4.2108595 | 87516.14033 | 120.075501 | 7 | 14 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + oxygen + aou | 7518 | 5.0003698 | 45545.78034 | 207.201787 | 53.5790438 | 2000-2009 –> 2010-2019 | 9.5046392 | 4.5042693 | 90017.58027 | 484.876305 | 8 | 16 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + temp + aou | 7518 | 5.0122791 | 45581.54879 | 1.751081 | 53.5361290 | 2000-2009 –> 2010-2019 | 9.5253544 | 4.5130753 | 90083.04778 | 3.244749 | 9 | 18 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ sal + temp + oxygen | 7518 | 5.0215303 | 45609.27529 | 1.837770 | 53.5803364 | 2000-2009 –> 2010-2019 | 9.5412075 | 4.5196772 | 90133.00191 | 3.386096 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3643 | 1.4413668 | 13014.08846 | 911.567047 | 7.8638399 | 1982-1999 –> 2000-2009 | 3.0969862 | 1.6556194 | 25799.40968 | 1763.170253 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3643 | 1.4607551 | 13109.44108 | 509.494257 | 7.7540031 | 1982-1999 –> 2000-2009 | 3.1437814 | 1.6830264 | 26001.81335 | 865.915062 | 2 | 5 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3643 | 1.4861175 | 13236.85925 | 106.608780 | 7.9312509 | 1982-1999 –> 2000-2009 | 3.1663567 | 1.6802391 | 26120.22277 | 198.732219 | 3 | 5 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 3643 | 1.4967088 | 13286.60114 | 105.320141 | 7.9928037 | 1982-1999 –> 2000-2009 | 3.1975819 | 1.7008731 | 26249.03392 | 194.443183 | 4 | 9 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3643 | 1.5077590 | 13342.19563 | 108.287319 | 8.2194002 | 1982-1999 –> 2000-2009 | 3.2042265 | 1.6964676 | 26289.40238 | 203.603252 | 5 | 9 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3643 | 1.5167573 | 13383.54948 | 106.782561 | 8.4955842 | 1982-1999 –> 2000-2009 | 3.2330309 | 1.7162736 | 26405.85166 | 198.874099 | 6 | 12 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + oxygen + aou | 3643 | 1.7747713 | 14528.15741 | 723.149842 | 7.6687866 | 1982-1999 –> 2000-2009 | 3.7084182 | 1.9336468 | 28342.53354 | 1464.299489 | 7 | 14 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 3643 | 1.7943555 | 14608.11636 | 2.955909 | 7.7673073 | 1982-1999 –> 2000-2009 | 3.7375202 | 1.9431647 | 28455.10581 | 9.983768 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + oxygen | 3643 | 1.7994025 | 14628.58081 | 3.013852 | 7.7958580 | 1982-1999 –> 2000-2009 | 3.7461452 | 1.9467427 | 28487.78925 | 10.198052 | 9 | 18 |
| Indo-Pacific | (27.75,27.85] | 2 | cstar_tref ~ oxygen + aou | 3643 | 1.8090693 | 14665.61832 | 245.859710 | 7.3630295 | 1982-1999 –> 2000-2009 | 3.8052264 | 1.9961570 | 28689.31687 | 353.333741 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3950 | 1.5775335 | 14822.92875 | 926.743945 | 8.8870040 | 2000-2009 –> 2010-2019 | 3.0189004 | 1.4413668 | 27837.01721 | 1838.310992 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ oxygen + aou + nitrate | 3950 | 1.5845408 | 14855.94212 | 534.247298 | 8.8477294 | 2000-2009 –> 2010-2019 | 3.0452959 | 1.4607551 | 27965.38320 | 1043.741554 | 2 | 4 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3950 | 1.5989124 | 14929.27112 | 151.354876 | 8.9094861 | 2000-2009 –> 2010-2019 | 3.0850299 | 1.4861175 | 28166.13038 | 257.963656 | 3 | 6 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 3950 | 1.6017616 | 14941.33634 | 144.556599 | 8.8829942 | 2000-2009 –> 2010-2019 | 3.0984705 | 1.4967088 | 28227.93749 | 249.876740 | 4 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3950 | 1.6114448 | 14990.95056 | 157.396740 | 8.9260288 | 2000-2009 –> 2010-2019 | 3.1192037 | 1.5077590 | 28333.14619 | 265.684059 | 5 | 10 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3950 | 1.6133875 | 14998.46892 | 149.488337 | 8.9318038 | 2000-2009 –> 2010-2019 | 3.1301448 | 1.5167573 | 28382.01840 | 256.270898 | 6 | 12 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + oxygen + aou | 3950 | 1.7952942 | 15842.44864 | 765.323912 | 8.5595949 | 2000-2009 –> 2010-2019 | 3.5700655 | 1.7747713 | 30370.60606 | 1488.473755 | 7 | 14 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + aou | 3950 | 1.8107159 | 15910.02059 | 3.789398 | 8.5870136 | 2000-2009 –> 2010-2019 | 3.6050715 | 1.7943555 | 30518.13695 | 6.745307 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ sal + temp + oxygen | 3950 | 1.8147325 | 15927.52509 | 3.909277 | 8.5976755 | 2000-2009 –> 2010-2019 | 3.6141350 | 1.7994025 | 30556.10590 | 6.923129 | 9 | 18 |
