Last updated: 2021-05-28

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: 43a3e33

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 43a3e33. 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_1982-2000_2000-2012_GC_0.6/
    Untracked:  docs_1982-2000_2000-2012_GV_1.0/
    Untracked:  docs_1982-2000_2000-2012_RC_3.7/
    Untracked:  docs_1982-2000_2000-2012_RC_SO_1.7/
    Untracked:  docs_1982-2000_2000-2012_RV_4.0/
    Untracked:  docs_1982-2000_2000-2012_RV_SO_1.9/
    Untracked:  docs_2000-2009_2010-2019_GC_3.1/
    Untracked:  docs_2000-2009_2010-2019_GV_2.9/
    Untracked:  docs_2000-2009_2010-2019_RC_0.9/
    Untracked:  docs_2000-2009_2010-2019_RV_0.8/
    Untracked:  docs_2000-2012_2008-2019_GC_1.6/
    Untracked:  docs_2000-2012_2008-2019_GV_1.3/
    Untracked:  docs_2000-2012_2008-2019_RV_0.6/

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 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:

  • 3^{8}

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 144 1.0895542 447.3557 1.275418e+02 4.566786 1982-1999 –> 2000-2012 2.4959978 1.4064436 1200.5568 2.538199e+02 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 144 1.0889332 447.1915 3.637910e+01 4.777180 1982-1999 –> 2000-2012 2.5005631 1.4116299 1201.9385 7.106101e+01 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 144 1.0891992 447.2618 1.476622e+01 4.835849 1982-1999 –> 2000-2012 2.5024611 1.4132619 1202.4942 2.797681e+01 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 144 1.0895381 447.3514 1.513108e+01 4.882131 1982-1999 –> 2000-2012 2.5047616 1.4152235 1203.1663 2.896145e+01 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 144 1.0927466 448.1983 9.281636e+01 4.809963 1982-1999 –> 2000-2012 2.5197622 1.4270156 1207.4983 1.911066e+02 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 144 1.0917596 447.9380 2.797622e+01 4.999190 1982-1999 –> 2000-2012 2.5242007 1.4324411 1208.8318 5.269335e+01 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 144 1.0919031 447.9759 1.344034e+01 5.050546 1982-1999 –> 2000-2012 2.5258621 1.4339590 1209.3145 2.450891e+01 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 144 1.0921188 448.0328 9.451370e+00 5.087642 1982-1999 –> 2000-2012 2.5275821 1.4354633 1209.8118 1.779392e+01 7 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 144 1.0928876 448.2354 3.597066e+04 5.092473 1982-1999 –> 2000-2012 2.5284811 1.4355934 1210.0525 6.613068e+04 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 144 1.0943541 446.6216 6.808385e+01 4.903249 1982-1999 –> 2000-2012 2.5321656 1.4378115 1207.0871 1.249131e+02 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 126 1.2590851 429.6296 1.270276e+02 4.828675 2000-2012 –> 2008-2019 2.3486394 1.0895542 876.9853 2.545694e+02 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 126 1.2623853 430.2893 3.763946e+01 4.944667 2000-2012 –> 2008-2019 2.3513185 1.0889332 877.4807 7.401856e+01 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 126 1.2633827 430.4883 1.247815e+01 4.971939 2000-2012 –> 2008-2019 2.3525819 1.0891992 877.7501 2.724437e+01 5 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 126 1.2644650 430.7041 1.327798e+01 4.998697 2000-2012 –> 2008-2019 2.3540031 1.0895381 878.0555 2.840906e+01 6 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 126 1.2632392 430.4597 4.042544e+04 4.945909 2000-2012 –> 2008-2019 2.3561268 1.0928876 878.6951 7.639610e+04 4 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 126 1.2652517 430.8608 9.491637e+01 5.195338 2000-2012 –> 2008-2019 2.3579983 1.0927466 879.0591 1.877327e+02 7 15
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 126 1.2656617 428.9425 6.891618e+01 5.147290 2000-2012 –> 2008-2019 2.3600159 1.0943541 875.5641 1.370000e+02 8 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 126 1.2686204 431.5309 2.687023e+01 5.316747 2000-2012 –> 2008-2019 2.3603800 1.0917596 879.4689 5.484645e+01 9 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 126 1.2693911 431.6839 1.153100e+01 5.338269 2000-2012 –> 2008-2019 2.3612941 1.0919031 879.6598 2.497133e+01 11 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 126 1.2691433 429.6347 1.598679e+01 5.263424 2000-2012 –> 2008-2019 2.3620422 1.0928989 875.8731 3.269748e+01 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1071 3.1050795 5480.3366 3.538898e+02 11.222082 1982-1999 –> 2000-2012 6.3002634 3.1951839 13215.4414 7.220804e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1071 3.1422343 5505.8152 5.798787e+01 10.569952 1982-1999 –> 2000-2012 6.4429196 3.3006853 13338.1166 1.098656e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1071 3.2028584 5546.7479 1.441620e+01 11.239585 1982-1999 –> 2000-2012 6.5180936 3.3152351 13392.2094 2.910905e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1071 3.2064284 5549.1340 1.362796e+01 11.245505 1982-1999 –> 2000-2012 6.5268129 3.3203846 13399.2393 2.852333e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1071 3.2273953 5563.0950 1.369711e+01 11.244976 1982-1999 –> 2000-2012 6.5734751 3.3460798 13436.2652 2.865266e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1071 3.2599547 5582.5962 1.259993e+01 11.357016 1982-1999 –> 2000-2012 6.6642662 3.4043115 13505.3881 2.622084e+01 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1071 3.3637972 5651.7633 3.578654e+02 11.996880 1982-1999 –> 2000-2012 6.7215282 3.3577309 13535.3335 7.317154e+02 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1071 3.4457292 5703.3107 1.340824e+01 11.990926 1982-1999 –> 2000-2012 6.9081810 3.4624517 13678.7698 2.814371e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1071 3.4553591 5709.2887 1.359789e+01 11.989135 1982-1999 –> 2000-2012 6.9302696 3.4749104 13695.4943 2.852601e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1071 3.4570847 5710.3581 1.363908e+01 11.993783 1982-1999 –> 2000-2012 6.9363585 3.4792739 13700.3184 2.862146e+01 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 997 3.2375630 5185.9563 3.716314e+02 10.507087 2000-2012 –> 2008-2019 6.3426425 3.1050795 10666.2928 7.255212e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 997 3.2409454 5188.0384 5.773566e+01 10.007470 2000-2012 –> 2008-2019 6.3831798 3.1422343 10693.8537 1.157235e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 997 3.3164818 5233.9790 1.666595e+01 10.584552 2000-2012 –> 2008-2019 6.5193402 3.2028584 10780.7269 3.108215e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 997 3.3190767 5235.5386 1.364283e+01 10.588137 2000-2012 –> 2008-2019 6.5255051 3.2064284 10784.6727 2.727079e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 997 3.3351924 5245.1970 1.375175e+01 10.591934 2000-2012 –> 2008-2019 6.5625877 3.2273953 10808.2920 2.744886e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 997 3.3590717 5257.4228 1.249081e+01 10.610699 2000-2012 –> 2008-2019 6.6190264 3.2599547 10840.0190 2.509074e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 997 3.5265741 5356.4553 3.744284e+02 11.133321 2000-2012 –> 2008-2019 6.8903713 3.3637972 11008.2185 7.322938e+02 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 997 3.6004541 5397.7970 1.464192e+01 11.176340 2000-2012 –> 2008-2019 7.0461834 3.4457292 11101.1078 2.805016e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 997 3.6084061 5402.1961 1.354663e+01 11.173954 2000-2012 –> 2008-2019 7.0637652 3.4553591 11111.4848 2.714452e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 997 3.6088007 5402.4142 1.358719e+01 11.176986 2000-2012 –> 2008-2019 7.0658853 3.4570847 11112.7722 2.722627e+01 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1339 3.1751788 6907.9821 8.806399e+04 11.200219 1982-1999 –> 2000-2012 6.2218524 3.0466736 16294.0410 1.744245e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1339 3.1927182 6922.7344 4.064936e+02 11.208209 1982-1999 –> 2000-2012 6.2859928 3.0932746 16364.9589 8.870773e+02 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1339 3.2401315 6962.2115 2.310460e+03 11.672517 1982-1999 –> 2000-2012 6.3574033 3.1172718 16433.0294 4.780230e+03 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1339 3.2546413 6974.1772 3.283221e+01 11.645334 1982-1999 –> 2000-2012 6.3922825 3.1376412 16469.0936 7.059238e+01 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1339 3.2494481 6969.9007 5.758159e+01 11.652870 1982-1999 –> 2000-2012 6.4050639 3.1556158 16485.9528 1.115016e+02 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1339 3.2424558 6964.1318 5.956381e+01 10.033096 1982-1999 –> 2000-2012 6.4091045 3.1666487 16493.0976 1.156865e+02 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1339 3.2736436 6989.7673 2.823872e+01 11.685657 1982-1999 –> 2000-2012 6.4333470 3.1597034 16510.6091 5.634178e+01 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1339 3.2786993 6993.8999 2.833857e+01 11.691826 1982-1999 –> 2000-2012 6.4452084 3.1665091 16522.7026 5.652915e+01 9 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1339 3.2759324 6991.6389 5.740580e+01 12.020324 1982-1999 –> 2000-2012 6.4618646 3.1859323 16543.0679 1.111880e+02 8 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1339 3.2861449 6997.9745 3.162054e+01 11.302919 1982-1999 –> 2000-2012 6.4769990 3.1908541 16553.1150 6.834982e+01 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1251 3.2019825 6475.9371 7.379989e+04 12.602328 2000-2012 –> 2008-2019 6.3771613 3.1751788 13383.9192 1.618639e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1251 3.2684875 6527.3712 3.812042e+02 11.874476 2000-2012 –> 2008-2019 6.4612057 3.1927182 13450.1056 7.876978e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1251 3.2576979 6519.0982 2.112489e+03 13.140646 2000-2012 –> 2008-2019 6.4978294 3.2401315 13481.3097 4.422948e+03 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1251 3.2729117 6530.7556 3.002871e+01 13.123585 2000-2012 –> 2008-2019 6.5275530 3.2546413 13504.9328 6.286093e+01 4 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1251 3.2991926 6550.7660 6.272171e+01 12.018098 2000-2012 –> 2008-2019 6.5416484 3.2424558 13514.8978 1.222855e+02 7 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1251 3.2914323 6544.8739 2.704757e+01 13.175725 2000-2012 –> 2008-2019 6.5650759 3.2736436 13534.6412 5.528629e+01 5 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1251 3.2962340 6548.5213 2.715117e+01 13.184353 2000-2012 –> 2008-2019 6.5749333 3.2786993 13542.4212 5.548974e+01 6 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1251 3.3257602 6570.8333 6.012405e+01 11.906837 2000-2012 –> 2008-2019 6.5752083 3.2494481 13540.7340 1.177056e+02 10 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1251 3.3102209 6557.1155 2.892622e+01 12.713564 2000-2012 –> 2008-2019 6.5963657 3.2861449 13555.0900 6.054676e+01 8 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1251 3.3533558 6591.5081 5.991370e+01 11.901382 2000-2012 –> 2008-2019 6.6292882 3.2759324 13583.1470 1.173195e+02 11 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2353 1.7671636 9371.0071 8.444026e+04 13.475169 1982-1999 –> 2000-2012 3.3935763 1.6264127 21620.9422 1.629761e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2353 2.0352906 10035.7901 4.741748e+02 15.697769 1982-1999 –> 2000-2012 3.7679050 1.7326143 22691.9465 9.271628e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2353 2.0102795 9977.6012 3.017180e+03 16.484697 1982-1999 –> 2000-2012 3.7712944 1.7610148 22738.1717 5.764384e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2353 2.0762632 10127.5859 4.415328e+02 17.057282 1982-1999 –> 2000-2012 3.8457463 1.7694831 22916.9640 8.633440e+02 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2353 2.0592686 10090.9080 3.541472e+01 16.595795 1982-1999 –> 2000-2012 3.8946503 1.8353817 23117.1066 7.000591e+01 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2353 2.0940202 10169.6623 2.316984e+01 16.781652 1982-1999 –> 2000-2012 3.9684243 1.8744041 23330.9690 4.575438e+01 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2353 2.1532747 10300.9788 8.305377e+01 16.259879 1982-1999 –> 2000-2012 3.9875836 1.8343089 23323.4225 1.423653e+02 10 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2353 2.1067905 10198.2745 2.369296e+01 16.830226 1982-1999 –> 2000-2012 3.9956048 1.8888143 23408.7641 4.676495e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2353 2.1958100 10393.0338 8.268365e+01 16.388423 1982-1999 –> 2000-2012 4.0736836 1.8778735 23566.2164 1.417993e+02 11 20
