Last updated: 2021-06-07

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.


Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 8aabff4. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:


Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Untracked files:
    Untracked:  docs_GV_2021_5R_ann_standard/
    Untracked:  docs_GV_2021_AIP_ann_standard/
    Untracked:  docs_GV_2021_SO_ann_standard/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.


These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
html 7ae0d4b Donghe-Zhu 2021-06-07 Build site.
html 325391f Donghe-Zhu 2021-06-07 Build site.
html ed89970 Donghe-Zhu 2021-06-07 Build site.
html df37958 Donghe-Zhu 2021-06-07 1
html 812bf63 Donghe-Zhu 2021-06-06 Build site.
html 65c89c8 Donghe-Zhu 2021-06-06 Build site.
html 9baa3b2 Donghe-Zhu 2021-06-06 debug
html b7d99cf Donghe-Zhu 2021-06-06 Build site.
html 5d8fa90 Donghe-Zhu 2021-06-06 Build site.
html dbe2a95 Donghe-Zhu 2021-05-28 Build site.
html d50b039 Donghe-Zhu 2021-05-28 Build site.
html 441ebe5 Donghe-Zhu 2021-05-28 Build site.
html 6262ad3 Donghe-Zhu 2021-05-28 Build site.
html a61aa77 Donghe-Zhu 2021-05-28 Build site.
html b8dbce4 Donghe-Zhu 2021-05-28 Build site.
html 94a833e Donghe-Zhu 2021-05-27 Build site.
html 5e0bd64 Donghe-Zhu 2021-05-27 Build site.
html af1eadd Donghe-Zhu 2021-05-27 Build site.
html 9179bfe Donghe-Zhu 2021-05-27 Build site.
html 28cbe5e Donghe-Zhu 2021-05-27 Build site.
html a618f02 Donghe-Zhu 2021-05-27 Build site.
html 4623e38 Donghe-Zhu 2021-05-27 Build site.
html b81bb49 Donghe-Zhu 2021-05-27 Build site.
html 951e188 Donghe-Zhu 2021-05-27 Build site.
html e377833 Donghe-Zhu 2021-05-26 Build site.
Rmd 896faa0 Donghe-Zhu 2021-05-18 final
html 2705a04 Donghe-Zhu 2021-03-28 Build site.
html cd5f759 Donghe-Zhu 2021-03-28 Build site.
Rmd 347fb44 Donghe-Zhu 2021-03-28 local rebuild
html 75dda4d Donghe-Zhu 2021-03-27 Build site.
html 0b19f6e Donghe-Zhu 2021-03-27 Build site.
html e2704ca Donghe-Zhu 2021-03-27 Build site.
Rmd b1706de Donghe-Zhu 2021-03-27 local rebuild
html 3061a0b Donghe-Zhu 2021-03-27 Build site.
html b883157 Donghe-Zhu 2021-03-27 Build site.
html 0c20513 Donghe-Zhu 2021-03-26 Build site.
html d19654d Donghe-Zhu 2021-03-26 Build site.
Rmd 921c9db Donghe-Zhu 2021-03-26 local rebuild
html 6c53dbf Donghe-Zhu 2021-03-25 Build site.
Rmd 195db95 Donghe-Zhu 2021-03-24 local rebuild
html 1914a11 Donghe-Zhu 2021-03-24 Build site.
Rmd e32af14 Donghe-Zhu 2021-03-24 local rebuild
html 8be810e Donghe-Zhu 2021-03-23 Build site.
Rmd 85274db Donghe-Zhu 2021-03-23 local rebuild
html bf19764 Donghe-Zhu 2021-03-22 Build site.
html 3ec9d3d Donghe-Zhu 2021-03-22 Build site.
Rmd 073fa6a Donghe-Zhu 2021-03-22 local rebuild
html 134ace1 Donghe-Zhu 2021-03-22 Build site.
html f6d70a4 Donghe-Zhu 2021-03-22 Build site.
html 183443b Donghe-Zhu 2021-03-21 Build site.
Rmd adca794 Donghe-Zhu 2021-03-21 local rebuild
html 2e6976b Donghe-Zhu 2021-03-21 Build site.
Rmd 4e7de35 Donghe-Zhu 2021-03-21 local rebuild
html 51a42bd Donghe-Zhu 2021-03-16 Build site.
html f745381 Donghe-Zhu 2021-03-16 Build site.
html aecbf75 Donghe-Zhu 2021-03-14 Build site.
html 1b2a0c2 Donghe-Zhu 2021-03-14 Build site.
html 6733e48 Donghe-Zhu 2021-03-12 Build site.
html ba71e6a Donghe-Zhu 2021-03-12 Build site.
html 9dbf5bd Donghe-Zhu 2021-03-11 Build site.
html a49df30 Donghe-Zhu 2021-03-11 Build site.
html b3348a5 Donghe-Zhu 2021-03-11 Build site.
Rmd 026c061 Donghe-Zhu 2021-03-11 local rebuild
html 1c24ff7 Donghe-Zhu 2021-03-10 Build site.
Rmd dbd8ff8 Donghe-Zhu 2021-03-10 local rebuild
html 94ce5a8 Donghe-Zhu 2021-03-10 Build site.
html db33928 Donghe-Zhu 2021-03-10 Build site.
html 3d1f470 Donghe-Zhu 2021-03-10 Build site.
html 9b7bc66 Donghe-Zhu 2021-03-10 Build site.
Rmd 498be1d Donghe-Zhu 2021-03-10 local rebuild
html 4168b43 Donghe-Zhu 2021-03-10 Build site.
html 5365f80 Donghe-Zhu 2021-03-10 Build site.
html 2b6c392 Donghe-Zhu 2021-03-10 Build site.
html 9f58753 Donghe-Zhu 2021-03-10 Build site.
Rmd e255177 Donghe-Zhu 2021-03-10 local rebuild
html f2a7146 Donghe-Zhu 2021-03-10 Build site.
html fd528ed Donghe-Zhu 2021-03-10 Build site.
html 9d5a62c Donghe-Zhu 2021-03-10 Build site.
Rmd 09b27ef Donghe-Zhu 2021-03-10 local rebuild
html 5d1e70b Donghe-Zhu 2021-03-10 Build site.
Rmd 6125b2d Donghe-Zhu 2021-03-10 local rebuild
html 2093979 Donghe-Zhu 2021-03-10 Build site.
Rmd 558d285 Donghe-Zhu 2021-03-10 local rebuild
html b865899 Donghe-Zhu 2021-03-10 Build site.
html cc2a956 Donghe-Zhu 2021-03-10 Build site.
Rmd 2a633bd Donghe-Zhu 2021-03-10 local rebuild
html 60689fb Donghe-Zhu 2021-03-10 Build site.
html 9230b52 Donghe-Zhu 2021-03-10 Build site.
html dba33c8 Donghe-Zhu 2021-03-09 Build site.
Rmd 6a60e02 Donghe-Zhu 2021-03-09 local rebuild
html 17f1c4a Donghe-Zhu 2021-03-09 Build site.
Rmd 4a4a400 Donghe-Zhu 2021-03-09 local rebuild
html c024d1a Donghe-Zhu 2021-03-09 Build site.
Rmd 34744ec Donghe-Zhu 2021-03-09 local rebuild
html 02f7242 Donghe-Zhu 2021-03-09 Build site.
html 6f50bc6 Donghe-Zhu 2021-03-09 Build site.
Rmd 88f0729 Donghe-Zhu 2021-03-09 local rebuild
html 1691156 Donghe-Zhu 2021-03-08 Build site.
html c0ceaf8 Donghe-Zhu 2021-03-08 Build site.
html 058e0a1 Donghe-Zhu 2021-03-08 Build site.
html 112dea0 Donghe-Zhu 2021-03-08 Build site.
html 1843412 Donghe-Zhu 2021-03-08 Build site.
Rmd d709f6c Donghe-Zhu 2021-03-08 local rebuild
html 65b0cef Donghe-Zhu 2021-03-07 Build site.
html 4083a6c Donghe-Zhu 2021-03-07 Build site.
html 3fbbfa4 Donghe-Zhu 2021-03-07 Build site.
html 627c8fb Donghe-Zhu 2021-03-07 Build site.
html 3607f4d Donghe-Zhu 2021-03-07 Build site.
html 9ef3222 Donghe-Zhu 2021-03-05 Build site.
Rmd 2be54f9 Donghe-Zhu 2021-03-05 local rebuild
html 8c1e978 Donghe-Zhu 2021-03-05 Build site.
html 865f68c Donghe-Zhu 2021-03-05 Build site.
html ee69bc1 Donghe-Zhu 2021-03-05 Build site.
html a79291f Donghe-Zhu 2021-03-05 Build site.
html e8c6f30 Donghe-Zhu 2021-03-04 Build site.
html 59288fe Donghe-Zhu 2021-03-04 Build site.
html 731abc8 Donghe-Zhu 2021-03-04 Build site.
html e2a5a33 Donghe-Zhu 2021-03-04 Build site.
html c7892c1 Donghe-Zhu 2021-03-04 Build site.
html 924430b Donghe-Zhu 2021-03-03 Build site.
html 0d0bca1 Donghe-Zhu 2021-03-03 Build site.
html cb63c16 Donghe-Zhu 2021-03-03 Build site.
html ffda45a Donghe-Zhu 2021-03-03 Build site.
html 691ba81 Donghe-Zhu 2021-03-03 Build site.
html c5e45a2 Donghe-Zhu 2021-03-03 Build site.
html 89c3e58 Donghe-Zhu 2021-03-03 Build site.
html c407a50 Donghe-Zhu 2021-03-03 Build site.
html c911669 Donghe-Zhu 2021-03-03 Build site.
Rmd e1f9d21 Donghe-Zhu 2021-03-03 local rebuild
html b71c719 Donghe-Zhu 2021-03-01 Build site.
html 13666ca Donghe-Zhu 2021-03-01 Build site.
Rmd c3195f4 Donghe-Zhu 2021-03-01 local rebuild
html c6e60fe Donghe-Zhu 2021-03-01 Build site.
Rmd 8ef147d Donghe-Zhu 2021-03-01 local rebuild
html 7a388f7 Donghe-Zhu 2021-03-01 Build site.
html 799e913 Donghe-Zhu 2021-03-01 Build site.
Rmd aa780a7 Donghe-Zhu 2021-03-01 local rebuild
html 66ff99f Donghe-Zhu 2021-03-01 Build site.
html ac9bb7a Donghe-Zhu 2021-02-28 Build site.
html efdc047 Donghe-Zhu 2021-02-28 Build site.
html e9a7418 Donghe-Zhu 2021-02-28 Build site.
Rmd eac1b0e Donghe-Zhu 2021-02-28 local rebuild
html e152917 Donghe-Zhu 2021-02-28 Build site.
html feb991c Donghe-Zhu 2021-02-27 Build site.
Rmd 4563314 Donghe-Zhu 2021-02-27 local rebuild
html 287123c Donghe-Zhu 2021-02-27 Build site.
Rmd 764a9c2 Donghe-Zhu 2021-02-27 local rebuild
html 54d5b5b Donghe-Zhu 2021-02-27 Build site.
Rmd 2e836bf Donghe-Zhu 2021-02-27 local rebuild
html 330f064 Donghe-Zhu 2021-02-27 Build site.
Rmd f360282 Donghe-Zhu 2021-02-27 local rebuild
html adbc9bc Donghe-Zhu 2021-02-27 Build site.
Rmd a8a8f9c Donghe-Zhu 2021-02-27 local rebuild
html 5937141 Donghe-Zhu 2021-02-27 Build site.
Rmd 5f0bfca Donghe-Zhu 2021-02-27 local rebuild
html 4414bbf Donghe-Zhu 2021-02-27 Build site.
html a265efb Donghe-Zhu 2021-02-27 Build site.
html 19edd1e Donghe-Zhu 2021-02-27 Build site.
Rmd 1ae5bb4 Donghe-Zhu 2021-02-27 local rebuild
html f20483f Donghe-Zhu 2021-02-26 Build site.
html 6a2c7b3 Donghe-Zhu 2021-02-25 Build site.
html 02b976d Donghe-Zhu 2021-02-24 Build site.
html 354c224 Donghe-Zhu 2021-02-24 Build site.
Rmd d910d39 Donghe-Zhu 2021-02-24 local rebuild
html 1a0a88a Donghe-Zhu 2021-02-24 Build site.
Rmd 663e891 Donghe-Zhu 2021-02-24 local rebuild
html 57f701e Donghe-Zhu 2021-02-24 Build site.
html 06f3149 Donghe-Zhu 2021-02-16 Build site.
html 401eab3 Donghe-Zhu 2021-02-15 Build site.
html e3bba84 Donghe-Zhu 2021-02-15 Build site.
html 5dce4b1 Donghe-Zhu 2021-02-15 Build site.
Rmd 35b0f2e Donghe-Zhu 2021-02-15 local rebuild
html 4469a0c Donghe-Zhu 2021-02-13 Build site.
Rmd 8186d57 Donghe-Zhu 2021-02-10 apply nr_obs
html 5ae6a69 Donghe-Zhu 2021-02-10 Build site.
Rmd eeb6557 Donghe-Zhu 2021-02-10 local rebuild
html 05385dc Donghe-Zhu 2021-02-10 Build site.
html f791ae4 Donghe-Zhu 2021-02-09 Build site.
html f71ae34 Donghe-Zhu 2021-02-09 Build site.
html c011832 Donghe-Zhu 2021-02-09 Build site.
html a145fa7 Donghe-Zhu 2021-02-09 Build site.
Rmd 37a41c8 Donghe-Zhu 2021-02-09 local rebuild
html c344e42 Donghe-Zhu 2021-02-08 Build site.
Rmd 8f5fa79 Donghe-Zhu 2021-02-08 local rebuild
html 2f095d7 Donghe-Zhu 2021-02-07 Build site.
html 2305044 Donghe-Zhu 2021-02-07 Build site.
Rmd c3638c1 Donghe-Zhu 2021-02-07 local rebuild
html 1fad5f1 Donghe-Zhu 2021-02-07 Build site.
html ca03c39 Donghe-Zhu 2021-02-07 Build site.
html e2ffc14 Donghe-Zhu 2021-02-05 Build site.
html cd7c52c Donghe-Zhu 2021-02-04 Build site.
Rmd bcf91a8 jens-daniel-mueller 2021-02-04 separate MLR tables, added plot residuals vs location
html bcf84f4 Donghe-Zhu 2021-02-02 Build site.
html a518739 Donghe-Zhu 2021-02-01 Build site.
html 61666de Donghe-Zhu 2021-01-31 Build site.
html 865b582 Donghe-Zhu 2021-01-31 Build site.
html 3e68089 Donghe-Zhu 2021-01-31 Build site.
html ecf335c Donghe-Zhu 2021-01-31 Build site.
html a618965 Donghe-Zhu 2021-01-31 Build site.
html 59e006e Donghe-Zhu 2021-01-31 Build site.
html a1c8f87 Donghe-Zhu 2021-01-31 Build site.
html ae5c18f Donghe-Zhu 2021-01-31 Build site.
html b50fe52 Donghe-Zhu 2021-01-31 Build site.
Rmd ac99ae5 jens-daniel-mueller 2021-01-29 code review
html ac99ae5 jens-daniel-mueller 2021-01-29 code review
html b5bdcaf Donghe-Zhu 2021-01-29 Build site.
Rmd b234505 Donghe-Zhu 2021-01-29 MLR approach across all depth
html 442010d Donghe-Zhu 2021-01-29 Build site.
Rmd e67e7dd Donghe-Zhu 2021-01-29 surface equilibrium approach across all latitudes irrespective of gamma
html 372adf5 Donghe-Zhu 2021-01-29 Build site.
html af8788e Donghe-Zhu 2021-01-29 Build site.
html 21c91c9 Donghe-Zhu 2021-01-29 Build site.
html eded038 Donghe-Zhu 2021-01-29 Build site.
html 541d4dd Donghe-Zhu 2021-01-29 Build site.
html 6a75576 Donghe-Zhu 2021-01-28 Build site.
html 16fba40 Donghe-Zhu 2021-01-28 Build site.
Rmd aecf0c6 Donghe-Zhu 2021-01-28 diagnostic ploting
Rmd a02684e Donghe-Zhu 2021-01-28 error
Rmd 4584be9 Donghe-Zhu 2021-01-28 latest
html 12bc567 Donghe-Zhu 2021-01-27 Build site.
html ceed31b Donghe-Zhu 2021-01-27 Build site.
html 342402d Donghe-Zhu 2021-01-27 Build site.
html 5bad5c2 Donghe-Zhu 2021-01-27 Build site.
Rmd c2c9529 Donghe-Zhu 2021-01-27 random subsetting based on lat
html 61efb56 Donghe-Zhu 2021-01-25 Build site.
html 48f638e Donghe-Zhu 2021-01-25 Build site.
html c1cec47 Donghe-Zhu 2021-01-25 Build site.
html 05ffb0c Donghe-Zhu 2021-01-25 Build site.
html 8b97165 Donghe-Zhu 2021-01-25 Build site.
html c569946 Donghe-Zhu 2021-01-24 Build site.
html a2f0d56 Donghe-Zhu 2021-01-23 Build site.
html 28509fc Donghe-Zhu 2021-01-23 Build site.
html 4c28e4a Donghe-Zhu 2021-01-22 Build site.
html 24cc264 jens-daniel-mueller 2021-01-22 cleaned /docs before creating copies
html 88eb28f Donghe-Zhu 2021-01-21 Build site.
html 2679490 Donghe-Zhu 2021-01-21 Build site.
html 7891955 Donghe-Zhu 2021-01-21 Build site.
html d4cf1cb Donghe-Zhu 2021-01-21 Build site.
Rmd 167eeec Donghe-Zhu 2021-01-21 surface DIC calculation with atmospheric equilibrium option
html 1f3e5b6 jens-daniel-mueller 2021-01-20 Build site.
html 0e7bdf1 jens-daniel-mueller 2021-01-15 cleaning template repository
html 73cbef3 jens-daniel-mueller 2021-01-15 Build site.
html 4571843 jens-daniel-mueller 2021-01-14 revision and html deleted for template copying
html 23151cd jens-daniel-mueller 2021-01-14 Build site.
html b3564aa jens-daniel-mueller 2021-01-14 Build site.
html 8d032c3 jens-daniel-mueller 2021-01-14 Build site.
html 022871c Donghe-Zhu 2021-01-13 Build site.
Rmd d44f36f Donghe-Zhu 2021-01-13 reorder analysis final
html 17dee1d jens-daniel-mueller 2021-01-13 Build site.
Rmd 9e04fd7 jens-daniel-mueller 2021-01-13 local rebuild after revision
html a076226 Donghe-Zhu 2021-01-11 Build site.
Rmd 52eff18 Donghe-Zhu 2021-01-09 Implemet model_run and subsetting
html 7cdea0c jens-daniel-mueller 2021-01-06 Build site.
Rmd b5934dd jens-daniel-mueller 2021-01-06 local rebuild after revision
html fa85b93 jens-daniel-mueller 2021-01-06 Build site.
html e5cb81a Donghe-Zhu 2021-01-05 Build site.
Rmd 608cc45 Donghe-Zhu 2021-01-05 modification of analysis
html a499f10 Donghe-Zhu 2021-01-05 Build site.
Rmd 715bdb4 Donghe-Zhu 2021-01-02 model modification
html fb8a752 Donghe-Zhu 2020-12-23 Build site.
Rmd 82e3c9c Donghe-Zhu 2020-12-23 first build after creating model template
html 8fae0b2 Donghe-Zhu 2020-12-21 Build site.
Rmd 00a1322 Donghe-Zhu 2020-12-21 first build after creating model template
Rmd d73ae35 Donghe-Zhu 2020-12-21 first version with lm error
html c8b76b3 jens-daniel-mueller 2020-12-19 Build site.
Rmd b5fedce jens-daniel-mueller 2020-12-19 first build after creating model template
Rmd 8e8abf5 Jens Müller 2020-12-18 Initial commit

1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 1000

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rmse_sum)
} else {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rank_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rank_sum)
}

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 249 1.2580037 834.935397 20.543942 3.6316363 1982-1999 –> 2000-2009 3.3346768 2.0766730 2852.46105 46.938654 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 249 1.2599649 835.711154 19.469434 3.6430698 1982-1999 –> 2000-2009 3.3377334 2.0777685 2853.72831 43.215124 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 249 1.2755584 841.836649 198.529345 3.7467343 1982-1999 –> 2000-2009 3.3591782 2.0836198 2862.47478 398.630393 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 249 1.5861763 950.371874 20.513814 6.1817721 1982-1999 –> 2000-2009 3.8498265 2.2636502 3048.24667 46.142713 10 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 249 1.6681124 975.454360 39.773575 4.9499773 1982-1999 –> 2000-2009 4.2962268 2.6281144 3212.46556 59.516940 11 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 249 1.6688787 975.683061 26.034779 4.9521487 1982-1999 –> 2000-2009 4.2971899 2.6283112 3212.76407 38.868514 12 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 249 1.6815274 979.443255 263.961797 4.9742767 1982-1999 –> 2000-2009 4.3132323 2.6317049 3217.72689 325.252577 13 20
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 249 1.6948251 981.366008 19.199993 4.7790645 1982-1999 –> 2000-2009 4.3413656 2.6465405 3222.88880 30.344240 14 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 249 1.6962263 981.777570 17.071051 4.7794891 1982-1999 –> 2000-2009 4.3428255 2.6465991 3223.32101 23.779535 15 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 249 1.7126633 986.580098 174.247955 4.7929514 1982-1999 –> 2000-2009 4.3617097 2.6490464 3228.98496 230.510378 16 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 173 1.2913920 593.432105 21.640965 3.7891158 2000-2009 –> 2010-2019 2.5493958 1.2580037 1428.36750 42.184907 3 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 173 1.2906338 593.228895 19.357246 3.7856058 2000-2009 –> 2010-2019 2.5505987 1.2599649 1428.94005 38.826679 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 173 1.2864423 592.103390 160.362527 3.7577836 2000-2009 –> 2010-2019 2.5620007 1.2755584 1433.94004 358.891872 1 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 173 1.5991256 667.384846 18.981212 5.1435955 2000-2009 –> 2010-2019 3.2672380 1.6681124 1642.83921 58.754787 5 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 173 1.5987041 667.293631 10.297636 5.1390869 2000-2009 –> 2010-2019 3.2675828 1.6688787 1642.97669 36.332415 4 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 173 1.6000174 667.577744 66.439189 5.0931178 2000-2009 –> 2010-2019 3.2815448 1.6815274 1647.02100 330.400987 6 19
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 173 1.7335877 695.319546 23.076389 6.1208964 2000-2009 –> 2010-2019 3.3197640 1.5861763 1645.69142 43.590203 7 17
Indian (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 173 2.1750634 773.814732 30.099224 5.0479563 2000-2009 –> 2010-2019 3.5814032 1.4063398 1664.25935 56.741936 14 18
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 173 1.9025665 725.501234 12.879284 5.4700942 2000-2009 –> 2010-2019 3.5973916 1.6948251 1706.86724 32.079276 11 25
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 173 1.9021505 725.425581 7.426439 5.4688492 2000-2009 –> 2010-2019 3.5983769 1.6962263 1707.20315 24.497490 10 25
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 424 1.7636679 1698.411410 22.427889 7.3515491 1982-1999 –> 2000-2009 3.5868634 1.8231955 5218.31425 37.436890 4 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 424 1.7644854 1698.804398 14.703094 7.3610951 1982-1999 –> 2000-2009 3.5967614 1.8322760 5227.33198 28.025581 5 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 424 1.7722931 1702.548454 124.472694 7.4397920 1982-1999 –> 2000-2009 3.6501631 1.8778700 5273.74557 260.670234 6 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 424 1.7532285 1693.377078 13.633999 7.0763488 1982-1999 –> 2000-2009 3.8548415 2.1016129 5459.99046 27.215807 1 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 424 1.7534985 1693.507638 13.742873 7.0813348 1982-1999 –> 2000-2009 3.8587439 2.1052454 5463.11898 27.400607 2 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 424 1.7565500 1694.982092 159.434972 7.1267838 1982-1999 –> 2000-2009 3.8905009 2.1339509 5488.10420 261.111232 3 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 424 1.8033353 1715.272820 10.368169 7.0923555 1982-1999 –> 2000-2009 4.1162962 2.3129609 5646.23556 22.199716 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 424 1.8045762 1715.856121 9.863163 7.0991147 1982-1999 –> 2000-2009 4.1240343 2.3194582 5651.68856 21.796641 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 424 1.8200863 1723.113461 116.314935 7.1506828 1982-1999 –> 2000-2009 4.1798728 2.3597864 5688.87021 204.418027 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 424 1.9144342 1767.969833 17.969461 7.0977643 1982-1999 –> 2000-2009 4.3991832 2.4847490 5825.30513 31.092583 10 23
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 312 1.1659283 995.212599 14.711900 3.7104686 2000-2009 –> 2010-2019 2.9295962 1.7636679 2693.62401 37.139788 1 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 1.1666530 995.600340 12.478654 3.7175033 2000-2009 –> 2010-2019 2.9311384 1.7644854 2694.40474 27.181749 2 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 1.1842746 1004.955046 142.249929 3.8287038 2000-2009 –> 2010-2019 2.9565678 1.7722931 2707.50350 266.722623 3 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 312 1.2570518 1042.169563 11.287534 3.4721272 2000-2009 –> 2010-2019 3.0102803 1.7532285 2735.54664 24.921533 5 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 312 1.2570063 1042.147020 11.318133 3.4724725 2000-2009 –> 2010-2019 3.0105048 1.7534985 2735.65466 25.061006 4 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 312 1.2572248 1042.255476 112.848835 3.4800004 2000-2009 –> 2010-2019 3.0137749 1.7565500 2737.23757 272.283807 6 9
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 312 1.2618736 1042.558526 10.566705 3.6003845 2000-2009 –> 2010-2019 3.0652089 1.8033353 2757.83135 20.934874 7 14
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 312 1.2621503 1042.695358 10.614970 3.6048487 2000-2009 –> 2010-2019 3.0667265 1.8045762 2758.55148 20.478133 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 312 1.2738968 1048.475884 112.822679 3.7136130 2000-2009 –> 2010-2019 3.0939831 1.8200863 2771.58935 229.137613 9 18
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 312 1.4289020 1122.127196 13.172406 4.1184802 2000-2009 –> 2010-2019 3.3433362 1.9144342 2890.09703 31.141867 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 477 1.2996978 1617.741109 55.768093 4.6282442 1982-1999 –> 2000-2009 2.6702061 1.3705083 4153.15189 77.296995 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 477 1.3003356 1618.209086 41.732337 4.6343540 1982-1999 –> 2000-2009 2.6716968 1.3713613 4154.52457 57.314462 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 477 1.3123374 1626.973920 191.008220 4.6961359 1982-1999 –> 2000-2009 2.6922869 1.3799495 4172.36673 401.507448 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 477 1.2657006 1592.454366 16.183158 5.1128480 1982-1999 –> 2000-2009 2.8280081 1.5623075 4318.31331 29.265411 1 5
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 1.2690242 1594.956197 20.722303 5.0758633 1982-1999 –> 2000-2009 2.8485992 1.5795750 4336.79736 35.737036 3 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 1.2689864 1594.927781 16.784052 5.0773915 1982-1999 –> 2000-2009 2.8487633 1.5797769 4336.95484 31.896722 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 477 1.2753713 1599.715771 208.702376 5.1535928 1982-1999 –> 2000-2009 2.8610122 1.5856410 4347.12999 352.337686 5 12
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 477 1.2694003 1593.238912 12.488902 5.0357221 1982-1999 –> 2000-2009 2.8753688 1.6059685 4357.17461 21.627962 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 477 1.3163906 1627.915848 10.842241 4.7807420 1982-1999 –> 2000-2009 2.9081473 1.5917567 4378.92732 23.756882 9 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 477 1.3526252 1653.820494 19.281444 4.5486015 1982-1999 –> 2000-2009 2.9599555 1.6073303 4418.98857 33.953387 11 21
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 277 0.8615786 717.552070 21.312503 2.6143238 2000-2009 –> 2010-2019 2.1612765 1.2996978 2335.29318 77.080596 1 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 277 0.8616086 717.571316 15.203364 2.6151125 2000-2009 –> 2010-2019 2.1619441 1.3003356 2335.78040 56.935701 2 9
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 277 0.8970719 739.916903 12.901464 2.6185682 2000-2009 –> 2010-2019 2.1627725 1.2657006 2332.37127 29.084622 4 5
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 277 0.8629618 718.440759 192.033809 2.5889748 2000-2009 –> 2010-2019 2.1752992 1.3123374 2345.41468 383.042029 3 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 277 0.8995304 739.433087 12.064674 2.5845509 2000-2009 –> 2010-2019 2.2159210 1.3163906 2367.34893 22.906915 5 14
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 277 1.0222772 812.298076 15.039039 2.8399517 2000-2009 –> 2010-2019 2.2913014 1.2690242 2407.25427 35.761342 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 277 1.0224707 812.402914 15.082418 2.8396254 2000-2009 –> 2010-2019 2.2914571 1.2689864 2407.33069 31.866471 10 12
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 277 1.0204020 811.280907 141.063818 2.8437971 2000-2009 –> 2010-2019 2.2957733 1.2753713 2410.99668 349.766194 6 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 277 1.0224855 810.410937 14.405282 2.8427476 2000-2009 –> 2010-2019 2.3747139 1.3522284 2463.95153 30.437643 11 21
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 277 1.0222779 810.298435 14.337226 2.8406110 2000-2009 –> 2010-2019 2.3749031 1.3526252 2464.11893 33.618670 9 20
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 922 1.1121786 2826.578131 17.115977 6.0734671 1982-1999 –> 2000-2009 2.3670731 1.2548945 6471.63217 27.398575 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 922 1.2095399 2981.325219 81.935207 5.2771229 1982-1999 –> 2000-2009 2.4387481 1.2292083 6580.75644 121.233323 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 922 1.2099732 2981.985785 66.447582 5.2844804 1982-1999 –> 2000-2009 2.4393568 1.2293836 6581.73170 96.951916 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 922 1.2189822 2995.664587 217.278285 5.4114646 1982-1999 –> 2000-2009 2.4520226 1.2330404 6601.96250 465.071920 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 922 1.2153290 2988.129997 9.907292 5.3050041 1982-1999 –> 2000-2009 2.4773647 1.2620357 6643.70199 20.074795 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 922 1.1238072 2845.758392 27.787467 6.1395917 1982-1999 –> 2000-2009 2.5297784 1.4059712 6741.58350 44.932261 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 922 1.1245266 2846.938409 33.699651 6.1523945 1982-1999 –> 2000-2009 2.5308950 1.4063684 6743.38666 51.326557 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 922 1.1280932 2852.777735 212.193463 6.2388885 1982-1999 –> 2000-2009 2.5395787 1.4114855 6757.23794 343.923676 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 922 1.1957099 2958.119347 15.086540 5.4849742 1982-1999 –> 2000-2009 2.6552697 1.4595598 6934.46325 23.742367 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 922 1.3520517 3184.715878 26.644036 4.4044168 1982-1999 –> 2000-2009 2.7792313 1.4271796 7111.56894 43.761281 12 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 432 1.2214900 1412.824616 12.360269 4.5972563 2000-2009 –> 2010-2019 2.3336686 1.1121786 4239.40275 29.476246 4 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 432 1.1397366 1352.971663 51.605360 4.4431891 2000-2009 –> 2010-2019 2.3492765 1.2095399 4334.29688 133.540567 2 8
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 432 1.1403596 1353.443831 41.473851 4.4420480 2000-2009 –> 2010-2019 2.3503329 1.2099732 4335.42962 107.921434 3 10
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 432 1.1348065 1349.226162 268.517579 4.4601381 2000-2009 –> 2010-2019 2.3537886 1.2189822 4344.89075 485.795864 1 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 432 1.2612846 1440.523861 24.967483 4.4217096 2000-2009 –> 2010-2019 2.3850918 1.1238072 4286.28225 52.754950 8 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 432 1.2610242 1440.345468 26.535335 4.4266559 2000-2009 –> 2010-2019 2.3855508 1.1245266 4287.28388 60.234986 7 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 432 1.2601462 1439.743653 178.012352 4.4461835 2000-2009 –> 2010-2019 2.3882394 1.1280932 4292.52139 390.205815 6 10
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 432 1.2240899 1412.661629 12.297351 4.6186622 2000-2009 –> 2010-2019 2.4394189 1.2153290 4400.79163 22.204643 5 13
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 432 1.2664006 1442.021324 24.912249 4.4526816 2000-2009 –> 2010-2019 2.6184524 1.3520517 4626.73720 51.556286 11 23
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 432 1.2655537 1441.443317 26.473464 4.4554586 2000-2009 –> 2010-2019 2.6194936 1.3539399 4628.73255 58.905374 10 23
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 978 2.0408525 4184.790832 129.777000 9.8063507 1982-1999 –> 2000-2009 3.8373305 1.7964780 9054.33554 214.426031 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 978 2.0434689 4187.296790 112.244914 9.7981569 1982-1999 –> 2000-2009 3.8396003 1.7961314 9056.37423 183.568813 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 978 2.0493270 4192.896200 289.955592 9.8396983 1982-1999 –> 2000-2009 3.8434750 1.7941479 9059.29753 739.683327 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 978 2.1430505 4280.366212 37.898370 8.1367579 1982-1999 –> 2000-2009 3.9769290 1.8338784 9199.81629 54.778178 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 978 2.2460585 4370.193808 17.970810 7.5440901 1982-1999 –> 2000-2009 4.0949998 1.8489413 9307.45609 34.745529 8 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 978 2.2746772 4396.959207 51.445670 9.8249382 1982-1999 –> 2000-2009 4.1345526 1.8598754 9350.50237 113.354940 9 15
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 978 2.2746829 4396.964092 44.549707 9.8169127 1982-1999 –> 2000-2009 4.1345890 1.8599061 9350.54721 95.663576 10 17
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 978 2.2747079 4394.985569 20.910334 9.7426204 1982-1999 –> 2000-2009 4.1351387 1.8604308 9347.25185 33.435584 11 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 978 2.2762133 4398.279644 572.109942 9.8138138 1982-1999 –> 2000-2009 4.1397270 1.8635137 9356.55605 1106.754007 12 21
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 978 2.2807423 4400.167677 34.812991 10.1847130 1982-1999 –> 2000-2009 4.1480327 1.8672903 9361.34760 83.393821 13 23
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 495 1.8991538 2053.743500 130.072821 8.1006965 2000-2009 –> 2010-2019 3.9400063 2.0408525 6238.53433 259.849821 6 8
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 495 1.8983450 2053.321786 112.202964 8.1093713 2000-2009 –> 2010-2019 3.9418139 2.0434689 6240.61858 224.447878 5 8
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 495 1.9036675 2056.093627 547.238159 8.1346265 2000-2009 –> 2010-2019 3.9529946 2.0493270 6248.98983 837.193750 8 12
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 495 1.9397493 2074.682283 56.541755 9.3531561 2000-2009 –> 2010-2019 4.0049851 2.0652358 6282.70416 154.790254 19 24
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 495 1.9134873 2061.187270 22.207689 7.1177514 2000-2009 –> 2010-2019 4.0565378 2.1430505 6341.55348 60.106059 11 17
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 495 2.1265114 2165.687099 93.234880 10.1743495 2000-2009 –> 2010-2019 4.0841597 1.9576483 6269.06196 205.256250 59 60
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 495 1.8811975 2044.338598 44.506497 8.3390536 2000-2009 –> 2010-2019 4.1558804 2.2746829 6441.30269 89.056205 1 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 495 1.8817097 2044.608098 51.966284 8.3392364 2000-2009 –> 2010-2019 4.1563869 2.2746772 6441.56731 103.411954 2 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 495 1.8825145 2045.031438 587.675266 8.3490956 2000-2009 –> 2010-2019 4.1587278 2.2762133 6443.31108 1159.785208 3 15
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 495 1.9306550 2068.029896 21.552298 7.3314803 2000-2009 –> 2010-2019 4.1767136 2.2460585 6438.22370 39.523108 12 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.8306476 4425.466081 124.619538 9.8005417 1982-1999 –> 2000-2009 3.2892078 1.4585603 10037.01223 229.908738 3 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.8317218 4426.745008 144.673839 9.6879738 1982-1999 –> 2000-2009 3.2906418 1.4589199 10039.05945 247.838188 5 7
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.8328564 4428.094918 197.823353 9.8737036 1982-1999 –> 2000-2009 3.2929246 1.4600682 10042.86085 391.622746 8 13
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1090 1.8328568 4426.095302 116.220456 9.8734327 1982-1999 –> 2000-2009 3.2930650 1.4602082 10039.16013 172.347362 9 15
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1090 1.8338029 4429.220335 183.850861 9.7490865 1982-1999 –> 2000-2009 3.2941465 1.4603436 10044.57398 377.938023 10 17
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1090 1.8338371 4427.261045 105.243010 9.7481763 1982-1999 –> 2000-2009 3.2943559 1.4605187 10040.98835 161.137736 11 19
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1090 1.8360882 4429.935367 394.773138 9.8618483 1982-1999 –> 2000-2009 3.2977268 1.4616386 10046.05092 1049.054566 14 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1090 1.8300033 4424.698716 109.715311 9.3274595 1982-1999 –> 2000-2009 3.2988229 1.4688197 10058.08582 144.186290 1 17
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.8300476 4424.751530 150.402835 9.7478439 1982-1999 –> 2000-2009 3.3061946 1.4761470 10073.64452 210.307621 2 33
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1090 1.8357207 4429.498948 36.738020 9.1680104 1982-1999 –> 2000-2009 3.3101564 1.4744358 10072.77755 54.592298 13 42
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 605 1.5072918 2227.396174 136.491110 4.7251215 2000-2009 –> 2010-2019 3.3379393 1.8306476 6652.86225 261.110649 5 8
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 605 1.5066540 2226.884090 888.078564 4.6868324 2000-2009 –> 2010-2019 3.3390381 1.8323841 6654.41715 1676.073381 4 11
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 605 1.5081269 2228.066447 130.632305 4.7699389 2000-2009 –> 2010-2019 3.3398488 1.8317218 6654.81145 275.306143 6 11
