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: 92eecbf

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 92eecbf. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

Untracked files:
    Untracked:  docs_1982-2000_2000-2012_GC_0.6/
    Untracked:  docs_1982-2000_2000-2012_GV_1.0/
    Untracked:  docs_1982-2000_2000-2012_RC_3.7/
    Untracked:  docs_1982-2000_2000-2012_RC_SO_1.7/
    Untracked:  docs_1982-2000_2000-2012_RV_4.0/
    Untracked:  docs_1982-2000_2000-2012_RV_SO_1.9/
    Untracked:  docs_2000-2009_2010-2019_GC_3.1/
    Untracked:  docs_2000-2009_2010-2019_GV_2.9/
    Untracked:  docs_2000-2009_2010-2019_RC_0.9/

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

1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 3^{8}

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 103 1.1623550 337.2937 1.315829e+01 4.067373 1982-1999 –> 2000-2009 2.564673 1.4023180 1029.5208 2.383447e+01 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 103 1.1901859 342.1679 4.285035e+04 4.403585 1982-1999 –> 2000-2009 2.672709 1.4825234 1055.8640 7.589840e+04 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 103 1.1970202 343.3474 8.079841e+00 4.500359 1982-1999 –> 2000-2009 2.679919 1.4828991 1057.1413 1.772313e+01 3 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 103 1.1992688 343.7340 1.169692e+01 4.517320 1982-1999 –> 2000-2009 2.682634 1.4833656 1057.6493 2.180997e+01 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 103 1.2026621 344.3161 2.717927e+01 4.525965 1982-1999 –> 2000-2009 2.686678 1.4840159 1058.4006 4.986030e+01 5 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 103 1.2218964 347.5846 2.202058e+01 4.783422 1982-1999 –> 2000-2009 2.689651 1.4677550 1057.4162 3.516271e+01 7 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 103 1.2250429 348.1144 2.214009e+01 4.809711 1982-1999 –> 2000-2009 2.693463 1.4684198 1058.1208 3.530948e+01 9 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 103 1.2281229 348.6316 3.973173e+01 4.810612 1982-1999 –> 2000-2009 2.697221 1.4690982 1058.8163 6.556372e+01 11 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 103 1.2142641 346.2938 9.169392e+01 4.575315 1982-1999 –> 2000-2009 2.701930 1.4876654 1061.3264 1.863356e+02 6 19
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 103 1.2233325 345.8266 5.955195e+00 4.799616 1982-1999 –> 2000-2009 2.706720 1.4833871 1057.7475 1.030206e+01 8 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 84 1.2797599 293.8226 1.009139e+04 3.700099 2000-2009 –> 2010-2019 2.469946 1.1901859 635.9905 5.294174e+04 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 84 1.3042187 297.0032 7.672078e+01 3.859647 2000-2009 –> 2010-2019 2.518483 1.2142641 643.2970 1.684147e+02 3 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 84 1.3700282 305.2733 1.894485e+01 3.924458 2000-2009 –> 2010-2019 2.532383 1.1623550 642.5670 3.210314e+01 11 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 84 1.2919409 295.4141 1.019410e+02 3.821195 2000-2009 –> 2010-2019 2.532567 1.2406256 646.1323 2.569482e+02 2 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 84 1.3347286 300.8880 2.444729e+01 3.953768 2000-2009 –> 2010-2019 2.537391 1.2026621 645.2040 5.162656e+01 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 84 1.3479766 302.5473 1.714729e+01 4.175034 2000-2009 –> 2010-2019 2.547245 1.1992688 646.2813 2.884421e+01 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 84 1.3502671 302.8325 1.210573e+01 4.166001 2000-2009 –> 2010-2019 2.547287 1.1970202 646.1799 2.018558e+01 10 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 84 1.3194442 298.9530 2.877236e+01 3.891503 2000-2009 –> 2010-2019 2.547567 1.2281229 647.5847 6.850409e+01 4 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 84 1.3313438 300.4614 1.896991e+01 3.986187 2000-2009 –> 2010-2019 2.556387 1.2250429 648.5758 4.111000e+01 5 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 84 1.3358530 301.0294 1.888556e+01 4.038240 2000-2009 –> 2010-2019 2.557749 1.2218964 648.6140 4.090615e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 768 3.5468292 4138.1486 3.518740e+02 10.148667 1982-1999 –> 2000-2009 7.115041 3.5682118 11213.3407 6.518949e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 768 3.7282036 4214.7527 3.525830e+02 10.063209 1982-1999 –> 2000-2009 7.275017 3.5468134 11274.1615 6.497380e+02 6 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 768 3.6399838 4177.9697 1.182795e+01 10.537923 1982-1999 –> 2000-2009 7.303589 3.6636048 11322.3909 2.364702e+01 3 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 768 3.6509257 4182.5800 1.247197e+01 10.616837 1982-1999 –> 2000-2009 7.321709 3.6707836 11332.1378 2.396008e+01 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 768 3.6698955 4190.5403 1.264006e+01 10.772433 1982-1999 –> 2000-2009 7.357642 3.6877461 11352.1956 2.506888e+01 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 768 3.8324981 4257.1314 1.180721e+01 10.305325 1982-1999 –> 2000-2009 7.463270 3.6307721 11377.9307 2.229616e+01 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 768 3.6352563 4175.9735 3.375133e+01 12.081891 1982-1999 –> 2000-2009 7.465397 3.8301406 11437.0418 7.926999e+01 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 768 3.8533607 4265.4701 1.248084e+01 10.460615 1982-1999 –> 2000-2009 7.496139 3.6427783 11394.9321 2.387392e+01 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 768 3.8562652 4266.6275 1.221703e+01 10.516060 1982-1999 –> 2000-2009 7.503030 3.6467643 11398.9591 2.355108e+01 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 768 3.8933005 4281.3087 1.245953e+01 11.125145 1982-1999 –> 2000-2009 7.556553 3.6632528 11425.4778 2.388618e+01 10 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 718 3.7110093 3934.6281 3.021956e+02 13.257938 2000-2009 –> 2010-2019 7.257839 3.5468292 8072.7767 6.540696e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 718 3.8223494 3977.0782 1.287776e+01 13.194810 2000-2009 –> 2010-2019 7.462333 3.6399838 8155.0479 2.470571e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 718 3.8308354 3980.2628 1.080777e+01 13.403914 2000-2009 –> 2010-2019 7.481761 3.6509257 8162.8428 2.327974e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 718 3.8590206 3990.7894 3.471169e+01 13.246845 2000-2009 –> 2010-2019 7.494277 3.6352563 8166.7629 6.846302e+01 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 718 3.8492758 3987.1586 1.098117e+01 13.753557 2000-2009 –> 2010-2019 7.519171 3.6698955 8177.6989 2.362123e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 718 3.7939546 3966.3709 3.027370e+02 13.110283 2000-2009 –> 2010-2019 7.522158 3.7282036 8181.1236 6.553200e+02 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 718 3.9335310 4018.2516 1.176278e+01 15.135521 2000-2009 –> 2010-2019 7.766029 3.8324981 8275.3830 2.356999e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 718 3.9544376 4025.8637 1.082098e+01 15.579904 2000-2009 –> 2010-2019 7.807798 3.8533607 8291.3338 2.330183e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 718 3.9554060 4026.2153 1.069651e+01 15.569546 2000-2009 –> 2010-2019 7.811671 3.8562652 8292.8428 2.291354e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 718 3.9600866 4027.9136 1.079150e+01 15.358102 2000-2009 –> 2010-2019 7.853387 3.8933005 8309.2223 2.325103e+01 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 984 3.0648305 5010.6158 2.723480e+02 10.947786 1982-1999 –> 2000-2009 6.619978 3.5551475 14295.9219 5.450451e+02 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 984 3.0870505 5024.8323 4.347212e+04 12.069347 1982-1999 –> 2000-2009 6.696138 3.6090876 14362.0900 8.915920e+04 6 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 984 3.1013803 5033.9464 7.135690e+01 10.745496 1982-1999 –> 2000-2009 6.703964 3.6025837 14364.9813 1.335440e+02 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 984 3.0559379 5004.8973 1.860219e+03 12.130702 1982-1999 –> 2000-2009 6.725506 3.6695685 14399.4908 3.713980e+03 1 8
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 984 3.1222642 5047.1540 7.103827e+01 10.649180 1982-1999 –> 2000-2009 6.750527 3.6282624 14402.6928 1.330052e+02 10 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 984 3.0634770 5009.7465 2.255339e+01 12.106021 1982-1999 –> 2000-2009 6.777897 3.7144196 14446.2518 4.943316e+01 2 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 984 3.1347617 5055.0156 7.169927e+01 10.645612 1982-1999 –> 2000-2009 6.780811 3.6460491 14427.4259 1.340913e+02 12 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 984 3.1127883 5039.1722 2.429949e+02 11.847282 1982-1999 –> 2000-2009 6.782362 3.6695733 14431.7702 4.959643e+02 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 984 3.0732077 5015.9877 2.263200e+01 12.076210 1982-1999 –> 2000-2009 6.815550 3.7423427 14478.3313 4.969147e+01 4 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 984 3.0766977 5018.2213 2.270944e+01 12.063773 1982-1999 –> 2000-2009 6.827342 3.7506440 14488.2093 4.983988e+01 5 21
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1006 3.8861713 5600.0423 2.585332e+02 12.495695 2000-2009 –> 2010-2019 6.951002 3.0648305 10610.6581 5.308812e+02 1 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1006 3.9122420 5613.4949 4.332744e+04 13.935735 2000-2009 –> 2010-2019 6.999293 3.0870505 10638.3272 8.679955e+04 2 8
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1006 3.9317836 5623.5198 7.665878e+01 12.438246 2000-2009 –> 2010-2019 7.033164 3.1013803 10657.4662 1.480157e+02 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1006 4.0083860 5662.3423 1.950844e+03 14.159206 2000-2009 –> 2010-2019 7.064324 3.0559379 10667.2397 3.811063e+03 6 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1006 3.9543973 5635.0587 7.615799e+01 12.397719 2000-2009 –> 2010-2019 7.076662 3.1222642 10682.2127 1.471963e+02 4 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1006 3.9721265 5644.0591 7.717564e+01 12.464126 2000-2009 –> 2010-2019 7.106888 3.1347617 10699.0747 1.488749e+02 5 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1006 4.0099284 5661.1164 2.208164e+02 14.289314 2000-2009 –> 2010-2019 7.122717 3.1127883 10700.2886 4.638113e+02 7 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1006 4.0608276 5688.4946 2.660684e+01 14.501082 2000-2009 –> 2010-2019 7.124305 3.0634770 10698.2411 4.916023e+01 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1006 4.0893228 5702.5636 2.679671e+01 14.588570 2000-2009 –> 2010-2019 7.162530 3.0732077 10718.5513 4.942872e+01 12 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1006 4.0959917 5705.8422 2.687752e+01 14.597460 2000-2009 –> 2010-2019 7.172689 3.0766977 10724.0635 4.958697e+01 13 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1755 1.7004406 6857.8890 5.880408e+04 8.880341 1982-1999 –> 2000-2009 3.505345 1.8049047 19012.9636 1.046032e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1755 1.8842571 7218.1773 3.245510e+02 7.716102 1982-1999 –> 2000-2009 3.698924 1.8146674 19405.8449 6.302164e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1755 1.8709899 7193.3758 2.419192e+03 9.273487 1982-1999 –> 2000-2009 3.715136 1.8441465 19478.4064 4.705434e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1755 1.9169596 7276.5731 2.986241e+02 9.835259 1982-1999 –> 2000-2009 3.768206 1.8512464 19582.8207 5.994960e+02 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1755 1.9295458 7301.5434 2.441188e+01 9.129857 1982-1999 –> 2000-2009 3.837772 1.9082259 19792.9530 5.345576e+01 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1755 1.9982915 7424.4211 1.017934e+02 8.267742 1982-1999 –> 2000-2009 3.895415 1.8971231 19880.5734 1.434809e+02 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1755 1.9655805 7366.4888 2.129234e+01 9.136785 1982-1999 –> 2000-2009 3.913017 1.9474362 19980.7914 4.465209e+01 6 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1755 1.9812429 7394.3467 2.164196e+01 9.145923 1982-1999 –> 2000-2009 3.944539 1.9632958 20057.6551 4.500946e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1755 2.0392872 7495.7015 1.012902e+02 8.418935 1982-1999 –> 2000-2009 3.979513 1.9402263 20087.5935 1.425839e+02 11 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1755 2.0401276 7495.1475 2.411028e+01 10.077969 1982-1999 –> 2000-2009 3.982644 1.9425160 20092.1657 5.124968e+01 12 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1784 2.3813071 8172.5462 6.772485e+04 23.411334 2000-2009 –> 2010-2019 4.081748 1.7004406 15030.4352 1.265289e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1784 