Last updated: 2021-05-27

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: 9bbf8ac

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 9bbf8ac. 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/

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 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 ~ temp + aou + silicate + phosphate + phosphate_star 26 0.5133095 53.107234 2.152434e+04 0.9152479 1982-1999 –> 2000-2009 1.8797173 1.3664078 247.14411 2.469521e+04 10 11
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 26 0.6974382 69.047053 7.249681e+03 2.0723505 1982-1999 –> 2000-2009 2.1344991 1.4370609 268.32706 1.022822e+04 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 26 0.6987083 69.141666 1.801078e+05 2.2173182 1982-1999 –> 2000-2009 2.2138763 1.5151680 273.92601 1.985558e+05 14 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26 0.4450286 45.684733 3.950328e+01 1.0682985 1982-1999 –> 2000-2009 2.2784176 1.8333891 270.29562 5.069866e+01 1 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26 0.4584940 47.234783 2.421608e+01 1.1190183 1982-1999 –> 2000-2009 2.2860715 1.8275775 271.51549 3.346629e+01 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26 0.4584876 47.234056 3.942186e+01 1.1189189 1982-1999 –> 2000-2009 2.2947015 1.8362140 272.00507 4.976986e+01 2 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 26 0.4589059 47.281475 8.938308e+01 1.1203109 1982-1999 –> 2000-2009 2.3155101 1.8566042 273.20099 1.126613e+02 5 15
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 26 0.7086122 67.873568 2.768131e+03 2.0369830 1982-1999 –> 2000-2009 2.3733810 1.6647688 280.45054 5.629136e+03 15 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 26 0.4678743 48.287914 5.808904e+01 1.5811594 1982-1999 –> 2000-2009 2.4153823 1.9475080 279.17878 1.311256e+02 7 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 26 0.4612966 47.551668 2.875754e+02 1.1237758 1982-1999 –> 2000-2009 2.4644429 2.0031463 281.37206 3.558073e+02 6 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26 0.2609157 17.919799 1.873673e+01 0.6909568 2000-2009 –> 2010-2019 0.7059443 0.4450286 63.60453 5.824001e+01 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 26 0.2080469 6.145234 1.054347e+04 0.6119006 2000-2009 –> 2010-2019 0.7213564 0.5133095 59.25247 3.206782e+04 1 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26 0.2749403 20.642332 1.586399e+01 0.7285522 2000-2009 –> 2010-2019 0.7334343 0.4584940 67.87711 4.008007e+01 6 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26 0.2782978 21.273503 1.583246e+01 0.7394145 2000-2009 –> 2010-2019 0.7367854 0.4584876 68.50756 5.525431e+01 7 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 26 0.2790915 21.421584 7.971037e+01 0.7403142 2000-2009 –> 2010-2019 0.7379973 0.4589059 68.70306 1.690935e+02 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 26 0.2727615 20.228613 7.963889e+01 0.6440915 2000-2009 –> 2010-2019 0.7406358 0.4678743 68.51653 1.377279e+02 4 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 26 0.2506018 15.822521 1.278681e+02 0.4743830 2000-2009 –> 2010-2019 0.7519133 0.5013115 67.69989 2.130620e+02 2 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 26 0.2946619 24.244614 2.053663e+02 0.7713187 2000-2009 –> 2010-2019 0.7559584 0.4612966 71.79628 4.929417e+02 10 16
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 26 0.2743139 18.523733 1.068235e+01 0.7065044 2000-2009 –> 2010-2019 0.7756628 0.5013489 68.40498 2.945546e+01 5 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 26 0.2833559 20.210130 1.435436e+01 0.7252885 2000-2009 –> 2010-2019 0.8169883 0.5336323 73.33643 3.475223e+01 9 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 195 4.2121666 1128.197119 1.883459e+02 10.4631952 1982-1999 –> 2000-2009 7.2964370 3.0842703 2867.87909 4.939441e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 195 4.2358016 1130.379338 1.869714e+02 9.5121560 1982-1999 –> 2000-2009 7.3628248 3.1270232 2879.39492 4.978941e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 195 4.3050687 1136.705331 1.046640e+01 10.9027558 1982-1999 –> 2000-2009 7.4929724 3.1879037 2898.79415 2.471939e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 195 4.3272566 1138.710193 1.195068e+01 11.0127213 1982-1999 –> 2000-2009 7.5347245 3.2074679 2904.94719 2.521044e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 195 4.3360442 1139.501385 1.087391e+01 10.9822045 1982-1999 –> 2000-2009 7.5511513 3.2151071 2907.35125 2.425738e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 195 4.3374769 1139.630229 1.147118e+01 9.9260162 1982-1999 –> 2000-2009 7.5720102 3.2345332 2911.56434 2.790406e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 195 4.3443157 1140.244645 1.198910e+01 11.3072321 1982-1999 –> 2000-2009 7.5851708 3.2408551 2913.50260 2.565545e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 195 4.3511486 1140.857569 1.186171e+01 10.0334319 1982-1999 –> 2000-2009 7.5962934 3.2451448 2915.01237 2.495961e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 195 4.3784146 1143.293838 1.045998e+01 10.0170066 1982-1999 –> 2000-2009 7.6468844 3.2684698 2922.30444 2.509211e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 195 4.4744559 1151.756086 6.866233e+01 10.7896397 1982-1999 –> 2000-2009 7.9164457 3.4419897 2965.83812 1.214214e+02 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 280 3.5179481 1513.017200 3.490141e+02 14.3863133 2000-2009 –> 2010-2019 7.7301147 4.2121666 2641.21432 5.373600e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 280 3.4879104 1508.215153 1.251403e+01 15.1596208 2000-2009 –> 2010-2019 7.8322261 4.3443157 2648.45980 2.450313e+01 1 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 280 3.5280245 1514.618911 1.251896e+01 14.3935647 2000-2009 –> 2010-2019 7.8330932 4.3050687 2651.32424 2.298537e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 280 3.5316531 1515.194567 1.232342e+01 14.3791024 2000-2009 –> 2010-2019 7.8589096 4.3272566 2653.90476 2.427411e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 280 3.5337546 1515.527700 1.132471e+01 14.3625309 2000-2009 –> 2010-2019 7.8697988 4.3360442 2655.02908 2.219863e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 280 3.6791944 1538.114111 3.470888e+02 12.9487717 2000-2009 –> 2010-2019 7.9149960 4.2358016 2668.49345 5.340602e+02 19 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 280 3.6885346 1539.533960 1.305527e+01 12.9504155 2000-2009 –> 2010-2019 8.0260115 4.3374769 2679.16419 2.452645e+01 20 26
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 280 3.6904295 1539.821576 1.222643e+01 12.9472472 2000-2009 –> 2010-2019 8.0415781 4.3511486 2680.67915 2.408814e+01 21 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 280 3.6950679 1540.524975 1.151557e+01 12.9230879 2000-2009 –> 2010-2019 8.0734825 4.3784146 2683.81881 2.197554e+01 24 33
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 280 3.5480863 1517.794279 1.957791e+02 17.0800491 2000-2009 –> 2010-2019 8.0752334 4.5271471 2674.11617 3.464009e+02 6 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 266 2.9772616 1349.289400 5.389830e+02 7.0206396 1982-1999 –> 2000-2009 5.6878307 2.7105692 3175.36228 2.062325e+03 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 266 2.9759262 1349.050729 1.873882e+01 7.0393155 1982-1999 –> 2000-2009 5.7419127 2.7659865 3190.30265 5.116894e+01 1 8
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 266 3.0832651 1367.901514 1.000998e+02 9.7437457 1982-1999 –> 2000-2009 5.7507884 2.6675234 3181.96826 3.140101e+02 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 266 3.1255830 1375.153581 1.274715e+04 10.1985469 1982-1999 –> 2000-2009 5.7547879 2.6292049 3178.36858 4.514823e+04 10 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 266 2.9763191 1349.120955 1.951920e+01 7.1250744 1982-1999 –> 2000-2009 5.7760658 2.7997468 3199.47158 5.224693e+01 2 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 266 2.9768698 1349.219384 1.914273e+01 7.1462711 1982-1999 –> 2000-2009 5.7885455 2.8116757 3202.75877 5.202239e+01 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 266 3.1148181 1373.318142 4.648269e+01 7.7324317 1982-1999 –> 2000-2009 5.8443928 2.7295747 3204.63140 1.132156e+02 9 14
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 266 3.1720764 1381.008861 8.051679e+01 7.8194486 1982-1999 –> 2000-2009 5.8827065 2.7106300 3205.09858 2.905256e+02 19 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 266 3.1295698 1375.831733 4.538385e+01 7.7973121 1982-1999 –> 2000-2009 5.8943301 2.7647603 3216.75108 1.118053e+02 11 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 266 2.9959557 1352.619372 4.912642e+01 8.6471002 1982-1999 –> 2000-2009 5.9234581 2.9275023 3236.43548 1.155284e+02 5 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 399 3.9454953 2241.627400 2.084024e+03 10.3542399 2000-2009 –> 2010-2019 7.1174889 3.1719936 3624.62238 2.626702e+03 1 19
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 399 4.0481592 2262.126237 3.817858e+02 11.6682058 2000-2009 –> 2010-2019 7.1314243 3.0832651 3630.02775 4.818856e+02 4 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 399 4.1747037 2286.689569 1.989445e+03 12.6310803 2000-2009 –> 2010-2019 7.1519653 2.9772616 3635.97897 2.528428e+03 15 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 399 4.0446741 2261.438923 9.759876e+04 11.1809128 2000-2009 –> 2010-2019 7.1702571 3.1255830 3636.59250 1.103459e+05 3 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 399 4.0497790 2262.445478 4.496249e+01 11.1047560 2000-2009 –> 2010-2019 7.1990919 3.1493128 3641.62282 6.413401e+01 5 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 399 4.0610781 2264.668832 4.558098e+01 11.1620397 2000-2009 –> 2010-2019 7.2024003 3.1413222 3642.49464 6.521311e+01 6 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 399 4.0879171 2269.925340 9.935146e+01 11.7699890 2000-2009 –> 2010-2019 7.2027352 3.1148181 3643.24348 1.458341e+02 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 399 4.0014728 2252.869624 9.817359e+04 9.4335770 2000-2009 –> 2010-2019 7.2156011 3.2141282 3642.88480 1.105368e+05 2 24
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 399 4.0887332 2270.084630 4.531391e+01 11.3809634 2000-2009 –> 2010-2019 7.2207378 3.1320047 3646.33011 6.553886e+01 8 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 399 4.2468642 2300.365289 3.935507e+01 13.1771635 2000-2009 –> 2010-2019 7.2227904 2.9759262 3649.41602 5.809389e+01 17 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 437 2.2192662 1950.884622 1.323113e+04 9.5895072 1982-1999 –> 2000-2009 3.8043227 1.5850565 4885.71866 4.658911e+04 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 437 2.2563607 1965.372563 1.385029e+02 6.7544677 1982-1999 –> 2000-2009 3.9467597 1.6903990 5000.19804 3.123871e+02 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 437 2.2874229 1977.322446 9.127928e+02 9.5012148 1982-1999 –> 2000-2009 4.0072407 1.7198178 5038.96023 2.489097e+03 3 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 437 2.3258848 1989.896145 8.690274e+01 10.1912322 1982-1999 –> 2000-2009 4.0464360 1.7205512 5050.19648 2.472628e+02 4 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 437 2.3904831 2015.839335 8.719548e+01 6.1759019 1982-1999 –> 2000-2009 4.2399778 1.8494947 5190.44376 1.415238e+02 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 437 2.4136640 2024.273815 4.032214e+01 9.4271827 1982-1999 –> 2000-2009 4.2924413 1.8787773 5223.28960 8.380945e+01 6 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 437 2.4414961 2034.294310 8.538046e+01 5.9087131 1982-1999 –> 2000-2009 4.3637303 1.9222341 5268.84532 1.395754e+02 7 15
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 437 2.5022807 2053.787344 1.622176e+01 10.6705256 1982-1999 –> 2000-2009 4.3866544 1.8843737 5255.42523 4.490076e+01 10 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 437 2.4901171 2051.528462 4.043882e+01 9.5746019 1982-1999 –> 2000-2009 4.4450789 1.9549618 5312.31493 8.406053e+01 8 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 437 2.4936948 2052.783295 8.986624e+01 6.1766706 1982-1999 –> 2000-2009 4.4554475 1.9617527 5318.95848 1.444290e+02 9 20
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 718 2.4769462 3354.085665 3.671301e+02 8.0320187 2000-2009 –> 2010-2019 4.7333068 2.2563607 5319.45823 5.056330e+02 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 718 2.5100961 3373.176717 9.121858e+01 8.2219439 2000-2009 –> 2010-2019 4.9005792 2.3904831 5389.01605 1.784141e+02 2 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 718 2.5228723 3380.467341 9.023809e+01 8.2625661 2000-2009 –> 2010-2019 4.9643684 2.4414961 5414.76165 1.756186e+02 3 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 718 2.5532499 3397.654789 9.441851e+01 8.4070927 2000-2009 –> 2010-2019 5.0469447 2.4936948 5450.43808 1.842847e+02 4 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 718 2.8360788 3548.514300 1.850608e+03 13.5935133 2000-2009 –> 2010-2019 5.1235017 2.2874229 5525.83675 2.763401e+03 7 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 718 2.9258385 3593.258214 2.681847e+04 13.5518755 2000-2009 –> 2010-2019 5.1451047 2.2192662 5544.14284 4.004959e+04 12 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 718 2.8589493 3560.047931 3.086381e+01 13.6254278 2000-2009 –> 2010-2019 5.2726133 2.4136640 5584.32175 7.118596e+01 8 14