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2353 2.2022595 10404.8360 3.532226e+01 17.802828 1982-1999 –> 2000-2012 4.0801275 1.8778679 23575.9993 6.938523e+01 12 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2179 2.0753024 9379.5400 8.867115e+04 13.833897 2000-2012 –> 2008-2019 3.8424660 1.7671636 18750.5471 1.731114e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2179 2.3194095 9864.1746 3.104360e+03 17.233589 2000-2012 –> 2008-2019 4.3296891 2.0102795 19841.7758 6.121540e+03 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2179 2.3544536 9929.5273 5.099990e+02 16.145122 2000-2012 –> 2008-2019 4.3897442 2.0352906 19965.3174 9.841738e+02 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2179 2.3505575 9922.3099 3.712607e+01 17.259547 2000-2012 –> 2008-2019 4.4098262 2.0592686 20013.2179 7.254079e+01 3 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2179 2.3796764 9975.9654 2.289604e+01 17.431441 2000-2012 –> 2008-2019 4.4736966 2.0940202 20145.6277 4.606588e+01 6 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2179 2.3899524 9994.7438 2.338897e+01 17.474418 2000-2012 –> 2008-2019 4.4967429 2.1067905 20193.0183 4.708192e+01 8 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2179 2.4229942 10052.5818 4.767073e+02 17.951098 2000-2012 –> 2008-2019 4.4992574 2.0762632 20180.1677 9.182401e+02 9 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2179 2.3754589 9968.2350 8.803542e+01 16.276752 2000-2012 –> 2008-2019 4.5108540 2.1353951 20229.9746 1.751954e+02 5 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2179 2.3801638 9974.8580 3.491026e+01 16.744558 2000-2012 –> 2008-2019 4.5159642 2.1358004 20235.4907 6.881212e+01 7 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2179 2.4627313 10125.4733 8.310463e+01 16.668275 2000-2012 –> 2008-2019 4.6160061 2.1532747 20426.4521 1.661584e+02 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1992 1.9575439 8343.0663 1.152556e+03 8.783734 1982-1999 –> 2000-2012 3.5723407 1.6147968 18793.0823 2.333513e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1992 1.9607614 8349.6093 4.179139e+01 8.711211 1982-1999 –> 2000-2012 3.5794397 1.6186783 18812.8249 8.991696e+01 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1992 1.8811935 8184.5662 1.303181e+02 7.369322 1982-1999 –> 2000-2012 3.6132793 1.7320859 19020.0867 2.754407e+02 1 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1992 1.9909054 8410.3917 1.913065e+01 8.732933 1982-1999 –> 2000-2012 3.6330482 1.6421429 18952.7348 3.661175e+01 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1992 1.9995286 8427.6103 1.909179e+01 8.712755 1982-1999 –> 2000-2012 3.6496015 1.6500729 18996.4397 3.653397e+01 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1992 1.9677770 8361.8386 3.921297e+01 8.257898 1982-1999 –> 2000-2012 3.7305439 1.7627669 19291.8944 8.398713e+01 4 13
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1992 2.2501845 8898.1237 3.798942e+02 17.118663 1982-1999 –> 2000-2012 3.9359867 1.6858022 19584.7317 8.200654e+02 12 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1992 2.2646871 8923.7186 1.154017e+02 17.485354 1982-1999 –> 2000-2012 3.9711585 1.7064714 19677.3262 2.380492e+02 13 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1992 2.2827375 8955.3466 1.134666e+02 17.997723 1982-1999 –> 2000-2012 4.0093470 1.7266095 19773.4564 2.341796e+02 14 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1992 2.1606118 8736.2905 1.832489e+01 11.445254 1982-1999 –> 2000-2012 4.0537700 1.8931582 20060.6935 3.498371e+01 8 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1924 2.0907814 8312.1213 1.572713e+02 9.824809 2000-2012 –> 2008-2019 3.9719749 1.8811935 16496.6875 2.875894e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1924 2.2205240 8543.7914 1.190664e+03 11.857990 2000-2012 –> 2008-2019 4.1780679 1.9575439 16886.8577 2.343220e+03 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1924 2.2207734 8544.2235 3.841804e+01 11.919670 2000-2012 –> 2008-2019 4.1815348 1.9607614 16893.8327 8.020942e+01 3 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1924 2.2208118 8542.2901 3.635332e+01 11.891968 2000-2012 –> 2008-2019 4.1885888 1.9677770 16904.1286 7.556629e+01 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1924 2.2429063 8582.3839 1.743550e+01 11.858925 2000-2012 –> 2008-2019 4.2338117 1.9909054 16992.7756 3.656614e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1924 2.2478292 8590.8207 1.739984e+01 11.847622 2000-2012 –> 2008-2019 4.2473578 1.9995286 17018.4310 3.649163e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1924 2.2403133 8577.9327 1.814824e+02 11.019763 2000-2012 –> 2008-2019 4.3522392 2.1119259 17223.4234 3.247003e+02 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1924 2.3619041 8781.3088 1.675351e+01 12.860260 2000-2012 –> 2008-2019 4.5225159 2.1606118 17517.5993 3.507840e+01 10 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1924 2.3443648 8750.6272 8.633591e+00 13.397642 2000-2012 –> 2008-2019 4.5334331 2.1890683 17537.0468 1.802028e+01 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1924 2.3573811 8773.9329 1.435608e+02 12.802260 2000-2012 –> 2008-2019 4.5967812 2.2394000 17652.9167 2.653581e+02 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2113 2.2050553 9352.1547 6.980893e+02 21.023133 1982-1999 –> 2000-2012 3.8900605 1.6850052 20847.3783 1.473671e+03 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2113 2.2290845 9397.9576 2.438928e+01 12.605032 1982-1999 –> 2000-2012 3.8955796 1.6664951 20827.8334 5.026664e+01 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2113 2.2348557 9408.8848 2.981891e+02 14.915896 1982-1999 –> 2000-2012 3.9222896 1.6874339 20912.6295 6.237463e+02 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2113 2.2574196 9451.3380 3.132715e+02 13.106625 1982-1999 –> 2000-2012 3.9490176 1.6915980 20969.6636 6.522031e+02 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2113 2.3405704 9604.2021 3.649049e+02 9.266288 1982-1999 –> 2000-2012 4.1186384 1.7780680 21417.4624 7.617517e+02 5 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2113 2.4331585 9766.1521 2.405921e+01 11.407093 1982-1999 –> 2000-2012 4.1343413 1.7011827 21315.9037 4.968286e+01 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2113 2.4910309 9867.4903 4.369042e+02 13.456776 1982-1999 –> 2000-2012 4.9515991 2.4605682 23602.6515 9.195444e+02 7 30
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2113 2.6245679 10088.1705 4.361238e+02 14.858852 1982-1999 –> 2000-2012 5.0213447 2.3967767 23667.9331 9.448097e+02 8 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2113 2.9072439 10520.4448 7.207383e+02 21.468492 1982-1999 –> 2000-2012 5.0958335 2.1885896 23562.6355 1.440053e+03 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2113 2.9400307 10567.8373 2.519446e+01 22.279366 1982-1999 –> 2000-2012 5.1612985 2.2212678 23697.7078 5.269451e+01 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1962 2.5735227 9291.1764 2.511317e+01 12.771490 2000-2012 –> 2008-2019 4.8026071 2.2290845 18689.1340 4.950245e+01 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1962 2.6570574 9416.5232 7.297525e+02 20.296989 2000-2012 –> 2008-2019 4.8621127 2.2050553 18768.6779 1.427842e+03 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1962 2.6347514 9383.4421 3.073236e+02 16.493647 2000-2012 –> 2008-2019 4.8696070 2.2348557 18792.3269 6.055127e+02 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1962 2.6378948 9388.1209 3.393049e+02 13.797289 2000-2012 –> 2008-2019 4.8953144 2.2574196 18839.4590 6.525764e+02 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1962 2.6821608 9453.4225 3.951586e+02 10.559115 2000-2012 –> 2008-2019 5.0227312 2.3405704 19057.6246 7.600635e+02 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1962 2.6570920 9416.5744 4.530347e+02 15.033863 2000-2012 –> 2008-2019 5.1481230 2.4910309 19284.0647 8.899389e+02 5 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1962 2.9124103 9774.5963 2.488488e+01 11.413920 2000-2012 –> 2008-2019 5.3455688 2.4331585 19540.7484 4.894409e+01 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1962 2.7705845 9580.6996 4.775359e+02 14.561712 2000-2012 –> 2008-2019 5.3951525 2.6245679 19668.8701 9.136597e+02 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1962 2.7718630 9580.5099 2.503568e+01 14.070119 2000-2012 –> 2008-2019 5.4138120 2.6419490 19694.5747 4.933114e+01 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1962 2.8944801 9750.3636 8.567889e+01 19.478380 2000-2012 –> 2008-2019 5.6071555 2.7126754 19976.0728 1.800435e+02 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2682 2.3745985 12264.1256 1.566929e+01 14.448726 1982-1999 –> 2000-2012 4.3194166 1.9448181 28050.6473 3.184825e+01 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2682 2.3764222 12268.2436 1.570908e+01 14.138510 1982-1999 –> 2000-2012 4.3334133 1.9569911 28101.9874 3.184388e+01 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2682 2.3780032 12271.8111 1.588408e+01 14.149682 1982-1999 –> 2000-2012 4.3338441 1.9558409 28101.1054 3.237866e+01 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2682 2.3761257 12267.5744 1.601578e+01 14.136694 1982-1999 –> 2000-2012 4.3346837 1.9585580 28107.3750 3.275681e+01 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2682 2.3848834 12287.3081 4.144325e+02 14.513313 1982-1999 –> 2000-2012 4.3590345 1.9741511 28187.1229 8.201437e+02 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2682 2.3819917 12278.8002 1.569765e+01 14.367037 1982-1999 –> 2000-2012 4.3964432 2.0144515 28329.5527 3.183050e+01 6 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2682 2.3453035 12197.5394 1.370439e+03 16.575249 1982-1999 –> 2000-2012 4.5211592 2.1758557 28833.5960 2.687860e+03 1 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2682 2.5066428 12554.4036 1.179861e+03 18.495999 1982-1999 –> 2000-2012 4.5414118 2.0347690 28683.1037 2.264107e+03 9 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2682 2.5067151 12554.5585 1.178651e+03 18.480981 1982-1999 –> 2000-2012 4.5490528 2.0423377 28711.3568 2.258463e+03 10 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2682 2.5263452 12596.4003 1.243743e+03 18.191390 1982-1999 –> 2000-2012 4.5924746 2.0661294 28840.8507 2.391518e+03 12 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2474 2.5650640 11695.8418 1.346909e+03 16.688766 2000-2012 –> 2008-2019 4.9103675 2.3453035 23893.3812 2.717348e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2474 2.6613169 11878.1145 1.553481e+01 13.747191 2000-2012 –> 2008-2019 5.0359154 2.3745985 24142.2402 3.120410e+01 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2474 2.6668577 11888.4054 1.566546e+01 13.781425 2000-2012 –> 2008-2019 5.0429834 2.3761257 24155.9798 3.168124e+01 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2474 2.6681014 11890.7124 1.558292e+01 13.787119 2000-2012 –> 2008-2019 5.0445235 2.3764222 24158.9560 3.129200e+01 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2474 2.6628962 11881.0499 3.989669e+02 13.772877 2000-2012 –> 2008-2019 5.0477796 2.3848834 24168.3580 8.133994e+02 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2474 2.6775629 11908.2277 1.577541e+01 13.678741 2000-2012 –> 2008-2019 5.0555661 2.3780032 24180.0388 3.165949e+01 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2474 2.7451378 12029.5530 1.556199e+01 14.364052 2000-2012 –> 2008-2019 5.1271295 2.3819917 24308.3532 3.125964e+01 10 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2474 2.6693344 11890.9984 1.234472e+01 13.995295 2000-2012 –> 2008-2019 5.1295123 2.4601780 24343.0383 2.574624e+01 6 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2474 2.7383355 12019.2770 1.154357e+03 19.009166 2000-2012 –> 2008-2019 5.2449783 2.5066428 24573.6805 2.334218e+03 8 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2474 2.7419057 12025.7239 1.153821e+03 18.885339 2000-2012 –> 2008-2019 5.2486209 2.5067151 24580.2823 2.332472e+03 9 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 924 1.7596945 3680.5775 1.708888e+03 12.554903 1982-1999 –> 2000-2012 3.2630561 1.5033616 8586.3253 3.171503e+03 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 924 1.7766626 3698.3117 1.226191e+03 12.680077 1982-1999 –> 2000-2012 3.2874391 1.5107766 8617.2357 2.316493e+03 8 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 924 1.6985246 3615.1948 1.400717e+03 12.372290 1982-1999 –> 2000-2012 3.2913538 1.5928293 8675.7530 2.760662e+03 1 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 924 1.7691409 3690.4715 4.459096e+04 10.905205 1982-1999 –> 2000-2012 3.3421381 1.5729972 8717.4769 8.266414e+04 7 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 