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 605 1.5283638 2244.194932 246.645692 5.0065757 2000-2009 –> 2010-2019 3.3612203 1.8328564 6672.28985 444.469045 11 20
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 605 1.5291795 2244.840529 240.010233 5.0439812 2000-2009 –> 2010-2019 3.3629824 1.8338029 6674.06086 423.861094 12 23
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 605 1.5281081 2243.992459 847.278858 4.9961657 2000-2009 –> 2010-2019 3.3641718 1.8360637 6675.89871 1380.731660 10 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 605 1.5377783 2251.625462 183.869081 4.5123497 2000-2009 –> 2010-2019 3.3685050 1.8307267 6677.18575 398.341755 13 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 605 1.5542817 2262.541945 88.746517 4.4248994 2000-2009 –> 2010-2019 3.3898305 1.8355488 6691.83680 194.177223 15 28
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 605 1.5466332 2256.572920 173.593707 4.8798964 2000-2009 –> 2010-2019 3.4086789 1.8620457 6717.11205 342.697975 14 36
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 605 1.5777102 2280.644844 108.585518 5.2098012 2000-2009 –> 2010-2019 3.4105670 1.8328568 6706.74015 224.805974 20 30
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1557 1.2896303 5224.637776 668.891700 6.6890150 1982-1999 –> 2000-2009 2.3079393 1.0183090 10682.30427 844.932092 2 6
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1557 1.2939562 5235.065828 588.215255 6.5524385 1982-1999 –> 2000-2009 2.3123621 1.0184059 10693.09276 738.818008 5 11
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1557 1.2866843 5217.516322 697.223823 6.6922366 1982-1999 –> 2000-2009 2.3137469 1.0270625 10707.60571 1067.055284 1 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1557 1.2897359 5222.892793 660.269852 6.6692832 1982-1999 –> 2000-2009 2.3169417 1.0272058 10711.51060 750.494207 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1557 1.2913811 5228.862659 607.833245 6.5334987 1982-1999 –> 2000-2009 2.3178248 1.0264437 10716.66887 1019.721295 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1557 1.2942692 5233.819184 574.272038 6.5076194 1982-1999 –> 2000-2009 2.3210199 1.0267507 10720.75820 664.273259 6 20
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1557 1.3076439 5265.833449 729.297529 6.6324454 1982-1999 –> 2000-2009 2.3381284 1.0304845 10766.52261 1520.547907 7 27
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1557 1.3371839 5337.396691 294.680545 6.2715063 1982-1999 –> 2000-2009 2.3586846 1.0215007 10806.91712 401.372157 10 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1557 1.3373670 5335.822948 46.788875 6.2325789 1982-1999 –> 2000-2009 2.3589091 1.0215421 10803.49693 78.359137 11 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1557 1.3239997 5306.541168 433.749693 7.3233496 1982-1999 –> 2000-2009 2.3693801 1.0453804 10863.59510 501.000830 8 31
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 820 1.3822266 2871.920067 592.185165 5.1333176 2000-2009 –> 2010-2019 2.6689109 1.2866843 8089.43639 1289.408988 7 8
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 820 1.3799513 2869.218271 478.752965 5.0704398 2000-2009 –> 2010-2019 2.6695816 1.2896303 8093.85605 1147.644665 5 7
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 820 1.3796610 2868.873196 390.212902 5.0601536 2000-2009 –> 2010-2019 2.6736171 1.2939562 8103.93902 978.428157 4 9
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 820 1.3822822 2871.986094 481.503625 5.1284382 2000-2009 –> 2010-2019 2.6736633 1.2913811 8100.84875 1089.336871 8 12
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 820 1.3852353 2873.486075 477.608187 5.3103784 2000-2009 –> 2010-2019 2.6749712 1.2897359 8096.37887 1137.878039 11 14
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 820 1.3690863 2856.254630 909.002365 5.2600714 2000-2009 –> 2010-2019 2.6750529 1.3059666 8120.09123 1695.084430 1 8
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 820 1.3701161 2855.487753 804.215117 5.3647684 2000-2009 –> 2010-2019 2.6777600 1.3076439 8121.32120 1533.512646 2 10
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 820 1.3846895 2872.839770 384.170010 5.2880683 2000-2009 –> 2010-2019 2.6789588 1.2942692 8106.65895 958.442048 10 16
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 820 1.3796373 2868.845043 129.327041 5.0427051 2000-2009 –> 2010-2019 2.7168212 1.3371839 8206.24173 424.007586 3 14
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 820 1.3801443 2867.447611 77.646310 5.0966856 2000-2009 –> 2010-2019 2.7175113 1.3373670 8203.27056 124.435185 6 18
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 639 1.0964128 1945.035349 112.157968 5.2403854 1982-1999 –> 2000-2009 1.7971649 0.7007521 3600.82846 326.864122 4 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 639 1.1015286 1950.984615 121.805082 5.2177364 1982-1999 –> 2000-2009 1.8012109 0.6996823 3604.41859 336.404632 6 8
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 639 1.1838999 2043.147770 117.569169 4.9821251 1982-1999 –> 2000-2009 1.8810855 0.6971856 3691.06249 318.834499 8 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 639 1.1955852 2053.699994 107.145528 6.1483697 1982-1999 –> 2000-2009 1.9128445 0.7172593 3743.44227 310.310975 10 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 639 1.1124703 1959.616529 898.430720 4.3075977 1982-1999 –> 2000-2009 1.9300046 0.8175344 3849.39977 948.583847 7 16
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 639 1.2820300 2142.915848 106.314936 6.2150735 1982-1999 –> 2000-2009 2.0130719 0.7310419 3862.04574 304.169658 13 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 639 1.2461169 2106.604691 90.084575 4.8435229 1982-1999 –> 2000-2009 2.0380601 0.7919432 3949.28363 212.125307 11 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 639 1.2481497 2108.687773 121.688510 4.8722380 1982-1999 –> 2000-2009 2.0391588 0.7910090 3949.54444 239.880229 12 18
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 639 1.0688353 1910.479317 976.616887 6.1866443 1982-1999 –> 2000-2009 2.1581514 1.0893162 4245.40980 1055.334075 1 36
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 639 1.3462302 2203.363344 86.536917 4.9022077 1982-1999 –> 2000-2009 2.1724812 0.8262510 4109.52180 228.356472 14 24
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 414 1.0742942 1248.218781 415.004545 3.5682224 2000-2009 –> 2010-2019 2.1707070 1.0964128 3193.25413 527.162514 1 5
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 414 1.0805448 1253.022453 415.315830 3.5519463 2000-2009 –> 2010-2019 2.1820735 1.1015286 3204.00707 537.120913 2 8
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 414 1.1089624 1272.516870 363.178284 4.3246669 2000-2009 –> 2010-2019 2.3045477 1.1955852 3326.21686 470.323812 3 13
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 414 1.1292885 1289.555831 388.197126 4.1124825 2000-2009 –> 2010-2019 2.3131885 1.1838999 3332.70360 505.766295 6 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 414 1.1138266 1276.140696 754.122956 3.6747421 2000-2009 –> 2010-2019 2.3568917 1.2430652 3379.61168 1159.583148 4 15
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 414 1.1235657 1283.349177 113.496557 3.6698212 2000-2009 –> 2010-2019 2.3696827 1.2461169 3389.95387 203.581132 5 17
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 414 1.1298810 1287.990136 152.996953 3.6555113 2000-2009 –> 2010-2019 2.3780308 1.2481497 3396.67791 274.685463 7 20
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 414 1.1521917 1304.180507 345.364899 4.6818958 2000-2009 –> 2010-2019 2.4342217 1.2820300 3447.09635 451.679835 8 22
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 414 1.4238753 1479.481610 568.191641 4.3039369 2000-2009 –> 2010-2019 2.4927106 1.0688353 3389.96093 1544.808528 18 19
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 414 1.1574352 1305.940112 114.622130 4.1660075 2000-2009 –> 2010-2019 2.5036654 1.3462302 3509.30346 201.159048 9 24
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 821 1.2085877 2654.978092 110.642265 8.0139639 1982-1999 –> 2000-2009 1.9154966 0.7069089 4452.92764 210.360140 3 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 821 1.2083640 2654.674154 143.161483 7.9893276 1982-1999 –> 2000-2009 1.9155299 0.7071659 4453.22844 243.129421 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 821 1.2271095 2677.951059 102.677935 8.2655312 1982-1999 –> 2000-2009 1.9372530 0.7101435 4481.49720 202.392976 4 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 821 1.2750139 2740.832584 134.700643 8.1981714 1982-1999 –> 2000-2009 1.9822268 0.7072129 4537.49761 234.544707 6 9
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 821 1.2482965 2708.059576 123.330599 7.8507369 1982-1999 –> 2000-2009 2.0228172 0.7745207 4658.00312 220.317948 5 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 821 1.0275195 2388.473528 716.477930 7.0349106 1982-1999 –> 2000-2009 2.0242437 0.9967242 4758.12729 839.162648 1 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 821 1.3105188 2785.931729 122.057987 8.1263337 1982-1999 –> 2000-2009 2.0931038 0.7825851 4751.11145 213.331032 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 821 1.3471799 2831.235162 93.339533 6.3940321 1982-1999 –> 2000-2009 2.1937146 0.8465347 4927.11971 187.672482 8 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 821 1.3786573 2869.159758 324.810407 6.8902568 1982-1999 –> 2000-2009 2.2699111 0.8912538 5050.70369 1043.399319 9 17
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 821 1.4622949 2963.868632 93.335735 6.3132400 1982-1999 –> 2000-2009 2.3594622 0.8971673 5154.41692 183.719585 11 20
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 468 1.2340996 1539.006223 299.259057 7.4024122 2000-2009 –> 2010-2019 2.4426873 1.2085877 4193.98431 409.901321 1 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 468 1.2366547 1540.942109 300.138283 7.3717731 2000-2009 –> 2010-2019 2.4450187 1.2083640 4195.61626 443.299765 3 5
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 468 1.2361435 1538.555180 294.001257 7.4347979 2000-2009 –> 2010-2019 2.4632530 1.2271095 4216.50624 396.679192 2 6
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 468 1.2766844 1570.759828 270.623875 7.5977790 2000-2009 –> 2010-2019 2.5249809 1.2482965 4278.81940 393.954475 5 10
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 468 1.2563366 1553.721657 298.713357 7.4456601 2000-2009 –> 2010-2019 2.5313504 1.2750139 4294.55424 433.414000 4 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 468 1.5514495 1753.207996 802.862489 4.6629476 2000-2009 –> 2010-2019 2.5789690 1.0275195 4141.68152 1519.340419 9 10
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 468 1.2943231 1581.603067 270.612474 7.7264062 2000-2009 –> 2010-2019 2.6048418 1.3105188 4367.53480 392.670461 6 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 468 1.3800838 1641.653485 262.933598 6.9843774 2000-2009 –> 2010-2019 2.7272638 1.3471799 4472.88865 356.273130 7 15
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 468 1.4659926 1696.176954 261.390628 7.0330472 2000-2009 –> 2010-2019 2.9282875 1.4622949 4660.04559 354.726363 8 18
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 468 1.5814371 1769.127090 786.504161 4.6030816 2000-2009 –> 2010-2019 2.9975047 1.4160676 4682.24929 1450.135996 10 19
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 832 1.1664420 2631.299991 924.491630 6.6906285 1982-1999 –> 2000-2009 2.0919572 0.9255152 5529.59776 1075.432547 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832 1.3078732 2821.735110 98.792131 9.1380882 1982-1999 –> 2000-2009 2.2598326 0.9519595 5780.60238 184.623165 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 832 1.3085394 2822.582497 100.772751 9.1537596 1982-1999 –> 2000-2009 2.2608665 0.9523271 5782.27999 188.118582 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 832 1.3186134 2835.344083 344.886841 9.2988963 1982-1999 –> 2000-2009 2.2727388 0.9541254 5799.09758 812.875608 4 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 832 1.4013236 2934.576005 100.145283 7.3117178 1982-1999 –> 2000-2009 2.3893235 0.9879999 5971.33757 185.934041 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 832 1.4455068 2986.231097 89.138505 6.7558197 1982-1999 –> 2000-2009 2.4136311 0.9681243 5979.30021 174.923295 8 13
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832 1.3236407 2841.676052 102.387017 9.3642328 1982-1999 –> 2000-2009 2.4225722 1.0989315 6109.22137 205.255011 5 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 832 1.3361969 2855.386554 60.964073 9.2288153 1982-1999 –> 2000-2009 2.4713828 1.1351860 6190.71684 127.934845 6 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 832 1.4590932 3001.798168 95.135898 7.1042582 1982-1999 –> 2000-2009 2.5585784 1.0994851 6268.42631 197.499928 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 832 1.4874182 3031.791356 48.755124 6.7077789 1982-1999 –> 2000-2009 2.6262364 1.1388182 6371.98998 115.708389 10 20
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 545 1.3764286 1908.889484 771.208774 3.8175152 2000-2009 –> 2010-2019 2.5428706 1.1664420 4540.18947 1695.700405 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 545 1.5923227 2067.704200 95.581668 3.9439272 2000-2009 –> 2010-2019 2.9001959 1.3078732 4889.43931 194.373799 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 545 1.5942309 2069.009689 97.494992 3.9524308 2000-2009 –> 2010-2019 2.9027703 1.3085394 4891.59219 198.267744 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 545 1.6015966 2074.034081 209.366321 4.0067783 2000-2009 –> 2010-2019 2.9202100 1.3186134 4909.37816 554.253161 5 9
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 545 1.5955283 2067.896340 96.840920 3.9410150 2000-2009 –> 2010-2019 2.9968519 1.4013236 5002.47234 196.986203 4 11
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 545 1.6765268 2123.872484 98.454890 3.8599405 2000-2009 –> 2010-2019 3.0001675 1.3236407 4965.54854 200.841907 7 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 545 1.7210577 2150.446582 53.647878 3.6887523 2000-2009 –> 2010-2019 3.0572546 1.3361969 5005.83314 114.611951 9 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 545 1.6130399 2079.794354 93.447742 4.0043616 2000-2009 –> 2010-2019 3.0585466 1.4455068 5066.02545 182.586246 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 545 1.6933811 2132.775615 98.307510 4.1181969 2000-2009 –> 2010-2019 3.1524743 1.4590932 5134.57378 193.443409 8 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 545 1.7570598 2171.012618 53.099980 4.1252571 2000-2009 –> 2010-2019 3.2444780 1.4874182 5202.80397 101.855104 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 474 1.4142153 1685.706680 879.306940 4.5272810 1982-1999 –> 2000-2009 2.5066230 1.0924076 3675.31397 1234.686481 1 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 474 1.5555119 1777.984552 207.316592 6.1331911 1982-1999 –> 2000-2009 2.6193548 1.0638430 3734.82868 394.559737 2 3
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 474 1.5594462 1780.379316 209.471394 6.1220142 1982-1999 –> 2000-2009 2.6264551 1.0670088 3741.12200 398.977284 3 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 474 1.5615384 1781.650317 255.577380 6.1383376 1982-1999 –> 2000-2009 2.6307385 1.0692001 3745.08461 528.727827 4 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 474 1.5768973 1788.929059 177.875189 6.2671714 1982-1999 –> 2000-2009 2.6872877 1.1103904 3799.95811 335.397852 6 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 474 1.5947363 1801.593277 179.358832 5.6369212 1982-1999 –> 2000-2009 2.7779913 1.1832550 3898.00969 397.744884 8 14
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 474 1.5925004 1800.263187 232.308552 5.7302114 1982-1999 –> 2000-2009 2.7832774 1.1907770 3904.99369 482.812660 7 14
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 474 1.6025402 1804.221026 41.350325 5.8855355 1982-1999 –> 2000-2009 2.8028840 1.2003438 3917.45013 95.232256 11 19
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 474 1.6023649 1804.117335 126.864471 5.6430533 1982-1999 –> 2000-2009 2.8212883 1.2189234 3937.49870 279.395569 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 474 1.5978868 1801.464252 93.081928 5.5922798 1982-1999 –> 2000-2009 2.8216050 1.2237182 3939.99648 216.943762 9 21
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 348 1.3045867 1184.638081 733.941205 4.0195333 2000-2009 –> 2010-2019 2.7188020 1.4142153 2870.34476 1613.248144 1 2
Indian (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 348 1.3228457 1192.311766 731.544915 4.0362266 2000-2009 –> 2010-2019 2.8865076 1.5636619 2971.25036 1510.982700 2 7
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 348 1.4646527 1267.187437 238.812768 5.1219534 2000-2009 –> 2010-2019 3.0201645 1.5555119 3045.17199 446.129360 4 6
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 348 1.4658490 1267.755715 240.880714 5.1198580 2000-2009 –> 2010-2019 3.0252953 1.5594462 3048.13503 450.352108 5 8
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 348 1.4699857 1269.717085 291.637221 5.0909893 2000-2009 –> 2010-2019 3.0315241 1.5615384 3051.36740 547.214602 6 10
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 348 1.4768141 1272.942664 208.562581 4.7694977 2000-2009 –> 2010-2019 3.0715504 1.5947363 3074.53594 387.921413 7 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 348 1.4795326 1272.222686 70.115549 4.9032546 2000-2009 –> 2010-2019 3.0742690 1.5947363 3071.81599 94.060710 8 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 348 1.4952436 1279.574471 47.558037 3.9998313 2000-2009 –> 2010-2019 3.1146307 1.6193871 3093.70947 70.354798 10 24
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 348 1.4862185 1275.360758 193.666026 5.8531037 2000-2009 –> 2010-2019 3.1441891 1.6579706 3111.81789 356.572532 9 25
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 348 1.5896860 1324.202649 255.732864 4.1156557 2000-2009 –> 2010-2019 3.1821864 1.5925004 3124.46584 488.041416 27 34
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1447 0.8298686 3580.712276 719.869634 3.1804783 1982-1999 –> 2000-2009 1.5288935 0.6990248 7369.28594 1132.831815 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1447 0.8797061 3747.491720 704.916101 3.0626305 1982-1999 –> 2000-2009 1.6520416 0.7723355 7888.91456 1116.736435 2 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1447 0.9253914 3896.011837 758.111958 4.0473283 1982-1999 –> 2000-2009 1.6903153 0.7649238 8005.12573 1463.682650 3 5
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1447 0.9258329 3895.391961 604.580667 4.0732034 1982-1999 –> 2000-2009 1.6930759 0.7672430 8013.27720 1308.352819 4 7
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1447 0.9299667 3908.284812 771.901002 4.1212746 1982-1999 –> 2000-2009 1.6997362 0.7697695 8037.86699 1106.476305 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1447 0.9337792 3922.124866 760.974973 4.1312486 1982-1999 –> 2000-2009 1.7074572 0.7736780 8071.72727 1130.214221 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1447 0.9357326 3926.172645 493.705006 4.1844293 1982-1999 –> 2000-2009 1.7099190 0.7741864 8076.11214 803.340993 8 15
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1447 0.9356892 3928.038386 913.328649 4.1507282 1982-1999 –> 2000-2009 1.7125067 0.7768175 8092.04950 1379.521978 7 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1447 0.9379371 3932.982637 546.044168 4.2057456 1982-1999 –> 2000-2009 1.7150052 0.7770681 8096.14141 894.724663 9 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1447 0.9690936 4027.553517 632.644969 3.8368193 1982-1999 –> 2000-2009 1.7734584 0.8043648 8313.55187 1009.763787 10 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1025 0.7765422 2404.370223 751.516391 3.2567399 2000-2009 –> 2010-2019 1.6064109 0.8298686 5985.08250 1471.386025 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1025 0.7773608 2404.530144 751.515987 3.3033163 2000-2009 –> 2010-2019 1.6570669 0.8797061 6152.02186 1456.432088 2 4
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1025 0.8588959 2611.003425 809.814892 3.3738284 2000-2009 –> 2010-2019 1.7842873 0.9253914 6507.01526 1567.926850 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1025 0.8666074 2629.326956 661.171696 3.3946430 2000-2009 –> 2010-2019 1.8003865 0.9337792 6551.45182 1422.146669 5 11
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1025 0.8677254 2631.970114 792.099528 3.3961518 2000-2009 –> 2010-2019 1.8034146 0.9356892 6560.00850 1705.428177 6 13
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1025 0.8751182 2647.361491 671.579943 3.4418185 2000-2009 –> 2010-2019 1.8442117 0.9690936 6674.91501 1304.224912 7 17
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1025 0.9188247 2747.271188 759.600062 3.4275784 2000-2009 –> 2010-2019 1.8446576 0.9258329 6642.66315 1364.180729 9 13
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1025 0.9243567 2759.576662 760.752212 3.4615367 2000-2009 –> 2010-2019 1.8543234 0.9299667 6667.86147 1532.653214 10 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1025 0.9354911 2784.122604 608.063729 3.5141303 2000-2009 –> 2010-2019 1.8712237 0.9357326 6710.29525 1101.768734 12 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1025 0.9353331 2783.776293 667.202230 3.5097540 2000-2009 –> 2010-2019 1.8732702 0.9379371 6716.75893 1213.246398 11 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2454 0.4443104 2996.624226 77.813464 1.6290408 1982-1999 –> 2000-2009 0.7806435 0.3363331 5351.84342 158.653758 6 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2454 0.4460802 3016.135386 416.391438 1.5932035 1982-1999 –> 2000-2009 0.7844252 0.3383450 5413.75873 1350.817121 15 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2454 0.4459892 3015.134297 726.444327 1.6049434 1982-1999 –> 2000-2009 0.7845841 0.3385948 5418.00550 876.603146 13 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2454 0.4459957 3015.205486 416.124706 1.6037807 1982-1999 –> 2000-2009 0.7846631 0.3386674 5419.60071 585.846128 14 18
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2454 0.4459646 3014.863265 533.453305 1.6079419 1982-1999 –> 2000-2009 0.7849659 0.3390013 5426.26467 728.275495 12 17
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2454 0.4456736 3011.659835 685.539802 1.6951820 1982-1999 –> 2000-2009 0.7871714 0.3414978 5475.22806 961.305480 8 14
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2454 0.4458455 3013.552096 882.622252 1.6984017 1982-1999 –> 2000-2009 0.7881498 0.3423043 5493.89287 1121.571734 10 17
Indian (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2454 0.4461791 3015.222885 363.501173 1.6126394 1982-1999 –> 2000-2009 0.7891697 0.3429906 5507.80500 943.216554 16 24
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2454 0.4462913 3016.456909 309.495391 1.6390816 1982-1999 –> 2000-2009 0.7918068 0.3455156 5561.18765 433.449719 19 28
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2454 0.4462686 3016.207670 182.293480 1.6355746 1982-1999 –> 2000-2009 0.7921228 0.3458542 5567.90302 315.841581 18 28
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2040 0.4430565 2481.913115 101.595689 3.4744860 2000-2009 –> 2010-2019 0.8873669 0.4443104 5478.53734 179.409153 2 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2040 0.4486847 2533.414638 307.204868 3.2892367 2000-2009 –> 2010-2019 0.8946493 0.4459646 5548.27790 840.658173 3 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2040 0.4486852 2533.419569 226.511419 3.2897254 2000-2009 –> 2010-2019 0.8946809 0.4459957 5548.62505 642.636125 4 19
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2040 0.4486962 2533.519758 290.063845 3.2911970 2000-2009 –> 2010-2019 0.8946855 0.4459892 5548.65406 1016.508172 6 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2040 0.4486930 2533.490308 682.617544 3.2907493 2000-2009 –> 2010-2019 0.8947732 0.4460802 5549.62569 1099.008983 5 21
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2040 0.4545430 2586.340830 809.657937 3.0698184 2000-2009 –> 2010-2019 0.8991819 0.4446389 5586.59304 1374.184719 8 15
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2040 0.4649800 2678.964917 142.725232 3.4735666 2000-2009 –> 2010-2019 0.9023933 0.4374133 5598.80376 250.087391 10 15
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2040 0.4402392 2455.885805 352.089393 3.2717254 2000-2009 –> 2010-2019 0.9162023 0.4759631 5790.26402 865.254905 1 40
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2040 0.4496750 2540.410348 246.872246 3.3997576 2000-2009 –> 2010-2019 0.9257149 0.4760399 5873.57971 596.329198 7 47
Indian (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2040 0.4844480 2846.309000 892.030507 3.2944742 2000-2009 –> 2010-2019 0.9296786 0.4452306 5853.08740 1476.834531 15 23
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2210 0.3663423 1847.200757 867.711282 1.5401905 1982-1999 –> 2000-2009 0.6026995 0.2363573 1737.64252 1828.416911 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2210 0.3669681 1854.745536 362.091970 1.5454835 1982-1999 –> 2000-2009 0.6037835 0.2368154 1755.38045 809.717309 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2210 0.3672707 1858.387920 231.344256 1.5501704 1982-1999 –> 2000-2009 0.6045872 0.2373165 1770.15021 525.469685 4 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2210 0.3673054 1858.805451 391.137022 1.5507095 1982-1999 –> 2000-2009 0.6048134 0.2375080 1774.81380 883.030089 5 9
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2210 0.3617455 1791.389007 242.816152 1.5108453 1982-1999 –> 2000-2009 0.6051416 0.2433961 1836.30719 534.190671 1 6
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2210 0.3676449 1860.889990 211.382447 1.5513665 1982-1999 –> 2000-2009 0.6110530 0.2434081 1904.06721 480.342536 6 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2210 0.3679977 1867.129523 248.910058 1.4836782 1982-1999 –> 2000-2009 0.6317730 0.2637753 2335.31108 551.783925 7 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2210 0.3942865 2172.113761 58.172133 1.4663950 1982-1999 –> 2000-2009 0.6397438 0.2454573 2261.42131 148.009495 8 15
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 2210 0.3983562 2215.501456 15.082500 1.5050791 1982-1999 –> 2000-2009 0.6438854 0.2455293 2304.35248 29.766217 9 17
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2210 0.4101401 2346.354528 58.673818 1.4008751 1982-1999 –> 2000-2009 0.6863728 0.2762327 3057.44995 151.931915 11 21
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1976 0.4807313 2727.015416 367.737644 2.6124520 2000-2009 –> 2010-2019 0.8487291 0.3679977 4594.14494 616.647702 1 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1976 0.4843640 2756.766607 774.319039 2.5096421 2000-2009 –> 2010-2019 0.8513321 0.3669681 4611.51214 1136.411009 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1976 0.4842958 2756.210064 380.952773 2.5077662 2000-2009 –> 2010-2019 0.8515664 0.3672707 4614.59798 612.297030 2 5
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1976 0.4847238 2759.701295 869.017186 2.5134665 2000-2009 –> 2010-2019 0.8520291 0.3673054 4618.50675 1260.154208 4 8
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1976 0.5060901 2930.172871 296.645393 2.7351490 2000-2009 –> 2010-2019 0.8678356 0.3617455 4721.56188 539.461545 6 7
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1976 0.5125037 2977.941157 227.714682 2.6931038 2000-2009 –> 2010-2019 0.8801486 0.3676449 4838.83115 439.097129 8 13
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1976 0.4854796 2763.858767 204.112413 2.5480904 2000-2009 –> 2010-2019 0.8944370 0.4089573 5095.44877 405.831742 5 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1976 0.5102136 2962.242370 73.078667 2.7929880 2000-2009 –> 2010-2019 0.9045001 0.3942865 5134.35613 131.250800 7 14
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 1976 0.5209244 3042.346825 23.938145 2.7536231 2000-2009 –> 2010-2019 0.9192806 0.3983562 5257.84828 39.020645 20 28
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1976 0.5135220 2987.785996 78.556693 2.7898012 2000-2009 –> 2010-2019 0.9236621 0.4101401 5334.14052 137.230511 10 20
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 114 3.8820390 646.768185 25.256572 9.7489385 1982-1999 –> 2000-2009 4.5406243 0.6585853 758.89337 75.064324 2 6
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.155516 22.107104 11.6771107 1982-1999 –> 2000-2009 4.6760449 0.6661657 767.40225 155.443684 8 13
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.362092 65.041291 9.7814624 1982-1999 –> 2000-2009 4.8684950 0.6565997 777.19135 76.306534 13 15
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.625248 65.137202 8.6574217 1982-1999 –> 2000-2009 4.9005611 0.5713612 769.82733 76.484959 17 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.539218 66.531049 12.2839748 1982-1999 –> 2000-2009 4.9212773 0.8692557 795.86363 100.584071 9 16
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.543672 12.883487 13.3831558 1982-1999 –> 2000-2009 4.9538895 0.8839773 798.51391 218.652937 10 20
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.421164 110.125406 8.5586959 1982-1999 –> 2000-2009 4.9633290 0.6569317 782.29997 121.809492 16 19
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 114 3.8950285 647.529814 55.885837 12.8265034 1982-1999 –> 2000-2009 5.1560691 1.2610406 823.31564 124.815130 4 28
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.142584 50.055725 8.8086427 1982-1999 –> 2000-2009 5.2241764 0.8851424 809.24190 58.628622 18 29
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.363644 53.731330 11.5576123 1982-1999 –> 2000-2009 5.2469457 0.9416347 817.52611 133.453754 15 30
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.748898 37.985442 1.0814134 2000-2009 –> 2010-2019 4.2702556 3.8950285 706.27871 93.871279 5 9
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.207518 37.579134 1.1603831 2000-2009 –> 2010-2019 4.3406058 3.8820390 725.97570 62.835706 13 15
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.968023 112.344902 1.1999270 2000-2009 –> 2010-2019 4.4764295 4.0098791 735.12354 134.452006 16 24
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.144465 71.959254 1.6142810 2000-2009 –> 2010-2019 4.6670114 4.0520217 765.68368 138.490302 19 28
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.444109 71.191185 0.9827982 2000-2009 –> 2010-2019 4.6685756 4.3053110 725.80775 124.922515 3 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.031099 12.969790 1.1530624 2000-2009 –> 2010-2019 4.6696698 4.2118954 744.39319 78.011080 12 25
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.750922 226.132594 1.6301901 2000-2009 –> 2010-2019 4.6885694 4.0699122 767.29459 239.016081 25 35
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.894646 18.281666 0.9859564 2000-2009 –> 2010-2019 4.6905129 4.3291998 726.51989 83.418867 1 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.737392 15.221059 1.1668857 2000-2009 –> 2010-2019 4.7673526 4.3063973 750.15856 125.346465 14 30
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.871099 73.279796 1.0731919 2000-2009 –> 2010-2019 4.7881876 4.4088095 735.65095 142.292938 6 28
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 178 1.6497107 697.355689 195.695639 4.2339898 1982-1999 –> 2000-2009 2.9608994 1.3111888 1508.97561 432.946643 1 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 178 1.6822751 704.314493 21.540978 3.6749085 1982-1999 –> 2000-2009 2.9892370 1.3069619 1514.41037 56.698446 2 3
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 178 1.6932980 706.639533 15.002839 4.0393261 1982-1999 –> 2000-2009 3.0004590 1.3071609 1516.80728 21.716961 3 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 178 1.7066673 709.439261 14.731763 4.3994069 1982-1999 –> 2000-2009 3.0140215 1.3073542 1519.67678 21.146874 4 7
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 178 2.1708534 795.084960 20.204315 8.4530494 1982-1999 –> 2000-2009 3.5704944 1.3996411 1637.51782 27.149269 18 23
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 178 1.8935886 746.438772 21.947067 5.9218975 1982-1999 –> 2000-2009 3.5806118 1.6870232 1677.01750 110.507581 7 17
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 178 1.8991649 745.485593 12.531956 5.6213726 1982-1999 –> 2000-2009 3.6844971 1.7853322 1700.79791 17.320359 8 20
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 178 2.0545387 775.480396 19.517925 7.7972433 1982-1999 –> 2000-2009 3.8999652 1.8454265 1748.41871 70.612176 14 27
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 178 2.4046490 831.497928 193.519778 12.0851153 1982-1999 –> 2000-2009 4.0384371 1.6337881 1746.94234 471.740575 24 33