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 718 2.9696399 3612.596599 3.137903e+02 13.9488001 2000-2009 –> 2010-2019 5.2955248 2.3258848 5602.49274 4.006931e+02 13 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 718 2.6719290 3462.897516 1.023467e+02 8.7435497 2000-2009 –> 2010-2019 5.3010271 2.6290981 5561.89389 2.016872e+02 5 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 718 2.8870239 3574.080516 2.464598e+01 13.7078252 2000-2009 –> 2010-2019 5.3771410 2.4901171 5625.60898 6.508480e+01 10 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 532 1.8720745 2190.928805 2.444670e+02 6.0350504 1982-1999 –> 2000-2009 3.2982588 1.4261843 5657.01820 5.853314e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 532 2.0076108 2265.300465 1.139508e+02 7.1133256 1982-1999 –> 2000-2009 3.5036649 1.4960541 5824.46402 2.305331e+02 6 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 532 1.9807149 2250.949758 9.235630e+01 6.7823323 1982-1999 –> 2000-2009 3.5121789 1.5314640 5855.63632 2.030062e+02 2 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 532 1.9864705 2254.037066 9.047259e+01 6.7937677 1982-1999 –> 2000-2009 3.5533153 1.5668448 5903.16980 2.001218e+02 4 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 532 2.1821648 2354.008305 8.168073e+02 10.2133301 1982-1999 –> 2000-2009 3.5584434 1.3762786 5750.78241 2.132021e+03 8 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 532 2.1904752 2358.052687 3.869816e+01 10.0860683 1982-1999 –> 2000-2009 3.5981713 1.4076961 5798.75032 1.387459e+02 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 532 2.2258811 2375.113201 2.770628e+01 10.0970598 1982-1999 –> 2000-2009 3.6771068 1.4512257 5875.07460 5.084755e+01 12 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 532 2.0677086 2296.683886 1.045178e+02 7.2196765 1982-1999 –> 2000-2009 3.6774913 1.6097827 5998.42730 2.168874e+02 7 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 532 2.2344064 2379.180642 2.763212e+01 10.1032253 1982-1999 –> 2000-2009 3.6983967 1.4639903 5896.18371 5.073287e+01 13 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 532 2.1943693 2357.942538 3.616792e+01 9.9168850 1982-1999 –> 2000-2009 3.7017445 1.5073752 5929.77663 1.212385e+02 10 17
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 993 1.9788983 4187.536960 3.900300e+02 9.0909913 2000-2009 –> 2010-2019 3.8509729 1.8720745 6378.46576 6.344970e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 993 2.0125378 4221.013403 1.077563e+02 9.7400104 2000-2009 –> 2010-2019 3.9982529 1.9857151 6474.64579 1.539100e+02 2 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 993 2.0230370 4231.347209 2.290657e+02 9.0217246 2000-2009 –> 2010-2019 4.0306478 2.0076108 6496.64767 3.430165e+02 3 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 993 2.0934467 4299.292271 1.977394e+02 9.7133649 2000-2009 –> 2010-2019 4.0741616 1.9807149 6550.24203 2.900957e+02 5 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 993 2.0888173 4294.895559 1.938599e+02 9.7051217 2000-2009 –> 2010-2019 4.0752878 1.9864705 6548.93262 2.843325e+02 4 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 993 2.1023896 4305.758085 1.057411e+02 9.6134739 2000-2009 –> 2010-2019 4.1043825 2.0019929 6566.07696 1.512390e+02 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 993 2.1740649 4374.336811 2.138240e+02 10.0889611 2000-2009 –> 2010-2019 4.2417735 2.0677086 6671.02070 3.183418e+02 8 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 993 2.1242832 4328.332679 3.124655e+02 9.5947536 2000-2009 –> 2010-2019 4.3456159 2.2213327 6701.26948 4.611140e+02 7 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 993 2.2307291 4425.436317 6.457896e+01 11.3758512 2000-2009 –> 2010-2019 4.4212043 2.1904752 6783.48900 1.032771e+02 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 993 2.2411881 4434.726072 1.283769e+03 11.6181637 2000-2009 –> 2010-2019 4.4233528 2.1821648 6788.73438 2.100576e+03 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1146 3.0609354 5830.314603 3.086386e+02 7.5696476 1982-1999 –> 2000-2009 4.5828490 1.5219137 10757.87428 7.187050e+02 2 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1146 3.4629436 6113.143799 4.598987e+01 13.8886795 1982-1999 –> 2000-2009 4.8280311 1.3650875 10750.12352 8.055802e+01 9 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1146 3.5777878 6187.921929 4.640163e+01 15.5407138 1982-1999 –> 2000-2009 4.8677210 1.2899332 10673.59125 8.077429e+01 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1146 3.5824413 6190.901109 4.547399e+01 15.4457626 1982-1999 –> 2000-2009 4.8883080 1.3058667 10709.37338 7.971878e+01 17 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1146 3.4217842 6085.738650 3.530167e+02 10.2052540 1982-1999 –> 2000-2009 4.8918674 1.4700833 10920.71486 9.107455e+02 7 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1146 3.7223836 6278.729879 4.608429e+01 14.2697860 1982-1999 –> 2000-2009 4.9676432 1.2452596 10670.22095 1.155585e+02 24 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1146 3.1771583 5915.729771 3.196979e+02 9.9721428 1982-1999 –> 2000-2009 5.0203569 1.8431985 11355.06793 1.063276e+03 3 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1146 3.7606715 6302.184677 3.155074e+02 15.0121679 1982-1999 –> 2000-2009 5.0768650 1.3161935 10841.70406 1.158966e+03 26 30
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1146 3.5123400 6145.606545 1.980319e+02 8.3861841 1982-1999 –> 2000-2009 5.0947381 1.5823982 11177.30205 4.755469e+02 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1146 3.3336920 6025.959379 2.086372e+02 9.4485997 1982-1999 –> 2000-2009 5.1325438 1.7988518 11400.22410 6.696673e+02 4 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1481 3.0103932 7481.229324 3.351810e+01 8.5526966 2000-2009 –> 2010-2019 6.4733367 3.4629436 13594.37312 7.950798e+01 1 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1481 3.0852387 7553.971095 4.953209e+02 9.4787069 2000-2009 –> 2010-2019 6.5352142 3.4499756 13658.51572 6.508557e+02 7 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1481 3.1212077 7588.303651 6.239372e+02 9.2308580 2000-2009 –> 2010-2019 6.5429919 3.4217842 13674.04230 9.769539e+02 13 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1481 3.0105839 7481.416943 3.335655e+01 8.6069108 2000-2009 –> 2010-2019 6.5883717 3.5777878 13669.33887 7.975817e+01 2 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1481 3.5290741 7952.083217 3.820826e+02 9.6500374 2000-2009 –> 2010-2019 6.5900095 3.0609354 13782.39782 6.907212e+02 24 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1481 3.0117753 7482.588911 3.334150e+01 8.6149081 2000-2009 –> 2010-2019 6.5942166 3.5824413 13673.49002 7.881550e+01 3 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1481 3.4931167 7921.748892 7.268985e+02 11.9393875 2000-2009 –> 2010-2019 6.6702751 3.1771583 13837.47866 1.046596e+03 19 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1481 3.2982541 7751.726777 6.481959e+01 8.9832350 2000-2009 –> 2010-2019 6.6723393 3.3740852 13805.29066 1.090151e+02 15 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1481 3.0202896 7488.950709 3.333335e+01 8.9268723 2000-2009 –> 2010-2019 6.7623769 3.7420873 13777.78086 7.877085e+01 4 29
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1481 3.3112919 7761.412285 6.418058e+01 9.4536252 2000-2009 –> 2010-2019 6.7875362 3.4762443 13881.34251 1.019875e+02 16 26
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2232 2.5227542 10478.909507 7.247795e+02 17.0120152 1982-1999 –> 2000-2009 3.8226608 1.2999066 19719.50487 2.771923e+03 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2232 2.5179329 10470.370144 4.922697e+02 17.5512775 1982-1999 –> 2000-2009 3.8649132 1.3469803 19906.18956 1.977738e+03 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2232 2.5697378 10561.282028 6.223820e+02 15.4758679 1982-1999 –> 2000-2009 3.9036484 1.3339106 19943.59140 2.446759e+03 12 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2232 2.4966766 10432.525252 1.910021e+01 17.4199840 1982-1999 –> 2000-2009 3.9130570 1.4163804 20144.05787 3.453903e+01 2 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2232 2.4941516 10428.008227 2.073827e+01 18.2048947 1982-1999 –> 2000-2009 3.9159150 1.4217634 20160.35876 3.657056e+01 1 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2232 2.4981354 10435.132827 2.080142e+01 17.9164450 1982-1999 –> 2000-2009 3.9190869 1.4209515 20164.34856 3.671593e+01 3 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2232 2.5847821 10587.339973 7.451402e+02 15.3700496 1982-1999 –> 2000-2009 3.9662612 1.3814791 20161.94796 2.509248e+03 16 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2232 2.5503283 10527.437055 2.902605e+01 15.8715208 1982-1999 –> 2000-2009 4.0741275 1.5237992 20640.15398 6.322879e+01 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2232 2.5753150 10570.959912 8.042831e+02 16.3852428 1982-1999 –> 2000-2009 4.1253119 1.5499970 20777.22688 2.849088e+03 13 23
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2232 2.5957161 10604.183493 5.760360e+02 15.8720202 1982-1999 –> 2000-2009 4.1571778 1.5614618 20848.89393 2.145386e+03 17 28
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2445 2.1072455 10597.525692 1.848828e+01 9.2920764 2000-2009 –> 2010-2019 4.6013971 2.4941516 21025.53392 3.922655e+01 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2445 2.1049524 10592.201378 1.881592e+01 9.2385623 2000-2009 –> 2010-2019 4.6030878 2.4981354 21027.33421 3.961734e+01 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2445 2.0380307 10434.211067 7.979160e+02 9.2449209 2000-2009 –> 2010-2019 4.6133456 2.5753150 21005.17098 1.602199e+03 1 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2445 2.1183958 10623.332544 1.868588e+01 9.3062709 2000-2009 –> 2010-2019 4.6150725 2.4966766 21055.85780 3.778608e+01 7 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2445 2.0929814 10564.312368 3.218095e+01 9.3559664 2000-2009 –> 2010-2019 4.6433097 2.5503283 21091.74942 6.120701e+01 3 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2445 2.0911881 10560.120822 6.827180e+02 9.0148908 2000-2009 –> 2010-2019 4.6584814 2.5672933 21117.15444 1.115034e+03 2 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2445 2.1082755 10597.915276 3.200558e+01 9.1080725 2000-2009 –> 2010-2019 4.6863009 2.5780254 21171.57087 6.049758e+01 6 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2445 2.2258838 10865.362628 6.724807e+02 10.5219647 2000-2009 –> 2010-2019 4.7956215 2.5697378 21426.64466 1.294863e+03 10 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2445 2.2522681 10922.985093 1.071602e+03 10.5282563 2000-2009 –> 2010-2019 4.8370502 2.5847821 21510.32507 1.816742e+03 11 27