924 1.8142541 3737.0048 1.381117e+03 13.054727 1982-1999 –> 2000-2012 3.3439936 1.5297395 8689.3331 2.644502e+03 10 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 924 1.7219517 3640.5094 4.851476e+01 12.440605 1982-1999 –> 2000-2012 3.3442511 1.6222994 8750.1625 9.545550e+01 2 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 924 1.7795510 3701.3136 4.716109e+03 11.195498 1982-1999 –> 2000-2012 3.3854649 1.6059140 8783.7810 1.044851e+04 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 924 1.7629363 3683.9789 5.658537e+01 12.564480 1982-1999 –> 2000-2012 3.4221615 1.6592252 8853.9036 1.111641e+02 4 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 924 1.7646179 3685.7408 5.316302e+01 12.627620 1982-1999 –> 2000-2012 3.4325860 1.6679681 8869.7395 1.050623e+02 5 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 924 1.7681190 3689.4036 5.726828e+01 12.642715 1982-1999 –> 2000-2012 3.4399439 1.6718249 8879.5876 1.122912e+02 6 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 902 1.9444741 3773.4099 1.312810e+03 11.824369 2000-2012 –> 2008-2019 3.6429987 1.6985246 7388.6047 2.713527e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 902 1.9695757 3796.5491 4.619914e+01 11.857766 2000-2012 –> 2008-2019 3.6915274 1.7219517 7437.0585 9.471390e+01 4 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 902 1.9610094 3788.6858 1.611909e+03 13.415109 2000-2012 –> 2008-2019 3.7207039 1.7596945 7469.2633 3.320797e+03 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 902 1.9565115 3784.5432 4.578405e+03 11.334896 2000-2012 –> 2008-2019 3.7360624 1.7795510 7485.8569 9.294514e+03 2 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 902 1.9742322 3800.8091 1.175224e+03 13.511395 2000-2012 –> 2008-2019 3.7508948 1.7766626 7499.1208 2.401415e+03 5 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 902 2.0115369 3834.5790 5.319099e+01 11.994217 2000-2012 –> 2008-2019 3.7744732 1.7629363 7518.5579 1.097764e+02 8 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 902 2.0160854 3838.6536 5.005111e+01 12.054711 2000-2012 –> 2008-2019 3.7807034 1.7646179 7524.3945 1.032141e+02 9 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 902 2.0180926 3840.4488 4.393873e+04 10.016170 2000-2012 –> 2008-2019 3.7872335 1.7691409 7530.9202 8.852969e+04 10 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 902 2.0201578 3842.2939 5.381970e+01 12.073932 2000-2012 –> 2008-2019 3.7882767 1.7681190 7531.6976 1.110880e+02 11 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 902 2.0094973 3832.7489 1.321510e+03 13.894688 2000-2012 –> 2008-2019 3.8237515 1.8142541 7569.7537 2.702628e+03 7 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 961 3.2658601 5015.9314 1.609885e+03 29.139914 1982-1999 –> 2000-2012 6.2510362 2.9851761 11673.2386 3.440216e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 961 3.2698628 5018.2856 1.979901e+03 29.327371 1982-1999 –> 2000-2012 6.2526468 2.9827840 11673.4732 4.007241e+03 4 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 961 3.2644253 5015.0868 1.426719e+03 28.973115 1982-1999 –> 2000-2012 6.2569440 2.9925187 11678.8894 3.008150e+03 1 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 961 3.2675739 5016.9397 1.933135e+03 28.779205 1982-1999 –> 2000-2012 6.2729016 3.0053277 11692.0354 4.026399e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 961 3.2957487 5033.4412 5.576732e+04 29.000616 1982-1999 –> 2000-2012 6.3191185 3.0233699 11724.3624 1.130266e+05 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 961 3.2973920 5034.3993 1.178544e+03 29.230818 1982-1999 –> 2000-2012 6.3207161 3.0233242 11725.2805 2.578873e+03 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 961 3.3079297 5038.5317 1.073231e+03 29.653371 1982-1999 –> 2000-2012 6.3313259 3.0233962 11727.4760 2.312875e+03 7 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 961 3.3120604 5042.9303 8.602705e+01 29.934966 1982-1999 –> 2000-2012 6.3366687 3.0246083 11734.9344 1.812728e+02 9 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 961 3.3092308 5041.2876 3.357431e+01 29.516234 1982-1999 –> 2000-2012 6.3370833 3.0278525 11736.1260 6.985969e+01 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 961 3.3320774 5052.5113 3.306812e+01 30.171677 1982-1999 –> 2000-2012 6.3611911 3.0291136 11746.4508 6.834898e+01 12 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 918 3.1667682 4735.5496 1.640767e+03 28.250006 2000-2012 –> 2008-2019 6.4326283 3.2658601 9751.4810 3.250651e+03 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 918 3.1708954 4737.9409 1.445530e+03 28.015393 2000-2012 –> 2008-2019 6.4353207 3.2644253 9753.0277 2.872249e+03 3 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 918 3.1670610 4735.7193 1.998599e+03 28.583680 2000-2012 –> 2008-2019 6.4369238 3.2698628 9754.0049 3.978501e+03 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 918 3.1785184 4742.3494 2.122836e+03 27.802380 2000-2012 –> 2008-2019 6.4460923 3.2675739 9759.2891 4.055971e+03 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 918 3.2884862 4804.7957 1.272802e+03 28.959667 2000-2012 –> 2008-2019 6.5858781 3.2973920 9839.1950 2.451345e+03 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 918 3.2909059 4806.1462 5.701153e+04 28.108652 2000-2012 –> 2008-2019 6.5866545 3.2957487 9839.5873 1.127789e+05 6 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 918 3.2997010 4811.0464 8.586534e+01 29.927767 2000-2012 –> 2008-2019 6.6117614 3.3120604 9853.9767 1.718924e+02 7 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 918 3.3038643 4813.3615 3.362368e+01 29.322306 2000-2012 –> 2008-2019 6.6130951 3.3092308 9854.6491 6.719799e+01 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 918 3.3215363 4823.1559 3.855632e+01 29.568056 2000-2012 –> 2008-2019 6.6460667 3.3245305 9873.3090 7.718432e+01 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 918 3.3247789 4824.9474 9.005383e+01 29.544874 2000-2012 –> 2008-2019 6.6520421 3.3272632 9876.6797 1.800092e+02 10 21
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1262 3.5560591 6797.4808 4.697129e+03 28.510981 1982-1999 –> 2000-2012 7.7600748 4.2040157 16369.9496 8.230532e+03 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1262 3.7976158 6963.3595 2.056566e+05 21.880701 1982-1999 –> 2000-2012 7.9619128 4.1642970 16504.0466 4.144614e+05 10 11
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1262 3.6549848 6866.7369 4.334135e+03 29.091649 1982-1999 –> 2000-2012 7.9634255 4.3084406 16521.3517 7.751463e+03 2 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1262 3.7331089 6920.1181 1.899608e+03 25.265238 1982-1999 –> 2000-2012 7.9775358 4.2444269 16524.6159 3.472848e+03 9 12
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1262 3.6602086 6870.3417 3.741808e+03 29.223367 1982-1999 –> 2000-2012 7.9796151 4.3194065 16533.4670 6.670218e+03 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1262 3.6870538 6888.7860 3.677633e+03 33.074491 1982-1999 –> 2000-2012 8.0309390 4.3438852 16570.8313 6.628135e+03 4 10
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1262 3.6960238 6894.9190 3.260814e+03 29.738042 1982-1999 –> 2000-2012 8.0602168 4.3641930 16592.5799 5.909376e+03 6 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1262 3.7008943 6898.2429 3.920707e+03 33.712597 1982-1999 –> 2000-2012 8.0896731 4.3887788 16614.7119 7.137271e+03 7 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1262 3.8595530 7004.1925 1.476070e+03 24.673223 1982-1999 –> 2000-2012 8.2197535 4.3602005 16698.7891 2.744024e+03 12 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1262 3.8766247 7015.3321 1.386564e+03 24.774672 1982-1999 –> 2000-2012 8.2590169 4.3823922 16726.9255 2.592915e+03 13 22
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1094 3.7350055 6001.8730 3.940825e+03 27.330781 2000-2012 –> 2008-2019 7.2910646 3.5560591 12799.3538 8.637954e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1094 3.8302704 6056.9801 3.545017e+03 28.011818 2000-2012 –> 2008-2019 7.4852552 3.6549848 12923.7171 7.879152e+03 3 5
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1094 3.8354177 6059.9185 3.044352e+03 28.126200 2000-2012 –> 2008-2019 7.4956263 3.6602086 12930.2602 6.786159e+03 4 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1094 3.8590444 6073.3556 2.130320e+03 33.311596 2000-2012 –> 2008-2019 7.5508179 3.6917735 12965.3704 4.634074e+03 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1094 3.8228315 6052.7267 1.750118e+03 25.567194 2000-2012 –> 2008-2019 7.5559404 3.7331089 12972.8447 3.649725e+03 2 11
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1094 3.8771560 6083.6004 2.715756e+03 28.646055 2000-2012 –> 2008-2019 7.5731798 3.6960238 12978.5195 5.976571e+03 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1094 3.8876468 6089.5127 3.063484e+03 31.988551 2000-2012 –> 2008-2019 7.5747006 3.6870538 12978.2987 6.741117e+03 7 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1094 3.9012115 6097.1338 3.335050e+03 32.579237 2000-2012 –> 2008-2019 7.6021058 3.7008943 12995.3766 7.255757e+03 8 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1094 3.9107362 6100.4692 1.838476e+03 33.349912 2000-2012 –> 2008-2019 7.6269550 3.7162188 13007.1418 4.053956e+03 9 17
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1094 3.9133768 6103.9461 2.151025e+05 21.499412 2000-2012 –> 2008-2019 7.7109926 3.7976158 13067.3056 4.207591e+05 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 798 0.9317863 2165.8656 5.373376e+05 8.680010 1982-1999 –> 2000-2012 1.8303498 0.8985635 4877.2979 1.094835e+06 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 798 0.9418959 2183.0886 1.240095e+06 13.028861 1982-1999 –> 2000-2012 1.8646750 0.9227791 4949.1949 2.474251e+06 2 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 798 0.9522847 2200.5955 1.227174e+06 12.053824 1982-1999 –> 2000-2012 1.8796371 0.9273524 4976.8662 2.503389e+06 3 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 798 0.9744160 2237.2625 3.869265e+03 7.565179 1982-1999 –> 2000-2012 1.8917158 0.9172997 4991.1241 8.866216e+03 4 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 798 0.9798867 2246.1979 3.698544e+03 7.421276 1982-1999 –> 2000-2012 1.9000333 0.9201466 5006.4305 7.802767e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 798 0.9844222 2253.5680 1.889601e+03 7.486880 1982-1999 –> 2000-2012 1.9045034 0.9200813 5013.6546 4.162897e+03 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 798 0.9829964 2251.2549 3.707421e+03 7.373781 1982-1999 –> 2000-2012 1.9061880 0.9231915 5018.2800 7.783244e+03 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 798 0.9918473 2265.5609 8.150011e+01 7.298268 1982-1999 –> 2000-2012 1.9156544 0.9238071 5033.9564 1.657941e+02 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 798 0.9919684 2265.7557 4.397825e+03 7.268814 1982-1999 –> 2000-2012 1.9197849 0.9278166 5043.0552 9.000450e+03 9 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 798 0.9960116 2272.2477 8.331460e+01 7.237990 1982-1999 –> 2000-2012 1.9237153 0.9277037 5049.2972 1.700912e+02 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 682 0.8474489 1723.6565 1.196838e+06 2.805379 2000-2012 –> 2008-2019 1.7893449 0.9418959 3906.7451 2.436933e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 682 0.8932869 1795.5082 5.452943e+05 3.454171 2000-2012 –> 2008-2019 1.8250732 0.9317863 3961.3738 1.082632e+06 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 682 0.8745799 1766.6403 1.177228e+06 3.215972 2000-2012 –> 2008-2019 1.8268646 0.9522847 3967.2358 2.404402e+06 2 5
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 682 0.9189328 1832.1165 5.442047e+05 3.714307 2000-2012 –> 2008-2019 1.9466459 1.0277131 4152.3708 1.081489e+06 4 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 682 0.9739484 1913.4268 3.994406e+03 3.802218 2000-2012 –> 2008-2019 1.9483645 0.9744160 4150.6893 7.863672e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 682 0.9822897 1925.0588 3.709098e+03 3.810360 2000-2012 –> 2008-2019 1.9621764 0.9798867 4171.2567 7.407642e+03 6 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 682 0.9853660 1929.3239 3.683399e+03 3.814800 2000-2012 –> 2008-2019 1.9683625 0.9829964 4180.5788 7.390820e+03 7 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 682 0.9929251 1939.7477 1.910767e+03 4.174170 2000-2012 –> 2008-2019 1.9773473 0.9844222 4193.3157 3.800368e+03 8 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 682 0.9993578 1948.5559 4.470223e+03 3.847035 2000-2012 –> 2008-2019 1.9913261 0.9919684 4214.3115 8.868048e+03 9 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 682 1.0042296 1955.1891 8.967123e+01 4.232225 2000-2012 –> 2008-2019 1.9960769 0.9918473 4220.7500 1.711713e+02 10 18