| Indo-Pacific | (27.75,27.85] | 2 | cstar_tref ~ oxygen + aou | 3950 | 1.8294836 | 15989.48078 | 208.301740 | 8.4329728 | 2000-2009 –> 2010-2019 | 3.6385529 | 1.8090693 | 30655.09910 | 454.161450 | 10 | 20 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 4823 | 1.0511110 | 14179.91230 | 679.910759 | 9.3803619 | 1982-1999 –> 2000-2009 | 2.2622105 | 1.2110994 | 27839.01057 | 1328.514489 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ oxygen + aou + nitrate | 4823 | 1.0536345 | 14201.04207 | 495.073542 | 9.4883261 | 1982-1999 –> 2000-2009 | 2.2735010 | 1.2198665 | 27919.26206 | 899.399314 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4823 | 1.0936827 | 14562.88603 | 67.045219 | 8.4785838 | 1982-1999 –> 2000-2009 | 2.3366022 | 1.2429195 | 28441.75302 | 130.233688 | 3 | 6 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + nitrate | 4823 | 1.1015161 | 14629.72888 | 65.976589 | 8.6346681 | 1982-1999 –> 2000-2009 | 2.3511845 | 1.2496684 | 28552.48389 | 128.588986 | 4 | 8 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 4823 | 1.1215680 | 14805.74482 | 67.587365 | 8.4837019 | 1982-1999 –> 2000-2009 | 2.3894822 | 1.2679142 | 28853.33031 | 131.925465 | 5 | 10 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + oxygen + nitrate | 4823 | 1.1318929 | 14892.13720 | 66.367259 | 8.9128519 | 1982-1999 –> 2000-2009 | 2.4065406 | 1.2746477 | 28982.60664 | 130.118610 | 6 | 12 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + aou + nitrate | 4823 | 2.1168988 | 20931.11968 | 57.866256 | 12.9862769 | 1982-1999 –> 2000-2009 | 4.0762587 | 1.9593600 | 38664.96861 | 113.175780 | 13 | 20 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + oxygen | 4823 | 2.0877528 | 20797.38868 | 2.876322 | 11.4018762 | 1982-1999 –> 2000-2009 | 4.1540804 | 2.0663275 | 38981.67328 | 7.289322 | 7 | 15 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 4823 | 2.0899242 | 20807.41566 | 2.772346 | 11.3843394 | 1982-1999 –> 2000-2009 | 4.1612067 | 2.0712825 | 39011.99623 | 7.005171 | 8 | 17 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + oxygen + aou | 4823 | 2.0996767 | 20852.32370 | 405.812974 | 11.5967043 | 1982-1999 –> 2000-2009 | 4.1870961 | 2.0874193 | 39122.66721 | 812.362561 | 11 | 21 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 5595 | 1.0138877 | 16044.25609 | 755.013124 | 6.3402738 | 2000-2009 –> 2010-2019 | 2.0649987 | 1.0511110 | 30224.16839 | 1434.923882 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ oxygen + aou + nitrate | 5595 | 1.0160283 | 16065.85617 | 546.998416 | 6.5122813 | 2000-2009 –> 2010-2019 | 2.0696627 | 1.0536345 | 30266.89824 | 1042.071958 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5595 | 1.0854935 | 16807.89056 | 84.286768 | 6.9539858 | 2000-2009 –> 2010-2019 | 2.1791761 | 1.0936827 | 31370.77660 | 151.331987 | 3 | 6 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + nitrate | 5595 | 1.0854995 | 16805.95220 | 83.589734 | 6.9626564 | 2000-2009 –> 2010-2019 | 2.1870156 | 1.1015161 | 31435.68108 | 149.566323 | 4 | 8 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5595 | 1.1223228 | 17181.25320 | 85.990231 | 7.2098912 | 2000-2009 –> 2010-2019 | 2.2438908 | 1.1215680 | 31986.99802 | 153.577596 | 5 | 10 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + oxygen + nitrate | 5595 | 1.1223821 | 17179.84502 | 85.137768 | 7.1816946 | 2000-2009 –> 2010-2019 | 2.2542750 | 1.1318929 | 32071.98221 | 151.505027 | 6 | 12 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + oxygen | 5595 | 1.6519585 | 21504.87177 | 3.217345 | 6.3889111 | 2000-2009 –> 2010-2019 | 3.7397113 | 2.0877528 | 42302.26045 | 6.093667 | 7 | 14 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + temp + aou | 5595 | 1.6531088 | 21512.66093 | 3.030690 | 6.3851312 | 2000-2009 –> 2010-2019 | 3.7430329 | 2.0899242 | 42320.07660 | 5.803036 | 8 | 16 |
| Indo-Pacific | (27.85,27.95] | 2 | cstar_tref ~ temp + oxygen | 5595 | 1.6615146 | 21567.41608 | 1.159601 | 6.3906181 | 2000-2009 –> 2010-2019 | 3.7569262 | 2.0954117 | 42398.12607 | 2.205511 | 9 | 18 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ sal + oxygen + aou | 5595 | 1.6616975 | 21570.64796 | 414.077270 | 6.3595120 | 2000-2009 –> 2010-2019 | 3.7613742 | 2.0996767 | 42422.97167 | 819.890244 | 10 | 21 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 8638 | 1.0521302 | 25403.49473 | 93.025637 | 6.5115716 | 1982-1999 –> 2000-2009 | 2.1975888 | 1.1454586 | 50630.32602 | 185.412084 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 8638 | 1.0648544 | 25611.17347 | 100.019293 | 6.7239616 | 1982-1999 –> 2000-2009 | 2.2147660 | 1.1499116 | 50900.93070 | 197.050098 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ oxygen + aou + nitrate | 8638 | 1.1603077 | 27092.26837 | 862.483415 | 8.2988654 | 1982-1999 –> 2000-2009 | 2.3718605 | 1.2115528 | 53226.89418 | 1644.292005 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + nitrate | 8638 | 1.2183710 | 27935.84621 | 92.544301 | 8.9029073 | 1982-1999 –> 2000-2009 | 2.4464852 | 1.2281142 | 54290.66313 | 183.534946 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + oxygen + nitrate | 8638 | 1.2532057 | 28422.85843 | 99.055764 | 9.1441697 | 1982-1999 –> 2000-2009 | 2.4970517 | 1.2438460 | 54984.10370 | 194.142198 | 5 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + nitrate | 8638 | 1.3430046 | 29618.43645 | 57.325952 | 6.7156345 | 1982-1999 –> 2000-2009 | 2.6701606 | 1.3271560 | 57231.09672 | 118.042346 | 6 | 12 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + nitrate | 8638 | 1.5823799 | 32452.05650 | 39.259723 | 6.7940085 | 1982-1999 –> 2000-2009 | 3.1368545 | 1.5544746 | 62628.77143 | 78.769361 | 7 | 14 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + aou | 8638 | 1.7289596 | 33982.53443 | 533.626239 | 9.3502955 | 1982-1999 –> 2000-2009 | 3.4128608 | 1.6839012 | 65456.29444 | 964.321702 | 8 | 17 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 8638 | 1.7292840 | 33985.77593 | 5.708081 | 9.3410841 | 1982-1999 –> 2000-2009 | 3.4133820 | 1.6840980 | 65461.43138 | 10.587107 | 9 | 19 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + oxygen | 8638 | 1.7307475 | 34000.39018 | 6.221955 | 9.3836984 | 1982-1999 –> 2000-2009 | 3.4138817 | 1.6831343 | 65466.76187 | 11.487310 | 11 | 19 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 9866 | 0.8416921 | 24609.86303 | 112.509598 | 6.7734711 | 2000-2009 –> 2010-2019 | 1.8938224 | 1.0521302 | 50013.35775 | 205.535235 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 9866 | 0.8593040 | 25018.48318 | 118.021488 | 7.0429686 | 2000-2009 –> 2010-2019 | 1.9241585 | 1.0648544 | 50629.65664 | 218.040781 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + nitrate | 9866 | 1.0519828 | 29008.44915 | 111.206867 | 7.5638934 | 2000-2009 –> 2010-2019 | 2.2703538 | 1.2183710 | 56944.29536 | 203.751168 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + oxygen + nitrate | 9866 | 1.0841788 | 29603.29203 | 115.966620 | 7.8140933 | 2000-2009 –> 2010-2019 | 2.3373845 | 1.2532057 | 58026.15046 | 215.022384 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + aou + nitrate | 9866 | 1.1085175 | 30041.35542 | 70.927477 | 7.6283986 | 2000-2009 –> 2010-2019 | 2.4515221 | 1.3430046 | 59659.79187 | 128.253428 | 5 | 10 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + nitrate | 9866 | 1.2863889 | 32977.78188 | 46.620494 | 7.1999812 | 2000-2009 –> 2010-2019 | 2.8687688 | 1.5823799 | 65429.83838 | 85.880217 | 10 | 16 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + oxygen + aou | 9866 | 1.2320693 | 32126.46715 | 547.318184 | 5.2369735 | 2000-2009 –> 2010-2019 | 2.9610289 | 1.7289596 | 66109.00158 | 1080.944423 | 6 | 13 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + aou | 9866 | 1.2332114 | 32144.75029 | 3.837476 | 5.2480088 | 2000-2009 –> 2010-2019 | 2.9624954 | 1.7292840 | 66130.52622 | 9.545557 | 7 | 15 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ sal + temp + oxygen | 9866 | 1.2343161 | 32162.41695 | 4.192623 | 5.2651871 | 2000-2009 –> 2010-2019 | 2.9650635 | 1.7307475 | 66162.80713 | 10.414578 | 8 | 18 |
| Indo-Pacific | (27.95,28.05] | 2 | cstar_tref ~ sal + aou | 9866 | 1.2583439 | 32540.84000 | 1.038173 | 5.7216429 | 2000-2009 –> 2010-2019 | 2.9881467 | 1.7298028 | 66529.79776 | 2.049026 | 9 | 18 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5759 | 0.7588013 | 13176.18951 | 91.333465 | 6.6803477 | 1982-1999 –> 2000-2009 | 1.6250673 | 0.8662660 | 27385.66651 | 190.568987 | 1 | 2 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + nitrate | 5759 | 0.7593926 | 13183.16142 | 77.021089 | 6.8928484 | 1982-1999 –> 2000-2009 | 1.6269192 | 0.8675266 | 27406.82661 | 162.365084 | 2 | 4 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5759 | 0.7692234 | 13333.31232 | 105.698992 | 7.0337403 | 1982-1999 –> 2000-2009 | 1.6375841 | 0.8683607 | 27569.67516 | 219.748832 | 3 | 6 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + oxygen + nitrate | 5759 | 0.8508833 | 14493.40375 | 67.562933 | 8.9963628 | 1982-1999 –> 2000-2009 | 1.8074073 | 0.9565240 | 29804.21661 | 131.745304 | 4 | 8 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ oxygen + aou + nitrate | 5759 | 1.0731502 | 17166.48672 | 864.663375 | 7.7722640 | 1982-1999 –> 2000-2009 | 2.0788734 | 1.0057232 | 33035.63920 | 1645.200593 | 5 | 10 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + nitrate | 5759 | 1.1113125 | 17568.96428 | 86.057214 | 8.4053776 | 1982-1999 –> 2000-2009 | 2.1235626 | 1.0122501 | 33510.12729 | 169.115562 | 6 | 12 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + oxygen + nitrate | 5759 | 1.1325598 | 17787.09920 | 98.701326 | 8.6692498 | 1982-1999 –> 2000-2009 | 2.1522527 | 1.0196929 | 33809.81381 | 193.156231 | 7 | 14 |