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2445 2.3393694 11108.529575 7.639065e+02 11.4438471 2000-2009 –> 2010-2019 4.8621236 2.5227542 21587.43908 1.488686e+03 17 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 943 0.9505889 2594.547618 9.479583e+04 4.0066623 1982-1999 –> 2000-2009 1.6724408 0.7218519 4713.67189 3.159712e+05 1 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 943 1.1108068 2888.311457 1.685344e+03 5.4067728 1982-1999 –> 2000-2009 1.7690986 0.6582918 4829.91288 3.949554e+03 2 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 943 1.2008724 3035.347091 3.919915e+03 6.6927010 1982-1999 –> 2000-2009 1.8069102 0.6060378 4817.65706 9.206401e+03 12 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 943 1.1248948 2912.080473 3.240049e+01 5.4321788 1982-1999 –> 2000-2009 1.8070002 0.6821054 4922.12417 6.310967e+01 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 943 1.2270444 3076.009445 1.807886e+03 6.8197469 1982-1999 –> 2000-2009 1.8530080 0.6259636 4920.62529 4.405638e+03 13 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 943 1.1722742 2989.889508 2.920228e+01 5.6523079 1982-1999 –> 2000-2009 1.8929717 0.7206975 5105.93118 5.591162e+01 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 943 1.1727790 2990.701513 2.814308e+01 5.6610359 1982-1999 –> 2000-2009 1.8943764 0.7215974 5109.14657 5.399715e+01 10 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 943 1.1767772 2997.120258 2.891392e+01 5.6967216 1982-1999 –> 2000-2009 1.8977700 0.7209928 5113.95094 5.289210e+01 11 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 943 1.2683518 3138.454705 2.081284e+03 7.1217548 1982-1999 –> 2000-2009 1.9172956 0.6489438 5052.51037 5.094889e+03 15 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 943 1.1308599 2922.055262 5.219414e+03 5.2848712 1982-1999 –> 2000-2009 1.9439582 0.8130982 5270.43497 1.432495e+04 4 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 949 1.2134912 3074.411203 1.606200e+03 5.3458160 2000-2009 –> 2010-2019 2.3242981 1.1108068 5962.72266 3.291544e+03 4 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 949 1.1285278 2936.639978 2.214553e+03 4.8014315 2000-2009 –> 2010-2019 2.3294001 1.2008724 5971.98707 6.134468e+03 1 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 949 1.2286944 3098.042522 8.035807e+03 4.9562206 2000-2009 –> 2010-2019 2.3595544 1.1308599 6020.09778 1.325522e+04 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 949 1.4216877 3374.946579 4.792222e+04 8.1359293 2000-2009 –> 2010-2019 2.3722766 0.9505889 5969.49420 1.427181e+05 15 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 949 1.2572889 3141.707054 3.375949e+01 5.3430480 2000-2009 –> 2010-2019 2.3821836 1.1248948 6053.78753 6.615998e+01 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 949 1.1654208 2997.695327 1.355177e+03 4.9226766 2000-2009 –> 2010-2019 2.3924652 1.2270444 6073.70477 3.163063e+03 2 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 949 1.1939155 3043.543488 1.560947e+03 4.9754674 2000-2009 –> 2010-2019 2.4622673 1.2683518 6181.99819 3.642231e+03 3 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 949 1.3353100 3253.977583 1.521187e+01 4.7733283 2000-2009 –> 2010-2019 2.4695161 1.1342061 6179.60523 4.579189e+01 10 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 949 1.3146656 3226.404572 3.844461e+01 5.4986088 2000-2009 –> 2010-2019 2.4869398 1.1722742 6216.29408 6.764689e+01 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 949 1.3208536 3235.317303 3.847057e+01 5.5135714 2000-2009 –> 2010-2019 2.4936326 1.1727790 6226.01882 6.661365e+01 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 836 0.8651218 2144.217577 1.152743e+05 7.9471856 1982-1999 –> 2000-2009 1.7859937 0.9208719 4903.39716 2.514729e+05 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 836 0.9149792 2237.901342 6.114850e+03 10.3082182 1982-1999 –> 2000-2009 1.8187176 0.9037385 4958.50496 1.059078e+04 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 836 0.9455565 2292.864005 2.752164e+03 10.6986475 1982-1999 –> 2000-2009 1.8715518 0.9259952 5063.43952 4.822707e+03 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 836 0.9729963 2340.694221 2.831406e+03 10.9020013 1982-1999 –> 2000-2009 1.9208367 0.9478404 5159.16298 5.186487e+03 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 836 1.0499028 2467.887544 3.227966e+03 11.8633623 1982-1999 –> 2000-2009 2.0416164 0.9917137 5379.29625 5.679851e+03 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 836 1.1188958 2574.301628 1.494195e+03 12.0400737 1982-1999 –> 2000-2009 2.1624689 1.0435731 5590.40546 3.375878e+03 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 836 1.1444639 2612.078713 4.580663e+01 12.2962059 1982-1999 –> 2000-2009 2.2214064 1.0769426 5692.83339 7.483714e+01 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 836 1.1819417 2665.954331 9.071599e+04 7.0484875 1982-1999 –> 2000-2009 2.2267576 1.0448160 5684.50299 2.094406e+05 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 836 1.1889522 2675.842271 1.199365e+05 7.7193161 1982-1999 –> 2000-2009 2.2314409 1.0424887 5689.81073 2.644889e+05 11 17
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 836 1.1954694 2682.982349 8.890492e+04 7.6077967 1982-1999 –> 2000-2009 2.2409866 1.0455171 5700.90896 1.976687e+05 14 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 941 1.5550503 3515.360193 6.033195e+04 9.1470242 2000-2009 –> 2010-2019 2.4201721 0.8651218 5659.57777 1.756063e+05 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 941 1.6597049 3637.938467 1.276733e+03 9.9823244 2000-2009 –> 2010-2019 2.7786008 1.1188958 6212.24009 2.770928e+03 2 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 941 1.7396021 3726.423680 3.113876e+01 10.0969727 2000-2009 –> 2010-2019 2.8840660 1.1444639 6338.50239 7.694539e+01 3 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 941 1.9787747 3968.865535 1.805821e+03 16.1519445 2000-2009 –> 2010-2019 2.8937538 0.9149792 6206.76688 7.920671e+03 13 15
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 941 1.7962850 3786.768593 7.749220e+04 9.6316612 2000-2009 –> 2010-2019 2.9782267 1.1819417 6452.72292 1.682082e+05 4 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 941 1.7969381 3787.452717 4.876308e+01 10.0977272 2000-2009 –> 2010-2019 2.9865419 1.1896038 6464.21110 1.144239e+02 5 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 941 1.8046688 3795.532038 3.463933e+01 10.1543304 2000-2009 –> 2010-2019 3.0018193 1.1971504 6482.86381 7.993548e+01 6 21
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 941 1.8161834 3807.501869 7.129906e+04 8.8789568 2000-2009 –> 2010-2019 3.0051356 1.1889522 6483.34414 1.912356e+05 8 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 941 1.8100710 3801.157217 4.595504e+01 10.1705079 2000-2009 –> 2010-2019 3.0245175 1.2144466 6512.47281 9.793681e+01 7 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 941 2.0815787 4064.186586 6.216019e+02 17.5322112 2000-2009 –> 2010-2019 3.0271353 0.9455565 6357.05059 3.373766e+03 17 20
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 995 1.8564843 4068.869896 1.860129e+03 15.4184543 1982-1999 –> 2000-2009 3.3794431 1.5229588 8788.55019 3.724447e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 995 2.0307903 4247.453480 2.375427e+03 15.8306654 1982-1999 –> 2000-2009 3.6569656 1.6261753 9134.87672 4.827429e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 995 2.0564931 4272.481971 1.877763e+03 15.6866947 1982-1999 –> 2000-2009 3.7084393 1.6519462 9200.12533 3.725721e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 995 2.1335555 4345.689433 1.735403e+03 15.5189572 1982-1999 –> 2000-2009 3.8596003 1.7260448 9385.57383 3.492403e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 995 2.5489717 4699.710857 2.176727e+03 11.4984169 1982-1999 –> 2000-2009 4.8255993 2.2766275 10447.80995 4.360396e+03 5 15
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 995 2.7050518 4817.978610 1.222387e+05 18.5390472 1982-1999 –> 2000-2009 4.9404853 2.2354335 10519.36854 2.225082e+05 7 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 995 2.8023488 4888.298948 1.372468e+03 18.2726781 1982-1999 –> 2000-2009 4.9450405 2.1426917 10481.30042 2.354624e+03 11 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 995 2.6477576 4775.376741 2.562814e+03 9.4725070 1982-1999 –> 2000-2009 5.0596858 2.4119282 10671.15255 5.123360e+03 6 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 995 2.8747252 4937.042306 1.283274e+03 19.1756649 1982-1999 –> 2000-2009 5.1155386 2.2408134 10642.58100 2.259050e+03 12 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 995 2.9651998 5000.707070 1.343206e+03 18.9729074 1982-1999 –> 2000-2009 5.2041151 2.2389153 10706.07815 2.486076e+03 13 20
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1159 2.4283795 5359.685133 2.868863e+03 10.1657196 2000-2009 –> 2010-2019 4.2848638 1.8564843 9428.55503 4.728992e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1159 2.4383406 5369.174023 3.221278e+03 10.2715256 2000-2009 –> 2010-2019 4.4691309 2.0307903 9616.62750 5.596705e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1159 2.4431995 5373.788483 2.552432e+03 10.2445534 2000-2009 –> 2010-2019 4.4996926 2.0564931 9646.27045 4.430196e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1159 2.4687603 5397.913511 2.347689e+03 10.1800328 2000-2009 –> 2010-2019 4.6023158 2.1335555 9743.60294 4.083092e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1159 2.7421718 5641.382592 2.898734e+03 9.9061783 2000-2009 –> 2010-2019 5.2911436 2.5489717 10341.09345 5.075462e+03 7 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1159 2.7746533 5668.678298 3.317031e+03 10.5530196 2000-2009 –> 2010-2019 5.4224109 2.6477576 10444.05504 5.879846e+03 8 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1159 2.6988957 5604.508905 2.286258e+03 10.5210115 2000-2009 –> 2010-2019 5.4524757 2.7535800 10457.87133 4.326182e+03 5 13
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1159 2.7132164 5614.775963 1.970994e+03 10.6009794 2000-2009 –> 2010-2019 5.5070650 2.7938486 10495.02957 3.533699e+03 6 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1159 2.7851801 5675.456020 1.994229e+03 10.9222188 2000-2009 –> 2010-2019 5.5663214 2.7811413 10546.63784 3.705385e+03 9 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1159 2.8287698 5713.453071 1.316716e+03 11.8030835 2000-2009 –> 2010-2019 5.6311186 2.8023488 10601.75202 2.689184e+03 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 565 0.9041957 1503.598893 4.490190e+05 9.9780290 1982-1999 –> 2000-2009 1.5342295 0.6300337 2905.18597 7.921144e+05 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 565 0.9596324 1570.838916 6.880447e+05 11.2298811 1982-1999 –> 2000-2009 1.5986805 0.6390481 2993.02521 1.230491e+06 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 565 0.9530368 1563.045607 1.077916e+04 8.4238686 1982-1999 –> 2000-2009 1.6865569 0.7335201 3185.15099 2.328022e+04 2 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 565 1.0302574 1651.084320 4.375936e+05 11.3456194 1982-1999 –> 2000-2009 1.7081982 0.6779408 3158.93705 1.028936e+06 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 565 0.9667475 1579.186225 1.162542e+04 8.2426612 1982-1999 –> 2000-2009 1.7192799 0.7525325 3238.39598 2.232717e+04 4 26
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 565 0.9727422 1586.171613 1.358003e+04 8.1484037 1982-1999 –> 2000-2009 1.7354398 0.7626977 3264.83680 2.577365e+04 5 29
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 565 1.0495706 1670.071178 3.750016e+05 11.3060108 1982-1999 –> 2000-2009 1.7462070 0.6966364 3215.36911 6.700970e+05 8 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 1.0696196 1693.453007 2.907504e+03 10.3483683 1982-1999 –> 2000-2009 1.7837730 0.7141534 3276.76044 1.039134e+04 9 15
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 565 1.0089752 1627.497311 1.348628e+04 8.0254745 1982-1999 –> 2000-2009 1.8094728 0.8004976 3376.30159 2.578474e+04 6 38
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 565 1.0988011 1723.868825 6.875441e+03 11.0329995 1982-1999 –> 2000-2009 1.8124660 0.7136649 3306.18412 2.590362e+04 11 16
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 709 1.0823156 2138.222627 6.390735e+05 6.1089412 2000-2009 –> 2010-2019 1.9865113 0.9041957 3641.82152 1.088093e+06 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 709 1.0632146 2112.973983 7.979297e+05 6.1715212 2000-2009 –> 2010-2019 2.0228470 0.9596324 3683.81290 1.485974e+06 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 709 1.2024266 2287.451398 3.862363e+05 6.8358347 2000-2009 –> 2010-2019 2.2326840 1.0302574 3938.53572 8.238298e+05 3 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 709 1.2089146 2293.081900 3.716956e+05 7.0646333 2000-2009 –> 2010-2019 2.2584851 1.0495706 3963.15308 7.466972e+05 4 12
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 709 1.3459604 2447.353664 1.167227e+04 7.2268997 2000-2009 –> 2010-2019 2.2989972 0.9530368 4010.39927 2.245143e+04 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 709 1.3751209 2477.746909 1.285259e+04 7.2525742 2000-2009 –> 2010-2019 2.3418684 0.9667475 4056.93313 2.447801e+04 12 16
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 709 1.3840146 2486.888411 1.579390e+04 7.2353901 2000-2009 –> 2010-2019 2.3567568 0.9727422 4073.06002 2.937393e+04 13 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 709 1.4142077 2517.490280 1.315744e+04 7.1695910 2000-2009 –> 2010-2019 2.4231829 1.0089752 4144.98759 2.664372e+04 22 28
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 709 1.3665441 2468.874983 3.362709e+03 7.2076672 2000-2009 –> 2010-2019 2.4361637 1.0696196 4162.32799 6.270213e+03 8 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 709 1.3604520 2462.539361 6.506824e+03 7.2737180 2000-2009 –> 2010-2019 2.4592532 1.0988011 4186.40819 1.338227e+04 6 17
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 908 1.2036210 2927.359882 5.987787e+05 12.8240665 1982-1999 –> 2000-2009 1.7089992 0.5053782 4187.50153 9.154614e+05 7 8
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 908 1.1067176 2774.932137 7.589195e+03 9.0447692 1982-1999 –> 2000-2009 1.7262965 0.6195789 4379.79001 1.319103e+04 1 5
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 908 1.1097470 2779.896202 7.642666e+03 8.9216934 1982-1999 –> 2000-2009 1.7463943 0.6366473 4430.73554 1.198529e+04 2 10