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 921 0.6103817 1718.3433 1.584101e+06 2.009123 1982-1999 –> 2000-2012 1.1799583 0.5695766 3910.2020 3.215905e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 921 0.6235839 1757.7599 1.667814e+06 1.939422 1982-1999 –> 2000-2012 1.2035542 0.5799703 3995.6233 3.295151e+06 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 921 0.7231533 2030.6298 2.064972e+03 2.267796 1982-1999 –> 2000-2012 1.3632290 0.6400757 4519.3561 4.215639e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 921 0.7282745 2043.6286 5.544294e+03 2.218659 1982-1999 –> 2000-2012 1.3729825 0.6447079 4550.6994 1.159234e+04 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 921 0.7321754 2053.4686 1.254734e+02 2.265231 1982-1999 –> 2000-2012 1.3789950 0.6468196 4568.8583 2.514739e+02 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 921 0.7363149 2063.8533 2.910413e+03 2.226908 1982-1999 –> 2000-2012 1.3871995 0.6508846 4595.1810 5.915686e+03 7 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 921 0.7365216 2064.3705 1.562733e+02 2.265742 1982-1999 –> 2000-2012 1.3880477 0.6515261 4598.2041 3.113954e+02 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 921 0.7403904 2074.0208 2.766214e+03 2.233141 1982-1999 –> 2000-2012 1.3959561 0.6555657 4623.5791 5.628024e+03 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 921 0.7412480 2076.1531 9.623726e+01 2.273437 1982-1999 –> 2000-2012 1.3964182 0.6551702 4624.1762 1.951681e+02 11 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 921 0.7430148 2080.5382 3.045386e+03 2.235390 1982-1999 –> 2000-2012 1.3986175 0.6556028 4630.2405 6.196669e+03 13 24
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 838 0.5922827 1514.3004 1.593381e+06 1.895112 2000-2012 –> 2008-2019 1.2158666 0.6235839 3272.0603 3.261194e+06 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 838 0.6299049 1617.5164 1.713512e+06 1.959502 2000-2012 –> 2008-2019 1.2402866 0.6103817 3335.8597 3.297612e+06 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 838 0.7145450 1828.8218 8.557403e+05 2.161603 2000-2012 –> 2008-2019 1.4436162 0.7290711 3874.4642 1.715637e+06 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 838 0.7326806 1870.8288 1.916339e+03 2.115840 2000-2012 –> 2008-2019 1.4558339 0.7231533 3901.4586 3.981311e+03 5 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 838 0.7298094 1864.2481 5.127434e+03 2.111556 2000-2012 –> 2008-2019 1.4580839 0.7282745 3907.8767 1.067173e+04 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 838 0.7345821 1873.1728 1.903151e+03 2.116587 2000-2012 –> 2008-2019 1.4715291 0.7369470 3936.6069 3.958349e+03 6 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 838 0.7412890 1890.4057 1.362097e+02 2.111547 2000-2012 –> 2008-2019 1.4734644 0.7321754 3943.8744 2.616831e+02 9 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 838 0.7393648 1886.0496 2.765669e+03 2.106902 2000-2012 –> 2008-2019 1.4756797 0.7363149 3949.9029 5.676083e+03 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 838 0.7449152 1898.5842 1.438152e+02 2.110089 2000-2012 –> 2008-2019 1.4814368 0.7365216 3962.9547 3.000885e+02 13 21
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 838 0.7418874 1889.7582 1.034291e+02 2.113217 2000-2012 –> 2008-2019 1.4836523 0.7417649 3965.1953 1.962014e+02 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1513 0.4977531 2196.6155 8.928143e+05 12.075401 1982-1999 –> 2000-2012 0.9161273 0.4183743 4599.0708 1.740616e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1513 0.6060202 2792.1604 5.729101e+02 7.879669 1982-1999 –> 2000-2012 1.1508346 0.5448144 6346.4834 1.185628e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1513 0.6115712 2819.7513 5.486719e+03 7.033914 1982-1999 –> 2000-2012 1.1595505 0.5479793 6399.3406 1.114357e+04 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1513 0.6151661 2837.4869 1.269022e+03 6.850109 1982-1999 –> 2000-2012 1.1702953 0.5551292 6473.6222 2.598182e+03 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1513 0.6173706 2848.3111 1.245832e+03 6.940056 1982-1999 –> 2000-2012 1.1730448 0.5556742 6488.7273 2.549718e+03 5 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1513 0.6275021 2897.5671 2.034896e+02 7.659068 1982-1999 –> 2000-2012 1.1809707 0.5534686 6520.6344 4.306588e+02 8 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1513 0.6286477 2901.0865 1.010024e+02 8.198498 1982-1999 –> 2000-2012 1.1847474 0.5560997 6542.8412 2.291806e+02 10 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1513 0.6186686 2852.6664 5.107687e+02 6.528849 1982-1999 –> 2000-2012 1.1885505 0.5698819 6601.2099 1.079196e+03 6 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1513 0.6245572 2883.3326 1.241935e+03 6.976915 1982-1999 –> 2000-2012 1.1894001 0.5648429 6595.1346 2.541212e+03 7 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1513 0.6279657 2899.8017 1.515683e+03 7.989149 1982-1999 –> 2000-2012 1.2036750 0.5757093 6694.7225 2.818150e+03 9 25
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1413 0.5409481 2287.5359 9.064864e+05 13.396670 2000-2012 –> 2008-2019 1.0387012 0.4977531 4484.1514 1.799301e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1413 0.6596933 2848.3599 5.827384e+02 8.893494 2000-2012 –> 2008-2019 1.2657135 0.6060202 5640.5203 1.155648e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1413 0.6679675 2883.5847 5.676530e+03 7.933646 2000-2012 –> 2008-2019 1.2795387 0.6115712 5703.3360 1.116325e+04 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1413 0.6712416 2897.4028 1.298064e+03 7.755782 2000-2012 –> 2008-2019 1.2864078 0.6151661 5734.8897 2.567086e+03 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1413 0.6739175 2908.6461 1.272693e+03 7.851334 2000-2012 –> 2008-2019 1.2912880 0.6173706 5756.9572 2.518525e+03 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1413 0.6734504 2904.6869 5.116927e+02 7.520060 2000-2012 –> 2008-2019 1.2921190 0.6186686 5757.3533 1.022461e+03 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1413 0.6802970 2935.2722 1.269156e+03 7.900896 2000-2012 –> 2008-2019 1.3048542 0.6245572 5818.6048 2.511091e+03 8 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1413 0.6800619 2934.2955 1.555603e+03 9.053406 2000-2012 –> 2008-2019 1.3080276 0.6279657 5834.0972 3.071286e+03 7 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1413 0.6868774 2962.4763 1.900146e+02 8.710405 2000-2012 –> 2008-2019 1.3143795 0.6275021 5860.0434 3.935042e+02 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1413 0.6880332 2965.2274 9.187300e+01 9.248583 2000-2012 –> 2008-2019 1.3166809 0.6286477 5866.3139 1.928754e+02 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2717 0.3368301 1811.3599 9.213816e+02 2.279774 1982-1999 –> 2000-2012 0.6309897 0.2941597 3277.6547 1.867199e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2717 0.3600671 2173.8723 3.962333e+02 2.719759 1982-1999 –> 2000-2012 0.6562674 0.2962003 3691.5733 7.125651e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2717 0.3615746 2196.5757 4.230863e+02 2.257686 1982-1999 –> 2000-2012 0.6578259 0.2962512 3715.5561 7.417371e+02 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2717 0.3627184 2213.7370 1.215125e+03 2.260079 1982-1999 –> 2000-2012 0.6621309 0.2994125 3811.6461 2.263818e+03 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2717 0.3628639 2215.9166 3.966263e+02 2.257305 1982-1999 –> 2000-2012 0.6622817 0.2994178 3813.9564 6.955724e+02 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2717 0.3630823 2219.1873 3.905621e+02 2.256258 1982-1999 –> 2000-2012 0.6626186 0.2995363 3820.1695 6.857365e+02 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2717 0.3651763 2248.4354 3.860531e+02 2.302704 1982-1999 –> 2000-2012 0.6645942 0.2994179 3844.4794 6.554094e+02 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2717 0.3709696 2333.9669 2.732564e+02 2.461264 1982-1999 –> 2000-2012 0.6707120 0.2997423 3938.0626 4.454344e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2717 0.3766143 2418.0279 8.990075e+01 2.363101 1982-1999 –> 2000-2012 0.6773505 0.3007362 4048.7386 1.458651e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2717 0.3771234 2423.3686 3.446348e+01 2.420769 1982-1999 –> 2000-2012 0.6778702 0.3007468 4052.3421 5.739334e+01 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2458 0.3619918 1994.1889 8.909592e+02 2.378991 2000-2012 –> 2008-2019 0.6988219 0.3368301 3805.5488 1.812341e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2458 0.3931194 2399.7188 4.581328e+02 2.926739 2000-2012 –> 2008-2019 0.7531866 0.3600671 4573.5910 8.543661e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2458 0.3934361 2403.6769 4.706319e+02 2.375406 2000-2012 –> 2008-2019 0.7550107 0.3615746 4600.2526 8.937182e+02 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2458 0.3942382 2413.6892 1.418322e+03 2.378272 2000-2012 –> 2008-2019 0.7569566 0.3627184 4627.4262 2.633447e+03 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2458 0.3943978 2415.6789 4.400697e+02 2.376084 2000-2012 –> 2008-2019 0.7572617 0.3628639 4631.5955 8.366960e+02 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2458 0.3946323 2418.6011 4.323561e+02 2.375384 2000-2012 –> 2008-2019 0.7577147 0.3630823 4637.7884 8.229183e+02 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2458 0.3980204 2458.6273 4.363978e+02 2.370738 2000-2012 –> 2008-2019 0.7631967 0.3651763 4707.0627 8.224508e+02 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2458 0.4072474 2571.2893 3.346746e+02 2.611958 2000-2012 –> 2008-2019 0.7782170 0.3709696 4905.2562 6.079310e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2458 0.4167959 2687.2216 1.086730e+02 2.422433 2000-2012 –> 2008-2019 0.7934102 0.3766143 5105.2495 1.985737e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2458 0.4173849 2692.1643 1.079576e+02 2.529666 2000-2012 –> 2008-2019 0.7942335 0.3768486 5111.5711 1.978199e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5290 5.8939765 33794.5586 1.836331e+02 36.638248 1982-1999 –> 2000-2012 12.0330886 6.1391121 81607.9096 3.650004e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5290 5.9864954 33959.3449 2.841531e+01 38.391339 1982-1999 –> 2000-2012 12.2139310 6.2274356 81983.8493 5.693567e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5290 6.0369163 34048.0811 1.407374e+01 39.397727 1982-1999 –> 2000-2012 12.3066025 6.2696862 82172.5368 2.794106e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5290 6.0560607 34081.5795 1.774731e+01 38.781879 1982-1999 –> 2000-2012 12.3502936 6.2942330 82263.7960 3.492711e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5290 6.1585279 34259.0933 1.888245e+02 21.102502 1982-1999 –> 2000-2012 12.6222057 6.4636778 82833.9886 3.744023e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5290 6.2049691 34338.5774 8.233688e+03 21.416611 1982-1999 –> 2000-2012 12.7204982 6.5155291 83031.5800 1.681300e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5290 6.2064130 34339.0390 1.833251e+02 21.555627 1982-1999 –> 2000-2012 12.7234463 6.5170333 83033.4538 3.646488e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5290 6.2713640 34451.1848 2.696451e+01 22.237537 1982-1999 –> 2000-2012 12.8435250 6.5721611 83272.1151 5.286891e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5290 6.3323886 34553.6377 6.339910e+00 22.540236 1982-1999 –> 2000-2012 12.9584413 6.6260528 83495.2861 1.278137e+01 12 21