| Indo-Pacific | (28.05,28.1] | 2 | cstar_tref ~ aou + nitrate | 5759 | 1.4898971 | 20943.64157 | 12.865714 | 9.1748696 | 1982-1999 –> 2000-2009 | 2.6014162 | 1.1115192 | 37924.22611 | 26.123910 | 15 | 23 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + aou | 5759 | 1.3866149 | 20118.16994 | 16.444992 | 5.8028915 | 1982-1999 –> 2000-2009 | 2.6128652 | 1.2262504 | 38194.28800 | 26.062229 | 8 | 18 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + oxygen | 5759 | 1.3880111 | 20129.76170 | 18.295150 | 5.8148731 | 1982-1999 –> 2000-2009 | 2.6152374 | 1.2272264 | 38214.73631 | 29.062098 | 9 | 20 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 8070 | 0.6834862 | 16771.60893 | 68.099453 | 6.2320911 | 2000-2009 –> 2010-2019 | 1.4422875 | 0.7588013 | 29947.79844 | 159.432918 | 1 | 2 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 8070 | 0.6927938 | 16989.91867 | 75.845467 | 6.4622072 | 2000-2009 –> 2010-2019 | 1.4620172 | 0.7692234 | 30323.23098 | 181.544459 | 2 | 5 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + nitrate | 8070 | 0.7064700 | 17303.42818 | 63.856688 | 6.1782961 | 2000-2009 –> 2010-2019 | 1.4658626 | 0.7593926 | 30486.58961 | 140.877777 | 3 | 5 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + oxygen + nitrate | 8070 | 0.8277384 | 19860.27042 | 56.655162 | 6.1503551 | 2000-2009 –> 2010-2019 | 1.6786217 | 0.8508833 | 34353.67417 | 124.218095 | 4 | 8 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ oxygen + aou + nitrate | 8070 | 0.8809547 | 20865.93820 | 691.691751 | 7.4869528 | 2000-2009 –> 2010-2019 | 1.9541049 | 1.0731502 | 38032.42492 | 1556.355126 | 5 | 10 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + aou + nitrate | 8070 | 0.9066179 | 21329.39534 | 64.637680 | 8.0748350 | 2000-2009 –> 2010-2019 | 2.0179304 | 1.1113125 | 38898.35962 | 150.694894 | 6 | 12 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ temp + oxygen + nitrate | 8070 | 0.9192546 | 21552.80577 | 71.697160 | 8.2934463 | 2000-2009 –> 2010-2019 | 2.0518144 | 1.1325598 | 39339.90497 | 170.398486 | 7 | 14 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + aou | 8070 | 1.1919371 | 25745.52547 | 9.464729 | 5.6146912 | 2000-2009 –> 2010-2019 | 2.5785519 | 1.3866149 | 45863.69541 | 25.909721 | 8 | 16 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + temp + oxygen | 8070 | 1.1926978 | 25755.82342 | 10.648779 | 5.6694082 | 2000-2009 –> 2010-2019 | 2.5807089 | 1.3880111 | 45885.58511 | 28.943928 | 9 | 18 |
| Indo-Pacific | (28.05,28.1] | 2 | cstar_tref ~ sal + oxygen | 8070 | 1.1982623 | 25828.94930 | 1.000002 | 5.6202759 | 2000-2009 –> 2010-2019 | 2.5960731 | 1.3978108 | 46037.74524 | 2.050559 | 11 | 21 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 8973 | 0.9009246 | 23603.89750 | 37.434444 | 14.2026441 | 1982-1999 –> 2000-2009 | 1.6867608 | 0.7858363 | 47412.47419 | 73.220648 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 8973 | 0.9054101 | 23693.02495 | 208.622002 | 14.2742220 | 1982-1999 –> 2000-2009 | 1.6929793 | 0.7875692 | 47546.10201 | 406.364882 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 8973 | 0.9140785 | 23864.02383 | 53.744146 | 14.5031232 | 1982-1999 –> 2000-2009 | 1.7102244 | 0.7961459 | 47935.91250 | 102.822008 | 3 | 6 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 8973 | 0.9274736 | 24123.09934 | 34.914300 | 13.5215572 | 1982-1999 –> 2000-2009 | 1.7237322 | 0.7962586 | 48195.84859 | 68.322517 | 4 | 8 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 8973 | 0.9642663 | 24821.25613 | 32.314376 | 14.0258666 | 1982-1999 –> 2000-2009 | 1.8769241 | 0.9126578 | 51650.30417 | 61.813399 | 5 | 10 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ oxygen + aou + nitrate | 8973 | 1.4415585 | 32037.56859 | 203.323637 | 9.5197046 | 1982-1999 –> 2000-2009 | 2.5026234 | 1.0610649 | 61910.39830 | 394.423482 | 11 | 17 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ temp + aou + nitrate | 8973 | 1.4569807 | 32228.54009 | 23.215948 | 9.6771841 | 1982-1999 –> 2000-2009 | 2.5262683 | 1.0692876 | 62257.32120 | 46.923212 | 12 | 19 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ temp + oxygen + nitrate | 8973 | 1.4672116 | 32354.11695 | 32.485824 | 9.6568521 | 1982-1999 –> 2000-2009 | 2.5523389 | 1.0851273 | 62679.96181 | 64.309710 | 13 | 21 |
| Indo-Pacific | (28.1,28.2] | 2 | cstar_tref ~ aou + nitrate | 8973 | 1.5057850 | 32817.82601 | 8.051891 | 9.3843076 | 1982-1999 –> 2000-2009 | 2.6091675 | 1.1033825 | 63478.70489 | 17.329351 | 19 | 28 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + temp + aou | 8973 | 1.3658252 | 31069.09471 | 6.894435 | 5.4413647 | 1982-1999 –> 2000-2009 | 2.7098250 | 1.3439997 | 65717.21334 | 12.240804 | 6 | 17 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 10751 | 0.9575838 | 29590.07550 | 36.925829 | 9.3264011 | 2000-2009 –> 2010-2019 | 1.8585084 | 0.9009246 | 53193.97300 | 74.360274 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 10751 | 0.9629548 | 29710.34074 | 159.795638 | 9.3803612 | 2000-2009 –> 2010-2019 | 1.8683648 | 0.9054101 | 53403.36569 | 368.417640 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 10751 | 0.9700749 | 29868.74178 | 51.861599 | 9.5180467 | 2000-2009 –> 2010-2019 | 1.8841534 | 0.9140785 | 53732.76561 | 105.605745 | 3 | 6 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 10751 | 0.9966317 | 30447.46824 | 36.508130 | 8.5444175 | 2000-2009 –> 2010-2019 | 1.9241053 | 0.9274736 | 54570.56758 | 71.422429 | 4 | 8 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 10751 | 1.0088852 | 30710.22139 | 35.104857 | 9.3370220 | 2000-2009 –> 2010-2019 | 1.9731515 | 0.9642663 | 55531.47752 | 67.419233 | 5 | 10 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + temp + aou | 10751 | 1.3100744 | 36327.36108 | 4.949650 | 5.3084551 | 2000-2009 –> 2010-2019 | 2.6758996 | 1.3658252 | 67396.45580 | 11.844084 | 6 | 12 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + temp + oxygen | 10751 | 1.3111905 | 36345.67122 | 6.533396 | 5.3121031 | 2000-2009 –> 2010-2019 | 2.6777310 | 1.3665405 | 67424.16179 | 15.410363 | 7 | 14 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + aou | 10751 | 1.3113531 | 36348.33717 | 150.922752 | 5.3423512 | 2000-2009 –> 2010-2019 | 2.6788857 | 1.3675326 | 67439.85174 | 343.896662 | 8 | 16 |
| Indo-Pacific | (28.1,28.2] | 2 | cstar_tref ~ sal + oxygen | 10751 | 1.3113861 | 36346.87811 | 1.433902 | 5.3620086 | 2000-2009 –> 2010-2019 | 2.6834453 | 1.3720592 | 67495.69643 | 3.118916 | 9 | 18 |
| Indo-Pacific | (28.1,28.2] | 2 | cstar_tref ~ sal + aou | 10751 | 1.3187486 | 36467.26036 | 1.334469 | 5.6079437 | 2000-2009 –> 2010-2019 | 2.7048206 | 1.3860720 | 67798.43041 | 2.831448 | 10 | 20 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1590 | 0.6872144 | 3331.37804 | 50.720696 | 5.4019127 | 1982-1999 –> 2000-2009 | 1.0965482 | 0.4093338 | 5343.19504 | 127.352876 | 2 | 4 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1590 | 0.6871110 | 3330.89970 | 34.246104 | 5.3843265 | 1982-1999 –> 2000-2009 | 1.0967340 | 0.4096230 | 5345.40306 | 83.070088 | 1 | 4 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1590 | 0.6911355 | 3349.47070 | 203.387066 | 5.4989405 | 1982-1999 –> 2000-2009 | 1.1004127 | 0.4092772 | 5360.76158 | 444.913897 | 7 | 8 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1590 | 0.7116401 | 3440.44250 | 23.499650 | 6.1577707 | 1982-1999 –> 2000-2009 | 1.1260499 | 0.4144099 | 5497.14196 | 40.268910 | 9 | 13 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1590 | 0.6889040 | 3337.18706 | 42.853262 | 4.8757298 | 1982-1999 –> 2000-2009 | 1.1327443 | 0.4438402 | 5654.87571 | 114.194736 | 5 | 11 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + nitrate | 1590 | 0.6886304 | 3335.92378 | 28.882477 | 4.8841260 | 1982-1999 –> 2000-2009 | 1.1350244 | 0.4463940 | 5675.43698 | 73.913994 | 4 | 12 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ oxygen + aou + nitrate | 1590 | 0.6932164 | 3357.03092 | 187.612317 | 4.9166459 | 1982-1999 –> 2000-2009 | 1.1363970 | 0.4431806 | 5669.06179 | 425.920155 | 8 | 13 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ oxygen + nitrate | 1590 | 0.7193535 | 3472.72495 | 3.506887 | 5.0893495 | 1982-1999 –> 2000-2009 | 1.1648841 | 0.4455306 | 5802.87394 | 7.813657 | 10 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + temp + nitrate | 1590 | 0.6872663 | 3329.61836 | 11.944268 | 5.4244038 | 1982-1999 –> 2000-2009 | 1.2534883 | 0.5662219 | 6573.66267 | 18.364118 | 3 | 14 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ temp + nitrate | 1590 | 0.6895506 | 3338.17001 | 1.258977 | 4.8226050 | 1982-1999 –> 2000-2009 | 1.2602428 | 0.5706923 | 6610.12894 | 2.687764 | 6 | 18 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1726 | 0.4726812 | 2323.47458 | 68.711611 | 4.9595209 | 2000-2009 –> 2010-2019 | 1.1598956 | 0.6872144 | 5654.85262 | 119.432307 | 1 | 3 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1726 | 0.4760277 | 2347.82784 | 47.759111 | 5.0102743 | 2000-2009 –> 2010-2019 | 1.1631387 | 0.6871110 | 5678.72754 | 82.005215 | 4 | 5 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1726 | 0.4732888 | 2327.90924 | 306.274059 | 5.0034524 | 2000-2009 –> 2010-2019 | 1.1644243 | 0.6911355 | 5677.37994 | 509.661125 | 2 | 9 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1726 | 0.4734573 | 2327.13755 | 42.609559 | 5.0281698 | 2000-2009 –> 2010-2019 | 1.1850973 | 0.7116401 | 5767.58005 | 66.109208 | 3 | 12 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + aou + nitrate | 1726 | 0.4870727 | 2425.00776 | 44.250961 | 4.6006668 | 2000-2009 –> 2010-2019 | 1.2173515 | 0.7302787 | 5947.66616 | 72.215404 | 5 | 16 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + temp + nitrate | 1726 | 0.5490118 | 2838.23470 | 24.853786 | 4.4175914 | 2000-2009 –> 2010-2019 | 1.2362781 | 0.6872663 | 6167.85306 | 36.798054 | 10 | 13 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ sal + nitrate | 1726 | 0.5790762 | 3020.27530 | 2.882215 | 3.5454061 | 2000-2009 –> 2010-2019 | 1.3214396 | 0.7423633 | 6593.12546 | 4.821651 | 11 | 23 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + oxygen + nitrate | 1726 | 0.6602242 | 3474.98879 | 52.473479 | 1.8551459 | 2000-2009 –> 2010-2019 | 1.3491282 | 0.6889040 | 6812.17585 | 95.326741 | 12 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + nitrate | 1726 | 0.6612023 | 3480.09915 | 35.918010 | 1.8910371 | 2000-2009 –> 2010-2019 | 1.3498327 | 0.6886304 | 6816.02292 | 