2.4765079 8312.4116 3.929736e+02 16.164826 2000-2009 –> 2010-2019 4.360765 1.8842571 15530.5889 7.175246e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1784 2.4906591 8332.7417 2.950786e+03 18.211869 2000-2009 –> 2010-2019 4.361649 1.8709899 15526.1175 5.369978e+03 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1784 2.5139113 8365.8972 2.895745e+01 18.252394 2000-2009 –> 2010-2019 4.443457 1.9295458 15667.4406 5.336934e+01 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1784 2.5387751 8401.0131 2.201898e+01 18.442421 2000-2009 –> 2010-2019 4.504356 1.9655805 15767.5019 4.331132e+01 7 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1784 2.6051204 8491.0574 3.708509e+02 18.879992 2000-2009 –> 2010-2019 4.522080 1.9169596 15767.6304 6.694750e+02 11 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1784 2.5486336 8414.8414 2.231282e+01 18.495176 2000-2009 –> 2010-2019 4.529877 1.9812429 15809.1881 4.395478e+01 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1784 2.5067725 8355.7507 9.628203e+01 16.656546 2000-2009 –> 2010-2019 4.543464 2.0366912 15846.9811 2.013806e+02 4 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1784 2.5705727 8445.4239 9.194128e+01 16.729960 2000-2009 –> 2010-2019 4.568864 1.9982915 15869.8450 1.937347e+02 9 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1784 2.5322237 8389.7938 2.824879e+01 17.855378 2000-2009 –> 2010-2019 4.570696 2.0384724 15882.0926 5.240066e+01 6 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1558 1.8394757 6334.5540 9.201985e+01 9.330468 1982-1999 –> 2000-2009 3.391487 1.5520110 17205.8530 1.540350e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1558 1.9312496 6486.2616 1.188047e+03 13.188040 1982-1999 –> 2000-2009 3.432797 1.5015479 17164.4533 2.390664e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1558 1.9412926 6502.4237 4.385184e+01 12.895089 1982-1999 –> 2000-2009 3.461848 1.5205553 17254.1023 9.666068e+01 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1558 1.9425305 6502.4100 3.914258e+01 12.736616 1982-1999 –> 2000-2009 3.535645 1.5931144 17524.4148 8.859921e+01 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1558 2.0013189 6597.3133 2.132435e+01 13.007011 1982-1999 –> 2000-2009 3.567463 1.5661444 17521.5716 3.993224e+01 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1558 2.0178050 6622.8765 2.128711e+01 14.223363 1982-1999 –> 2000-2009 3.599522 1.5817170 17604.9365 3.987077e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1558 2.1179977 6773.8806 2.508395e+02 13.335366 1982-1999 –> 2000-2009 3.784691 1.6666933 18061.6561 5.610479e+02 8 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1558 2.1827994 6867.7876 8.712625e+01 14.491946 1982-1999 –> 2000-2009 3.919500 1.7367003 18395.9343 1.377231e+02 11 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1558 2.2159571 6914.7652 8.560551e+01 15.141003 1982-1999 –> 2000-2009 3.995007 1.7790502 18583.6614 1.341754e+02 13 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1558 2.0485797 6670.0417 9.845551e+01 13.917999 1982-1999 –> 2000-2009 4.023744 1.9751643 18949.8473 1.531670e+02 7 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1634 2.2368336 7282.0315 1.219374e+02 8.902669 2000-2009 –> 2010-2019 4.076309 1.8394757 13616.5855 2.139572e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1634 2.3152927 7394.6951 1.435384e+02 8.824467 2000-2009 –> 2010-2019 4.363872 2.0485797 14064.7368 2.419939e+02 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1634 2.4298906 7552.5726 4.243684e+01 12.871587 2000-2009 –> 2010-2019 4.371183 1.9412926 14054.9963 8.628868e+01 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1634 2.4409352 7567.3930 1.343662e+03 13.049591 2000-2009 –> 2010-2019 4.372185 1.9312496 14053.6547 2.531709e+03 5 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1634 2.4646645 7597.0092 3.993468e+01 13.797397 2000-2009 –> 2010-2019 4.407195 1.9425305 14099.4192 7.907725e+01 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1634 2.4483143 7577.2575 1.633840e+01 12.922234 2000-2009 –> 2010-2019 4.449633 2.0013189 14174.5708 3.766275e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1634 2.4512719 7581.2029 1.631420e+01 12.912690 2000-2009 –> 2010-2019 4.469077 2.0178050 14204.0794 3.760131e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1634 2.3989864 7510.7425 1.064207e+02 9.923963 2000-2009 –> 2010-2019 4.569803 2.1708169 14361.3776 1.905380e+02 3 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1634 2.4563212 7585.9277 8.838660e+00 12.551876 2000-2009 –> 2010-2019 4.579444 2.1231224 14365.3386 1.780333e+01 8 17
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1634 2.4897829 7632.1460 3.272860e+02 18.808801 2000-2009 –> 2010-2019 4.607781 2.1179977 14406.0267 5.781255e+02 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1599 2.2381363 7128.2134 3.046919e+01 10.387516 1982-1999 –> 2000-2009 4.068160 1.8300235 19071.3976 6.210005e+01 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1599 2.3056660 7223.2774 2.709087e+02 11.340860 1982-1999 –> 2000-2009 4.076824 1.7711578 18973.6897 5.578456e+02 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1599 2.3046100 7221.8123 2.486963e+02 11.384961 1982-1999 –> 2000-2009 4.078497 1.7738868 18981.3024 5.099832e+02 2 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1599 2.3158284 7235.3418 3.046114e+01 9.602482 1982-1999 –> 2000-2009 4.146371 1.8305423 19178.1974 6.201433e+01 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1599 2.3491847 7283.0759 3.175835e+02 11.547299 1982-1999 –> 2000-2009 4.172999 1.8238140 19206.2202 6.576515e+02 6 9
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1599 2.3451173 7277.5341 5.675408e+02 16.546036 1982-1999 –> 2000-2009 4.197623 1.8525060 19292.7115 1.220966e+03 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1599 2.6011257 7608.8753 7.731836e+02 18.622760 1982-1999 –> 2000-2009 4.579019 1.9778934 20010.1997 1.560835e+03 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1599 2.6159073 7626.9974 3.075892e+01 19.218189 1982-1999 –> 2000-2009 4.604699 1.9887921 20060.7211 6.346399e+01 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1599 2.6777061 7701.6691 2.260727e+01 20.251253 1982-1999 –> 2000-2009 4.737363 2.0596566 20341.8223 4.459953e+01 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1599 2.6798080 7704.1784 2.260028e+01 20.253339 1982-1999 –> 2000-2009 4.748819 2.0690112 20371.0497 4.459405e+01 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1636 2.8715326 8108.2226 3.300154e+01 12.294607 2000-2009 –> 2010-2019 5.109669 2.2381363 15236.4361 6.347073e+01 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1636 3.0585050 8314.6215 2.909551e+02 11.795337 2000-2009 –> 2010-2019 5.364171 2.3056660 15537.8989 5.618638e+02 6 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1636 3.0698777 8326.7655 2.491838e+02 12.093539 2000-2009 –> 2010-2019 5.374488 2.3046100 15548.5778 4.978802e+02 7 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1636 3.0578324 8313.9019 3.422942e+02 12.136994 2000-2009 –> 2010-2019 5.407017 2.3491847 15596.9779 6.598777e+02 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1636 2.9294302 8173.5384 4.074255e+02 16.981775 2000-2009 –> 2010-2019 5.444242 2.5148124 15674.4937 7.617300e+02 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1636 3.1287813 8386.9526 3.296473e+01 12.246418 2000-2009 –> 2010-2019 5.444610 2.3158284 15622.2944 6.342587e+01 11 15
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1636 3.1653581 8426.9819 6.229648e+02 15.467884 2000-2009 –> 2010-2019 5.510475 2.3451173 15704.5160 1.190506e+03 13 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1636 3.0059127 8257.8688 4.089121e+02 14.727095 2000-2009 –> 2010-2019 5.713010 2.7070974 15994.4488 8.303172e+02 3 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1636 3.1126251 8372.0131 6.830010e+02 21.418888 2000-2009 –> 2010-2019 5.713751 2.6011257 15980.8884 1.456185e+03 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1636 3.0067683 8256.7999 3.268997e+01 14.278373 2000-2009 –> 2010-2019 5.713877 2.7071087 15991.3932 6.289065e+01 4 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2039 2.1442242 8911.0392 1.149824e+03 15.001358 1982-1999 –> 2000-2009 4.068917 1.9246930 24693.4919 2.237297e+03 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2039 2.1454235 8913.3195 1.170132e+03 15.071103 1982-1999 –> 2000-2009 4.080208 1.9347847 24735.5382 2.289825e+03 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2039 2.0263916 8680.5462 1.377281e+03 14.088827 1982-1999 –> 2000-2009 4.095759 2.0693671 25014.1091 2.642462e+03 1 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2039 2.1619502 8944.6128 1.872303e+01 13.128844 1982-1999 –> 2000-2009 4.101515 1.9395646 24785.5939 3.712213e+01 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2039 2.1573644 8935.9537 5.261983e+02 14.149058 1982-1999 –> 2000-2009 4.120265 1.9629007 24867.8772 9.941784e+02 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2039 2.2025508 9020.4860 1.826587e+01 13.355721 1982-1999 –> 2000-2009 4.177424 1.9748731 24998.6479 3.674762e+01 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2039 2.2041373 9023.4223 1.796280e+01 13.417958 1982-1999 –> 2000-2009 4.178189 1.9740514 24998.4198 3.644605e+01 8 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2039 2.2089320 9032.2836 1.809824e+01 13.437073 1982-1999 –> 2000-2009 4.181023 1.9720914 24999.7275 3.664816e+01 9 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2039 2.2298457 9068.7117 1.796280e+01 14.322688 1982-1999 –> 2000-2009 4.211943 1.9820977 25072.6403 3.644454e+01 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2039 2.2163854 9046.0205 1.286284e+03 15.295858 1982-1999 –> 2000-2009 4.219482 2.0030969 25132.0855 2.517931e+03 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2065 2.3130764 9337.5450 1.237036e+03 15.402943 2000-2009 –> 2010-2019 4.339468 2.0263916 18018.0911 2.614317e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2065 2.4261145 9534.5980 1.112908e+03 16.809922 2000-2009 –> 2010-2019 4.571538 2.1454235 18447.9174 2.283040e+03 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2065 2.4563470 9585.7450 1.098007e+03 16.688294 2000-2009 –> 2010-2019 4.600571 2.1442242 18496.7842 2.247831e+03 4 6
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2065 2.5199142 9689.2648 1.012415e+03 17.194467 2000-2009 –> 2010-2019 4.665375 2.1454611 18600.6557 2.058040e+03 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2065 2.4886043 9639.6281 1.225109e+03 16.469901 2000-2009 –> 2010-2019 4.704990 2.2163854 18685.6486 2.511393e+03 5 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2065 2.5766341 9783.1948 4.742507e+02 12.441877 2000-2009 –> 2010-2019 4.733999 2.1573644 18719.1485 1.000449e+03 8 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2065 2.5792930 9787.4544 1.720966e+01 12.383178 2000-2009 –> 2010-2019 4.741243 2.1619502 18732.0673 3.593269e+01 9 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2065 2.6180384 9849.0328 1.764067e+01 12.624510 2000-2009 –> 2010-2019 4.820589 2.2025508 18869.5188 3.590654e+01 11 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2065 2.6223879 9855.8885 1.718262e+01 12.730036 2000-2009 –> 2010-2019 4.826525 2.2041373 18879.3108 3.514543e+01 12 20