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5290 6.3301970 34547.9755 2.356940e+01 22.750505 1982-1999 –> 2000-2012 12.9658027 6.6356056 83508.9199 4.654107e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4849 5.8421581 30892.8084 1.787251e+02 30.544878 2000-2012 –> 2008-2019 11.7361347 5.8939765 64687.3670 3.623582e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4849 5.9379985 31050.6128 2.620213e+01 30.806963 2000-2012 –> 2008-2019 11.9244939 5.9864954 65009.9576 5.461744e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4849 5.9922623 31138.8344 1.253243e+01 31.353272 2000-2012 –> 2008-2019 12.0291786 6.0369163 65186.9156 2.660617e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4849 6.0070622 31162.7574 1.578013e+01 30.805893 2000-2012 –> 2008-2019 12.0631229 6.0560607 65244.3370 3.352744e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4849 6.0603121 31248.3471 1.816358e+02 29.871764 2000-2012 –> 2008-2019 12.2188401 6.1585279 65507.4404 3.704603e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4849 6.1120010 31330.7113 8.059493e+03 29.986277 2000-2012 –> 2008-2019 12.3169702 6.2049691 65669.2887 1.629318e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4849 6.1125361 31329.5603 1.780447e+02 29.057309 2000-2012 –> 2008-2019 12.3189491 6.2064130 65668.5993 3.613698e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4849 6.1673371 31418.1188 2.509714e+01 23.481651 2000-2012 –> 2008-2019 12.4387010 6.2713640 65869.3036 5.206165e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4849 6.1768159 31433.0125 5.950992e+00 25.988425 2000-2012 –> 2008-2019 12.5011879 6.3243720 65973.2479 1.242585e+01 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4849 6.1774526 31432.0121 5.676234e+00 26.083966 2000-2012 –> 2008-2019 12.5019517 6.3244991 65970.4601 1.182078e+01 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5587 4.2591697 32061.1747 8.139826e+02 12.544551 1982-1999 –> 2000-2012 8.3885125 4.1293427 75924.7244 1.604432e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5587 4.2998113 32167.2931 5.097180e+01 27.821511 1982-1999 –> 2000-2012 8.5363938 4.2365825 76427.1141 1.010037e+02 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5587 4.3537543 32306.6037 5.581815e+01 13.513513 1982-1999 –> 2000-2012 8.5440237 4.1902694 76396.5338 1.072994e+02 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5587 4.3163374 32210.1576 8.620726e+02 27.819025 1982-1999 –> 2000-2012 8.6194264 4.3030889 76710.7242 1.724778e+03 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5587 4.3571546 32315.3273 1.861649e+01 27.977457 1982-1999 –> 2000-2012 8.6352581 4.2781035 76725.8888 3.847838e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5587 4.3456480 32285.7793 6.084782e+01 14.470262 1982-1999 –> 2000-2012 8.6409974 4.2953495 76758.5220 1.170807e+02 4 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5587 4.3662665 32338.6705 2.018875e+01 27.876556 1982-1999 –> 2000-2012 8.6547452 4.2884786 76786.6701 4.182122e+01 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5587 4.3590903 32320.2904 1.265389e+01 15.017745 1982-1999 –> 2000-2012 8.6606096 4.3015192 76815.2180 2.473984e+01 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5587 4.3655875 32336.9326 1.739676e+01 15.397044 1982-1999 –> 2000-2012 8.6739689 4.3083814 76856.4974 3.461865e+01 8 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5587 4.4315425 32504.4861 1.742225e+01 13.641071 1982-1999 –> 2000-2012 8.6894662 4.2579237 76841.9693 3.541353e+01 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5143 4.3247496 29671.5496 8.075549e+02 12.751986 2000-2012 –> 2008-2019 8.5839194 4.2591697 61732.7243 1.621538e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5143 4.3943178 29835.6939 5.023159e+01 26.167692 2000-2012 –> 2008-2019 8.6941291 4.2998113 62002.9870 1.012034e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5143 4.3960982 29839.8606 8.524218e+02 26.055529 2000-2012 –> 2008-2019 8.7124356 4.3163374 62050.0181 1.714494e+03 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5143 4.3971255 29842.2640 6.072177e+01 13.735715 2000-2012 –> 2008-2019 8.7427735 4.3456480 62128.0433 1.215696e+02 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5143 4.4142814 29882.3179 1.300477e+01 15.648439 2000-2012 –> 2008-2019 8.7733717 4.3590903 62202.6083 2.565867e+01 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5143 4.4204791 29896.7496 1.777088e+01 16.272963 2000-2012 –> 2008-2019 8.7860666 4.3655875 62233.6822 3.516764e+01 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5143 4.4324142 29924.4838 5.652112e+01 13.862896 2000-2012 –> 2008-2019 8.7861685 4.3537543 62231.0875 1.123393e+02 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5143 4.4567337 29980.7662 1.918945e+01 26.366190 2000-2012 –> 2008-2019 8.8138883 4.3571546 62296.0935 3.780593e+01 9 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5143 4.4643058 29998.2275 2.084941e+01 26.256695 2000-2012 –> 2008-2019 8.8305723 4.3662665 62336.8980 4.103816e+01 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5143 4.4473654 29959.1217 3.991160e+02 13.571713 2000-2012 –> 2008-2019 8.8486728 4.4013075 62387.1098 8.085542e+02 8 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4594 3.2705556 23938.6187 1.379069e+02 15.792102 1982-1999 –> 2000-2012 6.2983701 3.0278145 56078.0945 2.636987e+02 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4594 3.2999242 24020.7558 1.777773e+03 26.104820 1982-1999 –> 2000-2012 6.4012511 3.1013269 56465.2277 3.355941e+03 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4594 3.3465639 24149.7058 4.971199e+01 16.314000 1982-1999 –> 2000-2012 6.4391923 3.0926284 56558.4677 9.571068e+01 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4594 3.3552306 24173.4696 5.505979e+01 16.599026 1982-1999 –> 2000-2012 6.4610949 3.1058643 56636.5292 1.059109e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4594 3.3283811 24099.6488 9.061148e+02 15.845620 1982-1999 –> 2000-2012 6.5163976 3.1880166 56894.6317 1.719789e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4594 3.3847735 24254.0162 1.416856e+02 16.829895 1982-1999 –> 2000-2012 6.6174691 3.2326955 57225.9444 2.674315e+02 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4594 3.4741462 24493.4715 1.495758e+04 16.779674 1982-1999 –> 2000-2012 6.7632982 3.2891520 57685.5231 2.699335e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4594 3.4755919 24495.2943 9.051657e+02 16.577953 1982-1999 –> 2000-2012 6.7673661 3.2917741 57695.4775 1.712943e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4594 3.4872363 24528.0257 2.512674e+01 19.750324 1982-1999 –> 2000-2012 6.8234463 3.3362099 57900.6876 4.666522e+01 9 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4594 3.5083567 24581.5048 1.371434e+02 17.508716 1982-1999 –> 2000-2012 6.8311613 3.3228045 57900.9771 2.621860e+02 11 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4182 3.4270568 22183.9559 1.391077e+02 23.813784 2000-2012 –> 2008-2019 6.6976124 3.2705556 46122.5746 2.770146e+02 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4182 3.4300511 22191.2605 1.826037e+03 26.202205 2000-2012 –> 2008-2019 6.7299753 3.2999242 46212.0163 3.603809e+03 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4182 3.4148300 22154.0620 9.383248e+02 22.044758 2000-2012 –> 2008-2019 6.7432110 3.3283811 46253.7108 1.844440e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4182 3.4910693 22338.7422 1.443993e+02 23.298937 2000-2012 –> 2008-2019 6.8758428 3.3847735 46592.7584 2.860849e+02 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4182 3.5345604 22442.2957 5.044875e+01 24.230863 2000-2012 –> 2008-2019 6.8811242 3.3465639 46592.0015 1.001607e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4182 3.5436217 22463.7104 5.561599e+01 24.162222 2000-2012 –> 2008-2019 6.8988523 3.3552306 46637.1800 1.106758e+02 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4182 3.5794450 22547.8396 1.373185e+04 23.420033 2000-2012 –> 2008-2019 7.0535912 3.4741462 47041.3111 2.868942e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4182 3.5801304 22547.4411 9.371637e+02 23.250284 2000-2012 –> 2008-2019 7.0557224 3.4755919 47042.7354 1.842329e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4182 3.6223675 22647.5389 2.557948e+01 23.622427 2000-2012 –> 2008-2019 7.1096038 3.4872363 47175.5646 5.070622e+01 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4182 3.6357603 22678.4058 3.875585e+01 23.558869 2000-2012 –> 2008-2019 7.1355364 3.4997761 47239.4114 7.698889e+01 11 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5354 3.3068176 28014.6149 1.106669e+03 18.767227 1982-1999 –> 2000-2012 6.2634993 2.9566816 64532.4560 2.191750e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5354 3.3107588 28027.3697 1.185571e+02 12.936194 1982-1999 –> 2000-2012 6.3019208 2.9911619 64714.3027 2.303259e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5354 3.3837039 28260.7345 7.454903e+02 17.545726 1982-1999 –> 2000-2012 6.5006720 3.1169681 65548.5115 1.472982e+03 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5354 3.3949825 28296.3674 9.256979e+03 16.643019 1982-1999 –> 2000-2012 6.5100580 3.1150755 65575.2864 1.914337e+04 4 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5354 3.3949826 28294.3675 6.559593e+02 16.645933 1982-1999 –> 2000-2012 6.5150296 3.1200471 65594.5435 1.280102e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5354 3.4462624 28456.8981 4.382820e+01 13.185871 1982-1999 –> 2000-2012 6.5754182 3.1291558 65801.5889 8.244355e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5354 3.4489469 28465.2361 5.031961e+01 13.180829 1982-1999 –> 2000-2012 6.5887620 3.1398151 65859.5222 9.426354e+01 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5354 3.4488616 28464.9711 2.816303e+01 12.589036 1982-1999 –> 2000-2012 6.6757803 3.2269187 66258.3309 5.455437e+01 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5354 3.4547258 28481.1627 2.740934e+01 12.719585 1982-1999 –> 2000-2012 6.6951303 3.2404045 66333.3446 5.335550e+01 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5354 3.4780780 28555.3000 1.269818e+02 14.454410 1982-1999 –> 2000-2012 6.7126915 3.2346135 66383.3949 2.507766e+02 10 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5008 3.5268328 26850.2573 1.267630e+02 14.092351 2000-2012 –> 2008-2019 6.8375917 3.3107588 54877.6269 2.453201e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5008 3.5343745 26871.6522 1.085522e+03 19.442807 2000-2012 –> 2008-2019 6.8411921 3.3068176 54886.2672 2.192191e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5008 3.5987533 27052.4526 7.496341e+02 18.309593 2000-2012 –> 2008-2019 6.9824572 3.3837039 55313.1871 1.495124e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5008 3.5998885 27055.6115 8.798173e+03 17.442318 2000-2012 –> 2008-2019 6.9948710 3.3949825 55351.9789 1.805515e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5008 3.6004878 27055.2788 6.777478e+02 17.859573 2000-2012 –> 2008-2019 6.9954703 3.3949826 55349.6462 1.333707e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5008 3.6484062 27189.7011 2.846847e+01 12.849002 2000-2012 –> 2008-2019 7.0972678 3.4488616 55654.6722 5.663150e+01 6 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5008 3.6603753 27222.5062 4.535390e+01 13.659985 2000-2012 –> 2008-2019 7.1066377 3.4462624 55679.4043 8.918210e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5008 3.6589210 27218.5261 5.247634e+01 13.705408 2000-2012 –> 2008-2019 7.1078680 3.4489469 55683.7623 1.027959e+02 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5008 3.6617600 27224.2945 2.733160e+01 13.553721 2000-2012 –> 2008-2019 7.1164858 3.4547258 55705.4572 5.474094e+01 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5008 3.6854518 27290.8899 1.328126e+02 14.760699 2000-2012 –> 2008-2019 7.1635298 3.4780780 55846.1899 2.597943e+02 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6449 3.0791209 32821.1291 1.018830e+03 14.258312 1982-1999 –> 2000-2012 5.6918428 2.6127219 74830.3230 2.089903e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6449 3.1002207 32909.2117 1.430610e+02 11.534526 1982-1999 –> 2000-2012 5.7348646 2.6346439 75065.8798 2.845550e+02 2 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6449 3.1092301 32946.6395 2.685795e+01 10.865942 1982-1999 –> 2000-2012 5.7410637 2.6318336 75084.4708 5.310303e+01 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6449 3.1467898 33101.5150 2.007707e+03 18.684958 1982-1999 –> 2000-2012 5.7622266 2.6154368 75129.0391 4.042751e+03 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6449 3.1436154 33088.4970 1.083313e+02 10.718127 1982-1999 –> 2000-2012 5.7647568 2.6211415 75154.4769 2.068815e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6449 3.1628947 33167.3568 4.285584e+01 11.930924 1982-1999 –> 2000-2012 5.8576260 2.6947313 75722.0406 8.732490e+01 6 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6449 3.1655582 33178.2138 2.718730e+01 11.962783 1982-1999 –> 2000-2012 5.8587699 2.6932117 75722.9416 5.582243e+01 7 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6449 3.1834016 33248.7122 1.057096e+01 12.190979 1982-1999 –> 2000-2012 5.8845707 2.7011691 75843.5122 2.021935e+01 8 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6449 3.2089430 33353.7841 3.643756e+01 11.159546 1982-1999 –> 2000-2012 5.8925359 2.6835929 75835.3620 7.026949e+01 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6449 3.2127734 33369.1705 