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 178 2.4775077 842.124223 34.503560 9.0404270 1982-1999 –> 2000-2009 4.0917844 1.6142767 1751.89788 81.170127 25 33
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 225 1.0950614 693.387025 256.530519 4.5137259 2000-2009 –> 2010-2019 2.7447720 1.6497107 1390.74271 452.226158 4 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 225 1.0859865 689.642306 44.772375 4.5680990 2000-2009 –> 2010-2019 2.7682617 1.6822751 1393.95680 66.313353 3 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 225 1.0852332 689.330048 9.438420 4.5754008 2000-2009 –> 2010-2019 2.7785313 1.6932980 1395.96958 24.441259 2 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 225 1.0847633 689.135145 8.546711 4.5826611 2000-2009 –> 2010-2019 2.7914306 1.7066673 1398.57441 23.278475 1 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 225 1.0980627 694.618673 113.708320 3.3940465 2000-2009 –> 2010-2019 2.9916512 1.8935886 1441.05745 135.655387 5 12
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 225 1.2501455 750.989316 6.642365 5.3735511 2000-2009 –> 2010-2019 3.1493104 1.8991649 1496.47491 19.174321 7 15
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 225 1.1901063 730.841529 9.684345 5.4706597 2000-2009 –> 2010-2019 3.3609597 2.1708534 1525.92649 29.888660 6 24
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 225 1.4519333 820.325535 90.132800 6.6113611 2000-2009 –> 2010-2019 3.5064720 2.0545387 1595.80593 109.650726 8 22
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 225 1.4566858 819.796061 6.630198 6.3424303 2000-2009 –> 2010-2019 3.6341636 2.1774779 1613.96573 24.902178 9 28
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate 225 1.5352682 843.439630 6.476772 5.8098920 2000-2009 –> 2010-2019 3.7793418 2.2440736 1648.33398 19.092227 10 33
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 231 1.5745539 879.284660 93.968433 6.8763354 1982-1999 –> 2000-2009 3.3850127 1.8104588 2197.39687 254.197089 3 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 231 1.5945273 885.108338 67.904958 7.4788670 1982-1999 –> 2000-2009 3.3850739 1.7905466 2196.05407 211.374307 4 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 231 1.4472850 840.346099 144.626443 6.7064882 1982-1999 –> 2000-2009 3.4135958 1.9663108 2211.96936 365.420439 1 9
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 231 1.5432566 870.009018 197.199433 4.8843516 1982-1999 –> 2000-2009 3.4273179 1.8840613 2213.94366 602.965876 2 8
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 231 1.7058534 916.287871 88.150201 8.4807844 1982-1999 –> 2000-2009 3.4826512 1.7767978 2222.23871 235.775431 7 8
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 231 1.6362836 895.051155 54.778985 8.1276419 1982-1999 –> 2000-2009 3.8517907 2.2155070 2341.99520 181.283745 5 19
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 231 1.6586790 901.331539 117.857579 5.9682557 1982-1999 –> 2000-2009 4.0175416 2.3588626 2388.90406 483.711747 6 28
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 231 1.7494093 927.936115 139.166312 6.9095714 1982-1999 –> 2000-2009 4.0689384 2.3195291 2406.61228 318.968665 8 24
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 231 1.8359931 948.254112 63.616672 7.7348220 1982-1999 –> 2000-2009 4.1632607 2.3272676 2427.08857 194.567937 9 27
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 231 1.8909143 963.871547 159.000723 7.4014121 1982-1999 –> 2000-2009 4.2161714 2.3252571 2444.14596 344.480698 10 27
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 226 1.6450358 880.348718 161.282014 4.5737746 2000-2009 –> 2010-2019 3.0923208 1.4472850 1720.69482 305.908457 1 2
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 226 2.0242581 974.112083 225.350280 5.7968623 2000-2009 –> 2010-2019 3.5988119 1.5745539 1853.39674 319.318713 4 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 226 2.0093451 970.769805 219.935231 5.6542137 2000-2009 –> 2010-2019 3.6038724 1.5945273 1855.87814 287.840189 3 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 226 2.0769097 985.718466 495.129712 5.8996877 2000-2009 –> 2010-2019 3.6201663 1.5432566 1855.72748 692.329144 5 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 226 1.9594411 959.402216 224.392677 5.5631507 2000-2009 –> 2010-2019 3.6652945 1.7058534 1875.69009 312.542877 2 9
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 226 2.0916788 986.921300 152.511428 6.7025675 2000-2009 –> 2010-2019 3.7279624 1.6362836 1881.97245 207.290413 8 13
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 226 2.4436762 1059.223812 157.083092 9.5645461 2000-2009 –> 2010-2019 4.1930854 1.7494093 1987.15993 296.249404 12 20
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 226 2.6580966 1095.240074 332.725847 9.9880055 2000-2009 –> 2010-2019 4.3167756 1.6586790 1996.57161 450.583427 26 32
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 226 2.4444798 1059.372433 23.315735 9.5555800 2000-2009 –> 2010-2019 4.3353941 1.8909143 2023.24398 182.316459 13 23
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 226 2.4450433 1059.476610 23.213789 9.5522104 2000-2009 –> 2010-2019 4.4363494 1.9913061 2047.24755 186.883747 14 26
N_Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 451 1.5446196 1686.052015 994.808480 3.8951916 1982-1999 –> 2000-2009 3.0764600 1.5318403 4202.42579 1770.888519 3 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 451 1.5441247 1685.762949 305.773404 3.6661552 1982-1999 –> 2000-2009 3.1015071 1.5573824 4224.56041 510.668002 2 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 451 1.5416470 1684.314429 235.149972 3.7190625 1982-1999 –> 2000-2009 3.1152555 1.5736086 4237.16673 302.220150 1 9
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 451 1.5963466 1715.763857 325.437763 3.7103660 1982-1999 –> 2000-2009 3.1886392 1.5922926 4284.62164 392.059998 6 15
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 451 1.6494616 1743.287517 217.690856 3.9583735 1982-1999 –> 2000-2009 3.2699394 1.6204778 4333.93790 961.673737 7 17
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 451 1.8379875 1842.904023 124.645157 4.7008413 1982-1999 –> 2000-2009 3.3080369 1.4700494 4303.44605 326.651164 11 12
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 451 1.7524257 1799.905382 327.493740 4.6088189 1982-1999 –> 2000-2009 3.3244252 1.5719996 4351.37049 514.671306 9 15
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 451 1.6744727 1758.862038 246.327331 4.3635783 1982-1999 –> 2000-2009 3.3401344 1.6656617 4388.80432 322.899137 8 22
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 451 1.5472216 1687.570196 138.144730 3.3362171 1982-1999 –> 2000-2009 3.3419896 1.7947681 4418.74242 236.267174 4 22
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 451 1.9107814 1877.938607 149.189107 5.0866573 1982-1999 –> 2000-2009 3.4003219 1.4895406 4356.34151 243.337034 13 15
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 502 1.9129203 2089.839850 299.159595 6.0469225 2000-2009 –> 2010-2019 3.4601419 1.5472216 3777.41005 437.304325 2 5
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 502 1.9272741 2097.345313 386.891064 5.7656125 2000-2009 –> 2010-2019 3.4689210 1.5416470 3781.65974 622.041037 3 4
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 502 1.9273666 2097.393542 419.853992 5.6823616 2000-2009 –> 2010-2019 3.4714913 1.5441247 3783.15649 725.627396 4 6
N_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 502 1.9276227 2095.526907 202.751144 5.7211960 2000-2009 –> 2010-2019 3.4768356 1.5492130 3782.25729 313.664596 5 9
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 502 1.8830849 2074.057290 432.086321 5.6056501 2000-2009 –> 2010-2019 3.4794315 1.5963466 3789.82115 757.524084 1 6
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 502 1.9562372 2112.321204 499.060198 6.3556418 2000-2009 –> 2010-2019 3.6307099 1.6744727 3871.18324 745.387530 6 13
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 502 1.9578732 2113.160515 494.053235 6.4349516 2000-2009 –> 2010-2019 3.7102989 1.7524257 3913.06590 821.546975 7 15
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 502 1.9585895 2111.527742 208.566867 6.5151248 2000-2009 –> 2010-2019 3.7589863 1.8003968 3933.79268 329.260930 8 17
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 502 2.1558269 2207.861336 579.637273 7.1583850 2000-2009 –> 2010-2019 3.8052885 1.6494616 3951.14885 797.328129 21 27
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 502 1.9980300 2133.544634 193.758451 7.6130387 2000-2009 –> 2010-2019 3.8360176 1.8379875 3976.44866 318.403608 11 21
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 681 1.6477842 2626.819949 235.888317 8.2034481 1982-1999 –> 2000-2009 2.8956431 1.2478589 5229.32026 672.505181 3 7
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 681 1.7821286 2733.569476 159.457339 8.0907125 1982-1999 –> 2000-2009 2.9113092 1.1291805 5178.36912 519.432744 9 10
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 681 1.7839588 2734.967457 93.388896 8.1777899 1982-1999 –> 2000-2009 2.9330862 1.1491275 5207.39908 147.019030 10 12
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 681 1.8003566 2747.429543 94.329356 8.3187948 1982-1999 –> 2000-2009 2.9706519 1.1702953 5248.66462 150.155091 15 18
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 681 1.7966464 2742.619770 139.277869 8.8838405 1982-1999 –> 2000-2009 3.0506178 1.2539714 5350.83085 497.759517 13 18
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 681 1.6244594 2607.402733 217.454178 7.9243289 1982-1999 –> 2000-2009 3.0544422 1.4299828 5424.87906 548.263946 1 11
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 681 1.6375683 2618.349569 162.892799 6.0833139 1982-1999 –> 2000-2009 3.0552573 1.4176890 5422.20093 441.026833 2 11
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 681 1.7223706 2687.115823 225.757519 7.8604381 1982-1999 –> 2000-2009 3.0855790 1.3632084 5429.12998 624.908443 7 13
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 681 1.7020891 2670.982658 194.017763 8.4945835 1982-1999 –> 2000-2009 3.0985197 1.3964306 5450.99255 495.760508 4 12
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 681 1.7327788 2695.321581 158.657233 7.4550056 1982-1999 –> 2000-2009 3.1007328 1.3679540 5442.81959 456.275590 8 15
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 768 1.7481765 3051.458087 728.687070 7.7931774 2000-2009 –> 2010-2019 3.3726359 1.6244594 5658.86082 946.141248 8 9
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 768 1.7428090 3046.734813 644.492321 8.2615633 2000-2009 –> 2010-2019 3.3803773 1.6375683 5665.08438 807.385119 4 6
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 768 1.7392337 3043.580516 910.912543 7.9075315 2000-2009 –> 2010-2019 3.3870179 1.6477842 5670.40047 1146.800859 3 6
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 768 1.7481897 3049.469677 637.280645 7.7946866 2000-2009 –> 2010-2019 3.4528050 1.7046153 5720.47233 773.508820 9 13
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 768 1.7440966 3047.869214 420.027059 8.7668014 2000-2009 –> 2010-2019 3.5262253 1.7821286 5781.43869 579.484397 5 12
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 768 1.7460855 3049.619797 106.223502 8.6676710 2000-2009 –> 2010-2019 3.5300443 1.7839588 5784.58725 199.612398 6 14
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 768 1.7465318 3048.012365 86.821060 8.5692744 2000-2009 –> 2010-2019 3.5319038 1.7853719 5782.05829 154.968743 7 16
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 768 1.7365226 3041.184364 116.219077 8.5409646 2000-2009 –> 2010-2019 3.5368793 1.8003566 5788.61391 210.548433 1 14
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 768 1.7512648 3052.169186 415.968226 8.2390771 2000-2009 –> 2010-2019 3.5479112 1.7966464 5794.78896 555.246095 10 21
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 768 1.7525142 3053.264632 59.619864 8.0739990 2000-2009 –> 2010-2019 3.5483312 1.7958169 5795.25548 94.038224 11 21
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1506 2.7001864 7279.725144 157.775826 10.2443459 1982-1999 –> 2000-2009 4.3373367 1.6371503 12176.70661 678.291527 1 3
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1506 2.8320676 7423.356096 161.061659 17.7836521 1982-1999 –> 2000-2009 4.4006460 1.5685784 12211.05865 632.644947 2 3
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1506 2.8912376 7485.637032 96.239133 10.6119360 1982-1999 –> 2000-2009 4.8658648 1.9746272 12861.29559 307.645684 3 9
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1506 3.0864653 7682.446779 122.234669 13.7797161 1982-1999 –> 2000-2009 4.9073986 1.8209333 12851.15358 396.424520 7 11
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1506 3.0113726 7608.259528 150.624649 11.5900028 1982-1999 –> 2000-2009 5.0083348 1.9969622 13012.64427 1099.799199 6 13
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1506 3.1575048 7750.986503 125.451613 11.4645292 1982-1999 –> 2000-2009 5.0776844 1.9201796 13055.23300 404.047414 8 13
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1506 3.2867219 7869.793626 149.287197 20.0069541 1982-1999 –> 2000-2009 5.0811267 1.7944048 12999.01842 617.207078 13 16
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1506 3.1790870 7769.504136 91.670318 11.2840497 1982-1999 –> 2000-2009 5.1857789 2.0066919 13184.30238 289.197190 9 17
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1506 2.9248939 7520.496576 104.723582 10.9119661 1982-1999 –> 2000-2009 5.2909682 2.3660743 13358.05253 318.942963 4 17
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1506 3.2759729 7861.926900 155.687691 13.9374832 1982-1999 –> 2000-2009 5.3057777 2.0298048 13307.97374 718.720626 11 20
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1419 3.6304703 7700.157504 607.332911 10.9800214 2000-2009 –> 2010-2019 6.4625379 2.8320676 15123.51360 768.394570 2 4
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1419 3.6464462 7712.618709 303.362542 11.9801517 2000-2009 –> 2010-2019 6.5713401 2.9248939 15233.11529 408.086124 3 8
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1419 3.7222875 7771.039949 188.123695 11.4313116 2000-2009 –> 2010-2019 6.6135251 2.8912376 15256.67698 284.362828 13 16
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1419 3.7421926 7786.175842 963.736056 11.0916181 2000-2009 –> 2010-2019 6.6539106 2.9117179 15293.07343 1165.874596 19 23
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1419 3.7482168 7788.740802 188.118575 10.9087226 2000-2009 –> 2010-2019 6.6747538 2.9265369 15308.92889 282.314691 21 27
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1419 3.6738903 7733.898229 362.408632 11.9599162 2000-2009 –> 2010-2019 6.7603556 3.0864653 15416.34501 484.643301 4 12
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1419 4.1245050 8062.240324 519.731104 9.6962711 2000-2009 –> 2010-2019 6.8246914 2.7001864 15341.96547 677.506929 35 36
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1419 3.6877529 7742.586686 303.241970 12.1911749 2000-2009 –> 2010-2019 6.9204995 3.2327466 15562.50589 394.089464 7 18
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1419 3.6164345 7689.164190 710.280453 12.0727821 2000-2009 –> 2010-2019 7.0631539 3.4467194 15704.12473 868.800600 1 19
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1419 3.8265409 7849.433578 578.697618 11.7230651 2000-2009 –> 2010-2019 7.1025138 3.2759729 15711.36048 734.385308 28 40
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2967 2.2244977 13178.398937 54.971452 12.4179965 1982-1999 –> 2000-2009 3.5537849 1.3292873 22340.63134 197.884942 1 2
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2967 2.2343734 13204.684902 65.443273 14.1772318 1982-1999 –> 2000-2009 3.5804451 1.3460717 22434.29772 215.845267 2 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2967 2.2462220 13236.068846 65.207366 13.6401532 1982-1999 –> 2000-2009 3.5921246 1.3459026 22465.00712 219.483586 3 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2967 2.2724564 13304.972449 316.507606 12.9967959 1982-1999 –> 2000-2009 3.6684137 1.3959573 22729.99931 1132.087337 4 9
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2967 2.2915417 13352.601407 27.199396 15.2739941 1982-1999 –> 2000-2009 3.7215880 1.4300463 22905.18683 62.745759 6 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2967 2.2961358 13364.485913 29.049973 15.0241083 1982-1999 –> 2000-2009 3.7252024 1.4290667 22913.39155 72.982811 7 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2967 2.3691073 13550.134647 31.603032 15.8638881 1982-1999 –> 2000-2009 3.7263100 1.3572027 22821.97088 77.861772 9 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2967 2.2804203 13323.732084 28.170517 14.4459702 1982-1999 –> 2000-2009 3.7291540 1.4487337 22946.03666 68.117685 5 13
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2967 2.3505752 13505.534093 120.871233 11.9090174 1982-1999 –> 2000-2009 3.8042840 1.4537088 23148.24819 487.553526 8 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2967 2.3789082 13574.632874 23.197202 12.6842311 1982-1999 –> 2000-2009 3.9032069 1.5242986 23469.97242 97.754195 11 22
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3116 1.5785657 11701.836604 147.772495 10.3730415 2000-2009 –> 2010-2019 3.8129391 2.2343734 24906.52151 213.215768 1 3
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3116 1.5892856 11744.014512 117.701668 11.0405058 2000-2009 –> 2010-2019 3.8137832 2.2244977 24922.41345 172.673120 3 4
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3116 1.5796929 11706.285249 140.966416 10.6480525 2000-2009 –> 2010-2019 3.8259149 2.2462220 24942.35409 206.173782 2 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3116 1.6760439 12075.255443 497.590305 8.5579537 2000-2009 –> 2010-2019 3.9485003 2.2724564 25380.22789 814.097912 8 12
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3116 1.6785653 12082.623642 38.749767 8.8643832 2000-2009 –> 2010-2019 3.9589856 2.2804203 25406.35573 66.920283 9 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3116 1.6795461 12086.264035 38.036463 8.9312101 2000-2009 –> 2010-2019 3.9710879 2.2915417 25438.86544 65.235859 11 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3116 1.6792771 12085.265643 41.837198 8.9126890 2000-2009 –> 2010-2019 3.9754129 2.2961358 25449.75156 70.887171 10 17
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3116 1.6220537 11871.200070 856.828591 11.1226827 2000-2009 –> 2010-2019 3.9963552 2.3743015 25436.33060 1468.708268 4 16
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3116 1.6705588 12054.826890 298.146049 12.0188298 2000-2009 –> 2010-2019 4.0211341 2.3505752 25560.36098 419.017282 6 14
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3116 1.6603087 12016.471032 899.561627 11.4380825 2000-2009 –> 2010-2019 4.0320602 2.3717515 25575.22518 1216.912799 5 16
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1135 1.0353651 3313.882296 77.067132 13.7799618 1982-1999 –> 2000-2009 1.6560519 0.6206868 5144.07736 323.643441 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1135 1.0353653 3311.882742 52.027152 13.7786237 1982-1999 –> 2000-2009 1.6797094 0.6443441 5212.19723 263.246761 2 5
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1135 1.0754662 3398.142573 69.966153 12.8169004 1982-1999 –> 2000-2009 1.7002410 0.6247748 5238.99415 281.716464 4 6
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1135 1.0853124 3416.830444 21.721086 12.9105127 1982-1999 –> 2000-2009 1.7315156 0.6462032 5320.69956 77.633539 8 12
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1135 1.0720121 3392.840204 67.686617 13.7490820 1982-1999 –> 2000-2009 1.7447282 0.6727161 5378.23306 289.349558 3 8
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1135 1.0985245 3446.297580 59.966318 12.9339134 1982-1999 –> 2000-2009 1.7756325 0.6771081 5442.23682 250.123251 13 19
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1135 1.0845834 3419.305379 55.258838 13.9912588 1982-1999 –> 2000-2009 1.7765336 0.6919501 5459.04941 233.921876 6 13
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1135 1.0846065 3417.353525 17.708709 14.0174189 1982-1999 –> 2000-2009 1.7843204 0.6997140 5476.60974 85.960482 7 15
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1135 1.0933203 3437.518148 56.173242 13.9207280 1982-1999 –> 2000-2009 1.8003455 0.7070252 5518.81517 302.233315 11 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1135 1.0934326 3435.751316 18.750776 13.9784068 1982-1999 –> 2000-2009 1.8086166 0.7151840 5537.16946 91.817700 12 22
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1040 0.4962949 1508.175448 488.011975 2.0908043 2000-2009 –> 2010-2019 1.5316600 1.0353651 4822.05774 565.079107 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1040 0.5058753 1545.944883 467.676445 2.1716860 2000-2009 –> 2010-2019 1.5412406 1.0353653 4857.82762 519.703597 2 4
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1040 0.5078001 1553.843796 361.959116 2.2798300 2000-2009 –> 2010-2019 1.5832663 1.0754662 4951.98637 431.925269 3 7
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1040 0.5183863 1598.760379 447.256274 1.6508448 2000-2009 –> 2010-2019 1.5903984 1.0720121 4991.60058 514.942891 4 7
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1040 0.5289129 1640.574758 372.285048 1.8484338 2000-2009 –> 2010-2019 1.6134964 1.0845834 5059.88014 427.543885 7 13
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1040 0.5267949 1632.228752 492.292325 1.8148145 2000-2009 –> 2010-2019 1.6201153 1.0933203 5069.74690 548.465567 6 17
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1040 0.5263869 1630.617194 188.809177 1.8028576 2000-2009 –> 2010-2019 1.6271838 1.1007969 5083.60565 232.895628 5 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1040 0.5416321 1688.002123 318.227628 1.9760190 2000-2009 –> 2010-2019 1.6401566 1.0985245 5134.29970 378.193946 9 22
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1040 0.5616911 1761.641441 68.989395 2.9632525 2000-2009 –> 2010-2019 1.6470035 1.0853124 5178.47188 90.710481 10 18
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1040 0.5713860 1799.236388 406.376513 2.2678205 2000-2009 –> 2010-2019 1.6538064 1.0824204 5212.00995 446.087397 13 18
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1134 1.4598253 4090.174960 88.302661 13.0622435 1982-1999 –> 2000-2009 2.0734522 0.6136269 5944.84314 266.516219 1 3
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1134 1.4731717 4110.815885 108.829456 13.1020530 1982-1999 –> 2000-2009 2.0868049 0.6136332 5965.50446 319.154717 2 6
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1134 1.4758678 4114.962798 57.901602 12.8292627 1982-1999 –> 2000-2009 2.0894954 0.6136277 5969.63340 119.506002 3 6
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1134 1.4842552 4127.815457 96.570402 12.2322198 1982-1999 –> 2000-2009 2.0904374 0.6061822 5958.33921 296.414247 4 5
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1134 1.5682735 4250.696602 86.718238 16.2905131 1982-1999 –> 2000-2009 2.2186428 0.6503693 6218.39189 229.661218 6 16
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1134 1.5660985 4249.549099 104.733893 11.7033703 1982-1999 –> 2000-2009 2.2264279 0.6603293 6249.30666 308.707317 5 17
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1134 1.6106906 4311.224381 71.560700 15.3477258 1982-1999 –> 2000-2009 2.2551614 0.6444708 6260.89836 257.650577 7 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1134 1.6124568 4313.709985 56.229641 16.0933487 1982-1999 –> 2000-2009 2.2604230 0.6479662 6274.08309 108.751273 8 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1134 1.6141640 4316.109970 99.687316 16.3243747 1982-1999 –> 2000-2009 2.2624418 0.6482778 6277.43400 256.161604 9 18
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1134 1.8445624 4618.717659 14.551908 12.0549289 1982-1999 –> 2000-2009 2.4581960 0.6136336 6471.40726 38.341423 14 19
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 976 0.6782223 2025.845228 187.283906 5.2204336 2000-2009 –> 2010-2019 2.1380476 1.4598253 6116.02019 275.586567 4 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 976 0.6773706 2023.392179 227.622125 5.3824598 2000-2009 –> 2010-2019 2.1505422 1.4731717 6134.20806 336.451581 3 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 976 0.6764099 2020.621794 119.472487 5.3782661 2000-2009 –> 2010-2019 2.1522776 1.4758678 6135.58459 177.374088 2 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 976 0.6736357 2012.599667 231.689765 5.3906849 2000-2009 –> 2010-2019 2.1578909 1.4842552 6140.41513 328.260166 1 5
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 976 0.6848158 2042.730453 160.185303 5.3629639 2000-2009 –> 2010-2019 2.2530893 1.5682735 6293.42705 246.903541 13 19
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 976 0.6792830 2026.895450 225.379630 5.5219378 2000-2009 –> 2010-2019 2.2899736 1.6106906 6338.11983 296.940330 5 12
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 976 0.7250320 2156.123071 253.786269 6.5702938 2000-2009 –> 2010-2019 2.2911306 1.5660985 6405.67217 358.520162 19 24
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 976 0.6801785 2029.467138 103.847484 5.4821772 2000-2009 –> 2010-2019 2.2926353 1.6124568 6343.17712 160.077125 6 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 976 0.6808380 2031.358929 184.446836 5.4788569 2000-2009 –> 2010-2019 2.2950020 1.6141640 6347.46890 284.134153 8 17
N_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 976 0.6854213 2044.455592 27.322995 5.0275179 2000-2009 –> 2010-2019 2.5212402 1.8358188 6652.39688 60.412470 15 26
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1145 1.4152271 4058.663430 278.585380 11.2534658 1982-1999 –> 2000-2009 2.6850870 1.2698599 8001.75636 794.267482 2 7
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1145 1.4755783 4154.293717 325.956549 14.6486219 1982-1999 –> 2000-2009 2.6927086 1.2171303 7996.87324 945.756814 5 6
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1145 1.4484229 4111.757638 586.460425 12.0093305 1982-1999 –> 2000-2009 2.7376565 1.2892337 8090.73570 1476.702519 3 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1145 1.4070947 4045.466310 305.063932 12.0738457 1982-1999 –> 2000-2009 2.7555578 1.3484631 8130.89887 871.926405 1 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1145 1.5262046 4231.544589 348.866900 15.2981270 1982-1999 –> 2000-2009 2.7605868 1.2343822 8107.48124 1007.326869 6 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1145 1.5276975 4233.783583 542.515819 15.3828034 1982-1999 –> 2000-2009 2.7606109 1.2329134 8106.89848 1512.349857 7 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1145 1.4626564 4134.151512 281.649110 12.0679145 1982-1999 –> 2000-2009 2.7615162 1.2988597 8130.75942 804.557115 4 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1145 1.5450227 4259.607659 536.858348 15.4686572 1982-1999 –> 2000-2009 2.7884772 1.2434545 8152.89924 1268.373898 9 13
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1145 1.5377043 4246.734693 296.438979 16.2934269 1982-1999 –> 2000-2009 2.9050531 1.3673488 8363.12969 803.582922 8 17
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1145 1.7820351 4586.430556 458.962347 14.0457428 1982-1999 –> 2000-2009 3.4097838 1.6277486 9117.97380 1265.096640 11 21
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.0487256 3211.001085 426.382340 8.3100214 2000-2009 –> 2010-2019 2.4639528 1.4152271 7269.66451 704.967720 1 3
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.0519840 3217.763795 799.546022 8.3420673 2000-2009 –> 2010-2019 2.5004068 1.4484229 7329.52143 1386.006447 2 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1090 1.0563181 3226.726890 429.903659 8.3675971 2000-2009 –> 2010-2019 2.5189746 1.4626564 7360.87840 711.552769 3 7
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.1795533 3467.282101 413.224208 4.7289105 2000-2009 –> 2010-2019 2.5866481 1.4070947 7512.74841 718.288140 7 8
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.1113486 3337.437804 595.194660 5.2111186 2000-2009 –> 2010-2019 2.5869269 1.4755783 7491.73152 921.151210 4 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1090 1.1365743 3386.366925 638.119155 4.7958527 2000-2009 –> 2010-2019 2.6627789 1.5262046 7617.91151 986.986055 5 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1090 1.1471257 3406.511587 630.045702 4.6946854 2000-2009 –> 2010-2019 2.6921484 1.5450227 7666.11925 1166.904049 6 14
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1090 1.1799345 3465.986380 302.421399 4.7084256 2000-2009 –> 2010-2019 2.7176388 1.5377043 7712.72107 598.860377 8 15
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1090 1.4201786 3871.992163 677.112324 4.2712155 2000-2009 –> 2010-2019 3.2022137 1.7820351 8458.42272 1136.074672 9 19
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1090 1.5288498 4032.730215 582.724948 4.3604542 2000-2009 –> 2010-2019 3.5431885 2.0143387 8899.76572 967.118919 11 26
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 593 0.1329902 -697.869867 141.787425 0.3645677 1982-1999 –> 2000-2009 0.2596430 0.1266528 -1439.40559 555.924894 1 2
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 593 0.1395023 -639.172440 12.405894 0.4176698 1982-1999 –> 2000-2009 0.2850789 0.1455766 -1216.61741 34.293088 2 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 593 0.1589877 -486.107699 4.927380 0.6586168 1982-1999 –> 2000-2009 0.3153026 0.1563149 -982.71086 18.275710 4 7
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 593 0.1539769 -522.088931 178.432609 0.5532705 1982-1999 –> 2000-2009 0.3157597 0.1617828 -976.67130 705.737679 3 7
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 593 0.1720362 -392.558892 26.990909 0.8487248 1982-1999 –> 2000-2009 0.3372650 0.1652288 -824.60783 119.304646 5 10
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 593 0.1802051 -337.539320 71.003576 0.9590030 1982-1999 –> 2000-2009 0.3501189 0.1699138 -737.04284 294.937712 6 13
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 593 0.1828673 -320.146489 5.191369 0.9872769 1982-1999 –> 2000-2009 0.3521406 0.1692733 -724.04607 16.182439 7 13
N_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 593 0.1854615 -305.439642 4.503315 0.9981661 1982-1999 –> 2000-2009 0.3576041 0.1721426 -691.77417 15.476477 8 16
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 593 0.1867167 -293.439697 35.643603 1.1351421 1982-1999 –> 2000-2009 0.4147315 0.2280147 -348.58898 106.395903 9 18
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 593 0.2011490 -205.138317 13.039444 1.3921022 1982-1999 –> 2000-2009 0.4523555 0.2512065 -147.53642 34.405833 10 21
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 592 0.1076019 -945.488084 781.254957 0.3942173 2000-2009 –> 2010-2019 0.2346997 0.1270978 -1695.10622 1069.568832 3 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 592 0.1075303 -946.276561 941.719750 0.3940571 2000-2009 –> 2010-2019 0.2351199 0.1275896 -1691.31383 1306.445841 2 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 592 0.1074236 -947.451655 781.607993 0.3938203 2000-2009 –> 2010-2019 0.2361231 0.1286995 -1682.21635 1066.505944 1 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 592 0.1077531 -945.825202 253.902983 0.3937640 2000-2009 –> 2010-2019 0.2407433 0.1329902 -1643.69507 395.690408 4 8
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 592 0.1134568 -882.755221 19.945639 0.3128713 2000-2009 –> 2010-2019 0.2529591 0.1395023 -1521.92766 32.351533 5 10
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 592 0.1334760 -690.356100 363.386692 0.6029764 2000-2009 –> 2010-2019 0.2874528 0.1539769 -1212.44503 541.819302 6 12
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 592 0.1552345 -513.553777 10.697665 0.8046042 2000-2009 –> 2010-2019 0.3142222 0.1589877 -999.66148 15.625045 7 14
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 592 0.1638983 -449.251546 62.682929 0.9782817 2000-2009 –> 2010-2019 0.3359345 0.1720362 -841.81044 89.673838 8 16
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 592 0.1676258 -422.625736 143.584866 1.0561010 2000-2009 –> 2010-2019 0.3478309 0.1802051 -760.16506 214.588443 9 18
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 592 0.1687516 -414.700713 9.010546 1.0811073 2000-2009 –> 2010-2019 0.3516189 0.1828673 -734.84720 14.201915 10 20
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 930 0.1436091 -956.402578 742.522892 0.3924712 1982-1999 –> 2000-2009 0.2830270 0.1394179 -1810.21286 1676.101282 4 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 930 0.1364749 -1051.177376 369.839724 0.4333102 1982-1999 –> 2000-2009 0.2950766 0.1586017 -1702.06781 1183.063254 1 3