64.800487 | 13 | 17 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + temp + oxygen | 1726 | 0.5379466 | 2767.94944 | 32.492826 | 4.5626836 | 2000-2009 –> 2010-2019 | 1.3510109 | 0.8130644 | 6632.08891 | 46.559835 | 6 | 22 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 146 | 0.0069487 | -1024.67710 | 555.778249 | 0.0314096 | 1982-1999 –> 2000-2009 | 0.4376718 | 0.4307231 | -732.42580 | 1004.428027 | 2 | 3 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 146 | 0.0068927 | -1027.03729 | 815.983119 | 0.0301718 | 1982-1999 –> 2000-2009 | 0.4383537 | 0.4314609 | -733.95423 | 1493.839751 | 1 | 3 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + oxygen + nitrate | 146 | 0.0090655 | -949.02823 | 529.477223 | 0.0368822 | 1982-1999 –> 2000-2009 | 0.4795837 | 0.4705182 | -615.82953 | 1059.032757 | 5 | 8 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + aou + nitrate | 146 | 0.0089880 | -951.53467 | 363.588467 | 0.0355387 | 1982-1999 –> 2000-2009 | 0.4799767 | 0.4709887 | -617.85024 | 717.030522 | 4 | 8 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + oxygen + nitrate | 146 | 0.0073504 | -1010.26493 | 507.720337 | 0.0303714 | 1982-1999 –> 2000-2009 | 0.5043685 | 0.4970181 | -650.43742 | 807.552462 | 3 | 8 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ aou + nitrate | 146 | 0.0156182 | -792.19021 | 245.471543 | 0.0408818 | 1982-1999 –> 2000-2009 | 0.5210352 | 0.5054169 | -426.21869 | 395.661016 | 7 | 13 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ oxygen + nitrate | 146 | 0.0094956 | -937.49120 | 192.705338 | 0.0383903 | 1982-1999 –> 2000-2009 | 0.5404782 | 0.5309825 | -547.53777 | 342.622206 | 6 | 15 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + nitrate | 146 | 0.0302398 | -597.26047 | 69.622651 | 0.1328666 | 1982-1999 –> 2000-2009 | 0.5474410 | 0.5172012 | -218.08746 | 224.378852 | 8 | 15 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + nitrate | 146 | 0.0360938 | -547.58750 | 37.608555 | 0.2017388 | 1982-1999 –> 2000-2009 | 0.5557764 | 0.5196826 | -168.08838 | 40.912122 | 10 | 18 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ temp + nitrate | 146 | 0.0334714 | -569.61245 | 40.638993 | 0.1052548 | 1982-1999 –> 2000-2009 | 0.6655081 | 0.6320366 | -94.98897 | 139.686084 | 9 | 23 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + nitrate | 32 | 0.0376344 | -111.09755 | 140.703146 | 0.1180601 | 2000-2009 –> 2010-2019 | 0.0737281 | 0.0360938 | -658.68506 | 178.311700 | 1 | 2 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + aou | 32 | 0.0642740 | -76.84234 | 104.311268 | 0.1834091 | 2000-2009 –> 2010-2019 | 0.1953569 | 0.1310829 | -247.83458 | 169.273587 | 2 | 4 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + oxygen | 32 | 0.0683583 | -72.89940 | 103.885415 | 0.1941921 | 2000-2009 –> 2010-2019 | 0.2112466 | 0.1428883 | -218.71150 | 178.818079 | 3 | 6 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + temp | 32 | 0.0842261 | -59.53995 | 99.983874 | 0.2288189 | 2000-2009 –> 2010-2019 | 0.3500994 | 0.2658733 | -24.03261 | 155.210831 | 4 | 8 |
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 | 16.4262906 | 4563.2888 |
| Atlantic | (-Inf,26] | 2000-2009 –> 2010-2019 | 15.6509129 | 3944.9205 |
| Atlantic | (26,26.5] | 1982-1999 –> 2000-2009 | 12.5120316 | 14714.6653 |
| Atlantic | (26,26.5] | 2000-2009 –> 2010-2019 | 12.5693113 | 13425.5755 |
| Atlantic | (26.5,26.75] | 1982-1999 –> 2000-2009 | 9.3748624 | 13896.8530 |
| Atlantic | (26.5,26.75] | 2000-2009 –> 2010-2019 | 9.3689653 | 12040.8782 |
| Atlantic | (26.75,27] | 1982-1999 –> 2000-2009 | 9.1692028 | 21446.1628 |
| Atlantic | (26.75,27] | 2000-2009 –> 2010-2019 | 9.2557894 | 17736.1767 |
| Atlantic | (27,27.25] | 1982-1999 –> 2000-2009 | 8.4625501 | 28373.2525 |
| Atlantic | (27,27.25] | 2000-2009 –> 2010-2019 | 9.3719552 | 22195.4472 |
| Atlantic | (27.25,27.5] | 1982-1999 –> 2000-2009 | 7.3093807 | 36111.8723 |
| Atlantic | (27.25,27.5] | 2000-2009 –> 2010-2019 | 8.4854191 | 30769.4050 |
| Atlantic | (27.5,27.75] | 1982-1999 –> 2000-2009 | 8.9514935 | 53876.7830 |
| Atlantic | (27.5,27.75] | 2000-2009 –> 2010-2019 | 10.8328119 | 45982.0089 |
| Atlantic | (27.75,27.85] | 1982-1999 –> 2000-2009 | 12.8221557 | 37883.6364 |
| Atlantic | (27.75,27.85] | 2000-2009 –> 2010-2019 | 15.2184125 | 33600.0819 |
| Atlantic | (27.85,27.95] | 1982-1999 –> 2000-2009 | 13.3591845 | 116468.2696 |
| Atlantic | (27.85,27.95] | 2000-2009 –> 2010-2019 | 17.2839683 | 99911.9975 |
| Atlantic | (27.95,28.05] | 1982-1999 –> 2000-2009 | 12.6172597 | 97193.1930 |
| Atlantic | (27.95,28.05] | 2000-2009 –> 2010-2019 | 16.2819875 | 76855.0076 |
| Atlantic | (28.05,28.1] | 1982-1999 –> 2000-2009 | 5.0236504 | 31022.3987 |
| Atlantic | (28.05,28.1] | 2000-2009 –> 2010-2019 | 5.5777605 | 25981.9542 |
| Atlantic | (28.1,28.15] | 1982-1999 –> 2000-2009 | 3.3119734 | 26205.8608 |
| Atlantic | (28.1,28.15] | 2000-2009 –> 2010-2019 | 3.4273261 | 21667.8824 |