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2065 2.5828828 9791.1985 1.684965e+01 12.118138 2000-2009 –> 2010-2019 4.843997 2.2611137 18916.6967 3.540545e+01 10 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 747 1.8318332 3038.2381 1.836822e+03 12.118543 1982-1999 –> 2000-2009 3.334424 1.5025906 8351.6650 3.560144e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 747 1.8508252 3053.6477 1.196684e+03 12.056395 1982-1999 –> 2000-2009 3.364387 1.5135622 8388.1875 2.331133e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 747 1.8814042 3078.1296 1.385433e+03 12.078504 1982-1999 –> 2000-2009 3.414362 1.5329583 8449.6219 2.722174e+03 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 747 1.8928135 3087.1623 5.195336e+03 11.153978 1982-1999 –> 2000-2009 3.488443 1.5956295 8574.9346 1.088700e+04 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 747 1.9002379 3091.0109 1.169144e+03 11.548598 1982-1999 –> 2000-2009 3.507032 1.6067946 8597.0186 2.257380e+03 5 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 747 2.0062789 3174.1391 1.727196e+03 12.429382 1982-1999 –> 2000-2009 3.598307 1.5920275 8655.3530 3.531504e+03 6 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 747 2.0288530 3190.8553 5.518692e+04 12.399942 1982-1999 –> 2000-2009 3.724011 1.6951578 8854.2203 1.176512e+05 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 747 2.0806111 3228.4907 1.445730e+03 14.281207 1982-1999 –> 2000-2009 3.741462 1.6608509 8832.5222 3.046778e+03 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 747 2.1190557 3255.8442 4.067540e+01 14.466670 1982-1999 –> 2000-2009 3.809542 1.6904865 8911.2013 8.442812e+01 9 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 747 2.1768603 3296.0523 4.557511e+01 15.508812 1982-1999 –> 2000-2009 3.911920 1.7350594 9026.9347 9.463159e+01 12 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 790 2.0343968 3378.0379 1.635430e+03 11.994921 2000-2009 –> 2010-2019 3.866230 1.8318332 6416.2760 3.472251e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 790 2.0448154 3386.1087 1.107903e+03 11.936671 2000-2009 –> 2010-2019 3.895640 1.8508252 6439.7565 2.304587e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 790 2.0639509 3400.8258 1.296376e+03 11.981689 2000-2009 –> 2010-2019 3.945355 1.8814042 6478.9554 2.681809e+03 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 790 2.0592721 3397.2400 5.007796e+03 11.129404 2000-2009 –> 2010-2019 3.952086 1.8928135 6484.4022 1.020313e+04 3 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 790 2.0664712 3400.7539 1.079192e+03 11.502652 2000-2009 –> 2010-2019 3.966709 1.9002379 6491.7648 2.248336e+03 5 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 790 2.1993776 3501.2385 1.871779e+03 12.648228 2000-2009 –> 2010-2019 4.205656 2.0062789 6675.3775 3.598975e+03 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 790 2.1939338 3497.3228 5.370402e+03 11.132015 2000-2009 –> 2010-2019 4.319987 2.1260537 6758.0927 1.092189e+04 6 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 790 2.2079627 3505.3939 1.194272e+03 12.261139 2000-2009 –> 2010-2019 4.350365 2.1424023 6775.6081 2.483301e+03 8 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 790 2.3407386 3599.6600 5.298368e+04 11.742428 2000-2009 –> 2010-2019 4.369592 2.0288530 6790.5153 1.081706e+05 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 790 2.3797084 3625.7480 1.463506e+03 14.566630 2000-2009 –> 2010-2019 4.460319 2.0806111 6854.2387 2.909235e+03 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 699 3.6916099 3823.5517 5.046241e+03 19.243422 1982-1999 –> 2000-2009 7.192314 3.5007037 10982.2190 9.837487e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 699 3.7152484 3832.4749 4.809853e+03 20.136922 1982-1999 –> 2000-2009 7.204663 3.4894152 10982.5057 9.607072e+03 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 699 3.7272485 3836.9832 5.231454e+03 20.480110 1982-1999 –> 2000-2009 7.214264 3.4870159 10985.1747 1.051259e+04 7 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 699 3.6767688 3817.9201 1.689598e+03 19.407392 1982-1999 –> 2000-2009 7.224676 3.5479074 11012.4029 3.271262e+03 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 699 3.6984869 3826.1535 1.265743e+03 19.375497 1982-1999 –> 2000-2009 7.248912 3.5504249 11022.5331 2.529672e+03 4 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 699 3.6698062 3815.2702 7.056635e+04 19.655417 1982-1999 –> 2000-2009 7.265841 3.5960350 11045.7822 1.366188e+05 1 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 699 3.7152025 3832.4576 1.390605e+03 19.375110 1982-1999 –> 2000-2009 7.270246 3.5550432 11032.3132 2.808530e+03 5 12
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 699 3.8037938 3865.4026 9.749976e+03 21.046408 1982-1999 –> 2000-2009 7.303985 3.5001914 11023.6786 1.922152e+04 12 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 699 3.7466170 3844.2290 2.480667e+03 19.458399 1982-1999 –> 2000-2009 7.315005 3.5683877 11054.1031 4.758395e+03 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 699 3.7538001 3846.9067 1.345385e+03 20.084530 1982-1999 –> 2000-2009 7.388779 3.6349793 11106.2218 2.468975e+03 9 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 758 3.5526998 4086.9559 1.674595e+03 21.655648 2000-2009 –> 2010-2019 7.229469 3.6767688 7904.8759 3.364193e+03 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 758 3.5561087 4088.4098 1.183252e+03 21.641431 2000-2009 –> 2010-2019 7.254596 3.6984869 7914.5634 2.448995e+03 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 758 3.5601752 4090.1424 1.327098e+03 21.636339 2000-2009 –> 2010-2019 7.275378 3.7152025 7922.6001 2.717702e+03 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 758 3.5863852 4101.2623 2.302255e+03 21.688399 2000-2009 –> 2010-2019 7.333002 3.7466170 7945.4913 4.782922e+03 4 12
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 758 3.6454028 4126.0066 4.806081e+03 21.732673 2000-2009 –> 2010-2019 7.337013 3.6916099 7949.5582 9.852322e+03 5 8
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 758 3.6464870 4126.4574 4.654085e+03 22.515383 2000-2009 –> 2010-2019 7.361735 3.7152484 7958.9323 9.463938e+03 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 758 3.6488373 4127.4342 5.064297e+03 22.742644 2000-2009 –> 2010-2019 7.376086 3.7272485 7964.4174 1.029575e+04 7 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 758 3.7064586 4151.1874 6.772931e+04 22.574224 2000-2009 –> 2010-2019 7.376265 3.6698062 7966.4575 1.382957e+05 9 10
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 758 3.7095921 4152.4685 9.679604e+03 24.260882 2000-2009 –> 2010-2019 7.513386 3.8037938 8017.8710 1.942958e+04 10 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 758 3.8002695 4189.0800 1.296386e+03 23.477763 2000-2009 –> 2010-2019 7.554070 3.7538001 8035.9867 2.641772e+03 12 21
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 903 3.3119453 4739.3525 3.488922e+03 27.086858 1982-1999 –> 2000-2009 7.109090 3.7971443 13772.7958 5.900202e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 903 3.4355712 4805.5378 3.217538e+03 26.542773 1982-1999 –> 2000-2009 7.356370 3.9207986 13943.9641 5.712748e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 903 3.4525650 4814.4491 2.676729e+03 26.708281 1982-1999 –> 2000-2009 7.395969 3.9434042 13971.7091 4.704442e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 903 3.5024764 4840.3703 2.526725e+03 27.172948 1982-1999 –> 2000-2009 7.499662 3.9971860 14042.0078 4.462849e+03 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 903 3.6368212 4908.3477 1.602180e+05 21.278443 1982-1999 –> 2000-2009 7.588972 3.9521511 14072.8661 3.030837e+05 5 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 903 3.6598588 4919.7517 1.457079e+03 22.080479 1982-1999 –> 2000-2009 7.779136 4.1192771 14219.9545 2.606541e+03 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 903 3.6858695 4932.5416 2.821199e+03 30.229104 1982-1999 –> 2000-2009 7.826518 4.1406483 14249.6966 4.927307e+03 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 903 3.7489665 4963.1962 1.187363e+03 22.768326 1982-1999 –> 2000-2009 7.972390 4.2234230 14345.1950 2.251052e+03 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 903 3.7873804 4981.6073 1.050875e+03 23.185494 1982-1999 –> 2000-2009 8.055572 4.2681913 14398.1489 1.959376e+03 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 903 3.7873601 4981.5976 3.104727e+03 32.717380 1982-1999 –> 2000-2009 8.070364 4.2830039 14409.4887 5.468384e+03 9 20
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 843 3.1880351 4361.0868 2.508545e+03 28.109626 2000-2009 –> 2010-2019 6.499980 3.3119453 9100.4393 5.997467e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 843 3.3211054 4430.0323 2.445989e+03 28.191452 2000-2009 –> 2010-2019 6.756677 3.4355712 9235.5701 5.663527e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 843 3.3335239 4436.3249 1.987084e+03 28.342764 2000-2009 –> 2010-2019 6.786089 3.4525650 9250.7740 4.663813e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 843 3.3823324 4460.8318 1.780392e+03 28.754275 2000-2009 –> 2010-2019 6.884809 3.5024764 9301.2021 4.307117e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 843 3.5654962 4549.7476 2.081252e+03 31.382530 2000-2009 –> 2010-2019 7.251366 3.6858695 9482.2892 4.902450e+03 5 12
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 843 3.6438011 4586.3745 1.535899e+05 22.480455 2000-2009 –> 2010-2019 7.280622 3.6368212 9494.7222 3.138080e+05 9 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 843 3.7409471 4630.7356 1.217276e+03 23.449271 2000-2009 –> 2010-2019 7.400806 3.6598588 9550.4873 2.674355e+03 11 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 843 3.6282442 4579.1609 2.326015e+03 32.760552 2000-2009 –> 2010-2019 7.415604 3.7873601 9560.7586 5.430742e+03 7 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 843 3.6161999 4573.5547 1.653551e+03 34.273319 2000-2009 –> 2010-2019 7.457281 3.8410814 9580.5893 3.930643e+03 6 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 843 3.6304205 4578.1719 1.590749e+03 34.250463 2000-2009 –> 2010-2019 7.471502 3.8410817 9583.2066 3.835230e+03 8 20
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 529 1.3480977 1831.2557 7.026662e+05 12.656960 1982-1999 –> 2000-2009 2.624210 1.2761128 4761.7318 1.503685e+06 7 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 529 1.2695242 1767.7204 1.122563e+04 9.395876 1982-1999 –> 2000-2009 2.653862 1.3843377 4840.9777 2.363381e+04 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 529 1.2757136 1772.8660 1.232104e+04 9.384793 1982-1999 –> 2000-2009 2.667882 1.3921682 4856.0168 2.646164e+04 2 6
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 529 1.2772706 1774.1565 1.382963e+04 9.398145 1982-1999 –> 2000-2009 2.673150 1.3958791 4861.9765 3.012293e+04 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 529 1.3216303 1810.2772 1.296715e+04 8.853042 1982-1999 –> 2000-2009 2.749865 1.4282347 4938.2898 2.701122e+04 4 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 529 1.3295960 1816.6349 9.959533e+03 12.847710 1982-1999 –> 2000-2009 2.811913 1.4823168 5009.8384 1.969257e+04 5 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 529 1.3332757 1817.5589 9.690522e+03 12.115225 1982-1999 –> 2000-2009 2.860043 1.5267672 5060.5866 1.937817e+04 6 43
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 529 1.5109088 1951.8855 3.182996e+05 12.072857 1982-1999 –> 2000-2009 2.919293 1.4083845 5055.3493 6.953981e+05 13 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 529 1.4007391 1871.7830 1.132588e+04 10.526483 1982-1999 –> 2000-2009 2.921497 1.5207575 5109.8930 2.428545e+04 9 45
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 529 1.5402781 1972.2538 9.533591e+05 10.545028 1982-1999 –> 2000-2009 2.924193 1.3839148 5044.9752 1.955748e+06 15 17
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 508 1.1170491 1568.1031 8.278233e+05 4.522579 2000-2009 –> 2010-2019 2.465147 1.3480977 3399.3588 1.530489e+06 1 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 508 1.2182153 1656.1867 1.272805e+04 5.420796 2000-2009 –> 2010-2019 2.487739 1.2695242 3423.9070 2.395369e+04 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 508 1.2304553 1666.3440 1.318925e+04 5.470035 2000-2009 –> 2010-2019 2.506169 1.2757136 3439.2100 2.551029e+04 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 508 1.2325653 1668.0848 1.444999e+04 5.471447 2000-2009 –> 2010-2019 2.509836 1.2772706 3442.2412 2.827962e+04 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 508 1.2304232 1666.3174 1.234024e+04 4.793467 2000-2009 –> 2010-2019 2.560019 1.3295960 3482.9523 2.229978e+04 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 508 1.2800044 1706.4549 1.329458e+04 5.530047 2000-2009 –> 2010-2019 2.601635 1.3216303 3516.7321 2.626174e+04 10 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 508 1.2739966 1699.6750 1.157917e+04 5.146653 2000-2009 –> 2010-2019 2.607272 1.3332757 3517.2338 2.126969e+04 9 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 508 1.1532017 1600.4644 3.384652e+05 4.750199 2000-2009 –> 2010-2019 2.664111 1.5109088 3552.3499 6.567648e+05 2 15
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 508 1.2314507 1667.1655 1.012793e+06 5.911685 2000-2009 –> 2010-2019 2.771729 1.5402781 3639.4193 1.966152e+06 6 21
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 508 1.2446943 1676.0337 3.377840e+05 5.865260 2000-2009 –> 2010-2019 2.790478 1.5457834 3650.0623 6.547418e+05 8 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 744 1.0354711 2177.2471 6.634894e+05 4.447710 1982-1999 –> 2000-2009 2.203664 1.1681929 6379.1420 1.303699e+06 1 8
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 744 1.0964947 2262.4528 1.141713e+04 4.499462 1982-1999 –> 2000-2009 2.219557 1.1230627 6359.5475 2.329177e+04 7 8