4.016152e+01 11.188238 1982-1999 –> 2000-2012 5.9037678 2.6909945 75899.3616 7.710172e+01 10 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5949 3.3109481 31141.2279 1.135591e+03 18.261940 2000-2012 –> 2008-2019 6.3900690 3.0791209 63962.3570 2.154421e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5949 3.3461909 31267.2047 1.532168e+02 11.713908 2000-2012 –> 2008-2019 6.4464116 3.1002207 64176.4165 2.962777e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5949 3.3998300 31456.4157 2.592834e+01 10.071977 2000-2012 –> 2008-2019 6.5090600 3.1092301 64403.0552 5.278629e+01 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5949 3.3983791 31451.3371 2.102825e+03 24.835065 2000-2012 –> 2008-2019 6.5451689 3.1467898 64552.8521 4.110532e+03 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5949 3.4132597 31503.3216 4.516053e+01 11.566845 2000-2012 –> 2008-2019 6.5761543 3.1628947 64670.6784 8.801637e+01 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5949 3.4334087 31573.3509 1.157442e+02 15.326858 2000-2012 –> 2008-2019 6.5770241 3.1436154 64661.8479 2.240755e+02 7 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5949 3.4182781 31520.8021 2.853030e+01 11.593742 2000-2012 –> 2008-2019 6.5838363 3.1655582 64699.0159 5.571760e+01 6 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5949 3.4746431 31713.3918 1.096358e+01 11.865324 2000-2012 –> 2008-2019 6.6580447 3.1834016 64962.1040 2.153453e+01 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5949 3.5131287 31846.4509 3.537780e+01 11.184195 2000-2012 –> 2008-2019 6.7220717 3.2089430 65200.2350 7.181536e+01 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5949 3.5158069 31855.5180 3.907121e+01 11.184737 2000-2012 –> 2008-2019 6.7285803 3.2127734 65224.6885 7.923273e+01 12 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5802 3.3546689 30524.2998 2.041279e+05 17.796745 1982-1999 –> 2000-2012 5.9492835 2.5946146 68111.9990 3.954210e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5802 3.3633378 30554.2473 1.760758e+05 29.811752 1982-1999 –> 2000-2012 5.9710273 2.6076895 68221.5579 3.428707e+05 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5802 3.3830604 30622.0944 1.055411e+02 28.093323 1982-1999 –> 2000-2012 5.9795466 2.5964863 68221.2147 2.101903e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5802 3.4269499 30771.6685 5.120511e+03 24.360377 1982-1999 –> 2000-2012 5.9849139 2.5579641 68134.0513 1.023183e+04 4 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5802 3.4955091 31001.5252 5.227382e+02 25.427788 1982-1999 –> 2000-2012 6.1107860 2.6152770 68714.8519 1.046011e+03 7 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5802 3.4391293 30812.8361 3.379765e+01 30.082227 1982-1999 –> 2000-2012 6.1296186 2.6904893 68975.2186 6.722436e+01 5 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5802 3.5465055 31169.5945 1.902693e+01 20.378045 1982-1999 –> 2000-2012 6.1625806 2.6160751 68887.7537 3.688412e+01 9 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5802 3.5441188 31161.7827 1.005819e+02 26.001168 1982-1999 –> 2000-2012 6.2067148 2.6625960 69159.1099 1.999415e+02 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5802 3.4765682 30938.4765 3.651730e+01 30.802532 1982-1999 –> 2000-2012 6.2083782 2.7318100 69342.2509 7.269045e+01 6 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5802 3.5515805 31186.1878 8.383855e+01 25.751233 1982-1999 –> 2000-2012 6.2163443 2.6647638 69196.4044 1.703799e+02 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5384 3.5868446 29046.8046 1.826892e+05 30.878838 2000-2012 –> 2008-2019 6.9501824 3.3633378 59601.0519 3.587650e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5384 3.6212795 29149.6878 2.141176e+05 20.457494 2000-2012 –> 2008-2019 6.9759484 3.3546689 59673.9876 4.182455e+05 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5384 3.6102632 29116.8804 1.066447e+02 28.341923 2000-2012 –> 2008-2019 6.9933236 3.3830604 59738.9749 2.121858e+02 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5384 3.6519559 29240.5210 3.569801e+01 30.241957 2000-2012 –> 2008-2019 7.0910852 3.4391293 60053.3571 6.949566e+01 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5384 3.7067477 29400.8776 5.057796e+03 24.971598 2000-2012 –> 2008-2019 7.1336975 3.4269499 60172.5461 1.017831e+04 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5384 3.6872967 29344.2244 3.844717e+01 31.110184 2000-2012 –> 2008-2019 7.1638649 3.4765682 60282.7009 7.496447e+01 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5384 3.7792355 29609.4203 5.167426e+02 26.128619 2000-2012 –> 2008-2019 7.2747446 3.4955091 60610.9456 1.039481e+03 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5384 3.8271747 29745.1521 1.024825e+02 26.737838 2000-2012 –> 2008-2019 7.3712935 3.5441188 60906.9348 2.030644e+02 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5384 3.8375624 29774.3389 8.437099e+01 26.463260 2000-2012 –> 2008-2019 7.3891429 3.5515805 60960.5267 1.682095e+02 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5384 3.8676345 29858.3908 1.902887e+01 19.205506 2000-2012 –> 2008-2019 7.4141400 3.5465055 61027.9853 3.805580e+01 12 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5973 3.0339447 30223.0709 4.272142e+01 10.102486 1982-1999 –> 2000-2012 5.3274745 2.2935298 66037.1396 8.324761e+01 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5973 3.0299257 30207.2358 5.157756e+01 9.873195 1982-1999 –> 2000-2012 5.3286416 2.2987159 66057.2569 9.718859e+01 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5973 3.0817024 30409.6498 1.608118e+02 10.762441 1982-1999 –> 2000-2012 5.3714465 2.2897441 66197.4222 3.253860e+02 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5973 3.0636718 30339.5503 4.971868e+02 8.752238 1982-1999 –> 2000-2012 5.3918561 2.3281843 66392.3356 9.610643e+02 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5973 3.0844281 30420.2111 3.084626e+01 13.535516 1982-1999 –> 2000-2012 5.3945642 2.3101361 66349.1183 5.753340e+01 9 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5973 3.0630365 30337.0725 5.831756e+01 8.754581 1982-1999 –> 2000-2012 5.4027644 2.3397280 66468.5879 1.147101e+02 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5973 3.0737382 30378.7370 6.010961e+01 8.768883 1982-1999 –> 2000-2012 5.4180600 2.3443218 66541.4756 1.187604e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5973 3.0103832 30129.9366 4.260879e+01 8.831167 1982-1999 –> 2000-2012 5.4212820 2.4108988 66738.4342 8.347848e+01 1 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5973 3.0870751 30428.4585 3.049454e+01 14.035305 1982-1999 –> 2000-2012 5.4392745 2.3521994 66642.5964 5.646614e+01 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5973 3.1155203 30540.0284 3.856769e+03 9.316645 1982-1999 –> 2000-2012 5.4623562 2.3468359 66719.8282 7.343999e+03 12 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5535 3.4823831 29533.8751 3.970066e+01 9.670570 2000-2012 –> 2008-2019 6.4927663 3.0103832 59663.8117 8.230945e+01 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5535 3.5529397 29755.9227 4.573546e+01 9.855727 2000-2012 –> 2008-2019 6.5828654 3.0299257 59963.1585 9.731302e+01 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5535 3.5311040 29687.6785 5.548222e+01 10.032224 2000-2012 –> 2008-2019 6.5941404 3.0630365 60024.7511 1.137998e+02 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5535 3.5629262 29786.9942 3.965891e+01 10.244506 2000-2012 –> 2008-2019 6.5968709 3.0339447 60010.0651 8.238034e+01 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5535 3.5386304 29711.2487 4.859805e+02 10.155802 2000-2012 –> 2008-2019 6.6023022 3.0636718 60050.7990 9.831673e+02 4 9
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5535 3.5513198 29748.8743 3.192168e+01 10.254670 2000-2012 –> 2008-2019 6.6149959 3.0636761 60086.4411 6.596952e+01 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5535 3.5299848 29684.1694 6.669438e+01 9.741287 2000-2012 –> 2008-2019 6.6184906 3.0885058 60120.1629 1.408804e+02 2 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5535 3.5449472 29730.9922 5.620826e+01 10.165763 2000-2012 –> 2008-2019 6.6186854 3.0737382 60109.7292 1.163179e+02 5 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 5535 3.5584873 29771.1938 4.807181e+01 9.852105 2000-2012 –> 2008-2019 6.6759867 3.1174995 60316.8086 1.002477e+02 8 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5535 3.6275614 29986.0158 1.665933e+02 10.906495 2000-2012 –> 2008-2019 6.7092638 3.0817024 60395.6656 3.274051e+02 11 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2310 2.0441449 9872.7017 1.874053e+05 7.947837 1982-1999 –> 2000-2012 3.4944570 1.4503121 20906.7758 3.758147e+05 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2310 2.0701957 9931.2074 3.526382e+03 8.334300 1982-1999 –> 2000-2012 3.5174775 1.4472818 20952.4101 7.189127e+03 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2310 2.0901548 9975.5363 5.139152e+02 8.799759 1982-1999 –> 2000-2012 3.5523204 1.4621656 21059.7031 1.035569e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2310 2.0969770 9990.5912 1.787043e+02 8.959059 1982-1999 –> 2000-2012 3.5707083 1.4737312 21123.2444 3.244560e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2310 2.1059025 10010.2139 1.692382e+02 9.091071 1982-1999 –> 2000-2012 3.5858188 1.4799163 21168.6407 3.077199e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2310 2.1795985 10169.1261 3.660812e+03 8.172152 1982-1999 –> 2000-2012 3.6742716 1.4946731 21388.6126 7.576040e+03 10 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2310 2.1852027 10178.9896 3.378840e+03 8.705238 1982-1999 –> 2000-2012 3.6809966 1.4957939 21401.0893 6.861675e+03 12 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2310 2.1838122 10178.0489 3.073608e+03 8.618310 1982-1999 –> 2000-2012 3.7012143 1.5174022 21490.4132 6.293051e+03 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2310 2.1648122 10137.6773 2.016403e+05 9.260553 1982-1999 –> 2000-2012 3.7094509 1.5446387 21559.5228 3.935003e+05 8 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2310 2.2026462 10217.7228 5.410977e+02 8.656937 1982-1999 –> 2000-2012 3.7167279 1.5140817 21516.6058 1.110338e+03 17 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2235 2.4034840 10276.4848 1.878125e+05 8.400974 2000-2012 –> 2008-2019 4.4476290 2.0441449 20149.1865 3.752179e+05 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2235 2.4786364 10414.1126 3.664582e+03 8.495955 2000-2012 –> 2008-2019 4.5488321 2.0701957 20345.3200 7.190964e+03 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2235 2.5027421 10457.3750 5.058535e+02 9.072373 2000-2012 –> 2008-2019 4.5928969 2.0901548 20432.9113 1.019769e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2235 2.5090263 10468.5847 1.363152e+02 9.297723 2000-2012 –> 2008-2019 4.6060033 2.0969770 20459.1760 3.150195e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2235 2.5190248 10486.3624 1.302774e+02 9.470600 2000-2012 –> 2008-2019 4.6249273 2.1059025 20496.5762 2.995157e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2235 2.5380528 10520.0006 1.532673e+02 10.657803 2000-2012 –> 2008-2019 4.6825195 2.1444668 20614.0527 3.472158e+02 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2235 2.5383841 10518.5840 1.356698e+02 10.766404 2000-2012 –> 2008-2019 4.6893526 2.1509686 20624.6223 3.097570e+02 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2235 2.5612690 10560.7029 2.071725e+05 8.812114 2000-2012 –> 2008-2019 4.7260811 2.1648122 20698.3802 4.088128e+05 8 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2235 2.5825012 10597.6053 4.328729e+02 11.221903 2000-2012 –> 2008-2019 4.7592526 2.1767514 20760.6924 9.026080e+02 9 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2235 2.5828069 10596.1344 4.150876e+02 11.126872 2000-2012 –> 2008-2019 4.7695706 2.1867637 20778.4231 8.559723e+02 10 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2853 1.7210808 11208.5499 2.460116e+03 12.381357 1982-1999 –> 2000-2012 3.1596067 1.4385259 25600.6583 5.043661e+03 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2853 1.7553178 11320.9436 2.759666e+05 9.976193 1982-1999 –> 2000-2012 3.1706278 1.4153100 25581.8156 5.720062e+05 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2853 1.7315262 11243.0756 2.533393e+05 10.504610 1982-1999 –> 2000-2012 3.1820700 1.4505438 25702.2900 5.325137e+05 2 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2853 1.7418276 11276.9220 4.699010e+02 12.498113 1982-1999 –> 2000-2012 3.1859602 1.4441326 25700.4065 