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 908 1.1101453 2780.547793 8.555871e+03 8.9121384 1982-1999 –> 2000-2009 1.7553281 0.6451829 4453.92109 1.414802e+04 3 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 908 1.1263375 2806.844064 7.358052e+03 8.4411038 1982-1999 –> 2000-2009 1.7963633 0.6700259 4544.14533 1.183241e+04 4 24
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 908 1.3558501 3143.634772 8.665458e+05 12.7091836 1982-1999 –> 2000-2009 1.8730694 0.5172193 4442.96294 1.422775e+06 17 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 908 1.2080347 2934.006965 8.902289e+03 8.7563730 1982-1999 –> 2000-2009 1.8735137 0.6654790 4659.78699 1.576750e+04 8 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 908 1.2881407 3050.603389 2.306985e+03 8.5301866 1982-1999 –> 2000-2009 1.9011658 0.6130250 4637.46797 6.400494e+03 11 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 908 1.2931994 3057.721025 7.331240e+01 8.4302400 1982-1999 –> 2000-2009 1.9156353 0.6224359 4670.36306 1.425699e+02 12 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 908 1.2958815 3061.483572 9.695313e+01 8.4132194 1982-1999 –> 2000-2009 1.9270548 0.6311733 4697.71178 3.142773e+02 13 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 935 0.8367170 2334.051331 7.075857e+05 3.9023945 2000-2009 –> 2010-2019 2.0403380 1.2036210 5261.41121 1.306364e+06 1 8
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 935 1.0702994 2794.459956 8.505600e+03 4.9598195 2000-2009 –> 2010-2019 2.1770171 1.1067176 5569.39209 1.609480e+04 5 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 935 1.0941208 2835.623656 8.557442e+03 4.9066811 2000-2009 –> 2010-2019 2.2038678 1.1097470 5615.51986 1.620011e+04 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 935 1.0996996 2845.134285 1.107808e+04 4.8277561 2000-2009 –> 2010-2019 2.2098448 1.1101453 5625.68208 1.963395e+04 7 10
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 935 0.8646157 2395.385782 9.177691e+05 4.4165643 2000-2009 –> 2010-2019 2.2204657 1.3558501 5539.02055 1.784315e+06 2 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 935 1.1286149 2893.668538 8.250524e+03 5.0116212 2000-2009 –> 2010-2019 2.2549524 1.1263375 5700.51260 1.560858e+04 14 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 935 1.1493847 2927.769060 6.764846e+03 3.1696545 2000-2009 –> 2010-2019 2.2949818 1.1455971 5765.40304 1.515567e+04 26 31
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 935 1.1505673 2927.692132 6.727874e+03 3.1816529 2000-2009 –> 2010-2019 2.2972426 1.1466753 5765.03447 1.288791e+04 29 35
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 935 0.9649802 2600.753814 6.396257e+05 4.6024595 2000-2009 –> 2010-2019 2.3587381 1.3937579 5794.46479 1.469158e+06 3 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 935 1.1033410 2851.316199 2.492880e+03 5.3405839 2000-2009 –> 2010-2019 2.3914818 1.2881407 5901.91959 4.799865e+03 8 19
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1598 0.7410099 3590.954221 5.421541e+05 14.1622973 1982-1999 –> 2000-2009 1.3094493 0.5684394 6156.93943 9.659242e+05 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1598 0.8241320 3930.742454 7.189873e+05 22.0243055 1982-1999 –> 2000-2009 1.6078329 0.7837010 7456.27226 1.438962e+06 2 29
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1598 0.8299492 3953.222509 5.158201e+05 13.4004578 1982-1999 –> 2000-2009 1.6328807 0.8029315 7551.18698 9.006896e+05 3 33
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1598 1.0000672 4549.142268 4.522302e+03 11.3734931 1982-1999 –> 2000-2009 1.6471742 0.6471070 7502.42275 1.288390e+04 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1598 1.0145632 4595.135952 1.216797e+03 11.2048624 1982-1999 –> 2000-2009 1.6618833 0.6473201 7549.40005 2.227270e+03 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1598 1.0170476 4602.952383 1.224226e+03 10.9937643 1982-1999 –> 2000-2009 1.6626483 0.6456007 7549.26956 2.229477e+03 12 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1598 1.0204592 4613.655376 1.419237e+02 10.5439663 1982-1999 –> 2000-2009 1.6729567 0.6524975 7591.72296 2.093974e+02 14 23
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1598 1.0207059 4612.427873 6.261354e+01 10.3934017 1982-1999 –> 2000-2009 1.6748479 0.6541420 7596.01682 1.089738e+02 15 26
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1598 1.0219820 4618.421102 1.215087e+03 11.2930549 1982-1999 –> 2000-2009 1.6753683 0.6533862 7600.55588 2.225269e+03 17 27
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1598 0.9948721 4532.496509 2.364270e+03 11.7853333 1982-1999 –> 2000-2009 1.6885761 0.6937040 7693.54369 3.904019e+03 4 20
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1799 0.5590174 3026.834931 6.915792e+05 3.5666234 2000-2009 –> 2010-2019 1.3000272 0.7410099 6617.78915 1.233733e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1799 0.6180280 3387.905622 8.894290e+05 2.7434494 2000-2009 –> 2010-2019 1.4421599 0.8241320 7318.64808 1.608416e+06 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1799 0.7989017 4311.527439 8.064203e+05 3.2000413 2000-2009 –> 2010-2019 1.6288509 0.8299492 8264.74995 1.322240e+06 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1799 0.8356059 4473.146562 3.352403e+03 5.0080576 2000-2009 –> 2010-2019 1.8304780 0.9948721 9005.64307 5.716673e+03 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1799 0.8412541 4497.384982 4.348434e+03 5.0120045 2000-2009 –> 2010-2019 1.8413213 1.0000672 9046.52725 8.870736e+03 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1799 0.8421752 4499.322320 1.163411e+03 5.0205298 2000-2009 –> 2010-2019 1.8442221 1.0020469 9052.78520 2.079267e+03 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1799 0.8536781 4550.133405 1.810734e+03 4.9663029 2000-2009 –> 2010-2019 1.8673856 1.0137075 9142.57256 3.409328e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1799 0.8535794 4549.717377 2.516142e+02 4.9644937 2000-2009 –> 2010-2019 1.8740387 1.0204592 9163.37275 3.935379e+02 8 22
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1799 0.8528647 4546.703651 1.244856e+03 4.9278645 2000-2009 –> 2010-2019 1.8754000 1.0225353 9166.85441 2.389042e+03 7 25
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1799 0.8620040 4585.054546 1.281209e+03 4.9749893 2000-2009 –> 2010-2019 1.8765672 1.0145632 9180.19050 2.498006e+03 12 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2503 0.7078047 5387.197168 1.192757e+03 3.8952298 1982-1999 –> 2000-2009 1.1769241 0.4691195 8630.63190 2.443635e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2503 0.7188280 5464.559417 1.819759e+02 3.7938297 1982-1999 –> 2000-2009 1.2261529 0.5073249 9089.91294 6.023996e+02 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2503 0.7456953 5648.254909 6.350195e+02 3.7066617 1982-1999 –> 2000-2009 1.2517208 0.5060254 9261.09802 9.179676e+02 11 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2503 0.7426981 5628.093397 1.216217e+03 3.7381585 1982-1999 –> 2000-2009 1.2519256 0.5092275 9271.70654 2.652699e+03 6 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2503 0.7424889 5626.682955 5.839595e+02 3.7234726 1982-1999 –> 2000-2009 1.2521063 0.5096174 9274.02968 8.664648e+02 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2503 0.7427126 5628.191003 5.952209e+02 3.7143011 1982-1999 –> 2000-2009 1.2533461 0.5106335 9285.25363 8.742819e+02 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2503 0.7433965 5630.798439 3.334387e+02 3.8567442 1982-1999 –> 2000-2009 1.2539903 0.5105938 9285.48189 5.723451e+02 9 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2503 0.7265701 5518.188502 5.003488e+01 3.7520993 1982-1999 –> 2000-2009 1.2610625 0.5344923 9398.00673 9.867434e+01 3 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2503 0.7427187 5626.231880 1.029091e+02 3.7225076 1982-1999 –> 2000-2009 1.2612431 0.5185245 9356.09953 2.666591e+02 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2503 0.7280124 5526.115632 3.186158e+01 3.7500934 1982-1999 –> 2000-2009 1.2626263 0.5346139 9405.04325 8.002985e+01 4 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4184 0.5268904 6525.775488 9.519073e+02 2.7635469 2000-2009 –> 2010-2019 1.2346951 0.7078047 11912.97266 2.144664e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4184 0.5658093 7122.116242 6.215107e+02 3.8433141 2000-2009 –> 2010-2019 1.2846372 0.7188280 12586.67566 8.034866e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4184 0.6055580 7690.247086 2.524573e+02 3.7505322 2000-2009 –> 2010-2019 1.3321281 0.7265701 13208.43559 3.024922e+02 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4184 0.6072181 7711.156949 2.254169e+02 3.5915793 2000-2009 –> 2010-2019 1.3352305 0.7280124 13237.27258 2.572785e+02 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4184 0.6210308 7901.375522 8.598892e+02 3.7592164 2000-2009 –> 2010-2019 1.3637434 0.7427126 13529.56652 1.455110e+03 11 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4184 0.6210576 7901.736290 9.016621e+02 3.7727480 2000-2009 –> 2010-2019 1.3637557 0.7426981 13529.82969 2.117879e+03 12 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4184 0.6210622 7899.797458 6.081688e+02 3.7812284 2000-2009 –> 2010-2019 1.3637808 0.7427187 13526.02934 7.110779e+02 13 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4184 0.6214339 7906.805352 8.850996e+02 3.7601977 2000-2009 –> 2010-2019 1.3639228 0.7424889 13533.48831 1.469059e+03 14 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4184 0.6236731 7936.903077 9.091650e+02 3.7401585 2000-2009 –> 2010-2019 1.3693685 0.7456953 13585.15799 1.544184e+03 15 26
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4184 0.6260611 7966.882435 8.476975e+02 3.5083580 2000-2009 –> 2010-2019 1.3694576 0.7433965 13597.68087 1.181136e+03 16 25
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1870 5.5723358 11745.455701 1.066579e+02 27.9741821 1982-1999 –> 2000-2009 10.7930679 5.2207321 18559.92534 2.045209e+02 1 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1870 5.8719382 11941.321155 2.148663e+01 32.0912255 1982-1999 –> 2000-2009 10.7938984 4.9219602 18625.31805 5.226527e+01 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1870 5.6773350 11815.272547 1.065153e+02 22.8831084 1982-1999 –> 2000-2009 10.8455704 5.1682354 18607.36680 2.144276e+02 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1870 5.9112576 11966.281277 2.939928e+03 25.2616093 1982-1999 –> 2000-2009 10.9471159 5.0358583 18700.92812 4.504154e+03 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1870 6.0078479 12026.899164 1.487838e+01 22.9150820 1982-1999 –> 2000-2009 10.9871046 4.9792567 18736.52039 4.030849e+01 7 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1870 5.9779183 12008.220906 1.600062e+01 35.1896101 1982-1999 –> 2000-2009 11.0594274 5.0815090 18762.84753 2.903126e+01 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1870 6.0414750 12047.774327 1.706649e+01 33.1165944 1982-1999 –> 2000-2009 11.1846578 5.1431828 18829.11028 3.277664e+01 8 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1870 5.9369868 11980.524616 1.065079e+02 24.3591049 1982-1999 –> 2000-2009 11.2229843 5.2859975 18820.50034 2.043145e+02 5 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1870 6.1502900 12114.537248 6.143581e+00 23.4211186 1982-1999 –> 2000-2009 11.3358115 5.1855215 18914.02425 1.304747e+01 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1870 6.1766158 12130.511836 8.012942e+00 23.4218468 1982-1999 –> 2000-2009 11.4008529 5.2242371 18946.46738 1.799191e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2886 4.1302229 16390.721920 1.963406e+02 15.7392806 2000-2009 –> 2010-2019 9.7025587 5.5723358 28136.17762 3.029985e+02 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2886 4.2974429 16619.805608 5.656624e+01 17.5543020 2000-2009 –> 2010-2019 10.1693811 5.8719382 28561.12676 7.805287e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2886 4.2991757 16622.132523 5.392873e+01 17.2990517 2000-2009 –> 2010-2019 10.2770940 5.9779183 28630.35343 6.992935e+01 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2886 3.9649307 16154.976195 3.083568e+01 17.2402482 2000-2009 –> 2010-2019 10.4675221 6.5025913 28477.83717 4.160738e+01 1 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2886 4.4339077 16800.244808 5.755192e+01 18.6649548 2000-2009 –> 2010-2019 10.4753827 6.0414750 28848.01913 7.461841e+01 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2886 5.1162063 17626.402210 1.972269e+02 23.0261491 2000-2009 –> 2010-2019 10.7935413 5.6773350 29441.67476 3.037422e+02 12 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2886 5.3090882 17840.006038 5.135879e+03 24.4320335 2000-2009 –> 2010-2019 11.2203458 5.9112576 29806.28732 8.075806e+03 13 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2886 4.2991951 16620.158632 2.614514e+01 17.2633536 2000-2009 –> 2010-2019 11.2916590 6.9924639 29212.66410 3.643728e+01 5 24