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 744 1.1018326 2269.6790 1.054602e+04 4.448630 1982-1999 –> 2000-2009 2.227732 1.1258998 6373.4850 2.193833e+04 9 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 744 1.1029451 2271.1807 1.176327e+04 4.430551 1982-1999 –> 2000-2009 2.229799 1.1268538 6377.2396 2.448791e+04 10 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 744 1.1164870 2289.3390 8.972702e+03 4.327413 1982-1999 –> 2000-2009 2.250968 1.1344808 6413.3413 1.878619e+04 17 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 744 1.0894606 2252.8764 1.439901e+03 4.581010 1982-1999 –> 2000-2009 2.251610 1.1621496 6440.9748 3.025919e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 744 1.1088787 2279.1643 1.364966e+06 4.883486 1982-1999 –> 2000-2009 2.254712 1.1458336 6429.6529 2.687608e+06 12 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 744 1.0834419 2244.6332 4.623847e+03 4.711449 1982-1999 –> 2000-2009 2.256550 1.1731078 6457.6960 9.869680e+03 2 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 744 1.0935203 2256.4109 1.427341e+03 4.709548 1982-1999 –> 2000-2009 2.268212 1.1746920 6471.0633 2.985134e+03 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 744 1.0959782 2261.7518 2.414992e+03 4.754846 1982-1999 –> 2000-2009 2.272500 1.1765216 6482.5440 4.973697e+03 6 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 710 0.8898722 1863.2108 6.739134e+05 4.459652 2000-2009 –> 2010-2019 1.925343 1.0354711 4040.4579 1.337403e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 710 0.9715343 1987.8849 4.490170e+03 4.047768 2000-2009 –> 2010-2019 2.054976 1.0834419 4232.5182 9.114018e+03 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 710 0.9921476 2017.6983 1.412805e+03 4.090235 2000-2009 –> 2010-2019 2.081608 1.0894606 4270.5747 2.852706e+03 5 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 710 0.9869439 2010.2310 2.284413e+03 3.971500 2000-2009 –> 2010-2019 2.082922 1.0959782 4271.9828 4.699404e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 710 0.9885419 2012.5283 2.436284e+03 3.947055 2000-2009 –> 2010-2019 2.086449 1.0979068 4276.8961 5.010327e+03 4 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 710 0.9993247 2025.9334 1.404072e+03 4.410149 2000-2009 –> 2010-2019 2.092845 1.0935203 4282.3443 2.831413e+03 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 710 0.9985336 2026.8089 2.513761e+03 3.931665 2000-2009 –> 2010-2019 2.102972 1.1044388 4300.0033 5.182678e+03 6 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 710 1.0128772 2047.0616 1.521088e+02 3.984786 2000-2009 –> 2010-2019 2.123988 1.1111108 4329.2182 3.073416e+02 8 21
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 710 1.0176888 2053.7912 1.351205e+06 6.696906 2000-2009 –> 2010-2019 2.126567 1.1088787 4332.9555 2.716171e+06 10 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 710 1.0153198 2050.4819 1.098704e+02 3.949301 2000-2009 –> 2010-2019 2.130158 1.1148381 4337.6217 2.320011e+02 9 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1194 0.9251576 3216.6598 1.084282e+06 20.143217 1982-1999 –> 2000-2009 1.665731 0.7405733 8327.0370 2.161119e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1194 0.9273046 3222.1951 3.464263e+03 15.325303 1982-1999 –> 2000-2009 1.694616 0.7673112 8494.1644 7.516114e+03 2 5
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1194 0.9400227 3254.7245 1.134674e+06 13.032631 1982-1999 –> 2000-2009 1.703796 0.7637731 8505.6370 2.195754e+06 8 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1194 0.9368565 3246.6675 1.165178e+03 15.092230 1982-1999 –> 2000-2009 1.715463 0.7786065 8585.2149 2.592349e+03 3 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1194 0.9399660 3254.5804 1.260137e+02 15.223053 1982-1999 –> 2000-2009 1.715651 0.7756849 8575.9995 2.646797e+02 7 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1194 0.9390324 3252.2073 1.159765e+03 15.092023 1982-1999 –> 2000-2009 1.721412 0.7823794 8612.7785 2.580338e+03 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1194 0.9399386 3254.5107 1.191237e+03 14.954631 1982-1999 –> 2000-2009 1.722562 0.7826232 8616.5014 2.645592e+03 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1194 0.9432456 3260.8977 4.895997e+01 14.052638 1982-1999 –> 2000-2009 1.725911 0.7826656 8621.1351 1.068786e+02 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1194 0.9391902 3252.6086 1.603218e+03 15.802461 1982-1999 –> 2000-2009 1.728497 0.7893069 8653.3429 3.328183e+03 5 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1194 0.9549280 3292.2922 2.079240e+02 15.782039 1982-1999 –> 2000-2009 1.729874 0.7749455 8609.3667 4.725212e+02 15 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1225 0.6063877 2264.8221 1.287694e+06 3.546438 2000-2009 –> 2010-2019 1.531545 0.9251576 5481.4819 2.371976e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1225 0.7675911 2842.3789 1.751400e+03 3.198238 2000-2009 –> 2010-2019 1.706781 0.9391902 6094.9875 3.354618e+03 2 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1225 0.7713286 2854.2796 1.692192e+02 3.200205 2000-2009 –> 2010-2019 1.711295 0.9399660 6108.8599 2.952329e+02 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1225 0.7969780 2934.4253 3.588809e+03 3.986544 2000-2009 –> 2010-2019 1.724282 0.9273046 6156.6204 7.053072e+03 9 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1225 0.7846939 2896.3684 1.240808e+06 5.609573 2000-2009 –> 2010-2019 1.724717 0.9400227 6151.0929 2.375482e+06 7 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1225 0.7705538 2851.8172 3.065208e+02 3.195702 2000-2009 –> 2010-2019 1.725482 0.9549280 6144.1093 5.144448e+02 3 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1225 0.7826750 2890.0571 3.692679e+02 3.252387 2000-2009 –> 2010-2019 1.731393 0.9487179 6166.7690 6.267877e+02 5 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1225 0.7836754 2893.1865 2.340180e+02 3.261557 2000-2009 –> 2010-2019 1.734151 0.9504754 6174.3181 4.200225e+02 6 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1225 0.7868698 2903.1529 2.291619e+02 3.279905 2000-2009 –> 2010-2019 1.740293 0.9534234 6191.6795 3.873738e+02 8 21
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1225 0.7970055 2932.5099 1.504792e+03 4.007471 2000-2009 –> 2010-2019 1.743924 0.9469184 6202.6881 3.014529e+03 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2322 0.6498180 4601.6943 1.032558e+03 10.297390 1982-1999 –> 2000-2009 1.203618 0.5538004 11171.6999 2.168099e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2322 0.6724410 4760.6212 4.166707e+02 11.920744 1982-1999 –> 2000-2009 1.242562 0.5701207 11560.5948 7.087979e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2322 0.7055004 4983.5007 1.179783e+02 12.048348 1982-1999 –> 2000-2009 1.290905 0.5854043 11992.9425 1.891969e+02 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2322 0.7089846 5004.3792 1.153448e+02 11.725295 1982-1999 –> 2000-2009 1.295671 0.5866866 12029.1458 1.861136e+02 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2322 0.7227055 5095.3955 9.544796e+02 12.505863 1982-1999 –> 2000-2009 1.318848 0.5961427 12248.7656 1.820732e+03 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2322 0.7227876 5095.9232 5.492391e+02 12.489739 1982-1999 –> 2000-2009 1.318931 0.5961433 12249.3015 9.382242e+02 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2322 0.7228464 5096.3010 5.584161e+02 12.488970 1982-1999 –> 2000-2009 1.318989 0.5961425 12249.6684 9.515231e+02 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2322 0.7229496 5094.9640 3.817652e+02 12.428150 1982-1999 –> 2000-2009 1.319113 0.5961633 12246.6079 6.036827e+02 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2322 0.7231390 5096.1802 2.806946e+01 12.496071 1982-1999 –> 2000-2009 1.319420 0.5962810 12249.3871 4.846966e+01 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2322 0.7238413 5100.6880 5.584000e+02 12.291525 1982-1999 –> 2000-2009 1.319989 0.5961476 12252.1235 9.325843e+02 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2222 0.7337349 4943.8671 9.675196e+02 10.705014 2000-2009 –> 2010-2019 1.383553 0.6498180 9545.5614 2.000078e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2222 0.7810388 5221.5150 4.611729e+02 12.335557 2000-2009 –> 2010-2019 1.453480 0.6724410 9982.1363 8.778436e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2222 0.8272099 5476.7503 1.173345e+02 12.204164 2000-2009 –> 2010-2019 1.532710 0.7055004 10460.2509 2.353128e+02 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2222 0.8280624 5479.3278 1.146438e+02 12.049135 2000-2009 –> 2010-2019 1.537047 0.7089846 10483.7069 2.299886e+02 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2222 0.8017771 5337.9739 1.014755e+03 8.551574 2000-2009 –> 2010-2019 1.559762 0.7579849 10654.7100 2.072214e+03 3 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2222 0.8413259 5551.9456 5.683449e+02 12.850177 2000-2009 –> 2010-2019 1.564114 0.7227876 10647.8689 1.117584e+03 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2222 0.8415339 5553.0442 1.091756e+03 12.858436 2000-2009 –> 2010-2019 1.564239 0.7227055 10648.4397 2.046235e+03 8 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2222 0.8415016 5552.8734 5.782859e+02 12.846153 2000-2009 –> 2010-2019 1.564348 0.7228464 10649.1743 1.136702e+03 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2222 0.8415807 5551.2910 5.782536e+02 12.900938 2000-2009 –> 2010-2019 1.565422 0.7238413 10651.9790 1.136654e+03 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2222 0.8429291 5558.4059 4.102325e+02 13.014340 2000-2009 –> 2010-2019 1.565879 0.7229496 10653.3698 7.919977e+02 11 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3770 5.5607094 23649.3683 1.670137e+02 40.035659 1982-1999 –> 2000-2009 11.334744 5.7740343 66235.7625 3.459507e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3770 5.6509172 23770.7032 2.981328e+01 41.473201 1982-1999 –> 2000-2009 11.518728 5.8678109 66573.3019 6.179687e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3770 5.6957928 23830.3441 1.719924e+01 42.427943 1982-1999 –> 2000-2009 11.602765 5.9069719 66722.2084 3.566508e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3770 5.7159413 23856.9693 2.053649e+01 41.681060 1982-1999 –> 2000-2009 11.652595 5.9366540 66816.0994 4.216694e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3770 5.7659737 23922.6809 1.679045e+02 21.853430 1982-1999 –> 2000-2009 11.854322 6.0883480 67220.4124 3.474550e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3770 5.8629939 24048.4957 2.418164e+01 23.140193 1982-1999 –> 2000-2009 12.070867 6.2078729 67607.1326 4.851118e+01 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3770 5.8854154 24077.2756 7.381439e+03 22.471909 1982-1999 –> 2000-2009 12.076542 6.1911269 67599.6624 1.564231e+04 7 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3770 5.8855895 24075.4986 1.669923e+02 22.523887 1982-1999 –> 2000-2009 12.079656 6.1940664 67602.2557 3.457756e+02 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3770 5.9178811 24118.7541 6.622166e+00 23.467029 1982-1999 –> 2000-2009 12.182792 6.2649110 67800.1312 1.298445e+01 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3770 5.9237946 24126.2848 8.773688e+00 23.550653 1982-1999 –> 2000-2009 12.200969 6.2771744 67833.9055 1.693308e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3851 5.8117700 24497.3001 1.489766e+02 52.856868 2000-2009 –> 2010-2019 11.372479 5.5607094 48146.6684 3.159904e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3851 5.9128721 24630.1328 1.989475e+01 57.614528 2000-2009 –> 2010-2019 11.563789 5.6509172 48400.8360 4.970803e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3851 5.9614951 24693.2093 1.203944e+01 57.409867 2000-2009 –> 2010-2019 11.657288 5.6957928 48523.5534 2.923868e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3851 5.9740274 24709.3835 1.487692e+01 58.380832 2000-2009 –> 2010-2019 11.689969 5.7159413 48566.3528 3.541341e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3851 6.0391995 24792.9514 1.481373e+02 81.830134 2000-2009 –> 2010-2019 11.805173 5.7659737 48715.6323 3.160418e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3851 6.1099608 24882.6712 7.774682e+03 82.531447 2000-2009 –> 2010-2019 11.995376 5.8854154 48959.9467 1.515612e+04 8 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3851 6.1103329 24881.1403 1.476836e+02 82.952143 2000-2009 –> 2010-2019 11.995922 5.8855895 48956.6389 3.146760e+02 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3851 6.1390966 