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 930 0.1367384 -1047.589847 497.124695 0.4325983 1982-1999 –> 2000-2009 0.2954345 0.1586961 -1697.54357 1441.508673 2 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 930 0.1368535 -1046.024878 368.190848 0.4324389 1982-1999 –> 2000-2009 0.2955875 0.1587340 -1695.60240 1181.676463 3 7
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 930 0.1508516 -866.888006 81.471778 0.4139567 1982-1999 –> 2000-2009 0.3275150 0.1766634 -1350.02188 245.399050 5 16
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 930 0.1575991 -783.498246 12.327839 0.7749494 1982-1999 –> 2000-2009 0.3293967 0.1717976 -1308.59260 20.028779 6 11
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 930 0.1590585 -768.353305 2.720682 0.8592804 1982-1999 –> 2000-2009 0.3308711 0.1718126 -1295.31019 6.864439 7 13
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 930 0.1663333 -683.170831 96.824324 0.9944906 1982-1999 –> 2000-2009 0.3415314 0.1751981 -1177.41425 203.611612 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 930 0.1663531 -684.950199 25.309216 1.0011360 1982-1999 –> 2000-2009 0.3420942 0.1757412 -1176.32235 64.973619 9 19
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 930 0.1675591 -669.513918 427.738931 1.2332678 1982-1999 –> 2000-2009 0.3425411 0.1749820 -1165.70028 905.095577 10 17
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 909 0.1094671 -1428.023754 698.883575 0.4194932 2000-2009 –> 2010-2019 0.2459420 0.1364749 -2479.20113 1068.723299 1 2
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 909 0.1094764 -1427.869263 913.575237 0.4196849 2000-2009 –> 2010-2019 0.2462148 0.1367384 -2475.45911 1410.699932 2 4
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 909 0.1094823 -1427.771626 697.015809 0.4198310 2000-2009 –> 2010-2019 0.2463358 0.1368535 -2473.79650 1065.206657 3 6
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 909 0.1126009 -1376.710819 953.462715 0.3538290 2000-2009 –> 2010-2019 0.2562099 0.1436091 -2333.11340 1695.985607 4 8
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 909 0.1191530 -1275.885739 256.117604 0.3670484 2000-2009 –> 2010-2019 0.2700046 0.1508516 -2142.77374 337.589382 5 10
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 909 0.1237241 -1205.446197 616.196587 0.8972303 2000-2009 –> 2010-2019 0.2912832 0.1675591 -1874.96012 1043.935518 6 16
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 909 0.1343040 -1056.275811 17.751478 0.9107109 2000-2009 –> 2010-2019 0.2919031 0.1575991 -1839.77406 30.079317 10 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 909 0.1354237 -1043.182653 10.549450 0.9611055 2000-2009 –> 2010-2019 0.2944822 0.1590585 -1811.53596 13.270132 12 19
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 909 0.1314733 -1095.003228 243.022376 0.9850528 2000-2009 –> 2010-2019 0.2978066 0.1663333 -1778.17406 339.846700 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 909 0.1318394 -1091.948879 114.196435 0.9725503 2000-2009 –> 2010-2019 0.2981924 0.1663531 -1776.89908 139.505650 9 18
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1842 0.1389686 -2029.030941 43.162747 2.1266449 1982-1999 –> 2000-2009 0.3162590 0.1772904 -2965.53214 79.828205 1 2
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1842 0.1505362 -1734.473727 511.259350 1.9655254 1982-1999 –> 2000-2009 0.3421776 0.1916413 -2433.10599 859.051502 2 8
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1842 0.1553708 -1618.019377 605.658404 3.1972956 1982-1999 –> 2000-2009 0.3440947 0.1887239 -2363.53247 1350.793719 3 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1842 0.1554944 -1615.090414 574.833711 3.1989937 1982-1999 –> 2000-2009 0.3442339 0.1887395 -2360.35052 1252.235306 4 7
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1842 0.1560979 -1600.819042 597.411160 3.2112361 1982-1999 –> 2000-2009 0.3455774 0.1894795 -2334.12150 1276.010948 5 10
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1842 0.1578615 -1561.431742 274.355621 2.9293578 1982-1999 –> 2000-2009 0.3570439 0.1991824 -2144.11632 478.687255 6 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1842 0.1644132 -1411.623754 39.256715 0.8488956 1982-1999 –> 2000-2009 0.3608529 0.1964398 -2036.67988 75.846040 7 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1842 0.1729377 -1225.401252 38.107680 3.1787735 1982-1999 –> 2000-2009 0.3619107 0.1889730 -1968.88247 66.444487 9 13
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1842 0.1720990 -1243.310574 419.576932 2.1825390 1982-1999 –> 2000-2009 0.3836180 0.2115190 -1642.34827 775.656123 8 17
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1842 0.1981535 -723.969342 557.475161 5.3688556 1982-1999 –> 2000-2009 0.4238594 0.2257058 -924.61853 994.164908 10 20
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2269 0.1108843 -3527.132932 103.258855 0.6481945 2000-2009 –> 2010-2019 0.2498530 0.1389686 -5556.16387 146.421602 3 4
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2269 0.1104506 -3544.920379 837.485077 0.6992718 2000-2009 –> 2010-2019 0.2658214 0.1553708 -5162.93976 1443.143481 1 3
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2269 0.1104998 -3542.896581 836.057337 0.6987234 2000-2009 –> 2010-2019 0.2659943 0.1554944 -5157.98699 1410.891047 2 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2269 0.1110495 -3520.378477 933.126930 0.6997792 2000-2009 –> 2010-2019 0.2671475 0.1560979 -5121.19752 1530.538090 4 8
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2269 0.1151725 -3356.945026 103.058763 0.5865754 2000-2009 –> 2010-2019 0.2881103 0.1729377 -4582.34628 141.166444 6 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2269 0.1488333 -2193.421630 594.137948 0.7134460 2000-2009 –> 2010-2019 0.3066948 0.1578615 -3754.85337 868.493568 7 12
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2269 0.1149039 -3367.542893 928.998172 0.7431853 2000-2009 –> 2010-2019 0.3130574 0.1981535 -4091.51224 1486.473333 5 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2269 0.1769228 -1408.863459 73.899320 0.9298934 2000-2009 –> 2010-2019 0.3413359 0.1644132 -2820.48721 113.156035 16 22
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2269 0.1813404 -1296.943755 779.169585 1.0089422 2000-2009 –> 2010-2019 0.3534395 0.1720990 -2540.25433 1198.746516 17 24
N_Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2269 0.1673219 -1660.055169 772.954262 1.0011255 2000-2009 –> 2010-2019 0.4434033 0.2760814 -1160.21298 1366.741961 9 20
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 303 0.1156835 -433.202862 278.693030 0.6474255 1982-1999 –> 2000-2009 0.2930983 0.1774148 -753.73460 509.636730 1 2
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 303 0.1266420 -380.356047 83.321008 0.6746030 1982-1999 –> 2000-2009 0.3125769 0.1859349 -652.32290 107.320751 2 4
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 303 0.2017646 -98.119270 621.356662 1.0772434 1982-1999 –> 2000-2009 0.4749468 0.2731821 44.66581 956.423585 3 6
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 303 0.2208792 -43.267705 98.666919 1.0774169 1982-1999 –> 2000-2009 0.5138004 0.2929212 174.72396 230.126606 8 12
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 303 0.2288443 -23.799699 7.108498 1.1279294 1982-1999 –> 2000-2009 0.5489191 0.3200749 287.75805 13.999088 9 14
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 303 0.2179407 -49.383721 499.850842 1.4357483 1982-1999 –> 2000-2009 0.6094130 0.3914723 483.23990 900.850018 4 10
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 303 0.2194181 -45.289772 930.814856 1.4266433 1982-1999 –> 2000-2009 0.6112677 0.3918497 488.37262 1621.997828 5 12
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 303 0.2196734 -44.584986 276.679042 1.4236909 1982-1999 –> 2000-2009 0.6115885 0.3919151 489.25729 662.822188 7 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 303 0.2194480 -47.207153 788.590491 1.4276527 1982-1999 –> 2000-2009 0.6197917 0.4003437 507.57305 1046.290673 6 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 303 0.2401071 7.314692 276.513999 1.2051377 1982-1999 –> 2000-2009 0.6423643 0.4022571 567.23490 370.914711 11 21
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 643 0.0504907 -2003.197110 159.471176 0.1920469 2000-2009 –> 2010-2019 0.1771328 0.1266420 -2383.55316 242.792184 1 2
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 643 0.1226238 -864.088364 137.594519 0.3404682 2000-2009 –> 2010-2019 0.3514681 0.2288443 -887.88806 144.703017 11 13
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 643 0.1227724 -860.531404 100.215873 0.4503857 2000-2009 –> 2010-2019 0.3628795 0.2401071 -853.21671 376.729871 16 19
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + silicate + phosphate_star 643 0.1249027 -840.408080 99.448970 0.4288325 2000-2009 –> 2010-2019 0.3692541 0.2443514 -824.47505 142.848133 19 23
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 643 0.1136873 -959.399384 155.336820 0.3720470 2000-2009 –> 2010-2019 0.4377910 0.3241037 -770.29792 1005.032362 7 12
N_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 643 0.0906602 -1250.464320 871.291439 0.3244845 2000-2009 –> 2010-2019 0.4780534 0.3873932 -953.26650 1210.864548 3 14
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 643 0.1226652 -861.654463 113.295325 0.4374288 2000-2009 –> 2010-2019 0.4904999 0.3678347 -595.85137 196.671802 12 18
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 643 0.1227049 -861.237933 954.224226 0.4339444 2000-2009 –> 2010-2019 0.4922884 0.3695835 -592.56062 1835.084902 15 22
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 643 0.1226984 -861.306755 48.469148 0.4343961 2000-2009 –> 2010-2019 0.4950035 0.3723052 -588.18311 94.033844 14 22
N_Atlantic (28.2, Inf] 3 cstar_tref ~ nitrate + silicate + phosphate_star 643 0.1053210 -1059.700124 869.599242 0.3557673 2000-2009 –> 2010-2019 0.4950679 0.3897469 -760.83153 1052.359083 5 18
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1611 4.0082677 9059.113166 42.044061 17.5199215 1982-1999 –> 2000-2009 7.5242056 3.5159378 11727.94804 67.088424 2 3
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1611 4.1015232 9133.216801 25.774387 16.1331401 1982-1999 –> 2000-2009 7.7183312 3.6168080 11830.11095 47.911264 3 5
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1611 3.5234804 8643.765409 30.804879 19.8484962 1982-1999 –> 2000-2009 7.8525651 4.3290847 11518.98572 58.787304 1 15
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1611 4.1315906 9156.750402 52.503727 16.3971986 1982-1999 –> 2000-2009 7.9532857 3.8216951 11908.30594 100.924586 4 11
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1611 4.4312279 9382.336323 50.487066 22.2183464 1982-1999 –> 2000-2009 8.1494747 3.7182469 12106.66962 80.802916 8 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1611 4.5408206 9461.053087 52.471825 21.5009393 1982-1999 –> 2000-2009 8.2221099 3.6812893 12175.47706 88.467961 10 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1611 4.4075115 9365.045561 52.107775 22.5545799 1982-1999 –> 2000-2009 8.2472981 3.8397866 12121.28605 100.269570 7 15
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1611 4.7286314 9589.634531 35.149198 19.8055712 1982-1999 –> 2000-2009 8.4287945 3.7001631 12307.13145 58.058296 12 16
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1611 4.7713527 9618.613337 25.111751 19.1248644 1982-1999 –> 2000-2009 8.5457613 3.7744085 12355.81811 45.119344 14 20
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1611 4.8271520 9656.074864 39.897048 18.8217107 1982-1999 –> 2000-2009 8.7950205 3.9678685 12442.86511 86.593049 15 24
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3133 3.8718224 17387.511578 44.901698 39.6129977 2000-2009 –> 2010-2019 7.3953028 3.5234804 26031.27699 75.706577 1 2
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3133 4.3588194 18129.881861 52.195415 20.5059141 2000-2009 –> 2010-2019 8.3670872 4.0082677 27188.99503 94.239476 6 8
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3133 4.4645150 18280.011075 28.061747 21.6682835 2000-2009 –> 2010-2019 8.5660382 4.1015232 27413.22788 53.836133 7 10
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3133 4.4745828 18294.125489 60.524633 21.8662400 2000-2009 –> 2010-2019 8.6061734 4.1315906 27450.87589 113.028360 8 12
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3133 4.2075833 17908.611872 55.115720 38.0574193 2000-2009 –> 2010-2019 8.6150948 4.4075115 27273.65743 107.223495 4 11
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3133 4.1936440 17887.818785 50.661134 35.0859185 2000-2009 –> 2010-2019 8.6248719 4.4312279 27270.15511 101.148200 3 11
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 3133 4.4775644 18296.299380 25.419826 22.3588954 2000-2009 –> 2010-2019 8.6656636 4.1880992 27494.81909 46.845921 9 14
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3133 4.1719932 17855.385027 59.865918 22.0978066 2000-2009 –> 2010-2019 8.7128137 4.5408206 27316.43811 112.337743 2 12
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3133 4.2956993 18036.480359 39.400968 42.5249665 2000-2009 –> 2010-2019 8.8349875 4.5392883 27494.44600 63.837520 5 14
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3133 4.6504981 18535.750076 311.739369 62.3690821 2000-2009 –> 2010-2019 9.0283652 4.3778671 27879.05163 587.432002 10 16
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1190 1.7352868 4702.864773 59.574252 7.0532431 1982-1999 –> 2000-2009 3.4082048 1.6729180 7033.20725 83.299706 1 4
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1190 1.7628459 4740.365947 57.566622 7.2249718 1982-1999 –> 2000-2009 3.4332026 1.6703567 7068.87285 81.622470 2 4
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1190 1.8502705 4855.563450 23.543214 5.7949323 1982-1999 –> 2000-2009 3.5247898 1.6745194 7187.05217 36.338340 3 7
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1190 1.8593093 4867.161787 58.730274 7.4299545 1982-1999 –> 2000-2009 3.5281991 1.6688898 7194.61619 122.010713 4 5
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1190 1.8755819 4885.900868 15.228409 6.0200624 1982-1999 –> 2000-2009 3.5546575 1.6790756 7218.64482 24.412431 5 11
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1190 1.9081197 4928.835339 18.325515 5.8603313 1982-1999 –> 2000-2009 3.5833731 1.6752533 7260.84905 27.952320 6 11
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1190 1.9371865 4962.816990 13.970379 6.1079852 1982-1999 –> 2000-2009 3.6172538 1.6800673 7296.26829 22.409080 7 14
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1190 2.0588120 5109.740965 50.350461 6.1121866 1982-1999 –> 2000-2009 3.7410035 1.6821915 7446.70603 118.126006 8 16
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1190 2.1017076 5156.819133 39.384142 6.4387629 1982-1999 –> 2000-2009 3.7894579 1.6877502 7495.73640 88.925059 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1190 2.5228490 5593.499118 207.628221 7.2103207 1982-1999 –> 2000-2009 4.2704178 1.7475688 7976.14172 438.252817 10 20
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1818 1.7209458 7147.150395 33.320680 11.5263006 2000-2009 –> 2010-2019 3.4562326 1.7352868 11850.01517 92.894932 2 3
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1818 1.7570113 7222.561794 32.378284 13.0230318 2000-2009 –> 2010-2019 3.5198572 1.7628459 11962.92774 89.944906 5 7
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1818 1.6944527 7090.740835 14.314321 11.1276517 2000-2009 –> 2010-2019 3.5447232 1.8502705 11946.30429 37.857534 1 4
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1818 1.7218321 7147.022464 8.338335 11.4514249 2000-2009 –> 2010-2019 3.5974140 1.8755819 12032.92333 23.566744 3 8
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1818 1.7224361 7150.297866 10.730899 12.4659390 2000-2009 –> 2010-2019 3.6305559 1.9081197 12079.13321 29.056414 4 10
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1818 1.7570796 7220.703188 8.693203 13.0037151 2000-2009 –> 2010-2019 3.6942661 1.9371865 12183.52018 22.663582 6 13
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1818 1.8599012 7429.483533 48.493401 16.4353972 2000-2009 –> 2010-2019 3.7192105 1.8593093 12296.64532 107.223675 8 12
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1818 1.8057258 7322.000676 41.840561 15.4162898 2000-2009 –> 2010-2019 3.8645378 2.0588120 12431.74164 92.191022 7 15
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1818 1.8599211 7427.522464 33.500292 16.4391406 2000-2009 –> 2010-2019 3.9616288 2.1017076 12584.34160 72.884434 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1818 2.2239812 8079.511363 177.007793 22.6800300 2000-2009 –> 2010-2019 4.7468302 2.5228490 13673.01048 384.636014 10 20
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1053 1.2307198 3439.488424 108.351704 5.8403403 1982-1999 –> 2000-2009 2.3398640 1.1091442 5204.39480 222.168365 1 5
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1053 1.2805975 3523.154698 58.999107 6.8300575 1982-1999 –> 2000-2009 2.3652135 1.0846160 5262.34396 126.760714 5 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1053 1.2797209 3521.712689 390.329980 15.6479734 1982-1999 –> 2000-2009 2.3798782 1.1001573 5277.26313 872.358145 4 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1053 1.2410771 3457.137673 14.735950 4.8584550 1982-1999 –> 2000-2009 2.3842472 1.1431701 5256.79294 32.911686 2 10
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1053 1.2466569 3466.584893 17.586433 4.8726766 1982-1999 –> 2000-2009 2.4042145 1.1575576 5280.62333 39.436279 3 12
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1053 1.2978155 3551.281832 29.146053 6.9982176 1982-1999 –> 2000-2009 2.4147344 1.1169189 5324.22113 77.627927 6 11
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1053 1.3064613 3565.265125 30.008918 7.0557719 1982-1999 –> 2000-2009 2.4388603 1.1323990 5354.03357 78.427972 7 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1053 1.3249500 3592.859724 54.242248 7.3600404 1982-1999 –> 2000-2009 2.4453570 1.1204070 5367.38484 118.752677 8 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1053 1.3780351 3675.591593 195.870568 18.0332370 1982-1999 –> 2000-2009 2.4832675 1.1052324 5434.43491 478.654688 11 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1053 1.3391319 3615.281966 7.406916 7.4822287 1982-1999 –> 2000-2009 2.4993239 1.1601920 5429.93462 18.891522 9 19
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1745 1.5943248 6594.007116 11.264961 9.4573964 2000-2009 –> 2010-2019 2.8409817 1.2466569 10060.59201 28.851394 3 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1745 1.5442637 6482.665244 34.264300 8.1429806 2000-2009 –> 2010-2019 2.8507250 1.3064613 10047.93037 64.273219 1 8
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1745 1.6121212 6632.747791 9.514426 9.9222344 2000-2009 –> 2010-2019 2.8531983 1.2410771 10089.88546 24.250375 4 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1745 1.5669277 6533.513198 33.726177 8.6981978 2000-2009 –> 2010-2019 2.8647432 1.2978155 10084.79503 62.872230 2 8
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1745 1.7069279 6832.181740 77.220544 12.2077123 2000-2009 –> 2010-2019 2.9376477 1.2307198 10271.67016 185.572248 8 9
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1745 1.6621570 6739.420773 69.550569 10.8959425 2000-2009 –> 2010-2019 2.9427544 1.2805975 10262.57547 128.549677 6 11
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1745 1.6480973 6707.774516 7.995077 8.7191875 2000-2009 –> 2010-2019 2.9947275 1.3466301 10334.81574 16.861215 5 15
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1745 1.6653026 6744.019280 7.299133 9.2586708 2000-2009 –> 2010-2019 3.0044344 1.3391319 10359.30125 14.706049 7 16
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1745 1.7540744 6925.270692 53.521108 11.6828714 2000-2009 –> 2010-2019 3.0790244 1.3249500 10518.13042 107.763356 9 17
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1745 2.0760248 7515.383061 375.628777 17.7347867 2000-2009 –> 2010-2019 3.3557457 1.2797209 11037.09575 765.958757 12 16
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1429 1.3870633 5004.431901 216.576880 9.5504882 1982-1999 –> 2000-2009 2.8527276 1.4656642 7576.20275 450.701022 11 12
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1429 1.1802532 4542.979736 46.683059 6.2107136 1982-1999 –> 2000-2009 2.8705073 1.6902541 7317.20049 105.379955 3 7
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1429 1.2984877 4815.836815 444.856247 7.7845652 1982-1999 –> 2000-2009 2.8808277 1.5823400 7496.37428 854.561281 7 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1429 1.1886376 4563.211056 45.321039 6.4914779 1982-1999 –> 2000-2009 2.9954778 1.8068402 7432.14676 116.188332 5 12
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1429 1.1874166 4560.273528 24.838096 6.8894472 1982-1999 –> 2000-2009 3.0702668 1.8828502 7487.72336 66.361899 4 13
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1429 1.1963474 4581.688676 30.173223 7.2493610 1982-1999 –> 2000-2009 3.1239076 1.9275603 7542.46363 82.568068 6 16
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1429 1.1765809 4534.073324 70.366971 7.2782039 1982-1999 –> 2000-2009 3.1244047 1.9478238 7509.69816 187.382170 1 12
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1429 1.1797562 4541.775921 74.076253 7.6011177 1982-1999 –> 2000-2009 3.1640710 1.9843149 7543.75730 196.147482 2 14
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1429 1.3463017 4917.185121 27.548601 5.9291962 1982-1999 –> 2000-2009 3.1987463 1.8524445 7819.51655 60.197971 10 18
N_Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1429 1.5633626 5344.392318 121.328039 7.7372963 1982-1999 –> 2000-2009 3.2042357 1.6408731 8074.50945 257.585629 12 15
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1972 1.1896070 6295.062824 47.638208 6.8164690 2000-2009 –> 2010-2019 2.3698602 1.1802532 10838.04256 94.321266 1 4
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1972 1.2366157 6444.651172 18.073323 7.1090017 2000-2009 –> 2010-2019 2.4240322 1.1874166 11004.92470 42.911420 2 6
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1972 1.2500363 6487.201975 21.777395 7.1515655 2000-2009 –> 2010-2019 2.4463836 1.1963474 11068.89065 51.950617 3 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1972 1.3212734 6705.681074 60.751405 7.4534751 2000-2009 –> 2010-2019 2.4978543 1.1765809 11239.75440 131.118376 5 6
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1972 1.3234042 6712.033069 62.871833 7.2793262 2000-2009 –> 2010-2019 2.5031603 1.1797562 11253.80899 136.948086 6 8
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1972 1.3240706 6717.416777 47.097221 8.5585803 2000-2009 –> 2010-2019 2.5127082 1.1886376 11280.62783 92.418261 7 12
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1972 1.2846480 6594.866483 203.454809 8.2790133 2000-2009 –> 2010-2019 2.6717113 1.3870633 11599.29838 420.031689 4 15
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1972 1.3899835 6905.524246 681.040535 10.8865919 2000-2009 –> 2010-2019 2.6884712 1.2984877 11721.36106 1125.896781 8 15
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1972 1.5088000 7226.858029 11.145840 7.7486212 2000-2009 –> 2010-2019 2.8301473 1.3213473 12090.57146 25.571579 10 18
N_Pacific (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1972 1.5137821 7239.853070 13.668865 7.7673009 2000-2009 –> 2010-2019 2.8360895 1.3223074 12105.64240 31.766777 11 20
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1896 0.8148893 4618.381166 128.519937 3.0693349 1982-1999 –> 2000-2009 1.4355022 0.6206129 6269.38744 245.662887 2 3
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1896 0.8104642 4597.733296 37.043635 3.5183432 1982-1999 –> 2000-2009 1.5159555 0.7054913 6471.52827 69.422038 1 3
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1896 0.8986638 4987.453758 117.556156 3.2772222 1982-1999 –> 2000-2009 1.6908776 0.7922138 7060.74698 233.233308 5 8
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1896 0.8559122 4804.627269 27.119921 4.8337397 1982-1999 –> 2000-2009 1.6926721 0.8367599 6974.99943 58.706830 3 8
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1896 0.8665347 4851.399121 37.339836 5.0372540 1982-1999 –> 2000-2009 1.7313644 0.8648297 7079.11724 78.736169 4 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1896 0.9338445 5135.070220 381.834556 3.2181714 1982-1999 –> 2000-2009 1.7704551 0.8366106 7305.13216 872.690116 6 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1896 0.9578416 5231.282695 44.682728 4.0765462 1982-1999 –> 2000-2009 1.9312787 0.9734371 7664.60724 120.273586 7 16
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1896 1.0083014 5425.963843 247.370198 3.9727815 1982-1999 –> 2000-2009 1.9481180 0.9398166 7798.20044 617.573411 10 17
N_Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1896 1.0140615 5445.564880 33.167108 3.4040021 1982-1999 –> 2000-2009 1.9716338 0.9575723 7848.33069 65.338412 11 19
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1896 0.9845572 5335.598964 71.432103 4.6158221 1982-1999 –> 2000-2009 2.0419275 1.0573703 7912.66841 193.546694 8 19
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2668 0.8268653 6571.010203 32.037041 4.1172105 2000-2009 –> 2010-2019 1.6373295 0.8104642 11168.74350 69.080675 2 3
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2668 0.8261399 6566.327513 122.633495 3.9160404 2000-2009 –> 2010-2019 1.6410293 0.8148893 11184.70868 251.153432 1 3
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2668 0.8719538 6854.323554 19.198097 4.2031317 2000-2009 –> 2010-2019 1.7278660 0.8559122 11658.95082 46.318018 3 6
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2668 0.8812124 6910.683749 28.035529 4.2168796 2000-2009 –> 2010-2019 1.7477471 0.8665347 11762.08287 65.375366 4 8
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2668 0.9555796 7341.002919 121.927439 3.6613358 2000-2009 –> 2010-2019 1.8542434 0.8986638 12328.45668 239.483595 5 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2668 0.9924111 7544.807416 372.723814 3.2997626 2000-2009 –> 2010-2019 1.9262556 0.9338445 12679.87764 754.558370 7 13
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2668 1.0150878 7665.363177 29.900818 3.6287599 2000-2009 –> 2010-2019 1.9729294 0.9578416 12896.64587 74.583547 8 15
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2668 0.9867748 7514.415454 298.686786 6.2296843 2000-2009 –> 2010-2019 1.9950762 1.0083014 12940.37930 546.056984 6 16
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2668 1.0396389 7792.884471 44.773748 3.8947763 2000-2009 –> 2010-2019 2.0241961 0.9845572 13128.48343 116.205851 9 17
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2668 1.0443344 7816.930267 51.032400 3.9405955 2000-2009 –> 2010-2019 2.0346464 0.9903120 13174.62929 128.969316 10 19
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2340 0.4592953 3013.302683 117.384887 2.5710548 1982-1999 –> 2000-2009 0.8683348 0.4090395 4133.99200 246.287601 1 2
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2340 0.5021907 3429.163521 117.013357 2.5878239 1982-1999 –> 2000-2009 0.9719131 0.4697224 4839.45298 214.664497 2 4
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2340 0.5235462 3626.064264 21.916819 2.7091943 1982-1999 –> 2000-2009 1.0273138 0.5037676 5185.85688 37.412140 3 6
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2340 0.5671719 4000.638037 8.808889 2.7846998 1982-1999 –> 2000-2009 1.1307232 0.5635513 5796.82897 22.795354 4 11
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2340 0.5793184 4099.806483 869.640994 2.4835257 1982-1999 –> 2000-2009 1.1361927 0.5568742 5870.87221 1334.034862 6 12
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2340 0.5979729 4248.130429 656.063430 2.4089619 1982-1999 –> 2000-2009 1.1377037 0.5397308 5953.28142 1189.216696 8 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2340 0.5816110 4116.290412 17.222739 2.7242697 1982-1999 –> 2000-2009 1.1482570 0.5666460 5922.02543 31.773557 7 15
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2340 0.5752748 4067.025756 9.058148 2.8012714 1982-1999 –> 2000-2009 1.1521692 0.5768944 5912.54558 24.335312 5 14
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2340 0.6177860 4398.682803 320.097645 2.5752269 1982-1999 –> 2000-2009 1.1707860 0.5530000 6153.03170 588.529733 9 14
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2340 0.6286188 4482.034634 51.848981 2.6043031 1982-1999 –> 2000-2009 1.2164798 0.5878610 6367.25105 88.612854 11 21
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3461 0.4613802 4481.498782 319.317191 4.8196640 2000-2009 –> 2010-2019 0.9206756 0.4592953 7494.80146 436.702079 1 2
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3461 0.5084130 5153.427741 22.995331 5.1510105 2000-2009 –> 2010-2019 1.0319592 0.5235462 8779.49200 44.912150 2 5
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3461 0.5330595 5479.108730 296.749046 5.0893603 2000-2009 –> 2010-2019 1.0352502 0.5021907 8908.27225 413.762403 3 5
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3461 0.5398458 5568.675042 18.352093 5.3265329 2000-2009 –> 2010-2019 1.1070177 0.5671719 9569.31308 27.160981 4 8
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3461 0.5456618 5642.849794 17.537217 5.3582790 2000-2009 –> 2010-2019 1.1209366 0.5752748 9709.87555 26.595365 5 10
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3461 0.5952765 6245.248130 833.188552 4.1892744 2000-2009 –> 2010-2019 1.1745949 0.5793184 10345.05461 1702.829546 6 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3461 0.6039997 6343.947287 22.583613 5.4710234 2000-2009 –> 2010-2019 1.1856107 0.5816110 10460.23770 39.806351 7 14
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3461 0.6065089 6374.644656 660.709656 2.5913884 2000-2009 –> 2010-2019 1.2044819 0.5979729 10622.77509 1316.773085 8 16
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3461 0.6259985 6593.577230 72.256484 2.7381652 2000-2009 –> 2010-2019 1.2546173 0.6286188 11075.61186 124.105465 9 20
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3461 0.6321174 6660.908607 492.550612 3.7074853 2000-2009 –> 2010-2019 1.2575949 0.6254775 11119.49798 1121.819492 10 20
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2464 0.4096096 2608.039452 881.599821 1.3700178 1982-1999 –> 2000-2009 0.7476539 0.3380443 3285.40989 1517.715592 2 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2464 0.4087240 2597.372424 93.391250 1.3682834 1982-1999 –> 2000-2009 0.7505529 0.3418289 3296.83187 141.558572 1 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2464 0.4097337 2609.531677 89.822101 1.3520634 1982-1999 –> 2000-2009 0.7509780 0.3412443 3305.59518 140.053821 3 5
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2464 0.4121499 2638.506707 32.317459 1.4065497 1982-1999 –> 2000-2009 0.7596950 0.3475451 3370.86866 58.389141 7 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2464 0.4118996 2635.513244 38.580599 1.4094115 1982-1999 –> 2000-2009 0.7597959 0.3478963 3369.87926 69.484917 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2464 0.4115312 2631.104136 20.424604 1.4266241 1982-1999 –> 2000-2009 0.7602880 0.3487567 3370.37095 35.037230 5 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2464 0.4150806 2673.424734 31.890681 1.2967075 1982-1999 –> 2000-2009 0.7609957 0.3459150 3396.45966 62.043586 9 13
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2464 0.4121887 2638.971174 20.755644 1.4302324 1982-1999 –> 2000-2009 0.7616249 0.3494362 3382.09941 35.628871 8 16
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2464 0.4110628 2623.491619 64.933658 1.3444019 1982-1999 –> 2000-2009 0.7707197 0.3596568 3421.81749 97.511827 4 14
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2464 0.4166791 2690.366126 19.205035 1.3063028 1982-1999 –> 2000-2009 0.7724949 0.3558158 3467.38931 33.777646 10 19
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3602 0.4346131 4232.946688 100.983417 1.8237857 2000-2009 –> 2010-2019 0.8433371 0.4087240 6830.31911 194.374667 3 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3602 0.4344298 4229.908187 991.493634 1.8089664 2000-2009 –> 2010-2019 0.8440395 0.4096096 6837.94764 1873.093456 1 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3602 0.4345751 4232.316791 111.720358 1.8339719 2000-2009 –> 2010-2019 0.8443088 0.4097337 6841.84847 201.542459 2 5
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3602 0.4346237 4231.122871 75.517153 1.8275625 2000-2009 –> 2010-2019 0.8456865 0.4110628 6854.61449 140.450811 4 8