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2886 5.4725451 18013.034340 1.952575e+02 23.3019252 2000-2009 –> 2010-2019 11.4095319 5.9369868 29993.55896 3.017654e+02 15 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2886 5.4794782 18022.342174 3.101145e+01 30.5719314 2000-2009 –> 2010-2019 11.4873260 6.0078479 30049.24134 4.588983e+01 16 23
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2140 4.3118926 12341.750126 5.260968e+01 15.9832553 1982-1999 –> 2000-2009 7.7358537 3.4239611 20437.44688 9.844578e+01 3 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2140 4.3337619 12363.402871 5.108884e+02 14.6466597 1982-1999 –> 2000-2009 7.7925132 3.4587512 20489.93362 1.353830e+03 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2140 4.4676017 12493.582365 3.030664e+01 16.7086034 1982-1999 –> 2000-2009 7.9870443 3.5194425 20673.16785 5.026570e+01 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2140 4.1648510 12193.249497 5.167450e+02 15.3956493 1982-1999 –> 2000-2009 8.0042505 3.8393995 20638.22573 1.327604e+03 1 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2140 4.5070941 12531.250121 3.289206e+01 16.8344788 1982-1999 –> 2000-2009 8.0461941 3.5391000 20727.82363 5.420044e+01 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2140 4.1715467 12200.124791 5.336963e+01 17.9633425 1982-1999 –> 2000-2009 8.0675851 3.8960384 20689.76602 9.869253e+01 2 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2140 4.3195906 12349.384446 5.347639e+01 13.5717701 1982-1999 –> 2000-2009 8.1850964 3.8655058 20815.02921 1.068770e+02 4 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2140 4.3221480 12351.917578 1.899827e+01 13.3774609 1982-1999 –> 2000-2009 8.2039083 3.8817604 20830.36079 3.040564e+01 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2140 4.3381491 12367.733396 2.639402e+01 13.4826494 1982-1999 –> 2000-2009 8.2309728 3.8928238 20854.85705 4.187282e+01 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2140 4.3435829 12373.091000 3.014466e+01 18.1460689 1982-1999 –> 2000-2009 8.3218557 3.9782729 20926.43924 4.911083e+01 8 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1913 2.5851110 9076.672907 4.497530e+02 12.9033093 2000-2009 –> 2010-2019 6.7499620 4.1648510 21269.92240 9.664980e+02 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1913 2.7786148 9352.849261 4.208162e+01 15.4771250 2000-2009 –> 2010-2019 6.9501616 4.1715467 21552.97405 9.545125e+01 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1913 2.8600245 9463.335082 1.290228e+01 16.2427072 2000-2009 –> 2010-2019 7.2036073 4.3435829 21836.42608 4.304694e+01 3 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1913 2.8850273 9496.637289 1.310860e+01 16.4496799 2000-2009 –> 2010-2019 7.2608638 4.3758365 21901.39235 4.510384e+01 4 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1913 3.2697275 9975.546489 3.988920e+01 18.3773372 2000-2009 –> 2010-2019 7.5893182 4.3195906 22324.93094 9.336558e+01 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1913 3.2948075 10004.781354 1.543469e+01 18.3284170 2000-2009 –> 2010-2019 7.6169555 4.3221480 22356.69893 3.443296e+01 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1913 3.3096092 10021.930883 1.548855e+01 18.2931662 2000-2009 –> 2010-2019 7.6477583 4.3381491 22389.66428 4.188257e+01 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1913 3.2490762 9951.305131 2.364713e+02 18.6491290 2000-2009 –> 2010-2019 7.7604415 4.5113653 22486.60937 5.025972e+02 5 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1913 3.5870593 10329.933869 4.442467e+02 19.2021860 2000-2009 –> 2010-2019 7.9208212 4.3337619 22693.33674 9.551351e+02 14 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1913 3.3667928 10087.472101 1.372953e+04 20.2395786 2000-2009 –> 2010-2019 8.0575103 4.6907175 22789.63516 1.743756e+04 9 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1907 4.3134175 11000.871731 1.797997e+03 19.7327836 1982-1999 –> 2000-2009 7.4081318 3.0947143 17208.05264 3.264642e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1907 4.2262421 10923.000148 1.795107e+03 17.2669617 1982-1999 –> 2000-2009 7.4411332 3.2148911 17222.75895 3.208738e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1907 4.4329880 11105.159243 1.205439e+02 21.2070279 1982-1999 –> 2000-2009 7.6190576 3.1860696 17383.03488 2.058634e+02 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1907 4.3964132 11073.560872 7.816041e+02 22.1807811 1982-1999 –> 2000-2009 7.6526864 3.2562733 17404.39912 1.381822e+03 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1907 4.5113568 11171.996158 5.707823e+01 21.9247837 1982-1999 –> 2000-2009 7.8170664 3.3057096 17539.44909 1.105364e+02 7 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1907 4.4700813 11136.940303 1.206630e+02 23.4566610 1982-1999 –> 2000-2009 7.8243682 3.3542870 17539.84223 2.066401e+02 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1907 4.5194424 11178.825773 6.121298e+01 21.9357588 1982-1999 –> 2000-2009 7.8400210 3.3205786 17557.18426 1.190614e+02 8 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1907 4.4411063 11112.137530 1.144085e+02 17.1466081 1982-1999 –> 2000-2009 7.8841920 3.4430857 17578.53259 1.874929e+02 5 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1907 4.5506168 11205.043797 3.465769e+04 14.6476541 1982-1999 –> 2000-2009 7.9809067 3.4302899 17662.39123 4.768584e+04 11 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1907 4.5398664 11196.022976 2.584663e+01 24.1822569 1982-1999 –> 2000-2009 8.0116413 3.4717749 17682.58191 4.601047e+01 9 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1727 2.6208509 8242.939302 1.093857e+03 13.1790039 2000-2009 –> 2010-2019 6.8470930 4.2262421 19165.93945 2.888964e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1727 2.8272040 8504.715286 8.393458e+01 15.0932636 2000-2009 –> 2010-2019 7.2683103 4.4411063 19616.85282 1.983430e+02 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1727 2.7727809 8437.578242 2.956045e+04 16.9100682 2000-2009 –> 2010-2019 7.3324364 4.5596555 19650.19011 6.447332e+04 2 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1727 2.9833281 8690.372078 4.800574e+02 17.1567458 2000-2009 –> 2010-2019 7.3797412 4.3964132 19763.93295 1.261661e+03 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1727 2.9117390 8606.477928 2.920190e+01 15.9131905 2000-2009 –> 2010-2019 7.4592733 4.5475343 19808.93736 8.499624e+01 4 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1727 2.9217342 8618.314256 3.018100e+01 15.9525946 2000-2009 –> 2010-2019 7.4761900 4.5544558 19826.57431 8.902854e+01 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1727 3.0964406 8818.908463 1.003220e+02 17.8201392 2000-2009 –> 2010-2019 7.5665219 4.4700813 19955.84877 2.209850e+02 9 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1727 3.0422649 8757.941949 2.803545e+01 16.2343561 2000-2009 –> 2010-2019 7.6660717 4.6238068 20023.84033 7.741094e+01 8 23
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1727 2.9861050 8691.585640 4.292609e+02 17.0485110 2000-2009 –> 2010-2019 7.6897791 4.7036741 20020.80091 1.130390e+03 7 26
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1727 3.1641183 8893.587980 1.277411e+01 18.6149966 2000-2009 –> 2010-2019 7.7039847 4.5398664 20089.61096 3.862075e+01 11 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2861 3.7621437 15714.752932 1.516285e+03 16.2549700 1982-1999 –> 2000-2009 6.6261609 2.8640172 24649.65417 2.542747e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2861 3.7117385 15637.571342 1.439638e+02 13.5830674 1982-1999 –> 2000-2009 6.6551111 2.9433727 24671.13693 2.416088e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2861 3.9128245 15939.459133 8.355133e+02 14.4028520 1982-1999 –> 2000-2009 6.8819828 2.9691582 25004.51258 1.398116e+03 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2861 3.8026290 15775.999679 7.348624e+01 14.7400015 1982-1999 –> 2000-2009 6.9137102 3.1110813 25009.61073 1.337601e+02 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2861 3.8057482 15780.691478 8.292365e+01 14.7076553 1982-1999 –> 2000-2009 6.9304968 3.1247485 25030.12684 1.503771e+02 4 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2861 3.9147755 15942.311507 1.152511e+04 14.9696270 1982-1999 –> 2000-2009 6.9332076 3.0184321 25066.78210 2.024790e+04 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2861 3.9172204 15943.883876 7.776590e+02 14.4947878 1982-1999 –> 2000-2009 6.9448118 3.0275914 25077.29226 1.322087e+03 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2861 3.8161980 15796.381381 5.155842e+01 13.9784932 1982-1999 –> 2000-2009 7.0264397 3.2102416 25143.25930 1.030676e+02 5 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2861 3.8189064 15798.440789 4.944574e+01 14.1423806 1982-1999 –> 2000-2009 7.0308304 3.2119240 25145.21013 9.911435e+01 6 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2861 3.9444009 15985.450216 1.441251e+02 16.7734682 1982-1999 –> 2000-2009 7.0377716 3.0933706 25198.45166 2.429530e+02 10 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2096 2.8602893 10362.718921 2.095652e+03 15.2251225 2000-2009 –> 2010-2019 6.6224330 3.7621437 26077.47185 3.611937e+03 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2096 2.9407868 10484.005001 2.299185e+02 18.7299973 2000-2009 –> 2010-2019 6.6525253 3.7117385 26121.57634 3.738824e+02 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2096 3.0256984 10598.277219 4.651593e+01 17.4216289 2000-2009 –> 2010-2019 6.8418965 3.8161980 26394.65860 9.807435e+01 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2096 3.1334151 10744.849926 1.075698e+02 19.9197774 2000-2009 –> 2010-2019 6.9360441 3.8026290 26520.84961 1.810560e+02 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2096 3.1465455 10762.371227 1.223570e+02 19.8948787 2000-2009 –> 2010-2019 6.9522938 3.8057482 26543.06271 2.052806e+02 5 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2096 3.2286989 10868.364442 3.980053e+01 18.4921685 2000-2009 –> 2010-2019 7.0476052 3.8189064 26666.80523 8.924626e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2096 3.2144138 10851.785092 7.469643e+02 17.5305634 2000-2009 –> 2010-2019 7.1272384 3.9128245 26791.24423 1.582478e+03 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2096 3.2907026 10955.286074 1.505958e+02 19.2063486 2000-2009 –> 2010-2019 7.2351035 3.9444009 26940.73629 2.947209e+02 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2096 3.4328425 11127.250821 1.059519e+04 16.6496475 2000-2009 –> 2010-2019 7.3476180 3.9147755 27069.56233 2.212030e+04 17 25
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2096 3.2100936 10846.149866 1.762410e+03 11.3587572 2000-2009 –> 2010-2019 7.4021366 4.1920430 27180.01905 3.255428e+03 6 24
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3710 3.0493469 18815.285407 7.686847e+02 9.6613802 1982-1999 –> 2000-2009 5.4937635 2.4444166 28750.96155 1.457953e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3710 3.1455747 19045.818758 2.184605e+03 9.8881879 1982-1999 –> 2000-2009 5.5815741 2.4359994 28966.69702 3.827712e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3710 3.1795160 19125.452987 1.283906e+02 10.3415987 1982-1999 –> 2000-2009 5.6274001 2.4478841 29067.21032 2.519662e+02 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3710 3.2378490 19260.350422 1.309834e+02 10.4943300 1982-1999 –> 2000-2009 5.6438987 2.4060497 29128.15780 2.568365e+02 6 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3710 3.2246429 19230.024805 4.318286e+04 10.4742323 1982-1999 –> 2000-2009 5.6766463 2.4520033 29178.99521 6.721432e+04 4 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3710 3.2264502 19232.182168 7.216290e+02 10.1381957 1982-1999 –> 2000-2009 5.7083438 2.4818936 29231.13210 1.311383e+03 5 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3710 3.2930111 19383.697618 1.235185e+02 10.3992334 1982-1999 –> 2000-2009 5.7554645 2.4624534 29348.91243 2.463550e+02 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3710 3.3461856 19504.556245 6.350986e+01 11.4221962 1982-1999 –> 2000-2009 5.8304734 2.4842878 29509.64256 1.269188e+02 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3710 3.3103902 19424.754097 2.372477e+01 10.9031059 1982-1999 –> 2000-2009 5.8374016 2.5270114 29502.99066 5.756003e+01 8 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3710 3.3545843 19523.156524 7.056605e+01 11.4541169 1982-1999 –> 2000-2009 5.8553349 2.5007506 29556.57794 1.404179e+02 13 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3146 2.2647914 14085.562146 2.614845e+03 9.9808653 2000-2009 –> 2010-2019 5.4103661 3.1455747 33131.38090 4.799450e+03 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3146 2.4335351 14537.719774 7.311940e+02 9.5273069 2000-2009 –> 2010-2019 5.4828819 3.0493469 33353.00518 1.499879e+03 5 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3146 2.2941153 14166.506224 2.458036e+02 11.2555665 