24919.3114 1.825743e+01 86.832259 2000-2009 –> 2010-2019 12.002090 5.8629939 48967.8071 4.243907e+01 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3851 6.0962346 24865.3490 5.005989e+00 75.720791 2000-2009 –> 2010-2019 12.037474 5.9412389 49013.8048 1.155730e+01 6 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3851 6.0997134 24867.7428 4.785701e+00 74.494227 2000-2009 –> 2010-2019 12.053552 5.9538388 49030.1722 1.128540e+01 7 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4082 3.8182281 22536.2308 8.007749e+02 16.043495 1982-1999 –> 2000-2009 7.693101 3.8748731 64684.5051 1.589375e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4082 3.9071280 22724.1345 5.520678e+01 15.713334 1982-1999 –> 2000-2009 7.858138 3.9510102 65168.0207 1.062227e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4082 3.9941714 22904.0165 1.902538e+01 15.548260 1982-1999 –> 2000-2009 8.019386 4.0252141 65630.5773 3.715603e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4082 4.0050358 22926.1930 1.926924e+01 15.565611 1982-1999 –> 2000-2009 8.045535 4.0404996 65710.3350 3.781179e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4082 4.0272477 22971.3454 5.824431e+01 17.302064 1982-1999 –> 2000-2009 8.140057 4.1128097 66024.9644 1.114342e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4082 4.0489588 23015.2396 1.270079e+01 17.214859 1982-1999 –> 2000-2009 8.171546 4.1225872 66104.9322 2.406133e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4082 4.0580459 23033.5417 1.795685e+01 17.190815 1982-1999 –> 2000-2009 8.188751 4.1307049 66153.1191 3.448935e+01 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4082 4.0856612 23088.9101 5.147835e+01 26.722725 1982-1999 –> 2000-2009 8.251295 4.1656340 66336.4103 1.012911e+02 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4082 4.0817006 23080.9922 4.106101e+02 17.132382 1982-1999 –> 2000-2009 8.257779 4.1760783 66366.5349 8.121322e+02 9 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4082 4.0782040 23073.9954 8.410713e+02 26.605339 1982-1999 –> 2000-2009 8.276659 4.1984548 66440.7235 1.702561e+03 8 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4095 3.9987029 22986.2011 7.791459e+02 14.359622 2000-2009 –> 2010-2019 7.816931 3.8182281 45522.4320 1.579921e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4095 4.1356116 23261.9191 4.750931e+01 15.505936 2000-2009 –> 2010-2019 8.042740 3.9071280 45986.0536 1.027161e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4095 4.2329414 23452.4340 1.798436e+01 15.639323 2000-2009 –> 2010-2019 8.227113 3.9941714 46356.4505 3.700973e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4095 4.2408454 23467.7126 1.819733e+01 15.661628 2000-2009 –> 2010-2019 8.245881 4.0050358 46393.9055 3.746657e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4095 4.2476127 23480.7713 5.001168e+01 12.930543 2000-2009 –> 2010-2019 8.274860 4.0272477 46452.1167 1.082560e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4095 4.2754525 23534.2751 1.070217e+01 15.056832 2000-2009 –> 2010-2019 8.324411 4.0489588 46549.5147 2.340295e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4095 4.2836115 23549.8896 1.523694e+01 15.545500 2000-2009 –> 2010-2019 8.341657 4.0580459 46583.4314 3.319379e+01 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4095 4.2788067 23540.6979 3.635977e+02 13.797081 2000-2009 –> 2010-2019 8.360507 4.0817006 46621.6901 7.742078e+02 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4095 4.3695476 23712.5677 8.314215e+02 26.281207 2000-2009 –> 2010-2019 8.447752 4.0782040 46786.5630 1.672493e+03 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4095 4.4116491 23791.1023 4.587546e+01 26.653253 2000-2009 –> 2010-2019 8.497310 4.0856612 46880.0124 9.735382e+01 12 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3537 2.8802611 17535.0210 1.822471e+03 27.391827 1982-1999 –> 2000-2009 5.786470 2.9062087 48830.1762 3.636059e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3537 2.8804547 17535.4964 1.222452e+02 16.599077 1982-1999 –> 2000-2009 5.793798 2.9133437 48861.5086 2.439632e+02 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3537 2.9581674 17723.8191 4.641535e+01 15.907906 1982-1999 –> 2000-2009 5.943259 2.9850914 49355.9860 9.094169e+01 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3537 2.9662774 17743.1862 5.042672e+01 15.818892 1982-1999 –> 2000-2009 5.963464 2.9971871 49426.2412 9.882677e+01 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3537 2.9568849 17720.7515 8.666726e+02 15.191484 1982-1999 –> 2000-2009 5.998051 3.0411657 49587.1136 1.748002e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3537 3.0129278 17853.5729 1.224532e+02 15.092210 1982-1999 –> 2000-2009 6.110467 3.0975389 49951.0652 2.441679e+02 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3537 3.1030889 18062.1549 1.986283e+04 15.910146 1982-1999 –> 2000-2009 6.258103 3.1550146 50391.0070 3.822858e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3537 3.1038899 18061.9808 8.541253e+02 15.986481 1982-1999 –> 2000-2009 6.258913 3.1550230 50388.8663 1.708014e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3537 3.1062577 18069.3749 2.077216e+01 17.791645 1982-1999 –> 2000-2009 6.288564 3.1823065 50506.6146 4.064234e+01 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3537 3.1178548 18095.7363 3.138242e+01 18.209204 1982-1999 –> 2000-2009 6.315914 3.1980589 50595.1129 6.177422e+01 10 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3425 3.0658600 17407.9766 8.712866e+02 13.481424 2000-2009 –> 2010-2019 6.022745 2.9568849 35128.7281 1.737959e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3425 3.1690108 17634.6524 1.775036e+03 17.100171 2000-2009 –> 2010-2019 6.049272 2.8802611 35169.6734 3.597508e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3425 3.3229434 17959.5581 1.121438e+02 16.202057 2000-2009 –> 2010-2019 6.203398 2.8804547 35495.0545 2.343890e+02 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3425 3.2496316 17806.7391 1.122877e+02 15.360295 2000-2009 –> 2010-2019 6.262559 3.0129278 35660.3120 2.347409e+02 3 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3425 3.3234277 17960.5563 1.638555e+04 17.062563 2000-2009 –> 2010-2019 6.426517 3.1030889 36022.7113 3.624839e+04 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3425 3.4820809 18279.9950 4.934181e+01 17.362199 2000-2009 –> 2010-2019 6.440248 2.9581674 36003.8141 9.575716e+01 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3425 3.4896455 18294.8600 5.315178e+01 17.416538 2000-2009 –> 2010-2019 6.455923 2.9662774 36038.0462 1.035785e+02 11 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3425 3.3530335 18019.3073 8.436885e+02 16.501091 2000-2009 –> 2010-2019 6.456923 3.1038899 36081.2880 1.697814e+03 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3425 3.4308005 18178.3653 2.206127e+01 19.276589 2000-2009 –> 2010-2019 6.537058 3.1062577 36247.7402 4.283343e+01 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3425 3.4470365 18210.7058 3.137654e+01 19.524480 2000-2009 –> 2010-2019 6.564891 3.1178548 36306.4420 6.275896e+01 8 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4257 3.0260860 21522.1398 1.200840e+03 25.030254 1982-1999 –> 2000-2009 5.853890 2.8278041 58388.1407 2.336636e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4257 3.1016255 21732.0635 1.002232e+02 16.154943 1982-1999 –> 2000-2009 5.960776 2.8591508 58763.3166 2.092965e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4257 3.1261961 21799.2443 8.099066e+02 22.863600 1982-1999 –> 2000-2009 6.117956 2.9917601 59510.1026 1.588419e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4257 3.1490135 21861.1604 1.034426e+04 22.713559 1982-1999 –> 2000-2009 6.145389 2.9963752 59595.1243 1.948815e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4257 3.1558731 21877.6866 6.649683e+02 20.810185 1982-1999 –> 2000-2009 6.155795 2.9999222 59627.3845 1.322178e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4257 3.2719726 22187.2790 4.063184e+01 20.974970 1982-1999 –> 2000-2009 6.277090 3.0051170 59964.9120 8.051966e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4257 3.2742491 22193.2007 4.536741e+01 20.947452 1982-1999 –> 2000-2009 6.290998 3.0167487 60028.7424 9.008507e+01 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4257 3.2626244 22162.9192 1.137560e+02 19.962669 1982-1999 –> 2000-2009 6.364205 3.1015804 60414.1656 2.356077e+02 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4257 3.2637598 22165.8816 2.790570e+01 20.471798 1982-1999 –> 2000-2009 6.387220 3.1234603 60522.5028 5.588867e+01 7 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4257 3.2779553 22200.8325 2.749649e+01 20.572792 1982-1999 –> 2000-2009 6.412612 3.1346571 60609.0925 5.515369e+01 10 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4294 3.3330321 22538.7865 1.193059e+03 28.119902 2000-2009 –> 2010-2019 6.359118 3.0260860 44060.9262 2.393898e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4294 3.3792825 22657.1375 1.033576e+02 20.512065 2000-2009 –> 2010-2019 6.480908 3.1016255 44389.2009 2.035808e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4294 3.3967873 22701.5087 8.193214e+02 27.003246 2000-2009 –> 2010-2019 6.522983 3.1261961 44500.7530 1.629228e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4294 3.4133742 22743.3430 9.744356e+03 25.452316 2000-2009 –> 2010-2019 6.562388 3.1490135 44604.5034 2.008861e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4294 3.4136932 22742.1455 6.839378e+02 25.101350 2000-2009 –> 2010-2019 6.569566 3.1558731 44619.8322 1.348906e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4294 3.5028967 22965.6771 1.154601e+02 19.973388 2000-2009 –> 2010-2019 6.765521 3.2626244 45128.5963 2.292161e+02 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4294 3.5052507 22971.4465 2.864230e+01 17.455794 2000-2009 –> 2010-2019 6.769010 3.2637598 45137.3281 5.654800e+01 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4294 3.5422006 23061.5015 4.653026e+01 15.440364 2000-2009 –> 2010-2019 6.816450 3.2742491 45254.7021 9.189767e+01 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4294 3.5458825 23070.4234 4.170656e+01 15.414595 2000-2009 –> 2010-2019 6.817855 3.2719726 45257.7024 8.233841e+01 10 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4294 3.5322881 23035.4351 1.033440e+02 17.690277 2000-2009 –> 2010-2019 6.833604 3.3013159 45296.7281 2.035558e+02 8 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5061 3.1234886 25904.9530 9.012491e+02 11.029080 1982-1999 –> 2000-2009 5.664275 2.5407861 68512.4310 2.034952e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5061 3.1969516 26140.2612 9.118070e+01 11.130928 1982-1999 –> 2000-2009 5.691587 2.4946350 68415.6895 1.879239e+02 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5061 3.2094319 26179.6987 1.679965e+03 15.329122 1982-1999 –> 2000-2009 5.699119 2.4896873 68419.1657 3.611143e+03 5 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5061 3.1570683 26013.1908 1.257535e+02 11.571431 1982-1999 –> 2000-2009 5.722033 2.5649644 68792.2278 2.707548e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5061 3.2640351 26350.4594 3.494848e+01 11.414277 1982-1999 –> 2000-2009 5.832985 2.5689500 69157.6216 7.008389e+01 10 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5061 3.2548092 26321.8086 3.096798e+04 12.835471 1982-1999 –> 2000-2009 5.840719 2.5859094 69248.1608 6.778668e+04 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5061 3.2013611 26154.2127 2.865106e+01 11.135372 1982-1999 –> 2000-2009 5.843804 2.6424430 69472.3094 5.666883e+01 4 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5061 3.2672427 26360.4015 3.802420e+01 11.438729 1982-1999 –> 2000-2009 5.844875 2.5776319 69228.6773 7.631008e+01 12 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5061 3.2655098 26353.0313 9.063490e+01 12.201900 1982-1999 –> 2000-2009 5.867592 2.6020825 69390.3208 1.859030e+02 11 20