| Atlantic | (28.15,28.2] | 1982-1999 –> 2000-2009 | 1.3936020 | 8466.6091 |
| Atlantic | (28.15,28.2] | 2000-2009 –> 2010-2019 | 1.5320205 | 7669.8542 |
| Atlantic | (28.2, Inf] | 1982-1999 –> 2000-2009 | 1.5830251 | 13663.6678 |
| Atlantic | (28.2, Inf] | 2000-2009 –> 2010-2019 | 1.3634854 | 9465.5101 |
| Indo-Pacific | (-Inf,26] | 1982-1999 –> 2000-2009 | 24.8253162 | 58194.1972 |
| Indo-Pacific | (-Inf,26] | 2000-2009 –> 2010-2019 | 24.9576102 | 77400.6964 |
| Indo-Pacific | (26,26.5] | 1982-1999 –> 2000-2009 | 21.1108632 | 52913.1226 |
| Indo-Pacific | (26,26.5] | 2000-2009 –> 2010-2019 | 24.0018072 | 52273.7231 |
| Indo-Pacific | (26.5,26.75] | 1982-1999 –> 2000-2009 | 18.9504133 | 46864.0866 |
| Indo-Pacific | (26.5,26.75] | 2000-2009 –> 2010-2019 | 22.0977607 | 44937.1080 |
| Indo-Pacific | (26.75,27] | 1982-1999 –> 2000-2009 | 18.6573590 | 58032.7848 |
| Indo-Pacific | (26.75,27] | 2000-2009 –> 2010-2019 | 20.4839726 | 58884.2499 |
| Indo-Pacific | (27,27.25] | 1982-1999 –> 2000-2009 | 15.7124785 | 69960.5909 |
| Indo-Pacific | (27,27.25] | 2000-2009 –> 2010-2019 | 15.3908376 | 68604.1781 |
| Indo-Pacific | (27.25,27.5] | 1982-1999 –> 2000-2009 | 11.1445979 | 79621.1286 |
| Indo-Pacific | (27.25,27.5] | 2000-2009 –> 2010-2019 | 10.6733785 | 80020.8315 |
| Indo-Pacific | (27.5,27.75] | 1982-1999 –> 2000-2009 | 8.7372296 | 84002.3667 |
| Indo-Pacific | (27.5,27.75] | 2000-2009 –> 2010-2019 | 7.8198820 | 83764.9341 |
| Indo-Pacific | (27.75,27.85] | 1982-1999 –> 2000-2009 | 3.4039274 | 27084.0479 |
| Indo-Pacific | (27.75,27.85] | 2000-2009 –> 2010-2019 | 3.2924870 | 29101.1581 |
| Indo-Pacific | (27.85,27.95] | 1982-1999 –> 2000-2009 | 3.0598163 | 32636.9752 |
| Indo-Pacific | (27.85,27.95] | 2000-2009 –> 2010-2019 | 2.8000064 | 35679.9939 |
| Indo-Pacific | (27.95,28.05] | 1982-1999 –> 2000-2009 | 2.7774892 | 58027.7274 |
| Indo-Pacific | (27.95,28.05] | 2000-2009 –> 2010-2019 | 2.5622745 | 60563.5223 |
| Indo-Pacific | (28.05,28.1] | 1982-1999 –> 2000-2009 | 2.0881185 | 32685.5216 |
| Indo-Pacific | (28.05,28.1] | 2000-2009 –> 2010-2019 | 1.9827973 | 37916.9008 |
| Indo-Pacific | (28.1,28.2] | 1982-1999 –> 2000-2009 | 2.1590844 | 55878.4241 |
| Indo-Pacific | (28.1,28.2] | 2000-2009 –> 2010-2019 | 2.2929066 | 60798.6746 |
| Indo-Pacific | (28.2,28.3] | 1982-1999 –> 2000-2009 | 1.1502526 | 5753.2542 |
| Indo-Pacific | (28.2,28.3] | 2000-2009 –> 2010-2019 | 1.2497597 | 6174.7473 |
| Indo-Pacific | (28.3, Inf] | 1982-1999 –> 2000-2009 | 0.5170193 | -480.5418 |
| Indo-Pacific | (28.3, Inf] | 2000-2009 –> 2010-2019 | 0.2076078 | -287.3159 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 4abf542 | Donghe-Zhu | 2021-07-31 |
| a2483f0 | Donghe-Zhu | 2021-07-31 |
| 3300527 | Donghe-Zhu | 2021-07-31 |
| afeb6fd | Donghe-Zhu | 2021-07-31 |
| cb3ef32 | Donghe-Zhu | 2021-07-31 |
| 6528618 | Donghe-Zhu | 2021-07-31 |
| f50925e | Donghe-Zhu | 2021-07-31 |
| f4de2f3 | Donghe-Zhu | 2021-07-30 |
| 43bc7b4 | Donghe-Zhu | 2021-07-30 |
| f8c34a8 | Donghe-Zhu | 2021-07-30 |
| 4f897c4 | Donghe-Zhu | 2021-07-30 |
| 0f6e960 | Donghe-Zhu | 2021-07-30 |
| fe067ea | Donghe-Zhu | 2021-07-30 |
| fbca39a | Donghe-Zhu | 2021-07-30 |
| f945f95 | Donghe-Zhu | 2021-07-30 |
| a3006cd | Donghe-Zhu | 2021-07-30 |
| a55ffdc | Donghe-Zhu | 2021-07-30 |
| d5e4458 | Donghe-Zhu | 2021-07-30 |
| 10a97ef | Donghe-Zhu | 2021-07-30 |
| 1c501fd | Donghe-Zhu | 2021-07-30 |
| 68bce3f | Donghe-Zhu | 2021-07-30 |
| 400c457 | Donghe-Zhu | 2021-07-29 |
| 3ba7852 | Donghe-Zhu | 2021-07-29 |
| ec68363 | Donghe-Zhu | 2021-07-28 |
| d3018f6 | Donghe-Zhu | 2021-07-28 |
| b8ba2c4 | Donghe-Zhu | 2021-07-28 |
| a4ddd84 | Donghe-Zhu | 2021-07-27 |
| 7ef49ab | Donghe-Zhu | 2021-07-27 |
| da818c0 | Donghe-Zhu | 2021-07-27 |
| 8623898 | Donghe-Zhu | 2021-07-27 |
| f84b77c | Donghe-Zhu | 2021-07-27 |
| 70ad9a5 | Donghe-Zhu | 2021-07-27 |
| 0d0b48d | Donghe-Zhu | 2021-07-27 |
| d0d97c6 | Donghe-Zhu | 2021-07-27 |
| 829510d | Donghe-Zhu | 2021-07-27 |
| 780627d | Donghe-Zhu | 2021-07-27 |
| e9838c9 | Donghe-Zhu | 2021-07-27 |
| 2777f33 | Donghe-Zhu | 2021-07-27 |
| d19760f | Donghe-Zhu | 2021-07-27 |
| cac5680 | Donghe-Zhu | 2021-07-23 |
| 7bb279a | Donghe-Zhu | 2021-07-23 |
| d52eac4 | Donghe-Zhu | 2021-07-23 |
| dcf34b1 | Donghe-Zhu | 2021-07-23 |
| 419cb72 | Donghe-Zhu | 2021-07-22 |
| 9447d10 | Donghe-Zhu | 2021-07-22 |
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 4168b43 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| fd528ed | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 60689fb | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 6f50bc6 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c407a50 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| b71c719 | Donghe-Zhu | 2021-03-01 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| e152917 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 401eab3 | Donghe-Zhu | 2021-02-15 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| e2ffc14 | Donghe-Zhu | 2021-02-05 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| a518739 | Donghe-Zhu | 2021-02-01 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(max_rmse)6.3 Predictor counts