9.306350e+02 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2853 1.7317585 11243.8410 2.027918e+05 11.909637 1982-1999 –> 2000-2012 3.1901261 1.4583676 25746.4441 4.294412e+05 3 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2853 1.7444005 11285.3442 2.084382e+02 12.385807 1982-1999 –> 2000-2012 3.1902686 1.4458680 25718.5161 4.386614e+02 5 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2853 1.7514179 11308.2523 1.600047e+02 11.911491 1982-1999 –> 2000-2012 3.1964106 1.4449927 25736.5395 3.298465e+02 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2853 1.7525689 11312.0010 2.219926e+02 12.431846 1982-1999 –> 2000-2012 3.2010448 1.4484759 25759.7080 4.688645e+02 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2853 1.7918896 11438.6058 1.918181e+03 11.266925 1982-1999 –> 2000-2012 3.2136524 1.4217628 25736.1695 3.789617e+03 11 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2853 1.7688771 11362.8514 1.913636e+05 10.789632 1982-1999 –> 2000-2012 3.2361821 1.4673050 25912.7350 3.967309e+05 10 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2590 1.9856585 10917.3258 2.457999e+03 17.300919 2000-2012 –> 2008-2019 3.7067393 1.7210808 22125.8757 4.918115e+03 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2590 1.9849805 10915.5568 2.039746e+05 17.396787 2000-2012 –> 2008-2019 3.7167390 1.7317585 22159.3978 4.067664e+05 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2590 1.9948555 10941.2625 2.558535e+05 16.078414 2000-2012 –> 2008-2019 3.7263817 1.7315262 22184.3381 5.091927e+05 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2590 2.0111789 10983.4768 4.706461e+02 17.653473 2000-2012 –> 2008-2019 3.7530065 1.7418276 22260.3987 9.405471e+02 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2590 2.0116502 10984.6905 2.292415e+02 17.689111 2000-2012 –> 2008-2019 3.7560508 1.7444005 22270.0348 4.376797e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2590 2.0100175 10980.4847 1.755167e+02 17.598306 2000-2012 –> 2008-2019 3.7614355 1.7514179 22288.7370 3.355214e+02 4 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2590 2.0118203 10983.1286 1.676476e+02 17.722133 2000-2012 –> 2008-2019 3.7710085 1.7591881 22314.6398 3.241678e+02 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2590 2.0224324 11012.3806 2.422124e+02 17.843859 2000-2012 –> 2008-2019 3.7750014 1.7525689 22324.3816 4.642050e+02 8 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2590 2.0323510 11037.7226 2.750594e+05 16.668111 2000-2012 –> 2008-2019 3.7876688 1.7553178 22358.6662 5.510260e+05 9 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2590 2.0388197 11052.1838 1.928896e+05 16.985968 2000-2012 –> 2008-2019 3.8076968 1.7688771 22415.0352 3.842532e+05 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2443 2.1340012 10650.5153 7.479992e+05 7.922156 1982-1999 –> 2000-2012 4.0137324 1.8797313 25281.4956 1.392225e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2443 2.1414463 10667.5320 1.625148e+02 8.485216 1982-1999 –> 2000-2012 4.0244339 1.8829876 25310.8530 3.229306e+02 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2443 2.1656054 10722.3457 1.997598e+03 8.615089 1982-1999 –> 2000-2012 4.0487124 1.8831070 25366.1189 4.030112e+03 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2443 2.1676817 10727.0279 7.712411e+01 8.580203 1982-1999 –> 2000-2012 4.0565248 1.8888431 25392.4867 1.469858e+02 10 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2443 2.1736508 10740.4639 1.758376e+02 8.667642 1982-1999 –> 2000-2012 4.0616761 1.8880253 25402.8351 3.410806e+02 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2443 2.1742583 10741.8293 8.481043e+01 8.665545 1982-1999 –> 2000-2012 4.0633172 1.8890589 25408.1027 1.619192e+02 13 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2443 2.1742463 10741.8023 8.533507e+01 8.665099 1982-1999 –> 2000-2012 4.0633292 1.8890829 25408.1664 1.629939e+02 12 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2443 2.1742605 10739.8342 1.765791e+01 8.665804 1982-1999 –> 2000-2012 4.0633836 1.8891231 25404.3498 3.654965e+01 14 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2443 2.1468925 10679.9425 7.272588e+02 8.022975 1982-1999 –> 2000-2012 4.0959028 1.9490103 25568.9779 1.487199e+03 3 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2443 2.1975849 10793.9698 1.231230e+03 7.785410 1982-1999 –> 2000-2012 4.1151993 1.9176143 25567.2153 2.565343e+03 20 29
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2275 2.3352881 10329.1858 9.633115e+02 9.148148 2000-2012 –> 2008-2019 4.4821806 2.1468925 21009.1283 1.690570e+03 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2275 2.3577469 10372.7348 7.501975e+05 8.362827 2000-2012 –> 2008-2019 4.4917481 2.1340012 21023.2501 1.498197e+06 8 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2275 2.3347045 10328.0485 9.476765e+02 8.315835 2000-2012 –> 2008-2019 4.4986711 2.1639666 21046.6953 1.703253e+03 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2275 2.3347367 10328.1114 8.552488e+02 8.308152 2000-2012 –> 2008-2019 4.4987427 2.1640060 21046.8472 1.529540e+03 2 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2275 2.3349667 10328.5595 8.894164e+02 8.270644 2000-2012 –> 2008-2019 4.4991321 2.1641654 21047.6552 1.601457e+03 3 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2275 2.3352225 10329.0580 2.780329e+03 8.244329 2000-2012 –> 2008-2019 4.4997271 2.1645046 21048.9193 5.420718e+03 4 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2275 2.3389852 10336.3833 6.931408e+02 9.174616 2000-2012 –> 2008-2019 4.5017185 2.1627333 21052.2447 1.277486e+03 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2275 2.3691263 10394.6420 1.609970e+02 9.504006 2000-2012 –> 2008-2019 4.5105726 2.1414463 21062.1740 3.235119e+02 10 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2275 2.3851439 10425.3009 1.935434e+03 9.100260 2000-2012 –> 2008-2019 4.5507493 2.1656054 21147.6466 3.933033e+03 11 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2275 2.3531493 10361.8536 6.328945e+02 8.518954 2000-2012 –> 2008-2019 4.5516642 2.1985149 21155.8905 1.181173e+03 7 28
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1776 1.8697720 7276.9698 2.022685e+03 10.092521 1982-1999 –> 2000-2012 3.4698196 1.6000477 16626.2692 3.984936e+03 7 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1776 1.8174689 7176.1936 2.812951e+06 9.545086 1982-1999 –> 2000-2012 3.4793523 1.6618834 16712.8845 5.341865e+06 1 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1776 1.8815692 7299.3105 6.013448e+02 10.132157 1982-1999 –> 2000-2012 3.4902071 1.6086379 16675.0713 1.145447e+03 9 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1776 1.8823496 7300.7836 7.741731e+02 10.126162 1982-1999 –> 2000-2012 3.4927330 1.6103834 16681.9038 1.524635e+03 11 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1776 1.8568038 7252.2484 4.216266e+03 9.125480 1982-1999 –> 2000-2012 3.5000015 1.6431977 16733.0581 8.139730e+03 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1776 1.8854022 7306.5392 7.060142e+02 10.119328 1982-1999 –> 2000-2012 3.5002439 1.6148417 16701.3222 1.379810e+03 13 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1776 1.8628579 7263.8108 2.135179e+02 9.139089 1982-1999 –> 2000-2012 3.5092631 1.6464052 16754.2579 4.141245e+02 3 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1776 1.8637309 7265.4751 1.084751e+02 9.133710 1982-1999 –> 2000-2012 3.5116471 1.6479162 16760.4555 2.028698e+02 4 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1776 1.8641217 7266.2199 1.081010e+02 9.138810 1982-1999 –> 2000-2012 3.5122640 1.6481422 16761.8781 2.016232e+02 5 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1776 1.8673178 7272.3046 8.713840e+01 9.037311 1982-1999 –> 2000-2012 3.5219286 1.6546108 16787.3212 1.592749e+02 6 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1600 1.9525579 6695.8521 2.931536e+06 9.853819 2000-2012 –> 2008-2019 3.7700268 1.8174689 13872.0457 5.744487e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1600 2.0194724 6803.6794 4.362650e+03 10.302967 2000-2012 –> 2008-2019 3.8762762 1.8568038 14055.9278 8.578916e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1600 2.0266401 6815.0171 2.178786e+02 10.313360 2000-2012 –> 2008-2019 3.8894980 1.8628579 14078.8279 4.313965e+02 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1600 2.0270115 6815.6035 1.049417e+02 10.302899 2000-2012 –> 2008-2019 3.8907425 1.8637309 14081.0786 2.134167e+02 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1600 2.0274785 6816.3405 1.046595e+02 10.308040 2000-2012 –> 2008-2019 3.8916002 1.8641217 14082.5604 2.127606e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1600 2.0289814 6818.7117 8.050045e+01 10.195976 2000-2012 –> 2008-2019 3.8962992 1.8673178 14091.0163 1.676389e+02 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1600 2.0381873 6833.1980 2.074084e+03 10.987870 2000-2012 –> 2008-2019 3.9079593 1.8697720 14110.1678 4.096769e+03 11 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1600 2.0293156 6819.2389 1.146004e+03 10.302030 2000-2012 –> 2008-2019 3.9111212 1.8818055 14118.9955 2.174907e+03 7 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1600 2.0405789 6834.9506 3.307515e+01 10.514281 2000-2012 –> 2008-2019 3.9158502 1.8752713 14120.3522 6.505574e+01 12 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1600 2.0324103 6824.1150 2.079785e+02 9.975521 2000-2012 –> 2008-2019 3.9165497 1.8841395 14128.2744 3.966159e+02 9 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4039 1.3660340 13995.8080 1.041802e+06 8.305676 1982-1999 –> 2000-2012 2.5664409 1.2004068 31755.5256 1.987477e+06 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4039 1.4020731 14206.1612 2.217154e+03 7.828688 1982-1999 –> 2000-2012 2.5910481 1.1889750 31859.8549 4.602855e+03 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4039 1.4060635 14229.1190 1.950484e+02 7.778625 1982-1999 –> 2000-2012 2.5973396 1.1912761 31904.2363 4.089448e+02 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4039 1.4083996 14242.5292 6.750269e+01 7.747048 1982-1999 –> 2000-2012 2.6016370 1.1932374 31935.8729 1.350950e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4039 1.4086887 14244.1872 6.715331e+01 7.756597 1982-1999 –> 2000-2012 2.6019886 1.1932999 31938.1111 1.304515e+02 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4039 1.4346334 14391.6113 3.485598e+02 6.739306 1982-1999 –> 2000-2012 2.6073498 1.1727164 31892.7463 6.861895e+02 8 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4039 1.4204176 14311.1671 7.200946e+01 8.428452 1982-1999 –> 2000-2012 2.6124227 1.1920051 31993.0623 1.341814e+02 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4039 1.4217303 14316.6290 9.465329e+00 8.650878 1982-1999 –> 2000-2012 2.6170543 1.1953239 32027.3309 1.903456e+01 7 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4039 1.4735542 14607.8425 2.110428e+03 8.263063 1982-1999 –> 2000-2012 2.6621266 1.1885724 32257.7840 4.347971e+03 10 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4039 1.4924644 14710.8489 3.253309e+02 8.180248 1982-1999 –> 2000-2012 2.6975362 1.2050718 32513.5416 6.632979e+02 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3659 1.3882029 12798.1698 1.057285e+06 8.200816 2000-2012 –> 2008-2019 2.7542370 1.3660340 26793.9778 2.099086e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3659 1.4656325 13195.3677 2.282209e+03 7.578600 2000-2012 –> 2008-2019 2.8677056 1.4020731 27401.5289 4.499364e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3659 1.4707550 13220.9002 1.971719e+02 7.508432 2000-2012 –> 2008-2019 2.8768185 1.4060635 27450.0192 3.922203e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3659 1.4730916 13232.5171 6.897422e+01 7.466401 2000-2012 –> 2008-2019 2.8814913 1.4083996 27475.0464 1.364769e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3659 1.4734934 13234.5128 6.861837e+01 7.477794 2000-2012 –> 2008-2019 2.8821821 1.4086887 27478.7001 1.357717e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3659 1.4852020 13292.4331 7.382554e+01 8.060571 2000-2012 –> 2008-2019 2.9056197 1.4204176 27603.6002 1.458350e+02 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3659 1.4895151 13311.6541 9.763418e+00 8.461460 2000-2012 –> 2008-2019 2.9112455 1.4217303 27628.2831 1.922875e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3659 1.5198829 13461.3505 3.673022e+02 6.740842 2000-2012 –> 2008-2019 2.9545163 1.4346334 27852.9618 7.158620e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3659 1.5387349 13551.5617 3.446816e+02 6.934732 2000-2012 –> 2008-2019 3.0059892 1.4672543 28124.7944 6.720287e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3659 1.5295430 13507.7151 3.195498e+02 7.153567 2000-2012 –> 2008-2019 3.0217575 1.4922145 28217.2112 6.224115e+02 9 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8420 0.6330953 16210.7825 2.141732e+02 4.317048 1982-1999 –> 2000-2012 1.1954181 0.5623228 35778.2815 4.159202e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8420 0.6622614 16969.2453 1.497295e+02 3.772335 1982-1999 –> 2000-2012 1.2597421 0.5974807 37942.9996 2.985904e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 8420 0.7278865 18560.3700 1.253332e+03 6.087504 1982-1999 –> 2000-2012 1.3599523 0.6320658 40838.9475 2.559774e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8420 0.7397931 18833.6052 2.132918e+02 6.140177 1982-1999 –> 2000-2012 1.3795160 0.6397230 41391.4071 4.132762e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8420 0.7456238 18965.8110 2.329982e+02 6.106597 1982-1999 –> 2000-2012 1.3912201 0.6455963 41735.5332 4.695575e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8420 0.7520891 19111.2003 1.669782e+02 6.181978 1982-1999 –> 2000-2012 1.4033719 0.6512828 42084.2695 3.343529e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8420 0.7590141 19265.5496 1.671764e+02 3.362680 1982-1999 –> 2000-2012 1.4607939 0.7017798 43970.2003 3.372357e+02 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8420 0.7771233 19662.6140 1.640872e+02 4.240799 1982-1999 –> 2000-2012 1.5610586 0.7839353 46934.3349 3.218552e+02 8 23