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3602 0.4385111 4297.270252 41.859890 1.8400293 2000-2009 –> 2010-2019 0.8504107 0.4118996 6932.78350 80.440489 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3602 0.4384613 4296.452520 42.090679 1.8427854 2000-2009 –> 2010-2019 0.8506112 0.4121499 6934.95923 74.408137 5 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3602 0.4412566 4342.234705 26.081272 1.8478896 2000-2009 –> 2010-2019 0.8527879 0.4115312 6973.33884 46.505876 9 14
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3602 0.4386403 4299.393222 42.646119 1.8231924 2000-2009 –> 2010-2019 0.8537209 0.4150806 6972.81796 74.536801 7 16
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3602 0.4418584 4352.052622 26.496160 1.8576844 2000-2009 –> 2010-2019 0.8540472 0.4121887 6991.02380 47.251805 10 18
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3602 0.4386409 4297.403362 25.722183 1.8219655 2000-2009 –> 2010-2019 0.8553200 0.4166791 6987.76949 44.927217 8 18
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 942 0.2310041 -73.382391 324.381482 0.8917914 1982-1999 –> 2000-2009 0.4304026 0.1993985 -200.25862 721.544061 2 3
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 942 0.2313128 -70.866270 23.810301 0.8909762 1982-1999 –> 2000-2009 0.4312071 0.1998943 -195.93471 51.633337 3 5
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 942 0.2313274 -70.747217 28.995673 0.8911761 1982-1999 –> 2000-2009 0.4312781 0.1999507 -195.61024 62.377551 4 7
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 942 0.2304182 -78.166456 150.459649 0.9033750 1982-1999 –> 2000-2009 0.4336301 0.2032119 -191.25173 421.210139 1 5
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 942 0.2326164 -62.278502 149.949638 0.8302146 1982-1999 –> 2000-2009 0.4360045 0.2033881 -176.73279 415.353620 5 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 942 0.2327302 -59.357516 7.406621 0.9300080 1982-1999 –> 2000-2009 0.4426589 0.2099287 -148.76899 19.769945 6 12
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 942 0.2327961 -60.823667 6.939774 0.9407550 1982-1999 –> 2000-2009 0.4440074 0.2112113 -147.80095 19.303092 7 14
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 942 0.2344718 -45.311320 7.978748 0.9251215 1982-1999 –> 2000-2009 0.4502144 0.2157427 -114.83509 16.971635 8 16
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 942 0.2346460 -43.911736 8.168222 0.9238927 1982-1999 –> 2000-2009 0.4507408 0.2160948 -112.24812 17.634795 9 18
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 942 0.2364047 -31.843291 7.325520 0.8901733 1982-1999 –> 2000-2009 0.4533610 0.2169563 -99.28325 15.795619 12 22
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1247 0.2416453 10.643795 175.440684 1.0006501 2000-2009 –> 2010-2019 0.4720636 0.2304182 -67.52266 325.900333 1 2
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1247 0.2429639 24.215438 510.509202 1.0177507 2000-2009 –> 2010-2019 0.4739680 0.2310041 -49.16695 834.890684 4 6
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1247 0.2433086 27.751295 38.788567 1.0168770 2000-2009 –> 2010-2019 0.4746214 0.2313128 -43.11498 62.598868 7 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1247 0.2433161 27.828814 47.166463 1.0172883 2000-2009 –> 2010-2019 0.4746436 0.2313274 -42.91840 76.162136 8 12
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1247 0.2431372 25.994124 10.142249 1.0698707 2000-2009 –> 2010-2019 0.4758674 0.2327302 -33.36339 17.548870 5 11
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1247 0.2435345 28.065762 9.778776 1.0430765 2000-2009 –> 2010-2019 0.4763306 0.2327961 -32.75791 16.718550 11 18
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1247 0.2428886 23.442586 11.089765 1.0522638 2000-2009 –> 2010-2019 0.4773604 0.2344718 -21.86873 19.068513 3 11
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1247 0.2428477 23.022658 11.349993 1.0502108 2000-2009 –> 2010-2019 0.4774937 0.2346460 -20.88908 19.518215 2 11
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1247 0.2433735 26.416231 10.243102 1.0275173 2000-2009 –> 2010-2019 0.4789013 0.2355279 -12.42805 17.112714 10 20
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1247 0.2433564 26.241684 10.532314 1.0258131 2000-2009 –> 2010-2019 0.4791962 0.2358398 -10.10946 17.606223 9 20
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1208 0.1975412 -476.132837 96.165850 0.8970515 1982-1999 –> 2000-2009 0.3789713 0.1814301 -701.70423 210.464059 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1208 0.1984449 -465.105042 14.324526 0.8968712 1982-1999 –> 2000-2009 0.3804965 0.1820516 -687.83114 35.211847 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1208 0.1986713 -462.350243 14.519706 0.8970245 1982-1999 –> 2000-2009 0.3809285 0.1822572 -684.13727 35.743412 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1208 0.2030582 -409.583432 361.920139 0.8375034 1982-1999 –> 2000-2009 0.3951565 0.1920983 -587.61679 669.211490 4 8
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1208 0.2030879 -409.229210 14.768286 0.8349120 1982-1999 –> 2000-2009 0.3953225 0.1922345 -586.67298 31.586402 5 10
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1208 0.2030948 -409.147656 20.035141 0.8344103 1982-1999 –> 2000-2009 0.3953622 0.1922674 -586.44898 39.428893 6 12
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1208 0.2068373 -367.031975 432.650443 0.8711801 1982-1999 –> 2000-2009 0.4028503 0.1960130 -530.28093 963.623534 7 14
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1208 0.2072677 -362.010723 50.292705 0.8722724 1982-1999 –> 2000-2009 0.4039048 0.1966372 -522.61453 103.655604 8 16
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1208 0.2080216 -353.238178 7.494592 0.8722421 1982-1999 –> 2000-2009 0.4055849 0.1975633 -509.93254 17.346047 9 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1208 0.2081767 -351.437740 7.517147 0.8724793 1982-1999 –> 2000-2009 0.4059584 0.1977817 -507.21282 17.393182 10 20
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1650 0.1764963 -1027.205448 145.964434 0.9130684 2000-2009 –> 2010-2019 0.3740375 0.1975412 -1503.33829 242.130284 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1650 0.1769468 -1018.792474 27.393514 0.9051781 2000-2009 –> 2010-2019 0.3753918 0.1984449 -1483.89752 41.718040 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1650 0.1770625 -1016.636114 28.178198 0.9034705 2000-2009 –> 2010-2019 0.3757338 0.1986713 -1478.98636 42.697904 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1650 0.1886942 -806.674060 880.696690 0.9326900 2000-2009 –> 2010-2019 0.3917524 0.2030582 -1216.25749 1242.616828 7 11
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1650 0.1888518 -803.919363 58.837272 0.9329244 2000-2009 –> 2010-2019 0.3919397 0.2030879 -1213.14857 73.605558 8 13
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1650 0.1888723 -803.560943 69.748762 0.9331812 2000-2009 –> 2010-2019 0.3919671 0.2030948 -1212.70860 89.783904 9 15
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1650 0.1789328 -981.962062 158.615615 1.0288374 2000-2009 –> 2010-2019 0.3930072 0.2140744 -1263.90492 318.965027 4 15
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1650 0.1911279 -766.384138 564.198803 0.8399180 2000-2009 –> 2010-2019 0.3979652 0.2068373 -1133.41611 996.849247 13 20
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1650 0.1912155 -764.871934 52.291564 0.8395354 2000-2009 –> 2010-2019 0.3984831 0.2072677 -1126.88266 102.584269 15 23
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1650 0.1917783 -755.173033 11.866403 0.8318380 2000-2009 –> 2010-2019 0.3997999 0.2080216 -1108.41121 19.360995 16 25
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1268 0.2268945 -149.145387 22.348263 1.4710016 1982-1999 –> 2000-2009 0.4133763 0.1864818 -349.78339 34.612624 1 2
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1268 0.2269554 -148.464118 18.945270 1.4708390 1982-1999 –> 2000-2009 0.4134670 0.1865116 -348.97069 30.092447 2 4
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1268 0.2272232 -145.473255 389.295578 1.4697242 1982-1999 –> 2000-2009 0.4138841 0.1866608 -345.32067 625.646599 3 6
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1268 0.2313354 -99.988344 61.742072 1.3288587 1982-1999 –> 2000-2009 0.4208740 0.1895386 -287.22888 153.702225 4 8
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1268 0.2318056 -94.838904 69.582527 1.3229991 1982-1999 –> 2000-2009 0.4217911 0.1899855 -280.13907 173.336431 5 10
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1268 0.2327712 -84.296892 109.347154 1.3119807 1982-1999 –> 2000-2009 0.4239920 0.1912207 -264.25688 253.528786 6 12
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1268 0.2387549 -21.929332 11.228029 1.2297426 1982-1999 –> 2000-2009 0.4322361 0.1934812 -194.20586 21.754280 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1268 0.2390334 -18.973817 9.635060 1.2266588 1982-1999 –> 2000-2009 0.4327797 0.1937463 -190.12197 19.295632 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1268 0.2400797 -7.897233 85.298287 1.2192123 1982-1999 –> 2000-2009 0.4350908 0.1950111 -173.68360 212.513315 9 18
N_Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1268 0.2413065 5.029444 870.639992 1.2441261 1982-1999 –> 2000-2009 0.4378597 0.1965531 -154.26704 1865.541215 10 20
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2165 0.1536020 -1953.776296 82.897064 0.9893224 2000-2009 –> 2010-2019 0.3849374 0.2313354 -2053.76464 144.639136 1 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2165 0.1538836 -1945.845339 91.930202 0.9904515 2000-2009 –> 2010-2019 0.3856892 0.2318056 -2040.68424 161.512729 2 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2165 0.1544058 -1931.176025 127.250443 0.9920615 2000-2009 –> 2010-2019 0.3871771 0.2327712 -2015.47292 236.597598 3 9
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2165 0.1606997 -1758.179678 57.107030 1.1086004 2000-2009 –> 2010-2019 0.3875942 0.2268945 -1907.32506 79.455293 4 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2165 0.1607344 -1757.243870 48.644956 1.1087490 2000-2009 –> 2010-2019 0.3876898 0.2269554 -1905.70799 67.590226 5 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2165 0.1609229 -1752.168659 706.748846 1.1093494 2000-2009 –> 2010-2019 0.3881462 0.2272232 -1897.64191 1096.044424 6 9
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2165 0.1704530 -1505.046512 17.885204 0.9302129 2000-2009 –> 2010-2019 0.4092079 0.2387549 -1526.97584 29.113233 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2165 0.1705958 -1501.419838 15.639673 0.9289762 2000-2009 –> 2010-2019 0.4096292 0.2390334 -1520.39365 25.274734 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2165 0.1713782 -1481.606237 109.085498 0.9211813 2000-2009 –> 2010-2019 0.4114579 0.2400797 -1489.50347 194.383785 9 18
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2165 0.1808006 -1247.857549 353.473944 0.9667069 2000-2009 –> 2010-2019 0.4490171 0.2682166 -972.70550 583.763479 10 22
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 851 0.2245221 -113.381820 4.720224 1.5461132 1982-1999 –> 2000-2009 0.3210961 0.0965740 -668.85632 11.238731 3 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 851 0.2427562 19.516062 131.405618 1.5798332 1982-1999 –> 2000-2009 0.3484088 0.1056526 -480.25352 287.306681 9 13
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 851 0.2428833 20.407016 6.248193 1.5811240 1982-1999 –> 2000-2009 0.3485351 0.1056518 -479.36736 16.743840 11 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 851 0.2429028 20.543621 6.247308 1.5812760 1982-1999 –> 2000-2009 0.3485545 0.1056517 -479.23104 16.743290 12 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 851 0.2190812 -155.135144 236.820946 1.7562771 1982-1999 –> 2000-2009 0.3580280 0.1389468 -485.06504 439.281519 1 6
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 851 0.2267260 -96.756888 119.759529 0.9768365 1982-1999 –> 2000-2009 0.3704428 0.1437168 -405.75965 253.590553 4 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 851 0.2274705 -91.176981 111.709093 0.9775824 1982-1999 –> 2000-2009 0.3716594 0.1441888 -398.14658 238.933477 5 16
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 851 0.2294548 -76.394228 258.815444 0.9561936 1982-1999 –> 2000-2009 0.3782675 0.1488127 -363.79395 461.051115 6 19
N_Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 851 0.2533060 89.920027 3.746153 1.4101936 1982-1999 –> 2000-2009 0.4016484 0.1483424 -201.44202 9.364662 14 26
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 851 0.2419260 11.685088 234.456156 1.5790822 1982-1999 –> 2000-2009 0.4066406 0.1647146 -214.76829 435.578924 8 26
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1243 0.0946450 -2319.566603 20.172453 0.4703436 2000-2009 –> 2010-2019 0.3191672 0.2245221 -2432.94842 24.892678 1 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1243 0.1013251 -2150.020358 522.611404 0.3778157 2000-2009 –> 2010-2019 0.3440813 0.2427562 -2130.50430 654.017022 4 13
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1243 0.1012840 -2151.028142 28.287241 0.3775580 2000-2009 –> 2010-2019 0.3441673 0.2428833 -2130.62113 34.535433 3 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1243 0.1012762 -2151.220153 28.288833 0.3775006 2000-2009 –> 2010-2019 0.3441790 0.2429028 -2130.67653 34.536141 2 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1243 0.1290666 -1548.422048 569.155464 0.4788868 2000-2009 –> 2010-2019 0.3481478 0.2190812 -1703.55719 805.976410 14 15
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1243 0.1404081 -1339.039161 195.643274 0.6201742 2000-2009 –> 2010-2019 0.3671341 0.2267260 -1435.79605 315.402804 15 19
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1243 0.1405006 -1337.401591 184.425685 0.6191571 2000-2009 –> 2010-2019 0.3679711 0.2274705 -1428.57857 296.134778 16 21
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1243 0.1432091 -1289.934218 471.312681 0.6263024 2000-2009 –> 2010-2019 0.3726639 0.2294548 -1366.32845 730.128125 18 24
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1243 0.1506649 -1165.764160 468.318408 0.6507212 2000-2009 –> 2010-2019 0.3925908 0.2419260 -1154.07907 702.774564 22 30
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1243 0.1510394 -1159.592547 168.131277 0.7492916 2000-2009 –> 2010-2019 0.3938030 0.2427637 -1142.02423 287.290899 23 33
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1792 0.1380764 -1996.658874 240.908691 0.7897152 1982-1999 –> 2000-2009 0.2618629 0.1237866 -2860.69689 539.792765 1 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1792 0.1551570 -1578.656201 7.600425 0.8304798 1982-1999 –> 2000-2009 0.2726456 0.1174886 -2511.09891 22.333038 2 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1792 0.1942861 -772.634874 151.318272 0.8885847 1982-1999 –> 2000-2009 0.3291248 0.1348387 -1524.64066 385.841893 8 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1792 0.1945355 -768.035853 7.955698 0.8936225 1982-1999 –> 2000-2009 0.3297607 0.1352252 -1516.29247 26.116723 9 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1792 0.1945789 -767.236902 8.934280 0.8944489 1982-1999 –> 2000-2009 0.3298856 0.1353067 -1514.70443 28.876784 10 15
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1792 0.1722271 -1204.570880 71.419198 0.6777228 1982-1999 –> 2000-2009 0.3324132 0.1601862 -1730.91963 167.309589 3 9
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1792 0.1724050 -1200.870320 58.159177 0.7006448 1982-1999 –> 2000-2009 0.3338502 0.1614453 -1716.96266 242.819798 4 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1792 0.1734693 -1178.812754 56.388499 0.7039970 1982-1999 –> 2000-2009 0.3354222 0.1619529 -1690.79256 243.675258 5 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1792 0.1765533 -1115.654525 216.694326 0.7114091 1982-1999 –> 2000-2009 0.3422616 0.1657083 -1597.60430 459.708671 6 15
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1792 0.1832413 -984.398907 214.718925 0.9139286 1982-1999 –> 2000-2009 0.3546229 0.1713817 -1424.24907 432.655431 7 18
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2441 0.1326687 -2919.893905 710.215685 1.0372936 2000-2009 –> 2010-2019 0.2707451 0.1380764 -4916.55278 951.124376 1 2
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2441 0.1417946 -2595.122776 25.040715 1.1115715 2000-2009 –> 2010-2019 0.2969515 0.1551570 -4173.77898 32.641140 2 4
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2441 0.1491117 -2349.478117 130.204909 0.5832385 2000-2009 –> 2010-2019 0.3213388 0.1722271 -3554.04900 201.624107 3 6
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2441 0.1515901 -2269.000220 134.075819 0.7108344 2000-2009 –> 2010-2019 0.3239951 0.1724050 -3469.87054 192.234996 4 8
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2441 0.1519412 -2257.708432 131.417495 0.7107595 2000-2009 –> 2010-2019 0.3254105 0.1734693 -3436.52119 187.805994 5 10
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2441 0.1532812 -2214.839702 723.530711 0.6898095 2000-2009 –> 2010-2019 0.3298346 0.1765533 -3330.49423 940.225036 6 12
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2441 0.1546665 -2172.917585 690.112467 0.9198711 2000-2009 –> 2010-2019 0.3379078 0.1832413 -3157.31649 904.831392 7 14
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2441 0.1567917 -2104.293066 447.921924 0.8940260 2000-2009 –> 2010-2019 0.3510777 0.1942861 -2876.92794 599.240197 8 16
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2441 0.1569335 -2099.879968 24.328298 0.8918041 2000-2009 –> 2010-2019 0.3514690 0.1945355 -2867.91582 32.283996 10 19
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2441 0.1569500 -2099.365897 27.705880 0.8913200 2000-2009 –> 2010-2019 0.3515289 0.1945789 -2866.60280 36.640160 11 21
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6223 0.1487890 -6038.333288 768.815438 0.5688079 1982-1999 –> 2000-2009 0.3120973 0.1633083 -7696.12232 1583.487275 2 4
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6223 0.1487864 -6038.548769 658.244274 0.5704192 1982-1999 –> 2000-2009 0.3122131 0.1634267 -7693.25536 1434.040062 1 4
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6223 0.1490402 -6017.343182 7.722387 0.5644584 1982-1999 –> 2000-2009 0.3122924 0.1632522 -7676.59218 16.193557 3 4
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6223 0.1490523 -6018.326234 7.388132 0.5616157 1982-1999 –> 2000-2009 0.3124888 0.1634364 -7674.77979 14.838124 4 8
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6223 0.1573236 -5344.148388 11.214120 0.5680305 1982-1999 –> 2000-2009 0.3243169 0.1669933 -6907.05902 22.878442 5 10
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6223 0.1573404 -5342.823141 10.773587 0.5678156 1982-1999 –> 2000-2009 0.3243479 0.1670075 -6905.37230 22.439654 6 12
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6223 0.1573431 -5344.607759 10.746921 0.5703453 1982-1999 –> 2000-2009 0.3243548 0.1670117 -6909.04969 21.365510 7 14
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6223 0.1587366 -5234.863439 11.074135 0.5781740 1982-1999 –> 2000-2009 0.3273676 0.1686309 -6758.27895 22.153774 8 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6223 0.1717627 -4251.282075 194.568001 0.6500593 1982-1999 –> 2000-2009 0.3438535 0.1720909 -5686.33852 396.295924 11 20
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6223 0.1717758 -4250.332315 186.761798 0.6505709 1982-1999 –> 2000-2009 0.3438794 0.1721036 -5685.07373 379.708519 12 22
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9848 0.1308906 -12088.307464 873.185881 0.5362027 2000-2009 –> 2010-2019 0.2796796 0.1487890 -18126.64075 1642.001319 1 3
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9848 0.1311412 -12050.636526 723.552370 0.5215780 2000-2009 –> 2010-2019 0.2799276 0.1487864 -18089.18530 1381.796645 2 3
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9848 0.1324371 -11856.961256 12.872571 0.5535237 2000-2009 –> 2010-2019 0.2814772 0.1490402 -17874.30444 20.594958 3 6
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 9848 0.1324389 -11858.687049 12.473887 0.5546340 2000-2009 –> 2010-2019 0.2814912 0.1490523 -17877.01328 19.862019 4 8
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9848 0.1437793 -10238.501795 16.343381 0.5922408 2000-2009 –> 2010-2019 0.3011029 0.1573236 -15582.65018 27.557502 11 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9848 0.1437918 -10236.784537 15.940801 0.5926408 2000-2009 –> 2010-2019 0.3011322 0.1573404 -15579.60768 26.714388 12 18
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 9848 0.1438509 -10230.692667 15.908342 0.5916311 2000-2009 –> 2010-2019 0.3011940 0.1573431 -15575.30043 26.655263 15 22
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 9848 0.1452135 -10045.007318 16.277287 0.6228505 2000-2009 –> 2010-2019 0.3039501 0.1587366 -15279.87076 27.351422 17 25
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9848 0.1350825 -11467.411479 467.571224 0.5787302 2000-2009 –> 2010-2019 0.3068452 0.1717627 -15718.69355 662.139225 5 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9848 0.1350833 -11467.285959 455.203545 0.5787540 2000-2009 –> 2010-2019 0.3068591 0.1717758 -15717.61827 641.965344 6 18
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 565 0.0275547 -2441.088181 198.067552 0.1631068 1982-1999 –> 2000-2009 0.0612787 0.0337241 -3171.97700 324.065726 1 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 565 0.0276563 -2436.926470 546.563962 0.1671163 1982-1999 –> 2000-2009 0.0612891 0.0336328 -3168.83970 1282.937967 2 3
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 565 0.0276922 -2435.464236 669.300087 0.1646344 1982-1999 –> 2000-2009 0.0614052 0.0337131 -3166.47623 1563.102430 3 5
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 565 0.0278505 -2431.019991 163.323932 0.1699453 1982-1999 –> 2000-2009 0.0615891 0.0337386 -3163.74611 288.953315 4 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 0.0288511 -2389.136804 226.146271 0.1789601 1982-1999 –> 2000-2009 0.0631935 0.0343424 -3113.15742 375.802414 5 10
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.0288628 -2388.678900 316.110786 0.1790077 1982-1999 –> 2000-2009 0.0632282 0.0343654 -3112.44672 698.072615 6 12
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 565 0.0288818 -2387.933195 225.542091 0.1792193 1982-1999 –> 2000-2009 0.0632697 0.0343879 -3111.45405 374.840034 7 14
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 565 0.0299614 -2348.466242 220.506445 0.1769168 1982-1999 –> 2000-2009 0.0660852 0.0361238 -3055.37075 370.024945 8 16
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 565 0.0310235 -2309.099807 153.722783 0.2064498 1982-1999 –> 2000-2009 0.0673056 0.0362821 -3014.35228 288.701192 9 18
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 565 0.0493322 -1784.971078 75.524636 0.3748917 1982-1999 –> 2000-2009 0.1148015 0.0654693 -2267.10596 132.151275 10 27
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 480 0.0268008 -2098.369253 432.150771 0.1919272 2000-2009 –> 2010-2019 0.0544930 0.0276922 -4533.83349 1101.450858 1 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 480 0.0274405 -2075.723769 84.072785 0.1960900 2000-2009 –> 2010-2019 0.0549952 0.0275547 -4516.81195 282.140337 3 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 480 0.0273953 -2077.308633 247.165691 0.1892729 2000-2009 –> 2010-2019 0.0550516 0.0276563 -4514.23510 793.729653 2 4
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 480 0.0274996 -2075.659882 71.386042 0.1936061 2000-2009 –> 2010-2019 0.0553501 0.0278505 -4506.67987 234.709973 4 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 480 0.0321114 -1924.822073 90.904324 0.1855573 2000-2009 –> 2010-2019 0.0609624 0.0288511 -4313.95888 317.050595 5 10
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 480 0.0321166 -1924.665290 202.949957 0.1856855 2000-2009 –> 2010-2019 0.0609794 0.0288628 -4313.34419 519.060743 6 12
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 480 0.0321193 -1924.584196 90.692530 0.1857260 2000-2009 –> 2010-2019 0.0610012 0.0288818 -4312.51739 316.234620 7 14
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 480 0.0327987 -1906.491568 68.481909 0.1842760 2000-2009 –> 2010-2019 0.0638222 0.0310235 -4215.59138 222.204692 8 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 480 0.0354068 -1833.037314 90.223212 0.1824105 2000-2009 –> 2010-2019 0.0653681 0.0299614 -4181.50356 310.729657 9 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 480 0.0541955 -1424.369405 23.720873 0.3815235 2000-2009 –> 2010-2019 0.1035277 0.0493322 -3209.34048 99.245510 13 23
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 53 1.1076074 175.240916 214.646302 4.3375213 1982-1999 –> 2000-2009 3.4366730 2.3290656 954.61004 456.273682 1 10
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 53 1.1444210 178.706765 174.330229 4.6781227 1982-1999 –> 2000-2009 3.4473246 2.3029035 954.25770 409.051644 2 6
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 53 1.2029915 183.997486 173.631749 5.0582640 1982-1999 –> 2000-2009 3.4746215 2.2716301 954.92692 400.773866 4 6
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 53 1.1668154 180.760966 166.057591 4.7917709 1982-1999 –> 2000-2009 3.4851300 2.3183146 958.56627 390.519047 3 10
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 53 1.2416385 187.349262 30.789685 3.3156935 1982-1999 –> 2000-2009 3.5744777 2.3328392 967.26558 67.827684 6 16
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 53 1.2606121 188.956809 317.470107 3.3972816 1982-1999 –> 2000-2009 3.5759646 2.3153525 966.32997 1046.273544 10 15
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 53 1.2431108 187.474883 18.592087 3.3221582 1982-1999 –> 2000-2009 3.5812612 2.3381504 968.15984 56.508769 8 20
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 53 1.2370203 186.954267 19.207784 3.2841788 1982-1999 –> 2000-2009 3.5867995 2.3497792 969.31611 57.495298 5 21
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 53 1.2590540 186.825716 29.103539 3.9275206 1982-1999 –> 2000-2009 3.5985425 2.3394884 965.70405 53.467296 9 23
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 53 1.2423798 185.412526 18.902588 3.6153157 1982-1999 –> 2000-2009 3.6057613 2.3633816 967.72534 38.744970 7 25
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 150 1.4745831 556.194154 189.029580 4.5862565 2000-2009 –> 2010-2019 2.5821905 1.1076074 731.43507 403.675882 9 10
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 150 1.4512738 551.414058 190.271523 4.7038539 2000-2009 –> 2010-2019 2.5956949 1.1444210 730.12082 364.601751 5 7
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 150 1.4518034 551.523518 190.769452 4.7130526 2000-2009 –> 2010-2019 2.6186188 1.1668154 732.28448 356.827043 6 9
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 150 1.4221036 545.322718 191.189601 4.8194769 2000-2009 –> 2010-2019 2.6250951 1.2029915 729.32020 364.821349 2 6
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 150 1.5039573 562.111505 134.991707 5.1341447 2000-2009 –> 2010-2019 2.7409776 1.2370203 749.06577 154.199491 12 17
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 150 1.5005590 561.432863 131.954026 5.0671162 2000-2009 –> 2010-2019 2.7421974 1.2416385 748.78212 162.743711 10 16
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 150 1.5022212 561.765014 135.623982 5.1026997 2000-2009 –> 2010-2019 2.7453321 1.2431108 749.23990 154.216069 11 19
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 150 1.4490717 550.958514 122.003719 4.8138169 2000-2009 –> 2010-2019 2.7493258 1.3002541 743.19733 171.649178 4 16
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 150 1.4530070 549.772121 110.465140 4.7676572 2000-2009 –> 2010-2019 2.7589356 1.3059286 740.47253 160.108669 7 21
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 150 1.4302563 547.037663 175.425368 4.3612792 2000-2009 –> 2010-2019 2.7954669 1.3652106 744.44387 383.535838 3 19
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 136 1.3744750 486.466816 159.354879 4.1895553 1982-1999 –> 2000-2009 2.7820867 1.4076117 1278.75500 249.121221 4 7
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 136 1.3721336 486.003080 54.183620 4.5794559 1982-1999 –> 2000-2009 2.7881582 1.4160246 1280.92509 112.676825 2 9
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 136 1.3738300 486.339141 30.844317 4.5690644 1982-1999 –> 2000-2009 2.7894831 1.4156532 1281.14521 48.233725 3 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 136 1.3875558 489.043181 140.270405 4.0825764 1982-1999 –> 2000-2009 2.7943815 1.4068257 1281.08447 230.274242 6 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 136 1.3889473 489.315828 147.798586 4.1229246 1982-1999 –> 2000-2009 2.7944622 1.4055149 1280.94510 237.702367 7 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 136 1.3824605 488.042523 41.698210 4.4880717 1982-1999 –> 2000-2009 2.7983117 1.4158512 1282.91042 59.080391 5 11
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 136 1.4206086 495.446496 259.077194 4.2086966 1982-1999 –> 2000-2009 2.8302611 1.4096525 1288.37504 575.697041 11 15
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 136 1.4190186 493.141898 35.128621 4.0884446 1982-1999 –> 2000-2009 2.8406147 1.4215961 1287.79961 44.975573 10 20
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 136 1.4226358 493.834371 39.953041 4.1574146 1982-1999 –> 2000-2009 2.8415516 1.4189157 1287.65792 91.325949 13 21
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 136 1.4211664 493.553278 23.572308 4.1346289 1982-1999 –> 2000-2009 2.8415753 1.4204089 1287.84171 33.352462 12 21
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 257 1.2596170 861.969573 65.603783 6.0987669 2000-2009 –> 2010-2019 2.5383446 1.2787276 1328.79628 123.134893 1 2
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 257 1.3156421 884.337361 189.988453 6.0337588 2000-2009 –> 2010-2019 2.6901170 1.3744750 1370.80418 349.343332 5 9
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 257 1.3091241 881.784547 161.574487 5.8392270 2000-2009 –> 2010-2019 2.6980714 1.3889473 1371.10037 309.373072 3 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 257 1.3107821 882.435149 161.013374 5.9036017 2000-2009 –> 2010-2019 2.6983379 1.3875558 1371.47833 301.283779 4 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 257 1.3026148 879.222437 513.619524 5.4080815 2000-2009 –> 2010-2019 2.7232233 1.4206086 1374.66893 772.696717 2 13
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 257 1.4227337 924.560595 69.003422 4.0972024 2000-2009 –> 2010-2019 2.7948673 1.3721336 1410.56367 123.187042 8 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 257 1.4269094 926.066983 33.040908 4.1977848 2000-2009 –> 2010-2019 2.8007394 1.3738300 1412.40612 63.885225 10 13
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 257 1.4082226 917.291161 63.969437 6.6718416 2000-2009 –> 2010-2019 2.8016307 1.3934082 1405.47917 120.939398 6 14
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 257 1.4298950 927.141324 33.100792 4.2738250 2000-2009 –> 2010-2019 2.8123555 1.3824605 1415.18385 74.799003 11 16
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 257 1.4267755 924.018732 51.299625 4.2203581 2000-2009 –> 2010-2019 2.8494113 1.4226358 1417.85310 91.252665 9 22
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 175 0.8192425 440.847177 176.600384 3.8392695 1982-1999 –> 2000-2009 1.8000269 0.9807845 1602.46667 427.845978 1 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 175 0.8255823 443.545256 66.877799 3.8347160 1982-1999 –> 2000-2009 1.8194260 0.9938438 1616.01114 162.162185 2 8
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 175 0.8394517 449.376266 77.242101 3.8823757 1982-1999 –> 2000-2009 1.8387698 0.9993181 1626.34648 169.488454 3 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 175 1.0747690 535.865504 188.658968 7.2075613 1982-1999 –> 2000-2009 2.0144660 0.9396969 1662.39286 368.266224 6 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 175 1.0795974 537.434355 31.796014 7.2115490 1982-1999 –> 2000-2009 2.0409334 0.9613360 1682.63028 62.174971 7 9
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 175 1.0837852 538.789397 28.538772 7.2155600 1982-1999 –> 2000-2009 2.0553084 0.9715232 1692.62908 58.356255 8 11
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 175 1.1051949 543.636096 175.465542 7.4451249 1982-1999 –> 2000-2009 2.0973153 0.9921203 1712.67878 354.974398 9 14
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 175 1.1116375 545.670431 29.253153 7.4526442 1982-1999 –> 2000-2009 2.1163675 1.0047300 1725.06948 51.686684 10 18
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 175 1.1179480 547.651697 25.928010 7.4644976 1982-1999 –> 2000-2009 2.1291915 1.0112435 1732.34954 43.136685 11 20