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_long %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(basin, eras, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n,
names_from = term,
values_fill = 0)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "eras")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)| aou | nitrate | oxygen | sal | temp | |
|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2009 | |||||
| (-Inf,26] | 6 | 9 | 6 | 7 | 5 |
| (26,26.5] | 6 | 8 | 6 | 7 | 6 |
| (26.5,26.75] | 5 | 8 | 5 | 7 | 7 |
| (26.75,27] | 5 | 9 | 5 | 7 | 5 |
| (27,27.25] | 6 | 10 | 6 | 5 | 4 |
| (27.25,27.5] | 6 | 10 | 6 | 5 | 4 |
| (27.5,27.75] | 6 | 10 | 6 | 5 | 4 |
| (27.75,27.85] | 6 | 10 | 6 | 5 | 4 |
| (27.85,27.95] | 5 | 10 | 5 | 7 | 5 |
| (27.95,28.05] | 6 | 7 | 6 | 9 | 5 |
| (28.05,28.1] | 5 | 10 | 5 | 7 | 5 |
| (28.1,28.15] | 5 | 10 | 5 | 7 | 5 |
| (28.15,28.2] | 6 | 10 | 6 | 5 | 4 |
| (28.2, Inf] | 4 | 10 | 6 | 5 | 6 |
| total | 77.00 | 131.00 | 79.00 | 88.00 | 69.00 |
| Atlantic - 2000-2009 --> 2010-2019 | |||||
| (-Inf,26] | 5 | 10 | 5 | 6 | 6 |
| (26,26.5] | 6 | 8 | 6 | 7 | 6 |
| (26.5,26.75] | 5 | 8 | 5 | 7 | 7 |
| (26.75,27] | 5 | 9 | 5 | 7 | 5 |
| (27,27.25] | 6 | 10 | 5 | 6 | 5 |
| (27.25,27.5] | 5 | 10 | 5 | 7 | 5 |
| (27.5,27.75] | 6 | 10 | 6 | 5 | 4 |
| (27.75,27.85] | 6 | 10 | 6 | 5 | 4 |
| (27.85,27.95] | 6 | 7 | 7 | 8 | 5 |
| (27.95,28.05] | 6 | 7 | 7 | 5 | 7 |
| (28.05,28.1] | 5 | 10 | 5 | 7 | 5 |
| (28.1,28.15] | 5 | 10 | 5 | 7 | 5 |
| (28.15,28.2] | 5 | 10 | 5 | 7 | 5 |
| (28.2, Inf] | 5 | 10 | 5 | 6 | 6 |
| total | 76.00 | 129.00 | 77.00 | 90.00 | 75.00 |
| Indo-Pacific - 1982-1999 --> 2000-2009 | |||||
| (-Inf,26] | 8 | 8 | 5 | 6 | 5 |
| (26,26.5] | 6 | 10 | 6 | 5 | 4 |
| (26.5,26.75] | 6 | 10 | 6 | 5 | 4 |
| (26.75,27] | 6 | 10 | 6 | 5 | 4 |
| (27,27.25] | 6 | 9 | 6 | 5 | 4 |
| (27.25,27.5] | 6 | 10 | 6 | 5 | 4 |
| (27.5,27.75] | 7 | 9 | 6 | 6 | 4 |
| (27.75,27.85] | 7 | 6 | 7 | 6 | 6 |
| (27.85,27.95] | 7 | 7 | 6 | 7 | 6 |
| (27.95,28.05] | 6 | 7 | 6 | 7 | 6 |
| (28.05,28.1] | 6 | 8 | 5 | 6 | 6 |
| (28.1,28.2] | 7 | 9 | 5 | 6 | 5 |
| (28.2,28.3] | 4 | 10 | 6 | 5 | 6 |
| (28.3, Inf] | 3 | 10 | 4 | 5 | 6 |
| total | 85.00 | 123.00 | 80.00 | 79.00 | 70.00 |
| Indo-Pacific - 2000-2009 --> 2010-2019 | |||||
| (-Inf,26] | 7 | 7 | 6 | 7 | 6 |
| (26,26.5] | 6 | 10 | 6 | 5 | 4 |
| (26.5,26.75] | 6 | 10 | 6 | 5 | 4 |
| (26.75,27] | 6 | 10 | 6 | 5 | 4 |
| (27,27.25] | 6 | 9 | 5 | 5 | 5 |
| (27.25,27.5] | 6 | 10 | 6 | 5 | 4 |
| (27.5,27.75] | 7 | 7 | 6 | 7 | 6 |
| (27.75,27.85] | 7 | 6 | 7 | 6 | 6 |
| (27.85,27.95] | 6 | 6 | 7 | 6 | 7 |
| (27.95,28.05] | 6 | 6 | 5 | 8 | 6 |
| (28.05,28.1] | 5 | 7 | 6 | 7 | 6 |
| (28.1,28.2] | 6 | 5 | 6 | 10 | 4 |
| (28.2,28.3] | 4 | 9 | 5 | 8 | 6 |
| (28.3, Inf] | 1 | 1 | 1 | 4 | 1 |
| total | 79.00 | 103.00 | 78.00 | 88.00 | 69.00 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 |
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| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
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| 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 |
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| 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 |
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| 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 |
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| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] car_3.0-10 carData_3.0-4 gt_0.2.2 corrr_0.4.3
[5] broom_0.7.5 kableExtra_1.3.1 knitr_1.30 olsrr_0.5.3
[9] GGally_2.0.0 lubridate_1.7.9 ggforce_0.3.3 metR_0.9.0
[13] scico_1.2.0 patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0
[17] stringr_1.4.0 dplyr_1.0.5 purrr_0.3.4 readr_1.4.0
[21] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0
[25] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 sass_0.2.0
[22] labeling_0.4.2 scales_1.1.1 checkmate_2.0.0
[25] goftest_1.2-2 digest_0.6.27 foreign_0.8-80
[28] rmarkdown_2.5 rio_0.5.16 pkgconfig_2.0.3
[31] htmltools_0.5.0 highr_0.8 dbplyr_1.4.4
[34] rlang_0.4.10 readxl_1.3.1 rstudioapi_0.13
[37] farver_2.0.3 generics_0.1.0 jsonlite_1.7.2
[40] zip_2.1.1 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_1.0.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 MASS_7.3-53
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.2 data.table_1.13.6
[67] modelr_0.1.8 vctrs_0.3.6 tweenr_1.0.2
[70] httpuv_1.5.4 cellranger_1.1.0 gtable_0.3.0
[73] polyclip_1.10-0 reshape_0.8.8 assertthat_0.2.1
[76] openxlsx_4.2.3 xfun_0.20 RcppEigen_0.3.3.9.1
[79] later_1.1.0.1 viridisLite_0.3.0 ellipsis_0.3.1
[82] here_1.0.1