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5061 3.2743588 26380.4234 6.266114e+02 14.186636 1982-1999 –> 2000-2009 5.871564 2.5972049 69383.7265 1.345132e+03 13 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5145 3.3428547 27033.1082 1.101036e+03 14.984873 2000-2009 –> 2010-2019 6.466343 3.1234886 52938.0612 2.002285e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5145 3.4003416 27208.5604 1.438224e+02 9.218026 2000-2009 –> 2010-2019 6.557410 3.1570683 53221.7512 2.695759e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5145 3.4204866 27269.3427 1.870645e+03 19.615323 2000-2009 –> 2010-2019 6.629918 3.2094319 53449.0414 3.550610e+03 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5145 3.4445925 27341.6072 1.019879e+02 11.701839 2000-2009 –> 2010-2019 6.641544 3.1969516 53481.8684 1.931686e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5145 3.5002819 27506.6373 2.903497e+01 10.207715 2000-2009 –> 2010-2019 6.701643 3.2013611 53660.8500 5.768603e+01 8 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5145 3.4641854 27399.9711 2.902513e+04 15.494468 2000-2009 –> 2010-2019 6.718995 3.2548092 53721.7798 5.999311e+04 5 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5145 3.5013479 27509.7704 4.217589e+01 10.132810 2000-2009 –> 2010-2019 6.736936 3.2355882 53771.6272 8.063597e+01 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5145 3.5066483 27525.3358 2.775354e+01 10.279186 2000-2009 –> 2010-2019 6.744350 3.2377013 53793.8010 5.299247e+01 10 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5145 3.4743373 27428.0823 7.488342e+02 17.878697 2000-2009 –> 2010-2019 6.748696 3.2743588 53808.5056 1.375446e+03 6 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5145 3.4936809 27485.2135 1.009845e+02 11.634386 2000-2009 –> 2010-2019 6.759191 3.2655098 53838.2448 1.916194e+02 7 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4638 3.1945663 23949.6964 1.826889e+05 19.329581 1982-1999 –> 2000-2009 5.529479 2.3349130 61431.2374 3.608048e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4638 3.3272205 24327.0992 4.570879e+03 22.228812 1982-1999 –> 2000-2009 5.685000 2.3577792 61969.7139 9.385852e+03 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4638 3.2211176 24026.4744 1.511498e+05 27.643708 1982-1999 –> 2000-2009 5.708360 2.4872426 62552.5858 3.000258e+05 2 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4638 3.3193664 24305.1766 1.014554e+02 26.704160 1982-1999 –> 2000-2009 5.806919 2.4875526 62833.3478 2.030814e+02 3 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4638 3.4000298 24527.8962 1.734472e+01 19.997681 1982-1999 –> 2000-2009 5.809262 2.4092317 62527.3135 3.528228e+01 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4638 3.4261649 24598.9255 4.688401e+03 16.471327 1982-1999 –> 2000-2009 5.838972 2.4128068 62622.8506 9.353729e+03 8 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4638 3.4143941 24567.0022 4.678639e+02 23.084998 1982-1999 –> 2000-2009 5.844099 2.4297049 62706.2780 9.741553e+02 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4638 3.4684430 24710.6887 2.165908e+03 16.346816 1982-1999 –> 2000-2009 5.896067 2.4276238 62833.8012 4.234724e+03 12 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4638 3.4759364 24732.7075 8.503023e+01 23.545764 1982-1999 –> 2000-2009 5.964036 2.4880997 63264.5133 1.797610e+02 13 24
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4638 3.4807921 24745.6566 7.264392e+01 23.308868 1982-1999 –> 2000-2009 5.966847 2.4860546 63263.8722 1.548794e+02 14 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4677 3.4559877 24886.7239 1.486734e+05 28.228869 2000-2009 –> 2010-2019 6.677105 3.2211176 48913.1983 2.998232e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4677 3.5346489 25097.2422 1.793171e+05 19.584740 2000-2009 –> 2010-2019 6.729215 3.1945663 49046.9387 3.620060e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4677 3.5925319 25249.1816 1.006379e+02 26.096666 2000-2009 –> 2010-2019 6.911898 3.3193664 49554.3582 2.020933e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4677 3.7125222 25556.5002 4.609865e+03 22.472575 2000-2009 –> 2010-2019 7.039743 3.3272205 49883.5994 9.180745e+03 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4677 3.6555403 25411.8165 3.380665e+01 28.083659 2000-2009 –> 2010-2019 7.068261 3.4127210 49974.2723 6.526964e+01 4 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4677 3.7003716 25525.8357 3.642768e+01 28.853476 2000-2009 –> 2010-2019 7.161933 3.4615616 50220.1026 7.031209e+01 5 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4677 3.7407791 25627.4261 2.028343e+05 19.995122 2000-2009 –> 2010-2019 7.178637 3.4378581 50257.9560 4.071995e+05 7 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4677 3.7534525 25657.0631 1.466567e+05 20.127681 2000-2009 –> 2010-2019 7.197060 3.4436076 50301.0931 2.957990e+05 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4677 3.8087836 25795.9477 4.625339e+02 23.556081 2000-2009 –> 2010-2019 7.223178 3.4143941 50362.9499 9.303979e+02 9 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4677 3.8290688 25845.6339 1.834353e+01 17.892064 2000-2009 –> 2010-2019 7.229099 3.4000298 50373.5300 3.568825e+01 10 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4438 2.9030448 22068.1851 1.534390e+02 9.942816 1982-1999 –> 2000-2009 5.192791 2.2897464 56808.6946 3.132690e+02 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4438 2.9159313 22107.4982 3.366788e+01 11.460154 1982-1999 –> 2000-2009 5.220586 2.3046542 56948.2849 6.092126e+01 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4438 2.8945771 22042.2574 4.451641e+01 9.301374 1982-1999 –> 2000-2009 5.230005 2.3354281 57088.0084 8.453839e+01 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4438 2.8962801 22047.4781 5.410760e+01 9.320463 1982-1999 –> 2000-2009 5.240545 2.3442645 57151.5832 9.808834e+01 2 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4438 2.9282058 22142.7831 3.354109e+01 12.627196 1982-1999 –> 2000-2009 5.317315 2.3891092 57537.6860 6.030152e+01 5 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4438 2.9657996 22258.0123 5.246375e+02 8.512417 1982-1999 –> 2000-2009 5.334462 2.3686627 57522.1044 1.052288e+03 7 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4438 2.9715827 22275.3031 6.115227e+01 8.498003 1982-1999 –> 2000-2009 5.352104 2.3805209 57616.5599 1.194677e+02 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4438 2.9794168 22298.6723 6.252346e+01 8.583483 1982-1999 –> 2000-2009 5.362374 2.3829573 57655.7356 1.213109e+02 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4438 3.0003370 22360.7782 4.386409e+03 9.043004 1982-1999 –> 2000-2009 5.376269 2.3759320 57672.2195 8.694449e+03 11 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4438 3.0106447 22389.2196 4.151960e+01 9.325401 1982-1999 –> 2000-2009 5.397111 2.3864658 57767.0161 7.832954e+01 12 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4429 3.4791682 23627.0520 4.125020e+01 9.182431 2000-2009 –> 2010-2019 6.424027 2.9448586 45822.1700 8.670879e+01 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4429 3.5395313 23779.4193 4.522608e+01 9.305961 2000-2009 –> 2010-2019 6.435811 2.8962801 45826.8974 9.933369e+01 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4429 3.5480146 23800.6239 4.038873e+01 9.280333 2000-2009 –> 2010-2019 6.442592 2.8945771 45842.8814 8.490514e+01 9 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4429 3.5148898 23717.5360 4.924820e+02 9.614821 2000-2009 –> 2010-2019 6.480689 2.9657996 45975.5482 1.017119e+03 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4429 3.5099513 23705.0814 5.728579e+01 9.525849 2000-2009 –> 2010-2019 6.481534 2.9715827 45980.3845 1.184381e+02 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4429 3.5215518 23734.3091 5.794673e+01 9.628467 2000-2009 –> 2010-2019 6.500968 2.9794168 46032.9814 1.204702e+02 5 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4429 3.5213199 23731.7258 3.278381e+01 9.695108 2000-2009 –> 2010-2019 6.502188 2.9808686 46032.7222 6.861821e+01 4 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4429 3.6030539 23936.9805 1.587416e+02 9.786261 2000-2009 –> 2010-2019 6.506099 2.9030448 46005.1656 3.121806e+02 12 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4429 3.6338628 24012.4014 2.730080e+01 13.596134 2000-2009 –> 2010-2019 6.549794 2.9159313 46119.8996 6.096869e+01 14 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4429 3.6387317 24022.2619 2.686783e+01 14.298356 2000-2009 –> 2010-2019 6.566937 2.9282058 46165.0451 6.040892e+01 15 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1555 2.2267234 6916.5508 5.890809e+03 7.554600 1982-1999 –> 2000-2009 3.935588 1.7088648 18260.3849 1.171409e+04 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1555 2.2392801 6934.0390 6.437049e+02 7.361828 1982-1999 –> 2000-2009 3.959513 1.7202328 18316.3029 1.296319e+03 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1555 2.2437970 6940.3061 2.063082e+02 7.283690 1982-1999 –> 2000-2009 3.970558 1.7267610 18344.5238 3.769156e+02 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1555 2.2591231 6961.4765 3.396522e+05 10.475892 1982-1999 –> 2000-2009 3.975069 1.7159455 18329.2771 6.838234e+05 5 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1555 2.2485583 6946.8984 1.951766e+02 7.256245 1982-1999 –> 2000-2009 3.979375 1.7308165 18364.7126 3.581161e+02 4 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1555 2.2901561 7003.9069 4.935191e+02 6.286902 1982-1999 –> 2000-2009 4.041177 1.7510210 18488.9882 1.000902e+03 6 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1555 2.3178028 7041.2261 5.327762e+03 9.127203 1982-1999 –> 2000-2009 4.067446 1.7496428 18521.7438 1.041514e+04 14 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1555 2.3167308 7039.7873 6.212910e+03 7.606695 1982-1999 –> 2000-2009 4.070278 1.7535475 18533.2255 1.232152e+04 13 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1555 2.3180211 7039.5189 5.271147e+03 7.432796 1982-1999 –> 2000-2009 4.075679 1.7576577 18544.5266 1.044767e+04 15 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1555 2.3117578 7033.1043 3.303722e+05 10.999109 1982-1999 –> 2000-2009 4.080102 1.7683445 18575.2461 6.640673e+05 12 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1649 2.6760423 7940.0091 3.858238e+05 9.771387 2000-2009 –> 2010-2019 4.935165 2.2591231 14901.4856 7.254760e+05 1 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1649 2.7146800 7987.2864 5.978122e+03 9.690478 2000-2009 –> 2010-2019 4.941403 2.2267234 14903.8372 1.186893e+04 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1649 2.7247961 7999.5533 6.658670e+02 9.425039 2000-2009 –> 2010-2019 4.964076 2.2392801 14933.5924 1.309572e+03 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1649 2.7256628 8000.6022 1.638570e+02 9.338610 2000-2009 –> 2010-2019 4.969460 2.2437970 14940.9083 3.701652e+02 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1649 2.7307133 8006.7076 1.543369e+02 9.307495 2000-2009 –> 2010-2019 4.979272 2.2485583 14953.6060 3.495135e+02 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1649 2.7257987 8000.7667 1.861921e+02 8.993318 2000-2009 –> 2010-2019 5.019969 2.2941706 15010.1205 4.182644e+02 5 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1649 2.7395742 8017.3920 5.224878e+02 8.245561 2000-2009 –> 2010-2019 5.029730 2.2901561 15021.2989 1.016007e+03 10 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1649 2.7265777 7999.7090 1.621019e+02 9.126972 2000-2009 –> 2010-2019 5.032209 2.3056317 15022.5609 3.682679e+02 6 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1649 2.7361153 8013.2254 1.679340e+02 8.210038 2000-2009 –> 2010-2019 5.041908 2.3057928 15038.2947 3.803678e+02 8 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1649 2.7423537 8018.7363 4.869131e+02 8.474385 2000-2009 –> 2010-2019 5.047175 2.3048216 15040.4954 9.482096e+02 12 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2112 1.9341854 8794.1110 2.796918e+02 13.391630 1982-1999 –> 2000-2009 3.414434 1.4802482 22420.7019 5.641476e+02 1 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2112 1.9382000 8802.8694 4.777001e+03 13.425288 1982-1999 –> 2000-2009 3.415755 1.4775545 22415.7705 9.346840e+03 2 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2112 1.9491406 8826.6457 2.975863e+02 13.416779 1982-1999 –> 2000-2009 3.425226 1.4760858 22432.0718 6.109207e+02 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2112 1.9493003 8826.9918 5.249352e+02 13.458582 1982-1999 –> 2000-2009 3.425283 1.4759829 22431.8942 1.074890e+03 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2112 1.9544317 8838.0965 2.922753e+02 13.428755 1982-1999 –> 2000-2009 3.430988 1.4765563 22445.9180 6.040916e+02 6 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2112 1.9493825 8825.1697 2.664057e+02 13.516305 1982-1999 –> 2000-2009 3.481372 1.5319899 22707.9930 5.427892e+02 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2112 2.0031464 8942.0899 2.696462e+05 13.501056 1982-1999 –> 2000-2009 3.528959 1.5258131 22796.5481 5.327826e+05 8 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2112 1.9908759 8916.1359 2.918959e+02 12.510155 1982-1999 –> 2000-2009 3.551769 1.5608931 22941.4380 6.118498e+02 7 32