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 175 0.9158154 479.849339 79.106175 3.4718678 1982-1999 –> 2000-2009 2.3916004 1.4757850 1976.51475 182.774488 4 19
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 412 1.3003314 1399.603506 156.187920 5.8200666 2000-2009 –> 2010-2019 2.1195738 0.8192425 1840.45068 332.788304 1 2
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 412 1.3037569 1401.771346 81.471036 5.8429343 2000-2009 –> 2010-2019 2.1293391 0.8255823 1845.31660 148.348835 3 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 412 1.3254875 1415.392331 87.800943 5.9997907 2000-2009 –> 2010-2019 2.1649392 0.8394517 1864.76860 165.043044 4 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 412 1.3035205 1401.621944 80.017955 5.6868553 2000-2009 –> 2010-2019 2.2193359 0.9158154 1881.47128 159.124131 2 6
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 412 1.3337504 1418.513073 75.715247 5.7726268 2000-2009 –> 2010-2019 2.2759931 0.9422427 1906.31923 142.197591 5 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 412 1.6841480 1612.723427 142.554810 5.5223146 2000-2009 –> 2010-2019 2.8773921 1.1932441 2185.18841 328.634134 7 19
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 412 1.6809186 1611.141858 74.792513 5.4676096 2000-2009 –> 2010-2019 2.8929464 1.2120278 2189.07354 143.890883 6 19
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 412 1.6869438 1612.090174 55.500189 5.5028803 2000-2009 –> 2010-2019 2.8992212 1.2122774 2188.09391 106.482539 8 22
S_Atlantic (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 412 1.8463157 1686.475673 74.790183 6.6045001 2000-2009 –> 2010-2019 3.1697942 1.3234785 2293.19638 138.599120 9 29
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 412 2.1018189 1795.275132 138.607558 9.9722933 2000-2009 –> 2010-2019 3.1765879 1.0747690 2331.14064 327.266526 13 19
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 198 0.9589051 559.282263 170.877772 2.7100851 1982-1999 –> 2000-2009 1.9455821 0.9866770 2057.51768 480.679126 3 4
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 198 0.9628190 560.895300 58.438239 2.7232882 1982-1999 –> 2000-2009 1.9515976 0.9887785 2061.37754 167.126799 4 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 198 0.9535566 557.067299 49.892222 2.6988937 1982-1999 –> 2000-2009 1.9528238 0.9992672 2068.69228 127.076361 2 11
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 198 0.9337154 548.740556 74.050360 2.6789800 1982-1999 –> 2000-2009 1.9558458 1.0221303 2084.25446 164.185068 1 29
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 198 0.9717871 564.566712 190.020854 2.6586560 1982-1999 –> 2000-2009 1.9658385 0.9940514 2070.66535 358.318842 5 11
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 198 0.9819336 566.679935 37.392177 2.6909164 1982-1999 –> 2000-2009 1.9725259 0.9905923 2067.09746 137.866483 7 12
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 198 0.9813617 566.449242 46.767924 2.7050710 1982-1999 –> 2000-2009 1.9756638 0.9943021 2070.81415 155.439617 6 13
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 198 0.9934378 573.292455 129.716099 2.8200837 1982-1999 –> 2000-2009 1.9833954 0.9899576 2075.03320 285.706325 11 14
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 198 0.9831998 569.190259 228.255174 2.6649127 1982-1999 –> 2000-2009 1.9850843 1.0018845 2083.57756 385.099724 8 18
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 198 0.9969295 572.681868 32.235702 2.8364148 1982-1999 –> 2000-2009 1.9869457 0.9900163 2072.48514 119.683233 12 16
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 494 0.9832015 1399.173376 131.391794 3.3361319 2000-2009 –> 2010-2019 1.9460205 0.9628190 1960.06868 189.830033 2 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 494 0.9882782 1404.261735 220.514158 3.3910388 2000-2009 –> 2010-2019 1.9471834 0.9589051 1963.54400 391.391929 4 7
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 494 0.9798499 1395.799677 213.846432 3.2960076 2000-2009 –> 2010-2019 1.9516370 0.9717871 1960.36639 403.867286 1 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 494 1.0002797 1416.187599 100.788324 3.4420621 2000-2009 –> 2010-2019 1.9538364 0.9535566 1973.25490 150.680547 6 8
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 494 0.9832570 1397.229131 124.783212 3.3252292 2000-2009 –> 2010-2019 1.9646187 0.9813617 1963.67837 171.551136 3 9
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 494 0.9912285 1405.206835 100.273663 3.3166876 2000-2009 –> 2010-2019 1.9731621 0.9819336 1971.88677 137.665841 5 12
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 494 1.0439656 1458.421505 146.779748 3.7053618 2000-2009 –> 2010-2019 1.9776810 0.9337154 2007.16206 220.830108 9 10
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 494 1.0049033 1420.743849 176.088964 3.3353434 2000-2009 –> 2010-2019 1.9881031 0.9831998 1989.93411 404.344138 7 15
S_Atlantic (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 494 1.0079490 1421.733836 84.393552 3.3156803 2000-2009 –> 2010-2019 1.9925221 0.9845731 1989.47684 119.894537 8 17
S_Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 494 1.0593224 1470.849204 80.922119 4.0915695 2000-2009 –> 2010-2019 2.0453145 0.9859921 2039.16251 112.877107 11 21
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 337 1.0189006 982.984664 898.184274 3.3050295 1982-1999 –> 2000-2009 1.7766542 0.7577536 2576.87815 1758.328731 3 4
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 337 0.9972213 968.489139 984.243810 3.2559175 1982-1999 –> 2000-2009 1.7808133 0.7835920 2608.78844 1956.474848 1 3
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 337 1.0185777 982.771043 547.227348 3.3709369 1982-1999 –> 2000-2009 1.8125632 0.7939856 2641.30701 1124.440951 2 5
S_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 337 1.0425769 996.467319 862.514833 3.0798967 1982-1999 –> 2000-2009 1.8384068 0.7958298 2656.21434 1717.502199 4 9
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 337 1.0468230 1001.206715 582.100023 4.3294165 1982-1999 –> 2000-2009 1.8409061 0.7940831 2659.91266 1512.240113 5 9
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 337 1.0484428 1000.248797 463.925573 4.6513508 1982-1999 –> 2000-2009 1.8507177 0.8022750 2671.15917 1345.248217 6 15
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 337 1.0702469 1016.122024 472.200219 3.9642683 1982-1999 –> 2000-2009 1.8664488 0.7962019 2678.51584 1089.190357 7 13
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 337 1.0769099 1018.305124 170.682291 3.5855283 1982-1999 –> 2000-2009 1.8734245 0.7965146 2679.24244 514.379063 8 15
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 337 1.0905580 1026.793296 175.557114 5.3560506 1982-1999 –> 2000-2009 1.8889340 0.7983760 2690.96112 488.933345 9 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 337 1.1112603 1041.468057 228.979720 4.8407285 1982-1999 –> 2000-2009 1.9283706 0.8171103 2739.73695 560.303354 10 23
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 631 1.1855223 2019.471952 957.808325 4.7554570 2000-2009 –> 2010-2019 2.1780448 0.9925225 2984.77776 1866.004122 2 3
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 631 1.1882996 2022.424900 941.138714 4.7018348 2000-2009 –> 2010-2019 2.1855209 0.9972213 2990.91404 1925.382523 4 6
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 631 1.1918835 2026.225339 534.247387 4.6477259 2000-2009 –> 2010-2019 2.2104611 1.0185777 3008.99638 1081.474735 5 8
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 631 1.1846876 2018.583094 667.975468 4.8241300 2000-2009 –> 2010-2019 2.2315106 1.0468230 3019.78981 1250.075491 1 7
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 631 1.1868250 2018.857861 556.432197 4.8174231 2000-2009 –> 2010-2019 2.2352677 1.0484428 3019.10666 1020.357770 3 10
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 631 1.1922521 2026.615619 606.679878 4.5534640 2000-2009 –> 2010-2019 2.2624990 1.0702469 3042.73764 1078.880098 6 14
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 631 1.1932981 2025.722352 195.444210 4.5193228 2000-2009 –> 2010-2019 2.2838561 1.0905580 3052.51565 371.001324 7 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 631 1.2737891 2110.099356 889.375981 3.9388938 2000-2009 –> 2010-2019 2.2926896 1.0189006 3093.08402 1787.560254 13 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 631 1.2009562 2035.795489 242.679056 4.4262957 2000-2009 –> 2010-2019 2.3122166 1.1112603 3077.26355 471.658776 8 19
S_Atlantic (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 631 1.2026371 2035.560573 188.938018 4.4081759 2000-2009 –> 2010-2019 2.3236693 1.1210322 3080.92956 359.222636 9 21
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 440 1.2351631 1448.524600 407.097766 3.3622505 1982-1999 –> 2000-2009 2.2562713 1.0211081 4405.53095 849.919030 3 6
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 440 1.2531660 1461.258292 763.405870 3.5541908 1982-1999 –> 2000-2009 2.2575302 1.0043642 4384.46964 1293.963950 10 11
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 440 1.2594216 1463.640158 662.717353 3.4302771 1982-1999 –> 2000-2009 2.2737474 1.0143259 4405.02483 1123.369922 18 20
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 440 1.2525921 1460.855185 303.532183 3.5555026 1982-1999 –> 2000-2009 2.2875725 1.0349804 4445.44330 815.475059 8 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 440 1.2730084 1473.082864 166.021936 3.6271577 1982-1999 –> 2000-2009 2.2948848 1.0218764 4429.62651 243.975115 24 28
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 440 1.2593510 1463.590836 68.804782 3.4308615 1982-1999 –> 2000-2009 2.2995480 1.0401970 4456.45549 119.018812 17 23
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 440 1.2521847 1460.568889 116.706418 3.5565888 1982-1999 –> 2000-2009 2.3091504 1.0569657 4488.12152 348.863258 7 14
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 440 1.2584132 1462.935271 56.305878 3.4478381 1982-1999 –> 2000-2009 2.3163326 1.0579194 4490.33137 109.104624 16 24
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 440 1.2555605 1462.938176 118.645224 3.5813038 1982-1999 –> 2000-2009 2.3189409 1.0633804 4502.85822 343.801785 14 23
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 440 1.2605874 1464.454396 28.581542 3.4601501 1982-1999 –> 2000-2009 2.3242623 1.0636749 4502.94039 52.620181 20 30
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1034 1.1959247 3318.370898 644.028915 3.0519362 2000-2009 –> 2010-2019 2.3197574 1.1238327 4683.77230 1493.515213 1 2
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1034 1.2076017 3338.464879 622.775060 3.0211698 2000-2009 –> 2010-2019 2.3435894 1.1359877 4713.33298 1441.969345 2 4
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1034 1.2374892 3389.023614 797.615326 4.8869065 2000-2009 –> 2010-2019 2.4735862 1.2360970 4838.21327 1487.492572 3 9
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1034 1.2633520 3431.798237 569.845009 3.5244600 2000-2009 –> 2010-2019 2.4758225 1.2124704 4864.00491 877.955873 4 7
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1034 1.2806478 3459.917882 501.785888 3.9543699 2000-2009 –> 2010-2019 2.5158109 1.2351631 4908.44248 908.883654 5 10
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1034 1.2822601 3460.519822 487.136893 3.8836803 2000-2009 –> 2010-2019 2.5234765 1.2412164 4911.34659 738.307654 6 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1034 1.3138394 3510.833095 248.037936 4.2478846 2000-2009 –> 2010-2019 2.5367267 1.2228873 4948.56798 480.565296 7 11
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1034 1.3248887 3530.152168 605.035066 4.5093926 2000-2009 –> 2010-2019 2.5774808 1.2525921 4991.00735 908.567249 8 19
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1034 1.3277207 3534.567882 233.111371 4.5204444 2000-2009 –> 2010-2019 2.5799054 1.2521847 4995.13677 349.817789 10 20
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1034 1.3268159 3533.158058 651.281180 4.5705180 2000-2009 –> 2010-2019 2.5799819 1.2531660 4994.41635 1414.687050 9 22
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 174 0.7965206 428.619810 681.767370 2.1175142 1982-1999 –> 2000-2009 1.3189148 0.5223942 927.47144 1543.870827 1 2
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 174 0.8081247 433.653052 506.967290 2.4962730 1982-1999 –> 2000-2009 1.3331034 0.5249787 935.61388 1361.839432 9 11
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 174 0.8094693 432.231616 397.364303 2.5339053 1982-1999 –> 2000-2009 1.3453743 0.5359050 945.16990 523.569222 10 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 174 0.8057368 430.623255 378.407098 2.4673748 1982-1999 –> 2000-2009 1.3497542 0.5440174 953.02689 497.547335 7 11
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 174 0.7989670 427.686994 643.611874 2.1924368 1982-1999 –> 2000-2009 1.3900703 0.5911034 1002.38671 1148.904203 6 11
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 174 0.7969636 428.813316 633.259684 2.1386321 1982-1999 –> 2000-2009 1.4264098 0.6294462 1045.10821 1448.718783 3 9
S_Atlantic (27.75,27.85] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 174 0.7987643 427.598694 599.305515 2.1780409 1982-1999 –> 2000-2009 1.4344423 0.6356780 1048.10021 1057.360323 5 12
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 174 0.7974961 427.045763 625.973156 2.1587609 1982-1999 –> 2000-2009 1.4588521 0.6613560 1072.49535 1160.516830 4 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 174 0.8175506 435.688620 169.427522 2.7867282 1982-1999 –> 2000-2009 1.4717959 0.6542454 1074.32802 260.319375 11 19
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 174 0.8293434 440.672500 351.000006 3.0516476 1982-1999 –> 2000-2009 1.5216031 0.6922597 1114.89352 1197.715031 13 24
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 483 1.1768708 1542.016457 795.322381 4.1379513 2000-2009 –> 2010-2019 1.9733914 0.7965206 1970.63627 1477.089751 15 16
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 483 1.1708253 1537.041412 451.407832 4.9944588 2000-2009 –> 2010-2019 1.9789500 0.8081247 1970.69446 958.375123 14 23
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 483 1.1924695 1552.736087 438.759927 4.6753141 2000-2009 –> 2010-2019 2.0218129 0.8293434 1993.40859 789.759933 16 29
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 483 1.2269992 1582.310677 572.079251 5.1629019 2000-2009 –> 2010-2019 2.0288231 0.8018239 2013.23984 1049.065632 20 26
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 483 1.0575546 1438.751283 701.769353 3.2280073 2000-2009 –> 2010-2019 2.0322180 0.9746634 1937.61113 1302.038064 1 20
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 483 1.0801875 1457.206676 534.186362 3.2332623 2000-2009 –> 2010-2019 2.0551493 0.9749618 1954.17305 1050.812918 2 22
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 483 1.0916882 1469.437237 712.961998 3.2084416 2000-2009 –> 2010-2019 2.0889518 0.9972636 1976.27428 982.267332 3 26
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 483 1.1160038 1490.717223 873.173875 3.2911249 2000-2009 –> 2010-2019 2.1064406 0.9904368 1995.16383 1132.288580 6 27
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 483 1.1129656 1488.083807 849.503198 3.1670879 2000-2009 –> 2010-2019 2.1182292 1.0052636 1997.70135 1183.865276 5 30
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 483 1.1241017 1495.701360 36.551334 3.2147244 2000-2009 –> 2010-2019 2.1225236 0.9984219 2000.94236 74.633344 8 32
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 180 0.8521679 467.228071 939.589235 3.7921560 1982-1999 –> 2000-2009 1.5466065 0.6944385 1396.34913 1666.065622 1 3
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 180 0.8755377 476.967728 978.252025 4.3082923 1982-1999 –> 2000-2009 1.5550021 0.6794644 1387.16741 1768.838420 2 3
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 180 0.8920631 483.699231 795.751195 4.2673678 1982-1999 –> 2000-2009 1.5945606 0.7024975 1422.83545 1123.688254 4 7
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 180 0.8863719 479.395163 300.383655 4.8490777 1982-1999 –> 2000-2009 1.6356980 0.7493260 1472.54542 618.147295 3 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 180 1.0515292 540.906230 467.786950 7.4207563 1982-1999 –> 2000-2009 1.7947179 0.7431887 1526.91792 754.961073 6 10
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 180 0.9136438 490.304643 364.371561 3.9245696 1982-1999 –> 2000-2009 1.9074756 0.9938318 1728.57272 692.049419 5 22
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 180 1.2109109 593.712098 406.445756 6.1999708 1982-1999 –> 2000-2009 2.1012899 0.8903790 1738.56897 1136.020425 9 15
S_Atlantic (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 180 1.1713947 579.768115 714.454558 8.6094350 1982-1999 –> 2000-2009 2.1825632 1.0111684 1833.04723 1504.879328 7 25
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 180 1.2706879 611.058888 273.814831 5.2093814 1982-1999 –> 2000-2009 2.1870540 0.9163661 1780.88700 586.571477 13 20
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 180 1.2798618 613.648621 480.193302 6.1120671 1982-1999 –> 2000-2009 2.2212510 0.9413893 1806.86133 1226.893500 15 23
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 524 1.5303109 1946.941100 157.085825 5.1829879 2000-2009 –> 2010-2019 2.4091964 0.8788855 2425.28275 1093.144106 13 17
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 524 1.3717773 1832.327905 444.990842 7.8224578 2000-2009 –> 2010-2019 2.5826881 1.2109109 2426.04000 851.436598 2 16
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 524 1.4119799 1862.600132 334.873680 7.4675852 2000-2009 –> 2010-2019 2.7072247 1.2952448 2480.54990 817.258448 3 30
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 524 1.4282564 1874.611790 330.524677 8.4992344 2000-2009 –> 2010-2019 2.7081182 1.2798618 2488.26041 810.717978 4 26
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 524 1.4295701 1875.575270 344.821499 8.5444310 2000-2009 –> 2010-2019 2.7158178 1.2862477 2491.01566 905.182000 5 30
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 524 1.4482791 1889.201672 167.719551 8.4836040 2000-2009 –> 2010-2019 2.7325768 1.2842977 2504.09586 423.248197 7 30
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 524 1.4317032 1875.137847 326.236071 8.6706431 2000-2009 –> 2010-2019 2.7370920 1.3053889 2493.89607 806.424304 6 36
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 524 1.5017796 1927.217614 88.803620 7.4503170 2000-2009 –> 2010-2019 2.7724674 1.2706879 2538.27650 362.618451 8 28
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 524 1.3464346 1812.785765 297.987285 5.9525614 2000-2009 –> 2010-2019 2.7853674 1.4389327 2468.60824 1218.819781 1 40
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 524 1.5020486 1925.405357 38.658096 7.1717641 2000-2009 –> 2010-2019 2.7884233 1.2863746 2538.88128 103.364941 9 35
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 285 1.1318860 891.409553 691.150132 5.7906782 1982-1999 –> 2000-2009 1.7566377 0.6247518 1895.57994 1520.495502 2 3
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 285 1.1272255 891.057760 354.375369 4.9329622 1982-1999 –> 2000-2009 1.9177942 0.7905687 2143.45460 1323.132839 1 3
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 285 1.1546969 904.782563 97.007885 5.1378478 1982-1999 –> 2000-2009 2.0113235 0.8566266 2241.12040 382.029280 3 10
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 285 1.1644330 909.568501 195.880234 4.9992801 1982-1999 –> 2000-2009 2.0154704 0.8510374 2239.05929 752.189432 4 8
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 285 1.1714621 912.998968 123.957287 5.0063634 1982-1999 –> 2000-2009 2.0202270 0.8487649 2239.69288 504.534472 6 9
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 285 1.1679680 911.296308 278.829903 5.0129298 1982-1999 –> 2000-2009 2.0215941 0.8536261 2243.96397 804.526905 5 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 285 1.1770429 913.707965 21.581011 4.9556528 1982-1999 –> 2000-2009 2.0346879 0.8576450 2249.28865 54.156071 8 16
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 285 1.1764732 915.432040 196.918878 4.9888295 1982-1999 –> 2000-2009 2.0362218 0.8597485 2255.57512 746.238285 7 16
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 285 1.2092771 929.107912 29.933955 4.9305714 1982-1999 –> 2000-2009 2.0607183 0.8514413 2257.09492 85.428917 10 15
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 285 1.1967636 923.178899 195.002807 5.1282481 1982-1999 –> 2000-2009 2.0626208 0.8658572 2268.72769 715.550332 9 20
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 694 1.2987195 2346.280448 833.010788 7.6253775 2000-2009 –> 2010-2019 2.2984325 0.9997129 3168.91176 1809.380606 9 10
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 1.1767252 2209.363360 673.539895 4.4150548 2000-2009 –> 2010-2019 2.3039507 1.1272255 3100.42112 1027.915264 1 5
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 694 1.1784085 2211.347437 94.598342 4.3814833 2000-2009 –> 2010-2019 2.3331054 1.1546969 3116.13000 191.606227 2 8
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 694 1.2020480 2238.915883 218.350797 4.5072751 2000-2009 –> 2010-2019 2.3664810 1.1644330 3148.48438 414.231030 3 10
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 694 1.3336802 2383.150456 723.004569 7.9623143 2000-2009 –> 2010-2019 2.3671498 1.0334695 3224.71075 1680.721726 11 13
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 694 1.2060153 2243.489273 275.537876 4.4946869 2000-2009 –> 2010-2019 2.3739833 1.1679680 3154.78558 554.367779 4 12
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 694 1.2147115 2253.461859 217.877766 4.5007859 2000-2009 –> 2010-2019 2.3911848 1.1764732 3168.89390 414.796644 5 15
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 694 1.2202272 2259.750173 108.462749 4.5568790 2000-2009 –> 2010-2019 2.3916893 1.1714621 3172.74914 232.420036 6 15
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 694 1.2483562 2289.383504 217.044581 4.0673935 2000-2009 –> 2010-2019 2.4451199 1.1967636 3212.56240 412.047388 7 19
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 694 1.3463329 2394.256422 714.484573 8.7759526 2000-2009 –> 2010-2019 2.4696491 1.1233162 3281.33393 1505.168508 13 16
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 177 0.8807055 471.334917 303.637620 2.6875011 1982-1999 –> 2000-2009 1.4437117 0.5630062 1117.00135 778.545621 2 3
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 177 0.8801151 471.097507 221.000775 2.7095821 1982-1999 –> 2000-2009 1.4483158 0.5682007 1123.63367 604.568540 1 3
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 177 0.8839308 472.628961 465.736161 2.7484108 1982-1999 –> 2000-2009 1.4556062 0.5716754 1129.72546 883.019278 4 7
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 177 0.8997202 478.896561 231.944991 2.9037308 1982-1999 –> 2000-2009 1.4822970 0.5825767 1150.12237 610.812888 7 11
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 177 0.8930780 476.273438 266.798293 2.9947172 1982-1999 –> 2000-2009 1.4952042 0.6021262 1172.18785 700.378195 5 10
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 177 0.8812377 469.548783 79.953259 2.6323053 1982-1999 –> 2000-2009 1.5066050 0.6253672 1191.79147 177.833895 3 9
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 177 0.9008325 477.333931 57.056150 2.8253732 1982-1999 –> 2000-2009 1.5488977 0.6480651 1226.24444 148.616493 8 15
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 177 0.8935802 474.472452 41.044604 3.0512370 1982-1999 –> 2000-2009 1.6031748 0.7095945 1291.22844 110.144137 6 16
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 177 0.9345667 490.348250 199.243130 3.3809556 1982-1999 –> 2000-2009 1.6148105 0.6802438 1275.50692 574.466884 11 19
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 177 0.9303374 488.742605 72.982905 2.4128166 1982-1999 –> 2000-2009 1.6778667 0.7475293 1344.45426 300.726298 9 24
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 447 0.8770345 1165.230248 379.481294 2.6628607 2000-2009 –> 2010-2019 1.7571496 0.8801151 1636.32775 600.482069 2 3
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 447 0.8846572 1172.966786 299.037573 2.6860393 2000-2009 –> 2010-2019 1.7653627 0.8807055 1644.30170 602.675193 4 6
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 447 0.8818670 1170.142676 402.659505 2.6887040 2000-2009 –> 2010-2019 1.7657978 0.8839308 1642.77164 868.395666 3 7
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 447 0.8744181 1162.559248 276.624258 2.6686691 2000-2009 –> 2010-2019 1.7674961 0.8930780 1638.83269 543.422551 1 6
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 447 0.8957922 1182.149226 48.002547 2.5527111 2000-2009 –> 2010-2019 1.7893724 0.8935802 1656.62168 89.047151 6 12
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 447 0.8935218 1181.880443 366.798428 2.7536917 2000-2009 –> 2010-2019 1.7932420 0.8997202 1660.77700 598.743419 5 12
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 447 0.9759729 1258.788515 98.811251 2.9663943 2000-2009 –> 2010-2019 1.8572106 0.8812377 1728.33730 178.764509 7 10
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 447 0.9768942 1259.632110 75.350853 2.8557259 2000-2009 –> 2010-2019 1.8777268 0.9008325 1736.96604 132.407004 8 16
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 447 0.9812902 1263.646042 354.539808 3.2232880 2000-2009 –> 2010-2019 1.9158569 0.9345667 1753.99429 553.782938 9 20
S_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + silicate 447 1.0340983 1308.506691 46.815004 2.9169445 2000-2009 –> 2010-2019 1.9807389 0.9466407 1801.39910 84.000983 10 24
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 353 0.6243234 683.183315 206.311994 2.1782918 1982-1999 –> 2000-2009 1.0919309 0.4676076 1209.73957 840.016315 2 3
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 353 0.6229859 681.669234 112.717484 2.1747100 1982-1999 –> 2000-2009 1.0940161 0.4710302 1213.89924 456.123199 1 3
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 353 0.6251359 684.101498 252.906894 2.1725419 1982-1999 –> 2000-2009 1.0986144 0.4734785 1220.36497 682.352367 3 6
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 353 0.6302154 689.814884 81.350034 2.1235026 1982-1999 –> 2000-2009 1.1136351 0.4834198 1242.24427 422.967762 6 10
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 353 0.6268354 686.018259 163.052548 2.1441775 1982-1999 –> 2000-2009 1.1284469 0.5016115 1267.18739 708.830594 4 9
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 353 0.6897377 751.531203 92.704859 2.3836383 1982-1999 –> 2000-2009 1.2728307 0.5830931 1447.80557 266.153075 9 18
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 353 0.6866466 748.360071 62.351494 2.3116114 1982-1999 –> 2000-2009 1.2919196 0.6052730 1473.67939 191.975920 8 26
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 353 0.7802421 838.575968 59.052170 2.6580664 1982-1999 –> 2000-2009 1.2983657 0.5181236 1442.94295 332.652209 11 17
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 353 0.7798777 838.246142 59.152288 2.6565518 1982-1999 –> 2000-2009 1.3043921 0.5245144 1452.15068 359.430678 10 17
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 353 0.6822601 743.835568 41.538410 2.2811762 1982-1999 –> 2000-2009 1.3129830 0.6307228 1501.19829 382.748179 7 26
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 622 0.6624899 1266.942626 269.798968 2.6066157 2000-2009 –> 2010-2019 1.2854758 0.6229859 1948.61186 382.516452 1 2
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 622 0.6647753 1271.226583 365.781094 2.6154320 2000-2009 –> 2010-2019 1.2890986 0.6243234 1954.40990 572.093089 2 4
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 622 0.6655149 1272.609882 334.426215 2.6049551 2000-2009 –> 2010-2019 1.2906508 0.6251359 1956.71138 587.333109 3 6
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 622 0.6670315 1275.441624 326.257826 2.5889684 2000-2009 –> 2010-2019 1.2938669 0.6268354 1961.45988 489.310374 4 8
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 622 0.6678981 1275.056600 37.024957 2.5271410 2000-2009 –> 2010-2019 1.2973550 0.6294570 1962.02139 77.960802 5 10
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 622 0.6732843 1287.048635 265.199194 2.6881441 2000-2009 –> 2010-2019 1.3034997 0.6302154 1976.86352 346.549227 6 12
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 622 0.6972506 1328.560293 92.534657 2.8640724 2000-2009 –> 2010-2019 1.3838972 0.6866466 2076.92036 154.886152 8 16
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 622 0.6955871 1325.588808 127.314399 2.8000013 2000-2009 –> 2010-2019 1.3853248 0.6897377 2077.12001 220.019258 7 16
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 622 0.7829328 1472.742266 263.565309 2.9312618 2000-2009 –> 2010-2019 1.4651929 0.6822601 2216.57783 305.103720 9 16
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + temp + silicate 622 0.7972356 1493.262874 36.924998 2.8173894 2000-2009 –> 2010-2019 1.6176566 0.8204210 2365.28949 76.416596 10 24
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 330 0.4063233 356.099324 361.368192 1.4715157 1982-1999 –> 2000-2009 0.7441730 0.3378497 731.92166 1112.273837 4 5
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 330 0.4054950 354.752509 145.421983 1.4712115 1982-1999 –> 2000-2009 0.7449759 0.3394809 735.79592 407.066821 2 4
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 330 0.4064554 356.313980 313.133676 1.4786298 1982-1999 –> 2000-2009 0.7473184 0.3408630 741.76149 729.020195 5 8
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 330 0.4054736 354.717822 101.861823 1.4848702 1982-1999 –> 2000-2009 0.7486582 0.3431845 747.52323 333.867089 1 5
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 330 0.4062774 356.024752 263.763471 1.4677226 1982-1999 –> 2000-2009 0.7585748 0.3522975 777.23929 799.499915 3 8
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 330 0.4617006 438.425950 103.910141 1.5537766 1982-1999 –> 2000-2009 0.9314324 0.4697318 1169.49209 362.228740 9 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 330 0.4539393 427.236908 57.098185 1.8806326 1982-1999 –> 2000-2009 0.9351681 0.4812288 1184.51508 284.022490 7 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 330 0.4572236 431.994762 70.490363 1.4838355 1982-1999 –> 2000-2009 0.9366584 0.4794348 1185.22442 241.060872 8 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 330 0.4067770 354.835963 23.563664 1.5136823 1982-1999 –> 2000-2009 0.9647394 0.5579624 1272.49063 71.024522 6 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 330 0.5800359 589.020386 58.696365 1.7907967 1982-1999 –> 2000-2009 0.9648491 0.3848131 1103.93257 260.638881 10 16
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 624 0.4029113 650.354766 214.012082 1.8221570 2000-2009 –> 2010-2019 0.8084062 0.4054950 1005.10727 359.434066 1 3
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 624 0.4036061 652.505176 523.077066 1.8268049 2000-2009 –> 2010-2019 0.8099294 0.4063233 1008.60450 884.445258 2 6
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 624 0.4046283 655.661974 372.448975 1.8362170 2000-2009 –> 2010-2019 0.8110838 0.4064554 1011.97595 685.582651 3 8
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 624 0.4058177 659.325001 416.042135 1.8434141 2000-2009 –> 2010-2019 0.8120951 0.4062774 1015.34975 679.805606 4 7
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 624 0.4068114 662.377004 217.251185 1.8462105 2000-2009 –> 2010-2019 0.8122850 0.4054736 1017.09483 319.113007 5 6
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 624 0.4195511 698.860108 33.816927 1.8976701 2000-2009 –> 2010-2019 0.8263282 0.4067770 1053.69607 57.380591 8 14
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 624 0.4157536 687.512444 113.639942 1.8359024 2000-2009 –> 2010-2019 0.8729771 0.4572236 1119.50721 184.130305 6 14
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 624 0.4158224 687.719098 165.283191 1.8134275 2000-2009 –> 2010-2019 0.8775231 0.4617006 1126.14505 269.193333 7 16
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 624 0.5245374 977.577648 210.830423 2.1295723 2000-2009 –> 2010-2019 0.9784768 0.4539393 1404.81456 267.928608 9 16
S_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + temp + silicate 624 0.5441690 1021.433108 32.675492 2.2161314 2000-2009 –> 2010-2019 1.1427295 0.5985605 1629.20225 56.064528 10 24
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2282 0.7090116 4920.551706 243.053708 3.7861315 1982-1999 –> 2000-2009 1.2622352 0.5532236 9715.95027 326.121443 2 3
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2282 0.7087681 4918.984084 615.800782 3.7319832 1982-1999 –> 2000-2009 1.2667095 0.5579414 9763.48149 1352.902174 1 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2282 0.7122827 4939.559923 211.124043 3.7566465 1982-1999 –> 2000-2009 1.2708716 0.5585889 9788.76368 288.360590 5 9