2000-2009 –> 2010-2019 5.5319643 3.2378490 33426.85665 3.767870e+02 2 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3146 2.5083676 14728.286868 1.647158e+02 8.8762052 2000-2009 –> 2010-2019 5.6878836 3.1795160 33853.73986 2.931064e+02 10 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3146 2.4938762 14691.831181 3.799879e+04 10.4156218 2000-2009 –> 2010-2019 5.7185191 3.2246429 33921.85599 8.118165e+04 7 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3146 2.4953597 14693.572871 7.107805e+02 10.9676714 2000-2009 –> 2010-2019 5.7218098 3.2264502 33925.75504 1.432409e+03 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3146 2.3871860 14416.726409 7.550663e+01 11.7142066 2000-2009 –> 2010-2019 5.7333716 3.3461856 33921.28265 1.390165e+02 3 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3146 2.3932215 14432.614452 8.633733e+01 11.6918539 2000-2009 –> 2010-2019 5.7478058 3.3545843 33955.77098 1.569034e+02 4 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3146 2.4700796 14631.504659 3.459061e+01 9.7698157 2000-2009 –> 2010-2019 5.7831637 3.3130841 34062.29458 8.064946e+01 6 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3146 2.5270641 14773.011419 1.600540e+02 9.2714288 2000-2009 –> 2010-2019 5.8200752 3.2930111 34156.70904 2.835725e+02 11 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4723 2.7287433 22899.577214 1.903595e+05 9.6595329 1982-1999 –> 2000-2009 4.7058288 1.9770855 34290.22279 2.633592e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4723 2.7707049 23043.728643 1.566110e+05 9.6043714 1982-1999 –> 2000-2009 4.9423566 2.1716517 34942.74297 2.160092e+05 2 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4723 3.0403422 23920.962762 3.141685e+03 10.9240181 1982-1999 –> 2000-2009 5.0961258 2.0557836 35523.01259 6.201027e+03 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4723 3.1176462 24158.135017 4.318052e+03 12.2210141 1982-1999 –> 2000-2009 5.2035572 2.0859109 35838.97997 7.428749e+03 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4723 2.9688129 23696.073359 2.089745e+05 11.0074317 1982-1999 –> 2000-2009 5.2076293 2.2388164 35760.05511 2.941307e+05 3 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4723 3.1472975 24245.549506 1.860785e+03 12.7971055 1982-1999 –> 2000-2009 5.2338284 2.0865309 35926.00389 3.023367e+03 9 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4723 2.9712777 23701.912485 1.565982e+05 10.8876563 1982-1999 –> 2000-2009 5.2339631 2.2626854 35821.33109 2.158674e+05 4 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4723 3.0922603 24080.904496 2.484968e+01 10.2493784 1982-1999 –> 2000-2009 5.3547979 2.2625377 36201.96944 5.888639e+01 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4723 3.1867515 24365.226871 3.224364e+02 11.3039234 1982-1999 –> 2000-2009 5.3647053 2.1779538 36279.93560 6.624158e+02 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4723 3.0694002 24010.813825 8.146585e+01 9.5273998 1982-1999 –> 2000-2009 5.4022359 2.3328357 36297.59492 1.506701e+02 6 23
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4209 2.2434811 18760.610303 1.710022e+05 8.9763246 2000-2009 –> 2010-2019 5.0141860 2.7707049 41804.33895 3.276132e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4209 2.3132142 19018.279111 3.098041e+05 10.1897906 2000-2009 –> 2010-2019 5.0419575 2.7287433 41917.85633 5.001636e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4209 2.4592421 19533.588971 2.100433e+05 10.2789433 2000-2009 –> 2010-2019 5.4280550 2.9688129 43229.66233 4.190178e+05 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4209 2.4621609 19541.573972 1.646367e+05 10.3397724 2000-2009 –> 2010-2019 5.4334386 2.9712777 43243.48646 3.212349e+05 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4209 2.4756514 19589.571380 2.177186e+03 11.4821342 2000-2009 –> 2010-2019 5.5159936 3.0403422 43510.53414 5.318871e+03 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4209 2.5506794 19840.901149 4.731583e+03 13.1367156 2000-2009 –> 2010-2019 5.6683257 3.1176462 43999.03617 9.049635e+03 6 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4209 2.6036984 20014.085646 1.757795e+01 12.2772378 2000-2009 –> 2010-2019 5.6959586 3.0922603 44094.99014 4.242762e+01 9 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4209 2.5507937 19839.278307 1.356248e+03 13.1328836 2000-2009 –> 2010-2019 5.6980913 3.1472975 44084.82781 3.217033e+03 7 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4209 2.5705434 19906.204031 2.517735e+02 12.0284335 2000-2009 –> 2010-2019 5.7572949 3.1867515 44271.43090 5.742100e+02 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4209 2.7886584 20591.793990 7.990411e+01 9.7366112 2000-2009 –> 2010-2019 5.8580586 3.0694002 44602.60782 1.613700e+02 20 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5652 2.9103964 28129.623409 1.350342e+02 9.2295589 1982-1999 –> 2000-2009 4.8731636 1.9627672 40962.95482 2.448572e+02 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5652 2.8663266 27957.146644 2.321649e+05 24.9178880 1982-1999 –> 2000-2009 4.9029830 2.0366564 41016.78536 3.158713e+05 1 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5652 2.9165840 28153.630326 4.847840e+01 9.4572980 1982-1999 –> 2000-2009 4.9471957 2.0306118 41195.06640 1.072971e+02 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5652 2.9110502 28132.162520 4.588029e+01 9.4452271 1982-1999 –> 2000-2009 4.9499242 2.0388739 41198.46542 9.910397e+01 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5652 2.9622712 28329.331037 3.233441e+01 10.6633756 1982-1999 –> 2000-2009 5.0129371 2.0506659 41430.95045 6.086362e+01 5 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5652 3.0338245 28597.132184 3.228361e+01 13.9982016 1982-1999 –> 2000-2009 5.0867953 2.0529708 41703.63097 5.752834e+01 13 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5652 3.0181919 28540.734643 3.454138e+05 19.1407962 1982-1999 –> 2000-2009 5.1344754 2.1162835 41835.24124 4.627864e+05 10 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5652 3.1825663 29140.184926 4.579446e+03 9.8980753 1982-1999 –> 2000-2009 5.1996815 2.0171152 42140.78176 8.180787e+03 18 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5652 2.9979523 28464.675993 4.219042e+02 9.5171895 1982-1999 –> 2000-2009 5.2187162 2.2207639 42054.29666 9.502994e+02 6 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5652 3.1528062 29033.984421 2.361127e+05 26.5711843 1982-1999 –> 2000-2009 5.2203833 2.0675770 42185.89923 3.250457e+05 17 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4619 2.4973853 21577.180962 4.319298e+01 10.5525952 2000-2009 –> 2010-2019 5.4139692 2.9165840 49730.81129 9.167139e+01 7 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4619 2.5074458 21614.320749 4.075058e+01 10.7513520 2000-2009 –> 2010-2019 5.4184960 2.9110502 49746.48327 8.663087e+01 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4619 2.5361623 21719.517620 1.323218e+02 11.3438121 2000-2009 –> 2010-2019 5.4465587 2.9103964 49849.14103 2.673561e+02 10 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4619 2.4534769 21413.316065 4.914548e+01 11.2067407 2000-2009 –> 2010-2019 5.4681977 3.0147208 49941.04284 9.885600e+01 1 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4619 2.4709766 21478.973247 5.821917e+02 13.3043515 2000-2009 –> 2010-2019 5.4689289 2.9979523 49943.64924 1.004096e+03 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4619 2.4640763 21453.139664 7.778282e+01 13.2307510 2000-2009 –> 2010-2019 5.4696157 3.0055395 49946.38759 1.395403e+02 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4619 2.6133723 21996.559803 3.367322e+05 13.9519891 2000-2009 –> 2010-2019 5.4796988 2.8663266 49953.70645 5.688971e+05 12 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4619 2.4709837 21478.999797 7.769895e+01 13.3568503 2000-2009 –> 2010-2019 5.4844457 3.0134620 50002.00573 1.393576e+02 5 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4619 2.5061435 21609.521675 7.347519e+03 13.8142722 2000-2009 –> 2010-2019 5.5315521 3.0254086 50177.25264 1.193674e+04 8 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4619 2.5416732 21737.569455 3.461667e+01 12.5592372 2000-2009 –> 2010-2019 5.5805071 3.0388339 50353.35110 7.378493e+01 11 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2200 2.2620542 9848.932269 3.140564e+05 12.0172199 1982-1999 –> 2000-2009 3.4012273 1.1391731 13798.00480 6.223893e+05 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2200 2.1949560 9716.442286 3.206949e+05 10.4214802 1982-1999 –> 2000-2009 3.4822528 1.2872969 13976.00934 6.522809e+05 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2200 2.3143046 9949.410198 3.232133e+05 11.6909072 1982-1999 –> 2000-2009 3.5975529 1.2832484 14200.97650 6.417062e+05 6 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2200 2.3189494 9956.232205 3.126222e+05 11.8352213 1982-1999 –> 2000-2009 3.6065197 1.2875703 14214.33882 6.114286e+05 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2200 2.2805231 9884.710922 5.779019e+03 8.2886047 1982-1999 –> 2000-2009 3.6657422 1.3852191 14330.49485 1.023212e+04 3 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2200 2.3061575 9933.893449 5.396413e+02 8.6243669 1982-1999 –> 2000-2009 3.7410840 1.4349265 14469.22595 1.133692e+03 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2200 2.3138702 9948.584258 1.354247e+02 8.6965226 1982-1999 –> 2000-2009 3.7740742 1.4602040 14528.27159 2.373165e+02 5 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2200 2.3194630 9959.206584 1.335750e+02 8.7663173 1982-1999 –> 2000-2009 3.7938657 1.4744027 14563.47306 2.385570e+02 8 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2200 2.4178792 10142.049090 5.300973e+03 8.8306720 1982-1999 –> 2000-2009 3.8561906 1.4383114 14683.36614 1.282276e+04 31 38
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2200 2.4195854 10143.152896 4.200638e+03 9.0483206 1982-1999 –> 2000-2009 3.8744003 1.4548148 14711.44848 7.795787e+03 34 42
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1782 1.8868244 7333.863366 9.575282e+05 8.9564663 2000-2009 –> 2010-2019 4.0817803 2.1949560 17050.30565 1.278223e+06 8 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1782 1.8298969 7224.678292 7.489748e+03 9.1263305 2000-2009 –> 2010-2019 4.1104201 2.2805231 17109.38921 1.326877e+04 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1782 1.8347419 7234.102167 8.555529e+02 9.0128253 2000-2009 –> 2010-2019 4.1408994 2.3061575 17167.99562 1.395194e+03 2 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1782 1.8367205 7237.943502 1.364102e+02 8.9680131 2000-2009 –> 2010-2019 4.1505907 2.3138702 17186.52776 2.718349e+02 3 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1782 1.8378860 7240.204419 1.345446e+02 8.9473404 2000-2009 –> 2010-2019 4.1573490 2.3194630 17199.41100 2.681196e+02 4 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1782 1.8951531 7349.560826 1.167036e+04 8.4970623 2000-2009 –> 2010-2019 4.2235304 2.3283773 17325.64530 1.793697e+04 11 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1782 1.8960311 7349.211562 5.129319e+03 8.6224735 2000-2009 –> 2010-2019 4.2264848 2.3304537 17327.21816 9.701558e+03 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1782 1.9790139 7503.878632 5.107903e+05 15.4023597 2000-2009 –> 2010-2019 4.2410681 2.2620542 17352.81090 8.248467e+05 47 49