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2112 2.0196593 8976.7678 3.027064e+05 11.976124 1982-1999 –> 2000-2009 3.564657 1.5449976 22925.1380 6.093616e+05 9 29
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2112 2.0477502 9035.1135 4.451857e+03 11.886646 1982-1999 –> 2000-2009 3.572858 1.5251081 22886.0980 8.583590e+03 14 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2177 2.2234063 9671.0802 4.239425e+03 14.271944 2000-2009 –> 2010-2019 4.161606 1.9382000 18473.9496 9.016427e+03 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2177 2.2281222 9680.3055 3.050486e+02 14.545246 2000-2009 –> 2010-2019 4.177263 1.9491406 18506.9511 6.026349e+02 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2177 2.2293951 9682.7921 5.703536e+02 14.570375 2000-2009 –> 2010-2019 4.178695 1.9493003 18509.7839 1.095289e+03 3 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2177 2.2474040 9717.8221 2.739952e+02 14.073566 2000-2009 –> 2010-2019 4.181589 1.9341854 18511.9332 5.536871e+02 5 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2177 2.2316866 9687.2652 3.003574e+02 14.692588 2000-2009 –> 2010-2019 4.186118 1.9544317 18525.3617 5.926327e+02 4 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2177 2.2502685 9721.3680 2.708304e+02 13.817994 2000-2009 –> 2010-2019 4.199651 1.9493825 18546.5378 5.372361e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2177 2.2629132 9747.7656 3.202976e+02 16.762559 2000-2009 –> 2010-2019 4.253789 1.9908759 18663.9016 6.121934e+02 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2177 2.2730315 9767.1904 3.168387e+02 17.199455 2000-2009 –> 2010-2019 4.307465 2.0344339 18774.7459 5.935023e+02 8 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2177 2.2862675 9790.4706 3.018459e+02 16.330920 2000-2009 –> 2010-2019 4.329041 2.0427737 18813.3063 5.910813e+02 10 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2177 2.3459130 9904.6039 2.449170e+05 14.122986 2000-2009 –> 2010-2019 4.349059 2.0031464 18846.6939 5.145632e+05 14 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1995 1.8990791 8234.6275 3.599302e+02 14.742931 1982-1999 –> 2000-2009 3.694685 1.7956059 23400.9921 6.698416e+02 1 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1995 1.9518870 8344.0631 3.270372e+03 15.030289 1982-1999 –> 2000-2009 3.713090 1.7612033 23364.1779 6.149410e+03 7 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1995 1.9597488 8360.1017 3.012878e+02 14.956068 1982-1999 –> 2000-2009 3.722617 1.7628685 23387.3609 5.631723e+02 8 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1995 1.9625576 8365.8163 9.406531e+01 14.916827 1982-1999 –> 2000-2009 3.726255 1.7636973 23396.6288 1.752900e+02 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1995 1.9631169 8366.9533 9.306924e+01 14.899534 1982-1999 –> 2000-2009 3.726923 1.7638056 23398.2300 1.743757e+02 10 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1995 1.9757758 8392.5997 8.033723e+01 14.339944 1982-1999 –> 2000-2009 3.741629 1.7658527 23432.6455 1.496687e+02 11 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1995 1.9765709 8392.2049 1.933137e+01 14.171834 1982-1999 –> 2000-2009 3.746357 1.7697858 23447.0707 3.657493e+01 13 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1995 1.9410445 8321.8375 8.562160e+02 15.822916 1982-1999 –> 2000-2009 3.777485 1.8364401 23658.1999 1.775991e+03 2 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1995 1.9415859 8322.9501 8.320443e+02 15.857798 1982-1999 –> 2000-2009 3.778589 1.8370028 23661.6285 1.709267e+03 3 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1995 1.9416139 8323.0077 7.398970e+02 15.855075 1982-1999 –> 2000-2009 3.779257 1.8376427 23664.3190 1.544428e+03 4 27
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2000 2.2304011 8898.4798 3.508140e+02 27.532155 2000-2009 –> 2010-2019 4.129480 1.8990791 17133.1073 7.107442e+02 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2000 2.2486349 8931.0474 1.043470e+03 26.965859 2000-2009 –> 2010-2019 4.189679 1.9410445 17252.8849 1.899686e+03 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2000 2.2500441 8933.5534 9.341265e+02 27.030875 2000-2009 –> 2010-2019 4.191658 1.9416139 17256.5611 1.674024e+03 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2000 2.2511401 8935.5013 1.003308e+03 27.097784 2000-2009 –> 2010-2019 4.192726 1.9415859 17258.4514 1.835353e+03 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2000 2.2546700 8941.7686 3.511361e+03 27.179189 2000-2009 –> 2010-2019 4.198153 1.9434834 17268.6163 6.695292e+03 5 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2000 2.2779081 8980.7843 3.408630e+02 28.927543 2000-2009 –> 2010-2019 4.219782 1.9418741 17302.3266 6.914923e+02 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2000 2.2913703 9006.3543 3.298814e+03 31.212803 2000-2009 –> 2010-2019 4.243257 1.9518870 17350.4174 6.569186e+03 8 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2000 2.2981627 9018.1940 3.161976e+02 31.434047 2000-2009 –> 2010-2019 4.257911 1.9597488 17378.2957 6.174855e+02 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2000 2.2997070 9020.8811 9.922071e+01 31.505973 2000-2009 –> 2010-2019 4.262265 1.9625576 17386.6974 1.932860e+02 10 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2000 2.2999417 9021.2892 9.822613e+01 31.506941 2000-2009 –> 2010-2019 4.263059 1.9631169 17388.2425 1.912954e+02 11 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1343 1.8003797 5404.6305 3.031071e+03 12.261141 1982-1999 –> 2000-2009 3.279847 1.4794677 14073.3984 5.564113e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1343 1.8065547 5413.8271 5.998261e+02 12.186833 1982-1999 –> 2000-2009 3.288218 1.4816631 14089.6828 1.146393e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1343 1.8074082 5415.0958 8.089724e+02 12.153169 1982-1999 –> 2000-2009 3.289744 1.4823360 14093.1219 1.539014e+03 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1343 1.8093418 5417.9679 7.536762e+02 12.157229 1982-1999 –> 2000-2009 3.292983 1.4836411 14100.2005 1.423542e+03 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1343 1.8419455 5465.9377 9.449319e+02 10.196793 1982-1999 –> 2000-2009 3.401446 1.5595003 14386.5308 1.823452e+03 9 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1343 1.8344846 5455.0358 4.785387e+03 12.435325 1982-1999 –> 2000-2009 3.419735 1.5852501 14453.9098 8.696297e+03 5 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1343 1.8368878 5458.5523 1.226412e+02 12.336993 1982-1999 –> 2000-2009 3.420111 1.5832237 14451.3120 2.321301e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1343 1.8364500 5457.9120 2.669132e+02 12.359100 1982-1999 –> 2000-2009 3.420138 1.5836882 14452.0739 4.977913e+02 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1343 1.8370198 5458.7452 1.154261e+02 12.335651 1982-1999 –> 2000-2009 3.420180 1.5831607 14451.3148 2.165860e+02 8 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1343 1.8427995 5465.1828 5.931513e+02 10.104896 1982-1999 –> 2000-2009 3.431044 1.5882444 14471.0767 1.132130e+03 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1335 1.9036435 5521.4309 2.594440e+03 14.835688 2000-2009 –> 2010-2019 3.704023 1.8003797 10926.0614 5.625512e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1335 1.9113004 5532.1488 6.689923e+02 14.773034 2000-2009 –> 2010-2019 3.717855 1.8065547 10945.9759 1.268818e+03 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1335 1.9117749 5532.8115 8.236010e+02 14.743168 2000-2009 –> 2010-2019 3.719183 1.8074082 10947.9073 1.632573e+03 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1335 1.9137098 5535.5124 7.648311e+02 14.748441 2000-2009 –> 2010-2019 3.723052 1.8093418 10953.4803 1.518507e+03 6 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1335 1.9105855 5531.1498 4.536288e+03 14.791321 2000-2009 –> 2010-2019 3.745070 1.8344846 10986.1857 9.321675e+03 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1335 1.9134648 5535.1706 2.584907e+02 14.740123 2000-2009 –> 2010-2019 3.749915 1.8364500 10993.0826 5.254039e+02 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1335 1.9137831 5535.6148 1.183544e+02 14.723755 2000-2009 –> 2010-2019 3.750671 1.8368878 10994.1670 2.409956e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1335 1.9139689 5535.8739 1.124730e+02 14.725583 2000-2009 –> 2010-2019 3.750989 1.8370198 10994.6191 2.278991e+02 8 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1335 1.9174211 5540.6854 1.141252e+03 13.364482 2000-2009 –> 2010-2019 3.759367 1.8419455 11006.6231 2.086184e+03 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1335 1.9219695 5545.0116 6.585749e+02 13.518601 2000-2009 –> 2010-2019 3.764769 1.8427995 11010.1944 1.251726e+03 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2889 1.5016939 10561.9254 2.050837e+03 14.657904 1982-1999 –> 2000-2009 2.777583 1.2758891 27806.9234 4.309009e+03 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2889 1.5148373 10612.2767 3.368779e+02 14.454674 1982-1999 –> 2000-2009 2.800419 1.2855820 27935.7118 6.790393e+02 9 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2889 1.5168028 10619.7688 4.633035e+02 14.337446 1982-1999 –> 2000-2009 2.805843 1.2890399 27971.0434 9.696958e+02 10 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2889 1.5128181 10604.5697 4.111397e+02 11.960394 1982-1999 –> 2000-2009 2.806182 1.2933641 27990.5532 7.862525e+02 8 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2889 1.5252349 10651.8005 4.015785e+02 14.391942 1982-1999 –> 2000-2009 2.822209 1.2969738 28066.6690 8.343593e+02 14 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2889 1.4876620 10507.6819 3.556054e+02 10.798166 1982-1999 –> 2000-2009 2.837058 1.3493960 28333.2072 7.127630e+02 3 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2889 1.5202018 10632.7022 3.958282e+02 10.868184 1982-1999 –> 2000-2009 2.838941 1.3187389 28220.0499 7.807418e+02 11 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2889 1.4852715 10498.3896 1.885605e+03 16.183714 1982-1999 –> 2000-2009 2.848895 1.3636238 28432.6190 4.034988e+03 2 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2889 1.4883111 10510.2024 1.605141e+02 16.114549 1982-1999 –> 2000-2009 2.853186 1.3648752 28453.9380 3.339732e+02 4 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2889 1.4895720 10515.0951 7.122311e+01 16.076049 1982-1999 –> 2000-2009 2.855216 1.3656437 28464.6647 1.397538e+02 5 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2712 1.6434961 10405.1054 1.078839e+06 15.101338 2000-2009 –> 2010-2019 3.118154 1.4746582 20862.0592 2.130408e+06 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2712 1.6395019 10391.9076 3.764801e+02 11.317742 2000-2009 –> 2010-2019 3.127164 1.4876620 20899.5894 7.320856e+02 1 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2712 1.6790446 10521.1748 2.101521e+03 14.252579 2000-2009 –> 2010-2019 3.164316 1.4852715 21019.5644 3.987126e+03 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2712 1.6825389 10532.4510 1.770696e+02 14.217689 2000-2009 –> 2010-2019 3.170850 1.4883111 21042.6534 3.375837e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2712 1.6833481 10535.0590 7.836695e+01 14.189718 2000-2009 –> 2010-2019 3.172920 1.4895720 21050.1542 1.495901e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2712 1.6838945 10536.8193 7.453868e+01 14.188614 2000-2009 –> 2010-2019 3.173873 1.4899788 21053.4924 1.441106e+02 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2712 1.6838940 10536.8177 4.202240e+02 10.697292 2000-2009 –> 2010-2019 3.204096 1.5202018 21169.5199 8.160522e+02 6 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2712 1.7021199 10595.2097 4.396928e+02 11.393635 2000-2009 –> 2010-2019 3.214938 1.5128181 21199.7793 8.508325e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2712 1.7183448 10646.6673 2.320352e+03 9.647716 2000-2009 –> 2010-2019 3.220039 1.5016939 21208.5926 4.371189e+03 11 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2712 1.7157712 10636.5376 3.703978e+02 13.177678 2000-2009 –> 2010-2019 3.236066 1.5202951 21267.5944 7.187918e+02 9 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5996 0.8422574 14971.2487 1.936256e+02 15.344828 1982-1999 –> 2000-2009 1.531735 0.6894780 37753.7846 3.831388e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5996 0.8474556 15045.0335 1.508242e+02 14.722734 1982-1999 –> 2000-2009 1.556540 0.7090840 38437.2529 3.079832e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5996 0.8981254 15741.4238 1.501866e+03 14.245595 