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2282 0.7329157 5069.888130 585.352934 3.5971485 1982-1999 –> 2000-2009 1.2918509 0.5589353 9922.67648 899.833278 31 36
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2282 0.7487973 5167.730048 10.807755 3.7512300 1982-1999 –> 2000-2009 1.3020330 0.5532357 9961.25539 48.342947 39 41
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2282 0.7489576 5166.706462 5.285988 3.8199627 1982-1999 –> 2000-2009 1.3079678 0.5590102 10018.26978 26.448517 40 46
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2282 0.7185211 4979.358766 682.602890 3.5066078 1982-1999 –> 2000-2009 1.3138411 0.5953200 10196.79142 1039.108387 16 23
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2282 0.7096345 4924.559324 140.410053 3.6323815 1982-1999 –> 2000-2009 1.3332895 0.6236550 10412.84492 191.067125 3 11
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2282 0.7160799 4963.825752 61.662896 3.7590305 1982-1999 –> 2000-2009 1.3601639 0.6440841 10636.47605 102.261360 14 23
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2282 0.7120372 4939.986561 337.769714 3.5216083 1982-1999 –> 2000-2009 1.3980066 0.6859694 10978.92472 455.435132 4 18
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4167 0.6646709 8435.300747 473.201008 4.2894778 2000-2009 –> 2010-2019 1.3734390 0.7087681 13354.28483 1089.001789 1 2
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4167 0.6708947 8512.974988 90.282906 4.2796172 2000-2009 –> 2010-2019 1.3799063 0.7090116 13433.52669 333.336614 2 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4167 0.6733040 8540.850619 80.308058 4.0869404 2000-2009 –> 2010-2019 1.3855867 0.7122827 13480.41054 291.432101 3 8
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4167 0.6795730 8618.088000 374.541185 3.9867646 2000-2009 –> 2010-2019 1.4124887 0.7329157 13687.97613 959.894119 5 36
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4167 0.7118236 9006.497659 60.966579 4.6334588 2000-2009 –> 2010-2019 1.4214581 0.7096345 13931.05698 201.376632 7 10
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4167 0.6768165 8584.213925 14.668122 4.1982012 2000-2009 –> 2010-2019 1.4256138 0.7487973 13751.94397 25.475877 4 44
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4167 0.6795812 8616.188178 7.123042 3.9879678 2000-2009 –> 2010-2019 1.4285387 0.7489576 13782.89464 12.409030 6 47
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4167 0.7399768 9329.762071 130.074775 5.0520023 2000-2009 –> 2010-2019 1.4520140 0.7120372 14269.74863 467.844489 8 12
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4167 0.7401444 9331.650282 575.331041 5.0614680 2000-2009 –> 2010-2019 1.4524319 0.7122875 14273.24083 1290.111766 9 15
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4167 0.7415233 9347.161642 61.003241 5.0426561 2000-2009 –> 2010-2019 1.4540248 0.7125015 14290.12320 196.824546 11 19
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 621 4.2484041 3572.928568 34.265379 14.5870456 1982-1999 –> 2000-2009 7.7757199 3.5273158 5489.35633 82.438787 1 2
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 621 4.2712294 3579.583576 9.450316 15.6724196 1982-1999 –> 2000-2009 7.8012155 3.5299860 5496.54861 21.431740 5 7
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 621 4.2669301 3578.332772 11.780370 15.5017539 1982-1999 –> 2000-2009 7.8030309 3.5361008 5496.52664 26.154302 3 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 621 4.2661912 3578.117672 11.842715 15.4944529 1982-1999 –> 2000-2009 7.8036485 3.5374573 5496.58385 26.144738 2 7
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 621 4.2704179 3579.347567 26.465882 15.4970798 1982-1999 –> 2000-2009 7.8080256 3.5376077 5497.84394 52.377805 4 10
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 621 4.2894231 3584.862744 88.920993 15.1553348 1982-1999 –> 2000-2009 7.8322220 3.5427989 5504.40023 268.983266 7 17
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 621 4.2904437 3585.158228 86.147931 15.1935144 1982-1999 –> 2000-2009 7.8330447 3.5426010 5504.65604 239.972628 8 17
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 621 4.2924212 3583.730531 2.008674 15.4810130 1982-1999 –> 2000-2009 7.8352222 3.5428011 5501.26844 6.931268 9 20
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 621 4.2936702 3586.091885 81.922900 15.1010946 1982-1999 –> 2000-2009 7.8377172 3.5440470 5505.87944 229.746566 10 22
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 621 4.2945587 3584.348879 2.013425 15.5652912 1982-1999 –> 2000-2009 7.8400851 3.5455264 5502.43275 6.745655 11 24
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 318 4.8297747 1918.017590 100.326674 14.0711681 2000-2009 –> 2010-2019 9.1202184 4.2904437 5503.17582 186.474605 2 10
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 318 4.8782322 1924.366835 33.119358 13.6635605 2000-2009 –> 2010-2019 9.1266363 4.2484041 5497.29540 67.384738 5 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 318 4.8332154 1918.470512 96.488659 14.0561659 2000-2009 –> 2010-2019 9.1268856 4.2936702 5504.56240 178.411559 3 13
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 318 4.8389359 1919.222829 117.775323 14.0271987 2000-2009 –> 2010-2019 9.1283590 4.2894231 5504.08557 206.696316 4 11
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 318 4.8062698 1914.914834 97.057877 14.3257343 2000-2009 –> 2010-2019 9.1750330 4.3687632 5522.54060 181.254203 1 19
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 318 4.9604758 1934.999959 11.504424 13.6345092 2000-2009 –> 2010-2019 9.2317052 4.2712294 5514.58353 20.954740 7 12
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 318 4.8926432 1924.242892 23.465261 13.0667942 2000-2009 –> 2010-2019 9.2509362 4.3582931 5526.88851 42.908943 6 22
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 318 4.9948530 1937.392385 2.690694 13.5684750 2000-2009 –> 2010-2019 9.2872742 4.2924212 5521.12292 4.699368 8 17
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 318 5.0823550 1950.437635 15.631827 13.8857592 2000-2009 –> 2010-2019 9.3492850 4.2669301 5528.77041 27.412196 16 19
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 318 5.0844438 1950.698980 15.704028 13.8254680 2000-2009 –> 2010-2019 9.3506350 4.2661912 5528.81665 27.546743 17 19
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 828 2.4825283 3869.525802 68.767469 12.6052478 1982-1999 –> 2000-2009 5.0522176 2.5696893 6761.32306 171.256361 5 8
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 828 2.4847932 3871.035926 31.934712 12.6105292 1982-1999 –> 2000-2009 5.0541858 2.5693926 6762.69255 46.559834 8 10
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 828 2.4880023 3873.173287 47.619509 12.5727707 1982-1999 –> 2000-2009 5.0573262 2.5693239 6764.79732 70.156530 10 11
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 828 2.4627234 3856.261719 390.703654 12.7641910 1982-1999 –> 2000-2009 5.0734728 2.6107494 6767.36707 1005.607102 1 8
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 828 2.4630420 3856.475945 62.919488 13.2804673 1982-1999 –> 2000-2009 5.1008474 2.6378054 6780.13885 171.130869 2 15
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 828 2.4664897 3858.792303 27.230820 13.4022553 1982-1999 –> 2000-2009 5.1096095 2.6431199 6784.90671 59.098886 3 18
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 828 2.4731811 3863.278842 45.095325 13.4827893 1982-1999 –> 2000-2009 5.1195630 2.6463819 6790.89552 79.831903 4 20
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 828 2.4828431 3867.735780 366.706771 12.2573400 1982-1999 –> 2000-2009 5.1257709 2.6429278 6791.76165 976.849285 6 20
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 828 2.4834859 3868.164438 61.200015 12.7719096 1982-1999 –> 2000-2009 5.1481479 2.6646619 6802.16560 161.057962 7 28
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 828 2.4874983 3870.837776 24.667418 12.8996868 1982-1999 –> 2000-2009 5.1574496 2.6699513 6807.25426 38.856565 9 32
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 745 2.1518349 3270.036564 94.721959 9.6346924 2000-2009 –> 2010-2019 4.6148769 2.4630420 7126.51251 157.641447 2 4
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 745 2.1516722 3269.923935 69.915005 9.6730241 2000-2009 –> 2010-2019 4.6181619 2.4664897 7128.71624 97.145825 1 4
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 745 2.1538610 3271.438876 110.052448 9.7805464 2000-2009 –> 2010-2019 4.6270421 2.4731811 7134.71772 155.147773 3 7
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 745 2.1790040 3288.731574 466.244358 9.2257120 2000-2009 –> 2010-2019 4.6417274 2.4627234 7144.99329 856.948013 4 5
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 745 2.2454085 3333.460749 91.125817 9.0849972 2000-2009 –> 2010-2019 4.7279369 2.4825283 7202.98655 159.893286 5 10
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 745 2.2493886 3336.099477 58.915444 9.1407772 2000-2009 –> 2010-2019 4.7341818 2.4847932 7207.13540 90.850156 6 14
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 745 2.2577394 3339.620815 83.631796 9.1528546 2000-2009 –> 2010-2019 4.7412253 2.4834859 7207.78525 144.831810 8 15
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 745 2.2565112 3340.810043 76.360898 9.2483601 2000-2009 –> 2010-2019 4.7445135 2.4880023 7213.98333 123.980407 7 17
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 745 2.2580919 3339.853478 52.337992 9.2019212 2000-2009 –> 2010-2019 4.7455902 2.4874983 7210.69125 77.005410 9 18
S_Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 745 2.2604961 3341.439022 71.178023 9.2853806 2000-2009 –> 2010-2019 4.7545254 2.4940293 7216.61896 111.021784 10 21
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 692 1.8785046 2850.389730 33.604172 7.0901567 1982-1999 –> 2000-2009 3.0620502 1.1835457 4626.46287 59.546455 1 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 692 1.8842996 2854.652727 31.479813 7.2537770 1982-1999 –> 2000-2009 3.0682820 1.1839823 4631.13530 50.659166 2 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 692 1.9311815 2888.665605 35.480562 8.0112831 1982-1999 –> 2000-2009 3.0727886 1.1416071 4624.69247 78.870262 4 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 692 1.9407850 2895.530975 34.386905 8.1702833 1982-1999 –> 2000-2009 3.0809275 1.1401425 4630.13285 77.705373 5 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 692 1.9044459 2869.371384 338.876045 7.7653005 1982-1999 –> 2000-2009 3.0918208 1.1873750 4649.03008 757.524859 3 9
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 692 1.9789573 2922.487936 413.635578 8.6347450 1982-1999 –> 2000-2009 3.1144582 1.1355009 4652.56169 956.094837 8 9
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 692 1.9420468 2894.430534 30.372103 7.5944396 1982-1999 –> 2000-2009 3.1731127 1.2310658 4712.19948 54.029756 6 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 692 1.9519304 2901.456211 25.546898 7.7552464 1982-1999 –> 2000-2009 3.1809970 1.2290666 4717.42101 42.140841 7 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 692 1.9869004 2926.031913 316.564205 8.2480256 1982-1999 –> 2000-2009 3.2062721 1.2193717 4733.20631 691.601042 9 16
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 692 2.5280358 3261.391538 202.440260 8.4810461 1982-1999 –> 2000-2009 4.1122260 1.5841902 5361.09477 511.222162 18 34
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 620 1.9044920 2572.310790 33.839968 6.8800040 2000-2009 –> 2010-2019 3.7829966 1.8785046 5422.70052 67.444141 1 2
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 620 1.9048729 2572.558743 33.406332 6.8773303 2000-2009 –> 2010-2019 3.7891726 1.8842996 5427.21147 64.886144 2 4
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 620 1.9069114 2573.885027 394.621177 6.8736424 2000-2009 –> 2010-2019 3.8113573 1.9044459 5443.25641 733.497222 3 6
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 620 1.9847504 2623.495296 38.968744 5.8836264 2000-2009 –> 2010-2019 3.9159319 1.9311815 5512.16090 74.449306 4 8
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 620 1.9857114 2622.095584 33.493136 5.9532021 2000-2009 –> 2010-2019 3.9277583 1.9420468 5516.52612 63.865238 5 11
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 620 1.9918185 2627.903377 38.860416 5.8448483 2000-2009 –> 2010-2019 3.9326035 1.9407850 5523.43435 73.247321 6 11
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 620 1.9926335 2626.410628 33.338330 5.9095431 2000-2009 –> 2010-2019 3.9445639 1.9519304 5527.86684 58.885228 7 14
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 620 2.0155776 2642.606980 405.457158 5.7751432 2000-2009 –> 2010-2019 3.9945349 1.9789573 5565.09492 819.092736 8 16
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 620 2.0165133 2641.182466 373.542094 5.8431587 2000-2009 –> 2010-2019 4.0034137 1.9869004 5567.21438 690.106299 9 18
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 620 2.4887860 2904.109639 33.862671 12.1955385 2000-2009 –> 2010-2019 4.8592221 2.3704360 6076.41488 68.047744 12 22
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 941 2.4805846 4394.228478 576.183217 11.7754630 1982-1999 –> 2000-2009 3.9857818 1.5051972 6696.71230 1228.254673 11 14
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 941 2.4897228 4401.148861 61.153238 11.8552165 1982-1999 –> 2000-2009 3.9937319 1.5040091 6702.64403 103.849212 13 14
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 941 2.4918453 4402.752574 73.404598 11.8771691 1982-1999 –> 2000-2009 3.9958935 1.5040482 6704.28030 132.109513 15 17
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 941 2.4169433 4345.314176 88.464377 6.6546863 1982-1999 –> 2000-2009 4.0153002 1.5983569 6722.98336 149.099497 2 6
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 941 2.4186587 4346.649410 71.699963 6.6898251 1982-1999 –> 2000-2009 4.0187295 1.6000708 6725.66043 123.573885 3 8
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 941 2.4241224 4350.896048 789.450403 6.7661954 1982-1999 –> 2000-2009 4.0411254 1.6170029 6743.08624 1595.708019 4 12
S_Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 941 2.5677713 4457.240441 67.639020 11.6980025 1982-1999 –> 2000-2009 4.1716090 1.6038377 6837.19544 117.401128 27 33
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 941 2.5689253 4458.086084 49.005037 11.6941035 1982-1999 –> 2000-2009 4.1747387 1.6058134 6839.58242 84.066721 29 36
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 941 2.5767119 4463.781883 537.590072 11.6620276 1982-1999 –> 2000-2009 4.1993829 1.6226710 6858.35305 1078.108352 32 41
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 941 2.6062232 4487.214082 60.725419 9.1863508 1982-1999 –> 2000-2009 4.3793156 1.7730925 6994.77704 110.138244 33 43
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 949 2.4146697 4380.351013 85.635165 6.1839897 2000-2009 –> 2010-2019 4.8316130 2.4169433 8725.66519 174.099542 1 3
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 949 2.4174624 4382.544812 64.960366 6.2137210 2000-2009 –> 2010-2019 4.8361210 2.4186587 8729.19422 136.660330 2 5
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 949 2.4276820 4390.551565 737.550057 6.2910934 2000-2009 –> 2010-2019 4.8518044 2.4241224 8741.44761 1527.000460 3 7
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 949 2.5115169 4454.988701 33.136414 6.1053736 2000-2009 –> 2010-2019 4.9030129 2.3914960 8780.38279 62.473872 4 5
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 949 2.5399465 4476.352754 29.128618 6.8067315 2000-2009 –> 2010-2019 4.9876794 2.4477330 8845.49048 55.438086 6 11
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 949 2.5360427 4473.433378 157.849258 6.8925977 2000-2009 –> 2010-2019 4.9917567 2.4557140 8848.69752 375.809880 5 11
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 949 2.5400743 4474.448246 27.969529 6.7808884 2000-2009 –> 2010-2019 4.9976635 2.4575893 8849.14900 51.823026 7 14
S_Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 949 2.5543043 4487.051578 28.430177 6.8850418 2000-2009 –> 2010-2019 5.0186739 2.4643696 8868.93749 58.172732 9 18
S_Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 949 2.5490958 4481.177405 57.291648 6.8441103 2000-2009 –> 2010-2019 5.0330330 2.4839372 8875.94778 118.110031 8 20
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 949 2.5762504 4503.289209 29.937598 6.5117208 2000-2009 –> 2010-2019 5.0377996 2.4615491 8883.01997 63.438378 13 21
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1383 2.2608007 6195.062878 66.874755 9.3870002 1982-1999 –> 2000-2009 4.1314667 1.8706660 9305.54569 104.344717 1 2
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1383 2.3009517 6243.754885 91.246105 8.8261147 1982-1999 –> 2000-2009 4.2269019 1.9259502 9398.33288 181.007831 9 12
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1383 2.3016373 6244.578893 70.486179 8.8651160 1982-1999 –> 2000-2009 4.2274438 1.9258065 9399.04394 138.133403 10 12
S_Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1383 2.3047997 6246.376715 44.079104 9.2456103 1982-1999 –> 2000-2009 4.2315398 1.9267401 9399.57554 79.972993 11 15
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1383 2.3141100 6259.527636 691.660727 8.7739739 1982-1999 –> 2000-2009 4.2511291 1.9370191 9422.78202 1508.614277 12 17
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1383 2.3007370 6243.496765 705.125931 5.9350688 1982-1999 –> 2000-2009 4.2876463 1.9869093 9445.25229 1495.331542 8 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1383 2.2986672 6241.007270 95.421279 5.9077785 1982-1999 –> 2000-2009 4.2889764 1.9903093 9445.35132 158.733312 6 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1383 2.2992583 6241.718444 64.024851 5.9157706 1982-1999 –> 2000-2009 4.2889914 1.9897331 9445.62417 107.362324 7 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1383 2.2849896 6224.499793 277.210631 8.3257070 1982-1999 –> 2000-2009 4.3138514 2.0288618 9457.88978 534.308001 2 11
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1383 2.2935272 6234.815350 51.175748 8.2434266 1982-1999 –> 2000-2009 4.3696600 2.0761328 9503.07581 121.941729 3 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1267 2.3923610 5819.949695 53.265956 8.4322371 2000-2009 –> 2010-2019 4.6531618 2.2608007 12015.01257 120.140712 18 19
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1267 2.3886680 5816.034932 216.277987 8.2194714 2000-2009 –> 2010-2019 4.6736575 2.2849896 12040.53472 493.488618 12 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1267 2.3828193 5809.822794 34.200678 8.3897841 2000-2009 –> 2010-2019 4.6763464 2.2935272 12044.63814 85.376425 4 7
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1267 2.3821224 5809.081622 32.872281 8.4099569 2000-2009 –> 2010-2019 4.6769338 2.2948114 12045.44529 83.509439 3 7
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1267 2.3846454 5811.764059 101.021088 8.9624196 2000-2009 –> 2010-2019 4.6833126 2.2986672 12052.77133 196.442367 6 12
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1267 2.3847364 5811.860690 65.083669 8.9658374 2000-2009 –> 2010-2019 4.6839946 2.2992583 12053.57913 129.108520 8 15
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1267 2.3846407 5811.759090 854.246977 8.9567254 2000-2009 –> 2010-2019 4.6853777 2.3007370 12055.25586 1559.372908 5 13
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1267 2.3884920 5815.848254 86.281254 8.5099438 2000-2009 –> 2010-2019 4.6894437 2.3009517 12059.60314 177.527358 11 20
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1267 2.3884050 5815.755939 63.349850 8.5187434 2000-2009 –> 2010-2019 4.6900422 2.3016373 12060.33483 133.836029 10 20
S_Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1267 2.3932551 5818.896516 21.347324 8.5457538 2000-2009 –> 2010-2019 4.6901449 2.2968898 12055.76425 50.031231 19 24
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2020 1.9405114 8424.835938 109.499890 8.2901733 1982-1999 –> 2000-2009 3.8309028 1.8903914 14186.63591 172.992363 3 7
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2020 1.9668800 8479.363744 99.315862 10.1164271 1982-1999 –> 2000-2009 3.8526988 1.8858188 14234.39227 188.657545 5 7
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2020 1.9345333 8412.370739 116.920318 8.0289845 1982-1999 –> 2000-2009 3.8531677 1.9186344 14215.63468 224.992960 1 6
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2020 1.9683323 8482.345641 104.923746 10.2612024 1982-1999 –> 2000-2009 3.8551339 1.8868016 14238.83097 196.759092 6 9
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2020 1.9836581 8513.679954 600.043566 10.8144832 1982-1999 –> 2000-2009 3.8664471 1.8827890 14264.21283 1296.649655 7 8
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2020 1.9356057 8414.609633 167.056475 7.9606601 1982-1999 –> 2000-2009 3.8871309 1.9515252 14265.39872 298.544231 2 15
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2020 1.9911820 8526.974477 72.879550 11.1884297 1982-1999 –> 2000-2009 3.9236424 1.9324604 14348.31465 127.546501 10 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2020 1.9854404 8517.308344 283.836664 7.2933106 1982-1999 –> 2000-2009 3.9278484 1.9424080 14355.00439 552.562194 8 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2020 1.9867776 8520.028295 255.362829 7.2919734 1982-1999 –> 2000-2009 3.9293873 1.9426097 14358.01470 492.176127 9 18
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2020 1.9923617 8529.367355 68.549665 7.8626962 1982-1999 –> 2000-2009 3.9353266 1.9429649 14365.86487 121.451822 11 21
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1611 2.2974304 7265.851453 113.511767 9.3577284 2000-2009 –> 2010-2019 4.2330361 1.9356057 15680.46109 280.568242 5 7
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1611 2.2713215 7229.025794 212.405759 8.7113120 2000-2009 –> 2010-2019 4.2567620 1.9854404 15746.33414 496.242423 1 9
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1611 2.2809145 7242.605341 179.868413 8.7265539 2000-2009 –> 2010-2019 4.2676921 1.9867776 15762.63364 435.231242 3 12
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1611 2.3467359 7334.267724 87.995040 9.5778262 2000-2009 –> 2010-2019 4.2812692 1.9345333 15746.63846 204.915358 8 9
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1611 2.4714381 7501.086206 91.211994 8.8163197 2000-2009 –> 2010-2019 4.4119495 1.9405114 15925.92214 200.711884 10 13
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 1611 2.4738286 7502.201257 39.394952 9.0230914 2000-2009 –> 2010-2019 4.4189004 1.9450717 15934.52031 108.064517 11 15
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1611 2.5272710 7573.065254 65.301630 9.9475460 2000-2009 –> 2010-2019 4.4956033 1.9683323 16055.41090 170.225376 12 18
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1611 2.5293633 7575.731631 64.713141 9.8583754 2000-2009 –> 2010-2019 4.4962433 1.9668800 16055.09537 164.029003 13 18
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1611 2.2794895 7240.591751 92.981522 8.9670750 2000-2009 –> 2010-2019 4.4985059 2.2190164 16207.24218 244.781769 2 23
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1611 2.2905712 7256.217439 81.362342 9.0095393 2000-2009 –> 2010-2019 4.5168000 2.2262288 16235.97764 203.638840 4 26
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2439 1.7296172 9608.238973 388.714798 8.9595036 1982-1999 –> 2000-2009 3.5627172 1.8331000 15859.07584 667.427962 1 6
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2439 1.7515399 9669.678503 601.502265 9.7326834 1982-1999 –> 2000-2009 3.5811228 1.8295829 15914.60022 930.762150 2 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2439 1.7768388 9739.631255 297.104095 10.0015885 1982-1999 –> 2000-2009 3.6016098 1.8247710 15976.44177 550.883985 3 4
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2439 1.8286216 9879.759844 386.695273 10.4494072 1982-1999 –> 2000-2009 3.6575303 1.8289087 16123.54645 665.327777 6 8
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2439 1.8316236 9885.761268 303.230651 10.3280436 1982-1999 –> 2000-2009 3.6612242 1.8296006 16128.71292 518.818342 7 11
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2439 1.8559147 9952.028518 599.545872 7.8596796 1982-1999 –> 2000-2009 3.7063577 1.8504429 16231.86831 928.312100 8 15
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2439 1.8604058 9963.818303 600.594962 7.8184587 1982-1999 –> 2000-2009 3.7107998 1.8503941 16243.57676 931.149426 9 15
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2439 1.8930610 10046.697821 273.343149 8.7917820 1982-1999 –> 2000-2009 3.7440523 1.8509913 16325.45022 508.713219 10 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2439 1.9038149 10074.329910 290.746852 8.8224451 1982-1999 –> 2000-2009 3.7543297 1.8505148 16352.28927 529.514285 11 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2439 1.9088148 10087.123843 305.135476 8.8205748 1982-1999 –> 2000-2009 3.7602322 1.8514174 16366.58525 547.378790 12 22
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1938 2.4474455 8982.999449 93.861320 7.1452546 2000-2009 –> 2010-2019 4.2365757 1.7891302 18756.25849 208.903847 1 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1938 2.5756771 9180.937542 233.449222 8.4650138 2000-2009 –> 2010-2019 4.3052943 1.7296172 18789.17652 622.164020 6 7
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1938 2.5159037 9089.927706 294.493992 6.2862628 2000-2009 –> 2010-2019 4.3718185 1.8559147 19041.95622 894.039864 2 10
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1938 2.5183789 9093.739099 302.014457 6.3570436 2000-2009 –> 2010-2019 4.3787847 1.8604058 19057.55740 902.609419 3 12
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1938 2.6281975 9259.177700 294.926562 9.9705347 2000-2009 –> 2010-2019 4.3797374 1.7515399 18928.85620 896.428827 12 14
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 1938 2.6436506 9279.900875 64.600122 10.8504101 2000-2009 –> 2010-2019 4.4559948 1.8123442 19114.04505 152.114304 15 20
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1938 2.7124008 9381.410971 184.934810 8.2865072 2000-2009 –> 2010-2019 4.4892396 1.7768388 19121.04223 482.038905 22 25
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1938 2.5753711 9180.477069 96.578092 8.2599985 2000-2009 –> 2010-2019 4.5105026 1.9351315 19336.39424 192.219583 5 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1938 2.5300336 9109.635214 46.579070 7.0605878 2000-2009 –> 2010-2019 4.5167977 1.9867641 19391.99968 103.585580 4 27
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1938 2.5810877 9189.071250 93.253581 8.2433703 2000-2009 –> 2010-2019 4.5186408 1.9375531 19351.08888 187.940751 7 23
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 919 1.3802152 3210.285071 600.860228 3.8367943 1982-1999 –> 2000-2009 2.7553157 1.3751005 5419.91625 1221.436890 1 3
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 919 1.4013269 3240.186250 973.635652 3.9556125 1982-1999 –> 2000-2009 2.7843237 1.3829968 5459.06636 1785.370096 2 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 919 1.4050956 3243.122701 954.889106 4.0302731 1982-1999 –> 2000-2009 2.7882988 1.3832031 5460.19170 1766.224012 3 7
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 919 1.4127956 3253.167458 743.372430 3.9830628 1982-1999 –> 2000-2009 2.7964983 1.3837027 5470.69364 1496.752957 4 9
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 919 1.4332809 3279.626757 831.337687 4.1118522 1982-1999 –> 2000-2009 2.8210109 1.3877300 5500.83229 1700.303472 5 11
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 919 1.4819573 3341.011523 996.261695 4.6641682 1982-1999 –> 2000-2009 2.8411608 1.3592035 5535.92166 1744.381580 6 7
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 919 1.4819625 3339.017919 529.278717 4.6617841 1982-1999 –> 2000-2009 2.8728771 1.3909147 5561.12544 1091.497727 7 14
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 919 1.6901812 3586.657069 769.153676 3.7292188 1982-1999 –> 2000-2009 3.1477003 1.4575191 5873.98074 1467.650740 9 17
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 919 1.6911680 3587.729922 129.356014 3.7218821 1982-1999 –> 2000-2009 3.1512801 1.4601121 5877.30383 208.840954 10 20
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 919 1.6914917 3588.081679 130.576074 3.7210583 1982-1999 –> 2000-2009 3.1529282 1.4614365 5878.80340 210.548768 11 23
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 824 1.9060825 3413.453223 775.429456 5.0220252 2000-2009 –> 2010-2019 3.3074094 1.4013269 6653.63947 1749.065108 1 3
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 824 1.9299075 3431.924723 468.123418 5.3222087 2000-2009 –> 2010-2019 3.3101227 1.3802152 6642.20979 1068.983646 3 4
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 824 1.9061969 3411.552151 661.508337 5.0103005 2000-2009 –> 2010-2019 3.3112925 1.4050956 6654.67485 1616.397443 2 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 824 1.9675572 3463.765156 506.400462 5.0757504 2000-2009 –> 2010-2019 3.3803527 1.4127956 6716.93261 1249.772892 5 9
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 824 2.0000835 3490.786051 529.104906 5.2284824 2000-2009 –> 2010-2019 3.4333643 1.4332809 6770.41281 1360.442593 7 12
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 824 2.1254661 3590.988079 622.409316 6.7137504 2000-2009 –> 2010-2019 3.6074234 1.4819573 6931.99960 1618.671010 9 15
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 824 2.1654660 3619.714139 432.898339 6.5097226 2000-2009 –> 2010-2019 3.6474284 1.4819625 6958.73206 962.177056 10 17
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 824 1.9478639 3449.187269 653.710707 8.3896309 2000-2009 –> 2010-2019 3.6626609 1.7147969 7060.41990 1427.806438 4 19
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 824 1.9941795 3487.914138 452.302451 6.6852000 2000-2009 –> 2010-2019 3.6770044 1.6828250 7064.55422 1446.301619 6 14
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 824 2.0655297 3543.848007 259.158278 7.0332383 2000-2009 –> 2010-2019 3.7863543 1.7208246 7159.53002 590.476730 8 26
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 960 1.5078485 3524.874839 627.181668 4.9504805 1982-1999 –> 2000-2009 2.8118126 1.3039642 5793.90050 1410.633739 1 12
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 960 1.5716620 3606.458549 141.888527 3.9546473 1982-1999 –> 2000-2009 2.8473991 1.2757371 5848.15852 238.748590 2 4
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 960 1.5723281 3607.272205 142.794888 3.9748149 1982-1999 –> 2000-2009 2.8497520 1.2774238 5850.74270 240.072518 3 8
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 960 1.5748520 3608.351646 53.683104 4.2203660 1982-1999 –> 2000-2009 2.8525228 1.2776708 5850.08117 117.702216 5 12
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 960 1.5797804 3614.350827 43.957575 3.7600303 1982-1999 –> 2000-2009 2.8555435 1.2757631 5854.07808 100.270658 7 10
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 960 1.5797233 3614.281478 396.680283 3.7470662 1982-1999 –> 2000-2009 2.8568781 1.2771548 5855.46972 1015.491227 6 10
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 960 1.5799949 3614.611542 47.079302 3.7898303 1982-1999 –> 2000-2009 2.8574210 1.2774260 5856.08434 104.571937 8 14
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 960 1.5730322 3606.131817 85.051490 3.7487775 1982-1999 –> 2000-2009 2.8600372 1.2870049 5857.61525 169.896093 4 13
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate 960 1.5825995 3615.773958 40.618301 4.0899701 1982-1999 –> 2000-2009 2.8736840 1.2910846 5869.49829 93.327354 9 19
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 960 1.6324015 3677.262261 565.469912 5.1825559 1982-1999 –> 2000-2009 2.9042187 1.2718172 5912.83853 1363.441898 29 30
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1055 1.8785930 4336.364065 578.222426 6.8877905 2000-2009 –> 2010-2019 3.3864415 1.5078485 7861.23890 1205.404093 1 2
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1055 1.9575850 4425.271744 135.897539 6.0371062 2000-2009 –> 2010-2019 3.5292470 1.5716620 8031.73029 277.786066 2 4
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1055 1.9588480 4426.632603 136.612602 6.0618929 2000-2009 –> 2010-2019 3.5311761 1.5723281 8033.90481 279.407490 3 6
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1055 1.9591510 4424.959015 77.161679 6.0975008 2000-2009 –> 2010-2019 3.5340030 1.5748520 8033.31066 130.844782 4 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 1055 1.9698947 4436.498320 108.598176 5.7103523 2000-2009 –> 2010-2019 3.5429270 1.5730322 8042.63014 193.649666 5 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1055 1.9864141 4454.118784 133.437301 5.5760449 2000-2009 –> 2010-2019 3.5768382 1.5904242 8081.36219 267.856918 8 18