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1782 1.8689173 7299.877465 4.206012e+02 8.8360743 2000-2009 –> 2010-2019 4.2412280 2.3723106 17358.21049 7.373016e+02 5 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1782 1.8977182 7354.381354 1.084173e+03 8.6810718 2000-2009 –> 2010-2019 4.2454917 2.3477736 17366.96773 1.631405e+03 15 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2628 1.8797016 10789.070946 4.189927e+05 9.8070025 1982-1999 –> 2000-2009 3.1777181 1.2980165 15429.17372 7.647009e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2628 1.9089746 10870.293216 4.321421e+05 9.1395530 1982-1999 –> 2000-2009 3.2587329 1.3497582 15618.04473 7.864078e+05 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2628 1.9015317 10849.760492 5.212727e+05 8.6525819 1982-1999 –> 2000-2009 3.2732335 1.3717018 15641.92485 9.010013e+05 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2628 1.9399668 10952.938997 4.145559e+05 9.5635078 1982-1999 –> 2000-2009 3.3160397 1.3760729 15751.86534 7.509814e+05 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2628 1.9679106 11030.107586 4.838769e+03 6.9896634 1982-1999 –> 2000-2009 3.5036057 1.5356951 16133.28385 8.797541e+03 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2628 1.9958604 11104.232269 4.266741e+02 7.3529297 1982-1999 –> 2000-2009 3.5746210 1.5787607 16283.57595 1.028634e+03 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2628 1.9968602 11106.864617 3.501547e+02 7.3287790 1982-1999 –> 2000-2009 3.5855210 1.5886608 16303.42430 5.987516e+02 8 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2628 1.9693862 11034.047413 3.069355e+02 8.0404805 1982-1999 –> 2000-2009 3.5960146 1.6266284 16295.65098 5.912582e+02 6 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2628 2.0066584 11132.591647 3.455332e+02 7.4654486 1982-1999 –> 2000-2009 3.6115182 1.6048599 16357.09074 6.118508e+02 10 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2628 1.9983204 11108.706679 2.786860e+02 7.1967445 1982-1999 –> 2000-2009 3.6464026 1.6480822 16404.39566 4.955970e+02 9 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2208 1.4660121 7969.354938 5.718542e+02 5.9791437 2000-2009 –> 2010-2019 3.4353983 1.9693862 19003.40235 8.787897e+02 1 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2208 1.4750362 7996.454630 6.613313e+03 7.7961131 2000-2009 –> 2010-2019 3.4429468 1.9679106 19026.56222 1.145208e+04 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2208 1.5456966 8203.088719 6.037293e+05 7.4139825 2000-2009 –> 2010-2019 3.4472283 1.9015317 19052.84921 1.125002e+06 12 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2208 1.4699357 7981.158252 8.076586e+02 7.5690873 2000-2009 –> 2010-2019 3.4657961 1.9958604 19085.39052 1.234333e+03 4 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2208 1.4693691 7979.455718 5.899531e+02 7.5246303 2000-2009 –> 2010-2019 3.4662293 1.9968602 19086.32034 9.401078e+02 3 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2208 1.4687198 7977.503761 5.681288e+02 7.4481855 2000-2009 –> 2010-2019 3.4753781 2.0066584 19110.09541 9.136620e+02 2 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2208 1.5183293 8122.200972 4.974262e+02 6.8401044 2000-2009 –> 2010-2019 3.5166497 1.9983204 19230.90765 7.761122e+02 6 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2208 1.6674338 8537.870686 3.484047e+05 10.4443443 2000-2009 –> 2010-2019 3.5471354 1.8797016 19326.94163 7.673974e+05 38 39
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2208 1.5407226 8188.855327 5.758118e+02 7.0875272 2000-2009 –> 2010-2019 3.6012212 2.0604986 19460.61080 9.298349e+02 11 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2208 1.5359877 8175.263434 9.813429e+03 7.0045816 2000-2009 –> 2010-2019 3.6092259 2.0732382 19479.41553 1.543310e+04 7 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2918 1.6381933 11175.539950 5.568827e+05 9.6305648 1982-1999 –> 2000-2009 3.1813329 1.5431396 17488.91571 9.191983e+05 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2918 1.6631032 11263.612580 3.724907e+02 8.8182407 1982-1999 –> 2000-2009 3.3840560 1.7209527 17947.78900 6.149122e+02 2 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2918 1.7070955 11415.979337 7.718544e+05 10.2194785 1982-1999 –> 2000-2009 3.3855056 1.6784101 18015.05011 1.142268e+06 8 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2918 1.7260762 11480.510098 4.770444e+05 11.4581605 1982-1999 –> 2000-2009 3.4005818 1.6745057 18071.66227 7.859870e+05 9 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2918 1.7277226 11484.074069 4.214219e+05 11.4795795 1982-1999 –> 2000-2009 3.4084709 1.6807484 18085.87820 7.238408e+05 10 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2918 1.6912785 11361.654264 3.387902e+03 8.9619075 1982-1999 –> 2000-2009 3.4260542 1.7347757 18073.03096 6.143507e+03 3 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2918 1.6980639 11385.021406 9.898278e+02 9.0021398 1982-1999 –> 2000-2009 3.4521589 1.7540950 18134.05278 1.436744e+03 4 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2918 1.6983084 11385.861849 8.668626e+02 8.9835131 1982-1999 –> 2000-2009 3.4548598 1.7565513 18139.65108 1.126214e+03 5 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2918 1.7014919 11396.791138 9.483908e+02 9.0006823 1982-1999 –> 2000-2009 3.4659648 1.7644729 18165.87900 1.237456e+03 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2918 1.6993817 11387.548690 3.482751e+02 8.7993916 1982-1999 –> 2000-2009 3.4717165 1.7723348 18169.75214 5.463660e+02 6 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3148 1.4377505 11233.586883 5.423097e+02 9.8466889 2000-2009 –> 2010-2019 3.1008537 1.6631032 22497.19946 9.148003e+02 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3148 1.5170142 11571.457600 2.572612e+03 10.4502664 2000-2009 –> 2010-2019 3.2150781 1.6980639 22956.47901 3.562440e+03 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3148 1.5147700 11562.136889 2.619486e+03 10.4644530 2000-2009 –> 2010-2019 3.2162620 1.7014919 22958.92803 3.567877e+03 10 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3148 1.5183530 11577.011664 2.608219e+03 10.5053206 2000-2009 –> 2010-2019 3.2166615 1.6983084 22962.87351 3.475082e+03 12 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3148 1.5260597 11608.887494 4.555027e+03 10.5059765 2000-2009 –> 2010-2019 3.2173382 1.6912785 22970.54176 7.942929e+03 14 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3148 1.4714317 11379.378179 5.494602e+03 9.5780200 2000-2009 –> 2010-2019 3.2248879 1.7534562 22951.73575 9.384624e+03 2 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3148 1.5262886 11607.831747 5.168321e+02 10.9819324 2000-2009 –> 2010-2019 3.2256703 1.6993817 22995.38044 8.651071e+02 15 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3148 1.5941545 11883.735586 7.308029e+05 10.3246913 2000-2009 –> 2010-2019 3.2323478 1.6381933 23059.27554 1.287686e+06 37 38
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3148 1.4716705 11380.399586 5.307955e+02 9.5390125 2000-2009 –> 2010-2019 3.2454564 1.7737860 23020.03114 9.457601e+02 3 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3148 1.5403869 11667.720702 1.714045e+06 10.1002219 2000-2009 –> 2010-2019 3.2474824 1.7070955 23083.70004 2.485900e+06 19 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1642 1.4497738 5893.496442 1.348516e+06 7.1264250 1982-1999 –> 2000-2009 2.8737959 1.4240221 9689.84897 2.667575e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1642 1.5581124 6130.166312 4.106019e+03 7.0145523 1982-1999 –> 2000-2009 3.1011379 1.5430255 10097.79321 7.193161e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1642 1.5771329 6170.012730 7.497255e+01 7.0503737 1982-1999 –> 2000-2009 3.1240409 1.5469080 10143.00228 1.621620e+02 7 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1642 1.5728107 6161.000385 3.008255e+02 7.0282181 1982-1999 –> 2000-2009 3.1266067 1.5537960 10143.47107 5.140950e+02 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1642 1.5771001 6169.944339 1.049393e+02 7.0640396 1982-1999 –> 2000-2009 3.1344740 1.5573739 10157.32338 2.024334e+02 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1642 1.5769953 6169.726267 9.567305e+01 7.0660555 1982-1999 –> 2000-2009 3.1352743 1.5582790 10158.34505 1.823569e+02 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1642 1.5719412 6159.184327 3.281588e+03 7.1081093 1982-1999 –> 2000-2009 3.1353019 1.5633608 10154.75112 5.211698e+03 3 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1642 1.5777348 6169.265879 2.491433e+03 7.0240945 1982-1999 –> 2000-2009 3.1423492 1.5646144 10164.54320 3.780910e+03 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1642 1.5774940 6168.764586 1.437757e+01 7.0426149 1982-1999 –> 2000-2009 3.1589266 1.5814326 10186.85809 3.463008e+01 8 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1642 1.5955807 6208.202922 8.456597e+02 7.1183867 1982-1999 –> 2000-2009 3.1749353 1.5793546 10225.49055 1.111189e+03 10 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1799 1.3849403 6291.054830 1.496411e+06 6.8391738 2000-2009 –> 2010-2019 2.8347141 1.4497738 12184.55127 2.844927e+06 11 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1799 1.3068998 6082.373571 3.549881e+03 6.6993870 2000-2009 –> 2010-2019 2.8650122 1.5581124 12212.53988 7.655900e+03 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1799 1.3069266 6082.447358 3.691623e+02 6.6873236 2000-2009 –> 2010-2019 2.8797373 1.5728107 12243.44774 6.699878e+02 2 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1799 1.3069792 6082.592171 1.738971e+02 6.6826474 2000-2009 –> 2010-2019 2.8839746 1.5769953 12252.31844 2.695702e+02 4 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1799 1.3069632 6082.547930 1.790824e+02 6.6835097 2000-2009 –> 2010-2019 2.8840632 1.5771001 12252.49227 2.840217e+02 3 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1799 1.3071988 6083.196580 1.278387e+02 6.7069823 2000-2009 –> 2010-2019 2.8843317 1.5771329 12253.20931 2.028113e+02 5 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1799 1.3237771 6126.540712 1.934066e+01 7.3000093 2000-2009 –> 2010-2019 2.9012712 1.5774940 12295.30530 3.371823e+01 7 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1799 1.3177498 6112.120962 3.810446e+02 6.4893078 2000-2009 –> 2010-2019 2.9667025 1.6489527 12428.37606 7.271065e+02 6 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1799 1.4954226 6567.207918 4.398804e+03 7.8875747 2000-2009 –> 2010-2019 3.0673638 1.5719412 12726.39224 7.680393e+03 35 38
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1799 1.4956731 6565.810455 2.979483e+03 7.8899099 2000-2009 –> 2010-2019 3.0734079 1.5777348 12735.07633 5.470916e+03 36 45
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4439 1.2626844 14682.040076 7.280773e+05 6.2589405 1982-1999 –> 2000-2009 2.5938811 1.3311968 23609.86843 1.316740e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4439 1.3186578 15067.118710 1.868555e+03 7.4551352 1982-1999 –> 2000-2009 2.6614889 1.3428311 24040.44006 3.388986e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4439 1.3234209 15099.129312 1.231940e+02 7.4934412 1982-1999 –> 2000-2009 2.6704109 1.3469900 24088.61711 2.611326e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4439 1.3247890 15108.301906 5.124164e+01 7.5098205 1982-1999 –> 2000-2009 2.6747813 1.3499924 24109.42985 1.017036e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4439 1.3249765 15109.558380 4.987581e+01 7.5144914 1982-1999 –> 2000-2009 2.6754258 1.3504494 24112.45575 9.325210e+01 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4439 1.3326573 15160.874980 4.458954e+01 7.7091699 1982-1999 –> 2000-2009 2.7042869 1.3716297 24245.13141 9.017572e+01 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4439 1.3338688 15166.942314 6.721723e+00 7.7671697 1982-1999 –> 2000-2009 2.7141508 1.3802820 24282.07376 1.425250e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4439 1.4063754 15638.874179 4.648323e+02 6.4444191 1982-1999 –> 2000-2009 2.8083810 1.4020056 24837.64573 7.371152e+02 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4439 1.4175554 15709.170772 4.386005e+02 6.5814403 1982-1999 –> 2000-2009 2.8728002 1.4552448 25102.79189 6.924845e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4439 1.4314133 15795.539791 2.096975e+03 7.0464020 1982-1999 –> 2000-2009 2.8884103 1.4569970 25195.45187 3.716935e+03 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3965 1.0113774 11355.896191 1.409668e+06 6.2742173 2000-2009 –> 2010-2019 2.2740618 1.2626844 26037.93627 2.137745e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3965 1.0425331 11596.494542 2.971992e+03 6.0841753 2000-2009 –> 2010-2019 2.3611909 1.3186578 26663.61325 4.840547e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3965 1.0458843 11621.944362 3.219914e+02 6.0610244 2000-2009 –> 2010-2019 2.3693052 1.3234209 26721.07367 4.451854e+02 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3965 1.0468784 11629.477771 1.060744e+02 6.0472863 2000-2009 –> 2010-2019 2.3716673 1.3247890 26737.77968 1.573160e+02 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3965 1.0471286 11631.372926 1.057500e+02 6.0509724 2000-2009 –> 2010-2019 2.3721051 1.3249765 26740.93131 1.556258e+02 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3965 1.0436524 11605.003229 9.731650e+01 5.9979174 2000-2009 –> 2010-2019 2.3763096 1.3326573 26765.87821 1.419060e+02 3 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3965 1.0649378 11763.109474 1.901703e+01 6.6146386 2000-2009 –> 2010-2019 2.3988066 1.3338688 26930.05179 2.573875e+01 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3965 1.1187234 12155.834750 1.375191e+03 4.3020779 2000-2009 –> 2010-2019 2.5006124 1.3818891 27638.77306 1.874463e+03 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3965 1.0540237 11683.419153 3.086935e+02 5.7039133 2000-2009 –> 2010-2019 2.5143378 1.4603141 27656.42397 4.550383e+02 7 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3965 1.1796091 12576.084575 1.375636e+03 5.0921981 2000-2009 –> 2010-2019 2.5859845 1.4063754 28214.95875 1.840468e+03 14 23