1982-1999 –> 2000-2009 1.631404 0.7332781 39863.1774 3.052389e+03 5 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5996 0.9046414 15828.1128 1.863603e+02 14.029121 1982-1999 –> 2000-2009 1.643204 0.7385627 40106.0090 3.697227e+02 6 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5996 0.9068198 15856.9547 2.211052e+02 13.885332 1982-1999 –> 2000-2009 1.649176 0.7423563 40246.2533 4.572981e+02 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5996 0.9131727 15940.6742 1.717396e+02 13.915247 1982-1999 –> 2000-2009 1.661074 0.7479011 40491.7793 3.519370e+02 9 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5996 0.8675517 15326.0858 1.558022e+02 12.330616 1982-1999 –> 2000-2009 1.675711 0.8081593 41562.0989 3.114162e+02 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5996 0.9057685 15843.0442 1.700744e+02 13.421681 1982-1999 –> 2000-2009 1.701646 0.7958775 41746.0723 3.534474e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5996 0.8734706 15405.6236 1.445774e+02 11.726018 1982-1999 –> 2000-2009 1.721512 0.8480409 42687.0380 2.906700e+02 4 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 5996 0.9595651 16532.9396 1.861097e+02 10.862217 1982-1999 –> 2000-2009 1.750229 0.7906639 42291.0581 3.692843e+02 12 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5907 1.0107320 16903.4523 2.038220e+02 17.172794 2000-2009 –> 2010-2019 1.852989 0.8422574 31874.7010 3.974477e+02 3 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5907 1.0102112 16897.3634 1.522026e+02 17.024989 2000-2009 –> 2010-2019 1.857667 0.8474556 31942.3970 3.030268e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5907 1.0094706 16888.6993 1.659471e+02 17.207560 2000-2009 –> 2010-2019 1.877022 0.8675517 32214.7850 3.217493e+02 1 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5907 1.0114767 16910.1539 1.492176e+02 17.756625 2000-2009 –> 2010-2019 1.884947 0.8734706 32315.7776 2.937950e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5907 1.0473029 17323.3617 1.503808e+03 15.536851 2000-2009 –> 2010-2019 1.945428 0.8981254 33064.7855 3.005674e+03 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5907 1.0499605 17353.3027 1.715753e+02 16.522973 2000-2009 –> 2010-2019 1.955729 0.9057685 33196.3468 3.416496e+02 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5907 1.0523323 17379.9594 1.950212e+02 15.360944 2000-2009 –> 2010-2019 1.956974 0.9046414 33208.0722 3.813815e+02 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5907 1.0525544 17382.4522 2.260269e+02 15.247290 2000-2009 –> 2010-2019 1.959374 0.9068198 33239.4069 4.471321e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5907 1.0586122 17450.2507 1.774380e+02 15.281035 2000-2009 –> 2010-2019 1.971785 0.9131727 33390.9249 3.491776e+02 10 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5907 1.0528476 17383.7427 1.599981e+02 14.901779 2000-2009 –> 2010-2019 1.989815 0.9369679 33630.8991 3.093764e+02 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2668 0.9377251 7242.3598 2.370046e+02 6.121297 1982-1999 –> 2000-2009 1.779180 0.8414552 18999.1497 4.139662e+02 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2668 0.9417215 7265.0523 2.344063e+02 5.247782 1982-1999 –> 2000-2009 1.789075 0.8473536 19087.6577 4.083616e+02 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2668 0.9337278 7219.5647 2.986325e+02 4.900987 1982-1999 –> 2000-2009 1.800868 0.8671405 19259.6575 5.051425e+02 1 7
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2668 0.9444605 7278.5495 2.319767e+02 4.541882 1982-1999 –> 2000-2009 1.818702 0.8742418 19393.4879 4.052878e+02 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2668 0.9597401 7366.1851 1.790140e+02 7.909605 1982-1999 –> 2000-2009 1.821573 0.8618333 19348.4341 3.301098e+02 9 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2668 0.9530844 7329.0514 7.398803e+01 8.582440 1982-1999 –> 2000-2009 1.833070 0.8799856 19507.6898 1.318377e+02 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2668 0.9532482 7329.9687 1.045610e+02 8.560641 1982-1999 –> 2000-2009 1.833439 0.8801907 19510.8034 1.860427e+02 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2668 0.9540499 7334.4544 1.534550e+02 8.548764 1982-1999 –> 2000-2009 1.834550 0.8804999 19518.5984 3.001166e+02 7 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2668 0.9706994 7426.7720 1.390339e+01 7.565100 1982-1999 –> 2000-2009 1.835713 0.8650136 19443.7258 2.704300e+01 11 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2668 0.9709231 7426.0012 1.389420e+01 7.673212 1982-1999 –> 2000-2009 1.837663 0.8667398 19459.7393 2.692390e+01 12 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2704 1.1005702 8205.8595 4.105661e+02 14.580168 2000-2009 –> 2010-2019 2.034298 0.9337278 15425.4242 7.091986e+02 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2704 1.1095487 8249.7995 3.275334e+02 14.682714 2000-2009 –> 2010-2019 2.047274 0.9377251 15492.1593 5.645380e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2704 1.1119852 8261.6622 3.237493e+02 13.576496 2000-2009 –> 2010-2019 2.053707 0.9417215 15526.7145 5.581556e+02 3 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2704 1.1122846 8261.1177 3.173421e+02 13.153232 2000-2009 –> 2010-2019 2.056745 0.9444605 15539.6672 5.493188e+02 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2704 1.1130639 8266.9056 1.034579e+02 17.868980 2000-2009 –> 2010-2019 2.066148 0.9530844 15595.9570 1.774459e+02 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2704 1.1132799 8267.9549 1.521633e+02 17.836911 2000-2009 –> 2010-2019 2.066528 0.9532482 15597.9235 2.567243e+02 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2704 1.1145380 8274.0628 1.916765e+02 17.819770 2000-2009 –> 2010-2019 2.068588 0.9540499 15608.5172 3.451315e+02 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2704 1.1176380 8289.0839 2.307732e+02 17.904351 2000-2009 –> 2010-2019 2.073875 0.9562371 15635.7571 3.949732e+02 8 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2704 1.1199338 8298.1813 4.924576e+01 15.923424 2000-2009 –> 2010-2019 2.083448 0.9635141 15683.3081 9.110107e+01 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2704 1.1248626 8323.9295 2.021910e+02 16.261892 2000-2009 –> 2010-2019 2.084603 0.9597401 15690.1146 3.812050e+02 10 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.677560 1055.2003
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.534701 645.0427
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.385739 11352.8568
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.597643 8208.5035
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.748007 14409.7165
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.081357 10679.6123
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.824051 19737.1768
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.448696 15669.7821
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.671171 17826.6431
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.426648 14140.0786
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.341037 19548.7312
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 5.479531 15688.7925
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.143472 24929.8131
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.684830 18636.5839
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.589389 8664.1659
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 4.133194 6616.4987
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.262869 11024.6934
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 7.361100 7958.0754
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.665404 14142.5827
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.120474 9414.0039
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 2.780591 4953.9635
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.596413 3506.3467
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.243530 6418.4686
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.080783 4267.4573
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.712351 8560.1178
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.707386 6087.2607
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.294805 12025.0237
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.529055 10437.7197
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.857398 67201.0872
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.817311 48728.1413
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.090225 65862.0122
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.257916 46413.2170
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.071700 49789.3692
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 6.341953 35815.3810
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.196593 59742.3484
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 6.649740 44825.0273
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.787855 69002.0330
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.670503 53568.5531
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.804904 62600.5514
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.041613 49888.7998
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.302356 57376.7893
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.489064 45980.3695
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.015479 18427.8931
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.996037 14976.6200
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.481130 22640.3572
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.232428 18617.3165
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.740689 23481.1253
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 4.214797 17297.5601
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.366345 14302.2622
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.738489 10975.8297
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.824553 28167.5380
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 3.180242 21077.2999
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.652223 40518.4524
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.925173 32807.8096
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.818383 19352.8944
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.063521 15579.5543

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
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 7 8 10 5 9
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 4 8 8 4 10 7
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 9 5 7 6 7 10 5
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 8 6 9 6 10 4 6
(27.85,27.95] 8 8 8 8 6 5 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 7 8 9 6 3 8 8
(28.1,28.15] 9 6 9 8 5 6 6
(28.15,28.2] 7 8 6 8 9 3 8
(28.2, Inf] 10 10 4 4 10 4 4
total 109.00 89.00 102.00 96.00 98.00 94.00 97.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 7 5 7 8 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 4 8 8 4 10 7
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 4 7 7 9 10 3
(27.25,27.5] 9 9 5 5 5 10 5
(27.5,27.75] 8 5 9 5 10 6 5
(27.75,27.85] 7 8 9 7 10 3 4
(27.85,27.95] 8 8 8 8 6 5 7
(27.95,28.05] 6 10 8 6 4 8 7
(28.05,28.1] 7 7 9 7 2 7 9
(28.1,28.15] 8 4 9 8 9 4 7
(28.15,28.2] 8 4 7 8 9 6 7
(28.2, Inf] 9 10 5 5 10 5 3
total 109.00 87.00 106.00 95.00 104.00 95.00 85.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 8 9 8 8 3 7 6
(27.5,27.75] 6 5 5 8 10 10 4
(27.75,27.85] 9 7 9 8 8 3 5
(27.85,27.95] 9 9 6 7 8 3 7
(27.95,28.05] 6 5 5 7 10 7 9
(28.05,28.1] 6 6 8 6 5 10 8
(28.1,28.2] 6 7 9 6 6 10 6
(28.2,28.3] 6 10 8 5 5 10 4
(28.3, Inf] 4 10 7 6 10 7 4
total 99.00 108.00 104.00 99.00 96.00 89.00 88.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 8 10 8 7 5 3 7
(27,27.25] 8 10 8 7 3 5 7
(27.25,27.5] 8 7 8 8 5 7 6
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 9 9 6 5 10 3 6
(27.85,27.95] 8 9 5 6 10 3 7
(27.95,28.05] 8 6 6 6 10 5 8
(28.05,28.1] 6 6 8 6 5 10 8
(28.1,28.2] 6 5 9 6 8 10 5
(28.2,28.3] 5 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 98.00 110.00 103.00 90.00 101.00 86.00 91.00

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
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

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

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

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

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

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

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

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