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8420 0.8042603 20240.6288 2.068153e+01 5.734228 1982-1999 –> 2000-2012 1.5741018 0.7698415 47091.6748 4.090793e+01 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8420 0.8042863 20241.1739 2.070532e+01 5.734336 1982-1999 –> 2000-2012 1.5741804 0.7698940 47093.8036 4.211775e+01 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7704 0.6686726 15675.8901 2.177699e+02 4.748301 2000-2012 –> 2008-2019 1.3017679 0.6330953 31886.6726 4.319431e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7704 0.6989479 16358.1824 1.463219e+02 4.032146 2000-2012 –> 2008-2019 1.3612093 0.6622614 33327.4278 2.960514e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7704 0.7585955 17619.9812 1.260300e+03 6.715805 2000-2012 –> 2008-2019 1.4864820 0.7278865 36180.3513 2.513632e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7704 0.7719917 17889.7001 2.161444e+02 6.776224 2000-2012 –> 2008-2019 1.5117848 0.7397931 36723.3054 4.294361e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7704 0.7777436 18004.0754 2.283789e+02 6.734882 2000-2012 –> 2008-2019 1.5233674 0.7456238 36969.8864 4.613771e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7704 0.7837782 18123.1664 1.636164e+02 6.812324 2000-2012 –> 2008-2019 1.5358673 0.7520891 37234.3667 3.305946e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7704 0.7941511 18325.7461 1.638069e+02 3.249070 2000-2012 –> 2008-2019 1.5531653 0.7590141 37591.2957 3.309833e+02 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7704 0.7874730 18195.6305 1.608907e+02 4.291980 2000-2012 –> 2008-2019 1.5645963 0.7771233 37858.2445 3.249779e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7704 0.7929174 18299.7910 1.395948e+02 4.605023 2000-2012 –> 2008-2019 1.5838003 0.7908828 38255.9605 2.818449e+02 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7704 0.8058426 18550.9287 2.095383e+01 6.183125 2000-2012 –> 2008-2019 1.6101029 0.8042603 38791.5575 4.163536e+01 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2063 0.4597456 2662.3003 1.285099e+02 3.382652 1982-1999 –> 2000-2012 0.8787346 0.4189889 5948.5059 2.456154e+02 4 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2063 0.4596185 2661.1594 2.257778e+01 3.372285 1982-1999 –> 2000-2012 0.8788334 0.4192149 5950.5780 4.465511e+01 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2063 0.4595684 2660.7099 2.652899e+01 3.368329 1982-1999 –> 2000-2012 0.8788758 0.4193073 5951.4429 5.690893e+01 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2063 0.4592798 2658.1178 2.526983e+01 3.345989 1982-1999 –> 2000-2012 0.8792644 0.4199846 5958.4697 5.036366e+01 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2063 0.4640475 2700.7278 5.071745e+01 3.417639 1982-1999 –> 2000-2012 0.8854597 0.4214122 6021.3048 9.696480e+01 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2063 0.4634530 2695.4393 1.982226e+01 3.411135 1982-1999 –> 2000-2012 0.8879753 0.4245222 6059.8393 4.218460e+01 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2063 0.4656182 2712.6703 2.248453e+01 3.451557 1982-1999 –> 2000-2012 0.8902314 0.4246131 6076.3464 4.455054e+01 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2063 0.4740425 2788.6532 5.441849e+01 3.535577 1982-1999 –> 2000-2012 0.9068138 0.4327714 6267.7545 1.049087e+02 13 21
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2063 0.4746929 2792.3106 2.531971e+01 3.531564 1982-1999 –> 2000-2012 0.9075539 0.4328610 6270.6458 5.333538e+01 14 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2063 0.4757997 2801.9196 1.968355e+01 3.560496 1982-1999 –> 2000-2012 0.9113644 0.4355647 6317.3662 3.934791e+01 15 26
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1917 0.4732260 2585.6798 4.619126e+05 2.135342 2000-2012 –> 2008-2019 0.9466443 0.4734183 5368.8970 1.023727e+06 1 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1917 0.4983871 2784.2965 2.685897e+01 3.314745 2000-2012 –> 2008-2019 0.9576669 0.4592798 5442.4143 5.212880e+01 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1917 0.4993824 2791.9454 2.698553e+01 3.329955 2000-2012 –> 2008-2019 0.9589508 0.4595684 5452.6552 5.351451e+01 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1917 0.4996022 2793.6328 2.536251e+01 3.334526 2000-2012 –> 2008-2019 0.9592207 0.4596185 5454.7922 4.794029e+01 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1917 0.5003055 2799.0258 1.322512e+02 3.350789 2000-2012 –> 2008-2019 0.9600511 0.4597456 5461.3262 2.607612e+02 8 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1917 0.5036892 2824.8690 2.197011e+01 3.379220 2000-2012 –> 2008-2019 0.9671422 0.4634530 5520.3082 4.179238e+01 13 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1917 0.4772432 2618.0890 2.131231e+05 2.180001 2000-2012 –> 2008-2019 0.9675756 0.4903324 5546.1455 4.461246e+05 2 26
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1917 0.4781729 2625.5504 1.498092e+05 2.181245 2000-2012 –> 2008-2019 0.9694271 0.4912542 5561.3565 3.158000e+05 3 28
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1917 0.4783359 2624.8577 1.151964e+05 2.165525 2000-2012 –> 2008-2019 0.9697589 0.4914229 5560.0808 2.435235e+05 4 30
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1917 0.5085902 2861.9942 6.269962e+01 3.403693 2000-2012 –> 2008-2019 0.9726376 0.4640475 5562.7219 1.134171e+02 18 24

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.5161837 1206.0752
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 2.3564400 877.8592
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6522168 13489.6576
Atlantic (26,26.5] 2000-2012 –> 2008-2019 6.7018487 10890.7440
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3889119 16466.9668
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 6.5346269 13509.1198
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8778596 23029.0502
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.4084247 19998.1589
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7748515 19296.3271
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.3006305 17112.3699
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.4140003 22082.1799
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 5.1362184 19231.1553
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4280934 28394.6698
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 5.0887376 24250.4308
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.3552388 8742.3298
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 3.7496625 7495.5228
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.3039632 11711.2267
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 6.5446463 9815.5200
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 8.0302163 16565.7268
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 7.5466638 12961.8188
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.8936257 4995.9157
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 1.9231582 4111.8627
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.3464958 4461.6120
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 1.4199449 3805.0254
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.1517196 6326.1787
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.2697710 5645.6267
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6622641 3801.4179
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 0.7608009 4670.5342
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.5737835 82720.3435
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 12.2049530 65478.6917
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.6043402 76624.3862
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.7571998 62160.1252
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.5919047 57104.1561
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 6.9181072 46690.9264
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.5338962 65660.1282
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.0243371 55434.8192
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.8092025 75428.7408
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 6.5736421 64651.3251
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.0919194 68696.4412
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 7.1757423 60302.9011
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3957720 66414.4195
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.6106368 60074.1393
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.6203443 21256.7018
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.6447065 20535.9341
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.1925949 25719.5283
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 3.7561728 22270.1505
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.0606212 25411.0601
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 4.5084906 21064.0451
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.4987460 16719.4422
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.8865923 14073.9247
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.6154944 32007.8066
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.9061563 27602.6123
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4159355 42486.1452
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.5032143 36481.9068
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.8905107 6082.2254
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 0.9629075 5493.0698

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 8 5 7 6 7 10 6
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 7 5 8 7 10 6 7
(27.85,27.95] 8 5 8 7 10 3 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 8 5 9 8 8 4 8
(28.1,28.15] 8 5 8 8 8 5 8
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 3 5
total 113.00 85.00 101.00 93.00 112.00 86.00 95.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 7 4 6 7 10 10 4
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 7 5 8 7 10 6 7
(27.85,27.95] 7 5 7 8 10 5 8
(27.95,28.05] 6 10 8 6 5 8 6
(28.05,28.1] 9 5 9 8 7 3 8
(28.1,28.15] 9 3 10 7 8 4 7
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 83.00 100.00 90.00 115.00 89.00 87.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 7 8 4 9 6
(27.5,27.75] 5 6 6 7 10 10 5
(27.75,27.85] 9 6 9 8 8 3 6
(27.85,27.95] 9 7 8 8 6 3 8
(27.95,28.05] 6 4 6 7 8 10 8
(28.05,28.1] 7 5 7 8 5 10 8
(28.1,28.2] 7 4 7 7 7 10 7
(28.2,28.3] 6 8 7 7 6 10 6
(28.3, Inf] 5 4 5 9 10 10 4
total 100.00 94.00 98.00 106.00 96.00 96.00 95.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 7 8 4 9 6
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 9 7 5 9 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 8 8 6 7 9 5 6
(28.05,28.1] 6 4 6 7 8 10 8
(28.1,28.2] 5 4 7 7 9 10 7
(28.2,28.3] 6 9 7 6 6 10 5
(28.3, Inf] 7 3 8 9 7 7 8
total 99.00 102.00 97.00 99.00 100.00 87.00 99.00

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
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
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