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10176 0.6512141 20162.922351 2.499259e+02 3.5761825 1982-1999 –> 2000-2009 1.3073244 0.6561103 32304.67564 3.432844e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10176 0.6565714 20329.665094 2.246246e+02 3.3176007 1982-1999 –> 2000-2009 1.3744717 0.7179003 33565.66046 3.058534e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10176 0.8305805 25114.287539 1.863238e+01 4.9085065 1982-1999 –> 2000-2009 1.5975833 0.7670028 39154.65227 3.082185e+01 12 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10176 0.8305468 25113.461077 1.864119e+01 4.9072130 1982-1999 –> 2000-2009 1.5977121 0.7671653 39156.40173 3.252504e+01 11 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 10176 0.8303208 25107.921119 9.166936e+01 4.9001296 1982-1999 –> 2000-2009 1.5991961 0.7688754 39177.93232 1.753274e+02 10 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 10176 0.8300077 25100.246362 9.845502e+02 4.8952953 1982-1999 –> 2000-2009 1.6001854 0.7701777 39190.83402 2.069790e+03 9 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10176 0.7674202 23504.638437 2.825416e+02 3.0820452 1982-1999 –> 2000-2009 1.6044274 0.8370072 38606.91039 3.775206e+02 5 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10176 0.8198321 24849.196187 1.037325e+03 5.0885609 1982-1999 –> 2000-2009 1.6323817 0.8125496 39590.91295 1.963272e+03 6 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10176 0.8289085 25073.275318 2.844697e+02 5.0701572 1982-1999 –> 2000-2009 1.6544769 0.8255684 40008.24661 3.981490e+02 7 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10176 0.7291031 22462.223527 2.803679e+02 4.2659292 1982-1999 –> 2000-2009 1.6585948 0.9294917 38838.71738 3.481085e+02 3 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11522 0.6399813 22427.106950 7.260352e+02 4.9652880 2000-2009 –> 2010-2019 1.2911954 0.6512141 42590.02930 9.759611e+02 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11522 0.6458889 22638.847169 7.016803e+02 4.6727251 2000-2009 –> 2010-2019 1.3024603 0.6565714 42968.51226 9.263049e+02 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11522 0.6579240 23064.284165 9.198677e+02 4.2543293 2000-2009 –> 2010-2019 1.3870271 0.7291031 45526.50769 1.200236e+03 4 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 11522 0.6580982 23068.383249 6.973734e+02 4.2235543 2000-2009 –> 2010-2019 1.3941874 0.7360893 45722.68815 9.201273e+02 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 11522 0.6205617 21717.030831 7.062944e+05 5.6403381 2000-2009 –> 2010-2019 1.4726478 0.8520861 47351.56991 1.201646e+06 1 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11522 0.7207801 25166.927421 9.212501e+02 3.8081362 2000-2009 –> 2010-2019 1.4882003 0.7674202 48671.56586 1.203792e+03 14 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 11522 0.6732762 23595.820835 1.247216e+03 5.5762301 2000-2009 –> 2010-2019 1.5032839 0.8300077 48696.06720 2.231766e+03 6 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 11522 0.6746447 23642.611855 1.882672e+02 5.5595488 2000-2009 –> 2010-2019 1.5049654 0.8303208 48750.53297 2.799366e+02 7 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11522 0.6753612 23667.074500 3.487557e+01 5.5489190 2000-2009 –> 2010-2019 1.5059080 0.8305468 48780.53558 5.351677e+01 8 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11522 0.6754172 23668.986205 3.488387e+01 5.5501421 2000-2009 –> 2010-2019 1.5059978 0.8305805 48783.27374 5.351626e+01 9 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4462 0.8517909 11245.070901 5.547063e+05 3.6516767 1982-1999 –> 2000-2009 1.4005141 0.5487232 16723.59097 9.531586e+05 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4462 0.8436199 11159.052265 7.279207e+05 3.8983541 1982-1999 –> 2000-2009 1.4111706 0.5675507 16862.72676 1.202691e+06 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4462 0.8574904 11304.584239 5.352592e+05 3.9689918 1982-1999 –> 2000-2009 1.4227835 0.5652932 16981.65818 1.000635e+06 3 5
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4462 0.8592191 11320.556894 2.091446e+05 3.8663899 1982-1999 –> 2000-2009 1.4295402 0.5703212 17054.73027 3.984045e+05 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4462 0.9351833 12078.586370 3.633098e+02 3.3580509 1982-1999 –> 2000-2009 1.5203956 0.5852122 17986.78186 7.779571e+02 5 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4462 0.9368993 12094.945588 1.571933e+02 3.2692459 1982-1999 –> 2000-2009 1.5220029 0.5851036 18001.90197 3.024609e+02 7 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4462 0.9363472 12089.685719 3.770271e+02 3.3522520 1982-1999 –> 2000-2009 1.5228248 0.5864776 18012.29649 8.212325e+02 6 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4462 0.9376419 12100.016306 3.980072e+01 3.3240196 1982-1999 –> 2000-2009 1.5230136 0.5853717 18008.03010 7.454526e+01 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4462 0.9379378 12104.832292 2.388287e+02 3.2610930 1982-1999 –> 2000-2009 1.5243505 0.5864126 18026.70349 5.020534e+02 9 17
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4462 0.9387541 12110.595697 4.694029e+01 3.3186982 1982-1999 –> 2000-2009 1.5254224 0.5866683 18033.37544 9.225783e+01 11 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4018 1.1093046 12250.191427 7.384816e+05 4.0325837 2000-2009 –> 2010-2019 1.9610955 0.8517909 23495.26233 1.293188e+06 10 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4018 1.0563542 11857.152205 2.580797e+02 3.3467223 2000-2009 –> 2010-2019 1.9932535 0.9368993 23952.09779 4.152730e+02 2 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4018 1.0557511 11852.563067 3.584138e+02 3.3473593 2000-2009 –> 2010-2019 1.9936890 0.9379378 23957.39536 5.972425e+02 1 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4018 1.0577208 11867.541212 4.379445e+02 3.3487592 2000-2009 –> 2010-2019 1.9974915 0.9397707 23989.79546 6.940500e+02 3 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4018 1.0658428 11929.012735 6.285133e+02 3.3699630 2000-2009 –> 2010-2019 2.0079329 0.9420900 24073.26384 1.038964e+03 4 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4018 1.0719200 11974.701817 1.526858e+03 3.3179648 2000-2009 –> 2010-2019 2.0447942 0.9728742 24405.89447 1.890047e+03 5 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4018 1.1104274 12258.320987 1.517945e+03 3.7422942 2000-2009 –> 2010-2019 2.0456108 0.9351833 24336.90736 1.881255e+03 11 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4018 1.1105569 12259.257589 1.506615e+03 3.7392800 2000-2009 –> 2010-2019 2.0469041 0.9363472 24348.94331 1.883643e+03 12 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4018 1.1116628 12267.256416 9.543711e+02 3.7234133 2000-2009 –> 2010-2019 2.0500336 0.9383708 24376.20710 1.215958e+03 13 23
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4018 1.1942057 12842.829938 6.961139e+05 4.5445281 2000-2009 –> 2010-2019 2.0516961 0.8574904 24147.41418 1.231373e+06 35 38

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.2656000 271.74157
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 0.7476676 67.76988
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.5554914 2908.65884
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.9255444 2663.62040
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.8044818 3199.11487
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.1834492 3639.32135
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.1988089 5154.43507
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.1160112 5501.79710
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.5778772 5848.92833
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.1565652 6595.95244
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.9350924 10925.61964
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.6216668 13735.40505
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.9662160 20246.62738
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.6915790 21201.87804
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.8454830 4985.59653
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.4072534 6085.57103
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 2.0521777 5382.22624
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.8999969 6316.97525
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 4.4694913 9997.74167
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 5.0726538 10132.14952
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.7134304 3192.01473
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.2816750 3986.14394
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.8223821 4510.43862
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.2448930 5653.83603
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.6233618 7424.73304
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.7380451 8595.91329
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.2451098 9225.72641
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.3380720 13224.71092
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.0570491 18750.30085
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 10.7294343 29115.69406
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.0575274 20708.30500
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 7.4757400 22160.15903
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.7479205 17477.82269
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.4389402 19792.25280
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.8980523 24999.60367
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.0164894 26630.59862
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.7010301 29224.12776
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.6637841 33770.86509
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.1745028 35688.18484
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.5111360 43475.87710
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.0546255 41572.40723
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 5.4761970 49964.38312
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.6792910 14347.56095
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.1818842 17244.44818
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.4543407 16021.84301
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.5007209 19186.24957
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.4030701 18029.16612
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.2142038 22945.61447
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.1106843 10112.14269
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.9240578 12358.37088
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.7264017 24362.39059
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.4124381 27010.74200
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5626354 37959.49438
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.4355873 46784.12827
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.4802018 17569.17955
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.0192501 24108.31812

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
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
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 --> 2000-2009
(-Inf,26] 7 3 8 8 7 7 9
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 4 8 7 5 10 6
(26.75,27] 9 4 8 7 3 10 7
(27,27.25] 8 5 8 6 6 10 6
(27.25,27.5] 6 6 6 8 8 8 8
(27.5,27.75] 7 7 7 6 10 5 7
(27.75,27.85] 7 5 8 7 10 6 7
(27.85,27.95] 9 5 9 8 7 3 8
(27.95,28.05] 7 10 7 8 4 6 7
(28.05,28.1] 9 6 9 9 3 6 7
(28.1,28.15] 8 6 9 7 4 9 7
(28.15,28.2] 9 8 7 7 7 3 8
(28.2, Inf] 9 10 5 5 10 4 4
total 111.00 85.00 105.00 100.00 94.00 93.00 99.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 4 5 5 9 10 9
(26,26.5] 7 6 6 8 9 6 8
(26.5,26.75] 9 7 9 7 6 5 7
(26.75,27] 9 5 8 7 4 10 6
(27,27.25] 9 8 6 5 5 10 6
(27.25,27.5] 5 7 4 7 9 9 7
(27.5,27.75] 7 5 8 6 10 7 6
(27.75,27.85] 7 5 9 6 10 6 6
(27.85,27.95] 8 4 8 8 8 6 8
(27.95,28.05] 5 10 8 5 5 9 6
(28.05,28.1] 9 6 9 9 3 6 7
(28.1,28.15] 7 7 9 7 3 8 8
(28.15,28.2] 10 8 8 7 4 5 7
(28.2, Inf] 9 10 5 5 10 4 4
total 107.00 92.00 102.00 92.00 95.00 101.00 95.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 9 7 8 7 7 5 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 7 9 8 4 5 6
(27.5,27.75] 7 7 7 8 8 7 5
(27.75,27.85] 9 7 9 9 5 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 9 7 7 7 7 2 9
(28.05,28.1] 7 3 7 8 6 10 7
(28.1,28.2] 6 4 7 8 8 10 6
(28.2,28.3] 7 6 8 6 8 10 5
(28.3, Inf] 7 7 10 7 3 3 10
total 111.00 93.00 109.00 105.00 90.00 72.00 100.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 8 5 8 8 5 9 7
(26.5,26.75] 8 4 7 8 5 10 7
(26.75,27] 7 9 7 8 7 4 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 9 7 9 8 4 5 6
(27.5,27.75] 6 4 8 6 9 10 6
(27.75,27.85] 9 6 9 7 9 3 6
(27.85,27.95] 9 8 6 7 9 3 7
(27.95,28.05] 9 6 7 6 9 4 8
(28.05,28.1] 7 3 6 8 7 10 7
(28.1,28.2] 6 4 6 6 9 10 8
(28.2,28.3] 6 5 8 6 9 10 5
(28.3, Inf] 7 9 9 7 5 5 8
total 108.00 86.00 105.00 98.00 102.00 89.00 96.00

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
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
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