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1055 2.0026900 4471.336897 467.885412 6.3697487 2000-2009 –> 2010-2019 3.5824133 1.5797233 8085.61837 864.565696 13 19
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1055 2.0026565 4471.301630 62.769136 6.3699915 2000-2009 –> 2010-2019 3.5824369 1.5797804 8085.65246 106.726711 12 19
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1055 2.0024572 4471.091637 73.381511 6.3993625 2000-2009 –> 2010-2019 3.5824522 1.5799949 8085.70318 120.460813 11 19
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate 1055 2.0033473 4470.029354 62.762807 6.5020691 2000-2009 –> 2010-2019 3.5859468 1.5825995 8085.80331 103.381108 14 23
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1152 1.2732092 3839.744023 878.572800 4.0044446 1982-1999 –> 2000-2009 2.4141300 1.1409208 6483.85701 1858.191265 1 2
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1152 1.2822906 3854.119341 552.912331 3.7122130 1982-1999 –> 2000-2009 2.4414719 1.1591814 6523.16210 1458.457639 2 10
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1152 1.3280184 3936.851348 239.494401 3.4693137 1982-1999 –> 2000-2009 2.4820012 1.1539828 6600.27097 402.396518 3 6
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1152 1.3281269 3937.039594 239.462359 3.4670679 1982-1999 –> 2000-2009 2.4821289 1.1540020 6600.48747 401.912720 5 9
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1152 1.3440921 3962.570428 357.401256 3.6612781 1982-1999 –> 2000-2009 2.4877751 1.1436830 6608.78449 1024.623859 9 11
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1152 1.3281084 3935.007426 19.176952 3.4640261 1982-1999 –> 2000-2009 2.4893470 1.1612386 6607.05744 53.121555 4 15
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1152 1.3282221 3935.204698 18.113033 3.4615224 1982-1999 –> 2000-2009 2.4893991 1.1611770 6607.16482 48.259253 6 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1152 1.3283963 3935.506775 410.386769 3.4587353 1982-1999 –> 2000-2009 2.4894542 1.1610579 6607.29289 1138.236072 7 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1152 1.3445314 3963.323346 55.108349 3.4403355 1982-1999 –> 2000-2009 2.4992940 1.1547626 6625.88865 131.062794 10 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1152 1.3447622 3963.718749 54.299113 3.4433955 1982-1999 –> 2000-2009 2.4994282 1.1546660 6626.14222 131.856495 12 17
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1782 1.6305313 6813.557654 500.125917 3.5529787 2000-2009 –> 2010-2019 2.9037405 1.2732092 10653.30168 1378.698717 4 5
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1782 1.6334427 6817.915711 357.677922 3.6345699 2000-2009 –> 2010-2019 2.9157333 1.2822906 10672.03505 910.590253 6 8
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1782 1.6246916 6800.770389 197.335868 3.7876625 2000-2009 –> 2010-2019 2.9527100 1.3280184 10737.62174 436.830269 1 4
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1782 1.6254392 6802.409915 197.245100 3.7802652 2000-2009 –> 2010-2019 2.9535661 1.3281269 10739.44951 436.707459 2 7
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 1782 1.6312744 6813.181569 84.779642 3.5626516 2000-2009 –> 2010-2019 2.9673970 1.3361225 10762.05014 141.370557 5 13
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1782 1.6406897 6833.692864 30.528120 3.7011145 2000-2009 –> 2010-2019 2.9687981 1.3281084 10768.70029 49.705072 7 11
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1782 1.6410771 6834.534209 30.325765 3.7002762 2000-2009 –> 2010-2019 2.9692992 1.3282221 10769.73891 48.438798 8 14
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1782 1.6412417 6834.891838 309.092401 3.7033087 2000-2009 –> 2010-2019 2.9696380 1.3283963 10770.39861 719.479170 9 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 1782 1.6277573 6805.489038 147.349623 3.8547155 2000-2009 –> 2010-2019 2.9843014 1.3565441 10789.30606 257.750138 3 20
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1782 1.6482199 6852.012906 166.350736 3.6386526 2000-2009 –> 2010-2019 2.9947205 1.3465006 10820.70821 380.952147 11 24
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 598 1.1869196 1915.998731 605.296950 6.5783447 1982-1999 –> 2000-2009 2.4945444 1.3076248 3661.01552 1186.563758 1 9
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 598 1.1872800 1914.361762 525.028342 6.4952100 1982-1999 –> 2000-2009 2.4949237 1.3076438 3657.39347 911.256445 2 12
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 598 1.2117397 1940.750811 328.390481 6.0386483 1982-1999 –> 2000-2009 2.5150347 1.3032950 3682.36467 691.244586 5 6
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 598 1.2121425 1941.148285 328.329600 6.0488169 1982-1999 –> 2000-2009 2.5155633 1.3034208 3682.86120 691.153354 6 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 598 1.2154821 1942.438824 391.476162 5.2370207 1982-1999 –> 2000-2009 2.5218108 1.3063288 3684.43823 675.287570 7 12
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 598 1.2166526 1943.590057 27.297304 5.1917523 1982-1999 –> 2000-2009 2.5229362 1.3062836 3685.55400 58.335831 8 12
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 598 1.2173208 1944.246715 27.427604 5.1775189 1982-1999 –> 2000-2009 2.5236572 1.3063364 3686.25211 60.201115 9 15
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 598 1.2188996 1947.796907 240.588030 6.2980601 1982-1999 –> 2000-2009 2.5274008 1.3085012 3693.50113 502.611809 10 22
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 598 1.2221821 1949.013344 44.154574 6.6850593 1982-1999 –> 2000-2009 2.5338100 1.3116280 3695.16636 77.476356 12 28
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 598 1.2387150 1965.083693 25.721566 4.4062931 1982-1999 –> 2000-2009 2.5474048 1.3086898 3708.93577 57.309430 19 32
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 1.4778589 3611.351414 416.713316 3.1559066 2000-2009 –> 2010-2019 2.6647786 1.1869196 5527.35015 1022.010266 5 6
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 994 1.4789464 3610.813734 213.645758 3.1837225 2000-2009 –> 2010-2019 2.6662264 1.1872800 5525.17550 738.674100 6 8
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 1.4772775 3610.569162 393.713347 3.1286085 2000-2009 –> 2010-2019 2.6890173 1.2117397 5551.31997 722.103828 2 7
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 994 1.4772109 3610.479523 393.709971 3.1281393 2000-2009 –> 2010-2019 2.6893534 1.2121425 5551.62781 722.039571 1 7
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 994 1.4796952 3611.819984 186.864415 3.1564710 2000-2009 –> 2010-2019 2.6951772 1.2154821 5554.25881 578.340577 9 16
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 994 1.4772832 3610.576771 262.721237 3.1200014 2000-2009 –> 2010-2019 2.6961828 1.2188996 5558.37368 503.309267 3 13
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 994 1.4795836 3611.670006 17.547939 3.1580963 2000-2009 –> 2010-2019 2.6962362 1.2166526 5555.26006 44.845243 8 16
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 994 1.4793915 3611.411895 17.630577 3.1550082 2000-2009 –> 2010-2019 2.6967122 1.2173208 5555.65861 45.058181 7 16
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 994 1.4778424 3609.329112 20.659463 3.1194167 2000-2009 –> 2010-2019 2.7000244 1.2221821 5558.34246 64.814037 4 16
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 994 1.4814277 3614.146281 17.507260 3.1623821 2000-2009 –> 2010-2019 2.7201427 1.2387150 5579.22997 43.228826 10 29
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1653 0.9963488 4692.917978 408.641721 3.3401027 1982-1999 –> 2000-2009 2.1321504 1.1358016 8486.01943 575.095482 1 2
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1653 0.9972850 4696.022857 128.331407 3.4540070 1982-1999 –> 2000-2009 2.1437352 1.1464502 8511.93109 240.264200 2 9
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1653 1.0076753 4730.288414 454.459145 3.2205670 1982-1999 –> 2000-2009 2.1520556 1.1443803 8541.78012 608.316420 3 8
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1653 1.0088935 4734.282637 133.910857 3.1773669 1982-1999 –> 2000-2009 2.1532500 1.1443565 8545.72348 252.469773 4 7
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1653 1.0092947 4735.597165 133.763990 3.1751377 1982-1999 –> 2000-2009 2.1536546 1.1443599 8547.04514 251.915459 5 9
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1653 1.0279827 4794.251041 26.569689 3.1039561 1982-1999 –> 2000-2009 2.1763153 1.1483325 8612.16868 38.310371 6 16
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1653 1.0492998 4862.105811 261.691664 2.8558694 1982-1999 –> 2000-2009 2.2463959 1.1970960 8781.66389 411.932473 7 32
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1653 1.1052871 5033.958346 360.048707 3.5108144 1982-1999 –> 2000-2009 2.2465338 1.1412467 8836.74851 510.882672 24 26
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1653 1.1042591 5030.881913 126.119292 2.8087394 1982-1999 –> 2000-2009 2.2499493 1.1456902 8843.16941 225.758766 22 28
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1653 1.0526794 4872.736760 233.716423 2.5637811 1982-1999 –> 2000-2009 2.2513695 1.1986901 8795.54713 362.863533 10 37
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2097 1.1423577 6523.225561 209.104288 3.6276250 2000-2009 –> 2010-2019 2.1396427 0.9972850 11219.24842 337.435695 4 6
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2097 1.1352438 6497.026456 449.892202 3.6007898 2000-2009 –> 2010-2019 2.1429191 1.0076753 11227.31487 904.351347 1 4
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2097 1.1356288 6498.448514 222.017083 3.5962093 2000-2009 –> 2010-2019 2.1445223 1.0088935 11232.73115 355.927940 2 6
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2097 1.1359231 6499.535015 221.081516 3.5966573 2000-2009 –> 2010-2019 2.1452178 1.0092947 11235.13218 354.845505 3 8
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2097 1.1614963 6592.907996 444.392022 3.3765254 2000-2009 –> 2010-2019 2.1578451 0.9963488 11285.82597 853.033744 5 6
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2097 1.1738669 6635.340459 26.186653 3.7508809 2000-2009 –> 2010-2019 2.2018497 1.0279827 11429.59150 52.756342 7 13
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 2097 1.1720222 6628.744636 192.471656 3.6003584 2000-2009 –> 2010-2019 2.2228827 1.0508605 11495.76391 311.803316 6 15
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 2097 1.1856703 6677.301081 159.617323 3.3826579 2000-2009 –> 2010-2019 2.2363929 1.0507226 11543.88646 257.731971 8 16
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 2097 1.2031107 6738.542710 80.674595 2.8093373 2000-2009 –> 2010-2019 2.2751440 1.0720333 11671.50927 148.399974 9 26
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + temp + silicate 2097 1.2045911 6741.700033 8.878151 2.9455155 2000-2009 –> 2010-2019 2.2782697 1.0736786 11677.73680 14.757808 10 29
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2483 0.4614899 3220.265138 232.097932 2.1363170 1982-1999 –> 2000-2009 1.3006039 0.8391140 9190.77329 280.876244 1 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2483 0.4620090 3225.847831 24.406521 2.1396848 1982-1999 –> 2000-2009 1.3007506 0.8387416 9194.22925 54.583344 2 5
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2483 0.4620696 3226.498974 18.634860 2.1414202 1982-1999 –> 2000-2009 1.3008737 0.8388041 9195.23744 47.648150 3 7
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2483 0.4660483 3269.076143 16.232452 2.2215824 1982-1999 –> 2000-2009 1.3132672 0.8472190 9285.62834 36.403240 4 10
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2483 0.5127264 3743.096639 244.621330 1.7017670 1982-1999 –> 2000-2009 1.3240257 0.8112993 9552.13603 296.552147 11 12
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2483 0.4690167 3298.605966 11.325745 2.3343282 1982-1999 –> 2000-2009 1.3390995 0.8700829 9440.71244 19.581281 5 17
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 2483 0.4924243 3540.462628 188.168161 1.6618708 1982-1999 –> 2000-2009 1.3654764 0.8730520 9698.88721 234.608338 6 20
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate 2483 0.5283200 3889.876897 103.717840 1.7694964 1982-1999 –> 2000-2009 1.4049483 0.8766283 10067.88270 136.396999 15 31
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2483 0.5022574 3638.649721 18.484468 1.6940685 1982-1999 –> 2000-2009 1.4279667 0.9257094 10077.60143 42.590422 7 47
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2483 0.5120888 3734.917614 18.588703 1.7464802 1982-1999 –> 2000-2009 1.4371097 0.9250209 10170.30543 44.173789 10 48
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3146 0.5532205 5217.106341 164.156550 2.7283622 2000-2009 –> 2010-2019 1.0147104 0.4614899 8437.37148 396.254482 2 3
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3146 0.5531053 5215.795288 44.979995 2.7265102 2000-2009 –> 2010-2019 1.0151143 0.4620090 8441.64312 69.386516 1 3
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3146 0.5532966 5217.971129 44.987111 2.7247986 2000-2009 –> 2010-2019 1.0153661 0.4620696 8444.47010 63.621971 3 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3146 0.5719738 5426.859810 41.053072 2.9278269 2000-2009 –> 2010-2019 1.0380221 0.4660483 8695.93595 57.285524 13 17
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 3146 0.5538563 5222.333285 161.385597 2.8117398 2000-2009 –> 2010-2019 1.0462807 0.4924243 8762.79591 349.553758 5 11
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3146 0.5565055 5252.356517 43.863761 3.0057197 2000-2009 –> 2010-2019 1.0587628 0.5022574 8891.00624 62.348229 6 13
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3146 0.5533113 5216.138521 44.942265 2.7062383 2000-2009 –> 2010-2019 1.0654001 0.5120888 8951.05614 63.530968 4 14
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 3146 0.5675272 5375.753216 42.028884 3.5340437 2000-2009 –> 2010-2019 1.0702476 0.5027204 9018.97898 59.799675 11 19
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3146 0.5584515 5276.320980 160.233359 2.4657353 2000-2009 –> 2010-2019 1.0711779 0.5127264 9019.41762 404.854689 7 18
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + silicate + phosphate 3146 0.5684246 5383.694723 33.197772 3.5162317 2000-2009 –> 2010-2019 1.0753133 0.5068887 9065.92638 47.970883 12 21
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2024 0.6905689 4257.133282 261.376499 2.9493647 1982-1999 –> 2000-2009 1.4281145 0.7375456 8499.81785 1186.418390 3 4
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2024 0.6886761 4248.023136 320.217459 3.0493987 1982-1999 –> 2000-2009 1.4358335 0.7471573 8541.85767 772.677294 1 6
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2024 0.6981667 4303.427573 42.571348 3.0388542 1982-1999 –> 2000-2009 1.4407010 0.7425343 8573.70119 55.518048 4 7
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2024 0.6982353 4301.825352 42.316635 3.0503819 1982-1999 –> 2000-2009 1.4459936 0.7477583 8596.71169 54.878630 6 12
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2024 0.7125915 4386.210724 76.966795 3.2013654 1982-1999 –> 2000-2009 1.4545196 0.7419281 8653.38434 97.910523 8 10
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2024 0.7126958 4384.803434 61.670533 3.1911282 1982-1999 –> 2000-2009 1.4606759 0.7479800 8680.81547 80.811018 9 16
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 2024 0.7205564 4429.205987 14.503421 3.3107922 1982-1999 –> 2000-2009 1.4642880 0.7437316 8703.59551 27.024581 12 16
S_Pacific (28.3, Inf] 3 cstar_tref ~ sal + nitrate + silicate 2024 0.7216430 4433.305549 12.649449 3.3681076 1982-1999 –> 2000-2009 1.4700488 0.7484058 8729.47766 24.058745 13 21
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2024 0.7599144 4646.486612 179.312287 3.6619473 1982-1999 –> 2000-2009 1.5401133 0.7801989 9104.58588 300.699536 14 29
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2024 0.7602528 4648.289116 261.349554 3.6649515 1982-1999 –> 2000-2009 1.5402968 0.7800440 9105.63458 377.254873 15 28
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3813 0.9442050 10397.001779 482.989373 3.0412014 2000-2009 –> 2010-2019 1.6327432 0.6885382 14644.21392 799.836518 1 8
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3813 0.9549418 10483.229342 437.836123 3.0336143 2000-2009 –> 2010-2019 1.6345778 0.6796361 14677.76367 728.194486 4 8
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3813 0.9504125 10446.972815 411.590372 3.0124849 2000-2009 –> 2010-2019 1.6352135 0.6848010 14672.15407 676.696178 3 9
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3813 0.9498503 10442.460473 402.298089 3.1804526 2000-2009 –> 2010-2019 1.6385264 0.6886761 14690.48361 722.515548 2 10
S_Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3813 0.9641963 10556.778550 443.403673 3.2977653 2000-2009 –> 2010-2019 1.6427873 0.6785910 14745.08373 823.322715 9 12
S_Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3813 0.9646882 10560.668005 487.438001 3.3008862 2000-2009 –> 2010-2019 1.6432260 0.6785378 14748.65567 805.201983 10 12
S_Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3813 0.9647749 10561.353317 483.875261 3.3031536 2000-2009 –> 2010-2019 1.6432440 0.6784691 14748.93133 802.225634 11 12
S_Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3813 0.9653524 10563.917053 348.693658 3.0142701 2000-2009 –> 2010-2019 1.6541214 0.6887690 14810.48587 663.030980 13 22
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3813 0.9651982 10562.698891 367.202660 3.1741162 2000-2009 –> 2010-2019 1.6557671 0.6905689 14819.83217 628.579159 12 23
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3813 0.9637614 10553.338345 30.361090 3.4933555 2000-2009 –> 2010-2019 1.6619282 0.6981667 14856.76592 72.932438 7 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Indian (-Inf,26] 1982-1999 –> 2000-2009 3.9833965 3093.50621
Indian (-Inf,26] 2000-2009 –> 2010-2019 3.1575296 1594.81057
Indian (26,26.5] 1982-1999 –> 2000-2009 3.9257261 5494.27049
Indian (26,26.5] 2000-2009 –> 2010-2019 3.0421117 2748.20403
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.8164044 4297.43292
Indian (26.5,26.75] 2000-2009 –> 2010-2019 2.2505362 2386.98606
Indian (26.75,27] 1982-1999 –> 2000-2009 2.5209318 6716.80251
Indian (26.75,27] 2000-2009 –> 2010-2019 2.4223313 4377.63689
Indian (27,27.25] 1982-1999 –> 2000-2009 4.0284374 9244.34848
Indian (27,27.25] 2000-2009 –> 2010-2019 4.0628206 6338.58671
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2967242 10049.42138
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.3682782 6677.72150
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.3314937 10747.24722
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.6826848 8124.20428
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9743234 3860.49570
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.3505719 3356.87859
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.0713759 4722.46331
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.6244157 4350.38803
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3767120 5978.25700
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.9775820 4960.78564
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.7077505 3829.42561
Indian (28.05,28.1] 2000-2009 –> 2010-2019 3.0269119 3046.26147
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.6882409 7996.40526
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.7939253 6516.80738
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.7867702 5463.54896
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.9039327 5637.60480
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.6233853 2073.68962
Indian (28.3, Inf] 2000-2009 –> 2010-2019 0.8793521 4882.09485
N_Atlantic (-Inf,26] 1982-1999 –> 2000-2009 4.9451412 790.00754
N_Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.6027170 738.28866
N_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.4830407 1632.24622
N_Atlantic (26,26.5] 2000-2009 –> 2010-2019 3.1504894 1490.08080
N_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 3.7411354 2305.03487
N_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 3.8590033 1909.75828
N_Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.2466709 4310.14173
N_Atlantic (26.75,27] 2000-2009 –> 2010-2019 3.6098122 3855.99440
N_Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.0155839 5338.46060
N_Atlantic (27,27.25] 2000-2009 –> 2010-2019 3.4814131 5744.15606
N_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.9460917 12901.74388
N_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.7647282 15395.16098
N_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.7004514 22817.47420
N_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 3.9356173 25301.84064
N_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.7457695 5372.80820
N_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.6048327 5036.14865
N_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 2.2021483 6158.98415
N_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.2541829 6290.64899
N_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 2.8257038 8219.94060
N_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 2.7474877 7731.94846
N_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.3440000 -808.90015
N_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.2836704 -1278.31883
N_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.3183075 -1437.87882
N_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.2738375 -2098.56872
N_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.3579628 -2117.32881
N_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.3094857 -3994.79545
N_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.5237767 163.67681
N_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.4149439 -921.01240
N_Pacific (-Inf,26] 1982-1999 –> 2000-2009 8.1436847 12049.45980
N_Pacific (-Inf,26] 2000-2009 –> 2010-2019 8.5416398 27281.29431
N_Pacific (26,26.5] 1982-1999 –> 2000-2009 3.6450560 7317.80948
N_Pacific (26,26.5] 2000-2009 –> 2010-2019 3.7735256 12304.05629
N_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 2.4154961 5319.14272
N_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 2.9723982 10306.67917
N_Pacific (26.75,27] 1982-1999 –> 2000-2009 3.0485173 7579.95927
N_Pacific (26.75,27] 2000-2009 –> 2010-2019 2.5780418 11420.29224
N_Pacific (27,27.25] 1982-1999 –> 2000-2009 1.7729785 7238.47183
N_Pacific (27,27.25] 2000-2009 –> 2010-2019 1.8561319 12292.29581
N_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 1.0959873 5613.51382
N_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 1.1292739 9808.49316
N_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 0.7594799 3366.67217
N_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 0.8494270 6915.74225
N_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 0.4403505 -158.27245
N_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 0.4760446 -33.41396
N_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 0.3944536 -590.44522
N_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 0.3890078 -1274.09517
N_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 0.4245351 -258.79780
N_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 0.4000546 -1733.01752
N_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.3653281 -417.66838
N_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.3593906 -1705.51139
N_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.3221850 -1808.79616
N_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.3260259 -3465.00298
N_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.3237212 -6959.19219
N_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.2943659 -16542.08846
N_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.0683446 -3034.49262
N_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.0635551 -4261.78163
S_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.5366556 962.68618
S_Atlantic (26,26.5] 2000-2009 –> 2010-2019 2.6953835 739.83621
S_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 2.8100886 1283.74396
S_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 2.7407098 1387.83340
S_Atlantic (26.75,27] 1982-1999 –> 2000-2009 2.0303405 1702.90891
S_Atlantic (26.75,27] 2000-2009 –> 2010-2019 2.5925123 2052.50193
S_Atlantic (27,27.25] 1982-1999 –> 2000-2009 1.9675303 2071.15148
S_Atlantic (27,27.25] 2000-2009 –> 2010-2019 1.9740079 1981.85346
S_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 1.8457239 2660.27161
S_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 2.2515736 3037.01151
S_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 2.2938240 4451.08022
S_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 2.4926138 4884.82410
S_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.4050320 1011.85941
S_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.0526490 1980.98452
S_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 1.8726219 1609.37526
S_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.6938972 2485.49067
S_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 1.9937296 2203.35575
S_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 2.3740746 3174.89830
S_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.5276489 1202.18962
S_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.8269954 1690.03292
S_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.2007135 1347.12123
S_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.3612019 2049.59856
S_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.8476548 964.98964
S_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.8751834 1139.14974
S_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3106969 10139.54342
S_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.4185502 13825.52065
S_Pacific (-Inf,26] 1982-1999 –> 2000-2009 7.8169932 5499.54963
S_Pacific (-Inf,26] 2000-2009 –> 2010-2019 9.2146968 5515.18418
S_Pacific (26,26.5] 1982-1999 –> 2000-2009 5.0998591 6781.33026
S_Pacific (26,26.5] 2000-2009 –> 2010-2019 4.6949781 7179.41405
S_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 3.2162935 4733.79368
S_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 3.9961555 5558.18808
S_Pacific (26.75,27] 1982-1999 –> 2000-2009 4.0975609 6782.52746
S_Pacific (26.75,27] 2000-2009 –> 2010-2019 4.9489157 8814.79321
S_Pacific (27,27.25] 1982-1999 –> 2000-2009 4.2617607 9422.24734
S_Pacific (27,27.25] 2000-2009 –> 2010-2019 4.6802415 12048.29393
S_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.8861686 14283.23040
S_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.3876762 15935.02359
S_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.6739976 16152.21470
S_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.4163386 19088.83749
S_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.9111394 5603.78353
S_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.5123413 6861.31053
S_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.8569269 5854.84671
S_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.5433882 8042.69543
S_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.4774430 6589.01081
S_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.9579904 10748.33102
S_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.5197086 3683.74825
S_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.6913851 5551.65970
S_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.1905410 8650.17969
S_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.1944686 11401.87405
S_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.3514122 9587.33936
S_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0470395 8772.86019
S_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.4680585 8718.95819
S_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.6442135 14741.43700

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
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
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19
rm(max_rmse)

6.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 4 5 10
(27.5,27.75] 4 10 5 8 4 5 10
(27.75,27.85] 4 3 6 7 6 9 6
(27.85,27.95] 3 3 4 8 10 10 5
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 5 5 4 3 10 8 10
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 7 6 5 3 8
(28.3, Inf] 7 9 7 5 4 10 6
total 71.00 91.00 74.00 100.00 87.00 101.00 115.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 8 9 5 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 5 10 5 6 6 7 10
(27.25,27.5] 8 10 4 5 5 5 10
(27.5,27.75] 5 10 5 8 3 5 10
(27.75,27.85] 5 2 6 7 6 9 7
(27.85,27.95] 2 4 4 8 9 10 6
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 4 5 4 6 9 7 9
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 5 7 9 5 5
(28.3, Inf] 7 9 8 4 4 10 5
total 76.00 92.00 73.00 99.00 87.00 105.00 112.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 5 5 6 8 10 8 7
(26,26.5] 7 5 6 5 10 8 8
(26.5,26.75] 9 6 6 5 3 10 8
(26.75,27] 9 7 6 6 5 10 6
(27,27.25] 8 6 6 5 7 10 7
(27.25,27.5] 7 10 5 6 5 6 9
(27.5,27.75] 5 3 4 8 10 5 10
(27.75,27.85] 6 6 4 4 10 8 5
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 5 10 8 6 5 7 8
(28.05,28.1] 8 9 3 4 10 5 4
(28.1,28.15] 7 10 5 6 10 4 5
(28.15,28.2] 8 10 4 5 10 3 5
(28.2, Inf] 7 5 3 5 10 7 6
total 96.00 95.00 70.00 80.00 115.00 97.00 98.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 5 4 5 4 10 10 9
(26.5,26.75] 8 6 6 6 4 10 8
(26.75,27] 9 8 5 4 5 10 6
(27,27.25] 9 4 4 4 10 10 5
(27.25,27.5] 7 10 5 6 9 6 5
(27.5,27.75] 6 4 5 8 10 6 8
(27.75,27.85] 8 5 4 3 10 7 7
(27.85,27.95] 5 3 5 7 9 6 10
(27.95,28.05] 6 10 8 5 6 7 7
(28.05,28.1] 8 10 4 5 10 3 5
(28.1,28.15] 7 10 5 6 10 4 5
(28.15,28.2] 8 10 5 4 9 3 6
(28.2, Inf] 5 5 2 7 8 4 6
total 97.00 95.00 69.00 77.00 120.00 94.00 93.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 6 6 4 4 10
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 4 8 7 4 10 7
(27,27.25] 9 7 8 6 4 7 7
(27.25,27.5] 9 7 9 6 4 6 6
(27.5,27.75] 6 4 6 7 10 10 5
(27.75,27.85] 5 5 5 7 10 10 5
(27.85,27.95] 7 3 7 7 3 10 9
(27.95,28.05] 7 3 7 7 3 10 9
(28.05,28.1] 6 7 6 6 5 10 8
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 4 6 4 10 10 8 5
(28.3, Inf] 4 4 4 10 10 10 4
total 93.00 75.00 91.00 99.00 79.00 125.00 99.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 7 4 7 8 4 10 8
(27,27.25] 8 6 8 7 5 8 7
(27.25,27.5] 9 8 8 6 4 6 7
(27.5,27.75] 6 4 6 7 10 10 5
(27.75,27.85] 5 4 5 8 10 10 5
(27.85,27.95] 8 4 7 6 4 10 8
(27.95,28.05] 7 4 7 6 4 10 9
(28.05,28.1] 7 6 7 5 6 10 7
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 4 6 4 10 10 8 5
(28.3, Inf] 4 4 4 10 10 10 4
total 93.00 75.00 89.00 98.00 85.00 127.00 99.00
S_Atlantic - 1982-1999 --> 2000-2009
(26,26.5] 7 4 8 7 4 10 8
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 7 4 6 6 4 10 10
(27,27.25] 7 10 5 5 6 10 4
(27.25,27.5] 8 10 5 4 5 10 4
(27.5,27.75] 8 2 6 6 5 10 8
(27.75,27.85] 5 10 10 3 6 5 4
(27.85,27.95] 6 8 9 6 9 3 5
(27.95,28.05] 5 3 5 5 10 9 9
(28.05,28.1] 5 3 4 4 10 9 10
(28.1,28.15] 4 3 5 5 10 8 10
(28.15,28.2] 5 3 4 4 10 9 10
(28.2, Inf] 7 9 2 5 10 6 4
total 81.00 73.00 76.00 67.00 92.00 109.00 95.00
S_Atlantic - 2000-2009 --> 2010-2019
(26,26.5] 8 7 5 6 5 10 8
(26.5,26.75] 8 6 6 5 4 10 9
(26.75,27] 9 9 4 4 5 10 6
(27,27.25] 5 10 7 6 4 10 4
(27.25,27.5] 7 10 6 6 4 10 4
(27.5,27.75] 8 7 7 3 7 10 6
(27.75,27.85] 8 5 8 5 8 7 6
(27.85,27.95] 6 4 4 7 10 10 7
(27.95,28.05] 6 5 6 7 10 7 7
(28.05,28.1] 4 3 3 4 10 10 10
(28.1,28.15] 4 3 3 4 10 10 10
(28.15,28.2] 4 3 3 4 10 10 10
(28.2, Inf] 8 7 3 5 10 7 5
total 85.00 79.00 65.00 66.00 97.00 121.00 92.00
S_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 6 6 4 7 10 5 10
(26,26.5] 8 10 7 7 3 4 8
(26.5,26.75] 7 10 7 6 4 4 9
(26.75,27] 6 10 6 7 4 4 10
(27,27.25] 5 10 6 7 6 7 8
(27.25,27.5] 4 10 4 7 7 10 6
(27.5,27.75] 5 10 6 5 5 10 5
(27.75,27.85] 3 7 9 4 5 4 4
(27.85,27.95] 6 2 5 4 5 9 10
(27.95,28.05] 7 3 4 6 7 6 10
(28.05,28.1] 5 4 3 7 10 5 10
(28.1,28.2] 6 4 4 5 8 9 9
(28.2,28.3] 6 3 4 6 10 10 6
(28.3, Inf] 4 10 3 4 10 8 5
total 78.00 99.00 72.00 82.00 94.00 95.00 110.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 6 8 4 7 10 4 9
(26,26.5] 7 10 7 7 3 4 9
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 7 10 6 4 6 10 5
(27,27.25] 5 10 5 8 8 7 6
(27.25,27.5] 4 8 4 7 8 10 8
(27.5,27.75] 3 8 4 7 7 10 9
(27.75,27.85] 4 10 7 2 5 2 2
(27.85,27.95] 6 1 5 5 6 9 9
(27.95,28.05] 6 3 4 5 10 6 10
(28.05,28.1] 5 4 3 7 10 5 10
(28.1,28.2] 4 3 3 4 10 10 10
(28.2,28.3] 5 2 6 5 10 10 6
(28.3, Inf] 5 10 7 6 6 10 4
total 73.00 97.00 71.00 81.00 103.00 101.00 107.00

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
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
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1