Last updated: 2021-06-08

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: 0f0b9cc

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 0f0b9cc. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

Untracked files:
    Untracked:  docs_GV_2021_5R_ann_standard/
    Untracked:  docs_GV_2021_5R_mon_standard/
    Untracked:  docs_GV_2021_AIP_ann_standard/
    Untracked:  docs_GV_2021_SO_ann_standard/
    Untracked:  docs_GV_2021_SO_mon_standard/

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

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

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

File Version Author Date Message
html bd2bcc3 Donghe-Zhu 2021-06-08 Build site.
html e9b27d7 Donghe-Zhu 2021-06-07 Build site.
html 7ae0d4b Donghe-Zhu 2021-06-07 Build site.
html 325391f Donghe-Zhu 2021-06-07 Build site.
html ed89970 Donghe-Zhu 2021-06-07 Build site.
html df37958 Donghe-Zhu 2021-06-07 1
html 812bf63 Donghe-Zhu 2021-06-06 Build site.
html 65c89c8 Donghe-Zhu 2021-06-06 Build site.
html 9baa3b2 Donghe-Zhu 2021-06-06 debug
html b7d99cf Donghe-Zhu 2021-06-06 Build site.
html 5d8fa90 Donghe-Zhu 2021-06-06 Build site.
html dbe2a95 Donghe-Zhu 2021-05-28 Build site.
html d50b039 Donghe-Zhu 2021-05-28 Build site.
html 441ebe5 Donghe-Zhu 2021-05-28 Build site.
html 6262ad3 Donghe-Zhu 2021-05-28 Build site.
html a61aa77 Donghe-Zhu 2021-05-28 Build site.
html b8dbce4 Donghe-Zhu 2021-05-28 Build site.
html 94a833e Donghe-Zhu 2021-05-27 Build site.
html 5e0bd64 Donghe-Zhu 2021-05-27 Build site.
html af1eadd Donghe-Zhu 2021-05-27 Build site.
html 9179bfe Donghe-Zhu 2021-05-27 Build site.
html 28cbe5e Donghe-Zhu 2021-05-27 Build site.
html a618f02 Donghe-Zhu 2021-05-27 Build site.
html 4623e38 Donghe-Zhu 2021-05-27 Build site.
html b81bb49 Donghe-Zhu 2021-05-27 Build site.
html 951e188 Donghe-Zhu 2021-05-27 Build site.
html e377833 Donghe-Zhu 2021-05-26 Build site.
Rmd 896faa0 Donghe-Zhu 2021-05-18 final
html 2705a04 Donghe-Zhu 2021-03-28 Build site.
html cd5f759 Donghe-Zhu 2021-03-28 Build site.
Rmd 347fb44 Donghe-Zhu 2021-03-28 local rebuild
html 75dda4d Donghe-Zhu 2021-03-27 Build site.
html 0b19f6e Donghe-Zhu 2021-03-27 Build site.
html e2704ca Donghe-Zhu 2021-03-27 Build site.
Rmd b1706de Donghe-Zhu 2021-03-27 local rebuild
html 3061a0b Donghe-Zhu 2021-03-27 Build site.
html b883157 Donghe-Zhu 2021-03-27 Build site.
html 0c20513 Donghe-Zhu 2021-03-26 Build site.
html d19654d Donghe-Zhu 2021-03-26 Build site.
Rmd 921c9db Donghe-Zhu 2021-03-26 local rebuild
html 6c53dbf Donghe-Zhu 2021-03-25 Build site.
Rmd 195db95 Donghe-Zhu 2021-03-24 local rebuild
html 1914a11 Donghe-Zhu 2021-03-24 Build site.
Rmd e32af14 Donghe-Zhu 2021-03-24 local rebuild
html 8be810e Donghe-Zhu 2021-03-23 Build site.
Rmd 85274db Donghe-Zhu 2021-03-23 local rebuild
html bf19764 Donghe-Zhu 2021-03-22 Build site.
html 3ec9d3d Donghe-Zhu 2021-03-22 Build site.
Rmd 073fa6a Donghe-Zhu 2021-03-22 local rebuild
html 134ace1 Donghe-Zhu 2021-03-22 Build site.
html f6d70a4 Donghe-Zhu 2021-03-22 Build site.
html 183443b Donghe-Zhu 2021-03-21 Build site.
Rmd adca794 Donghe-Zhu 2021-03-21 local rebuild
html 2e6976b Donghe-Zhu 2021-03-21 Build site.
Rmd 4e7de35 Donghe-Zhu 2021-03-21 local rebuild
html 51a42bd Donghe-Zhu 2021-03-16 Build site.
html f745381 Donghe-Zhu 2021-03-16 Build site.
html aecbf75 Donghe-Zhu 2021-03-14 Build site.
html 1b2a0c2 Donghe-Zhu 2021-03-14 Build site.
html 6733e48 Donghe-Zhu 2021-03-12 Build site.
html ba71e6a Donghe-Zhu 2021-03-12 Build site.
html 9dbf5bd Donghe-Zhu 2021-03-11 Build site.
html a49df30 Donghe-Zhu 2021-03-11 Build site.
html b3348a5 Donghe-Zhu 2021-03-11 Build site.
Rmd 026c061 Donghe-Zhu 2021-03-11 local rebuild
html 1c24ff7 Donghe-Zhu 2021-03-10 Build site.
Rmd dbd8ff8 Donghe-Zhu 2021-03-10 local rebuild
html 94ce5a8 Donghe-Zhu 2021-03-10 Build site.
html db33928 Donghe-Zhu 2021-03-10 Build site.
html 3d1f470 Donghe-Zhu 2021-03-10 Build site.
html 9b7bc66 Donghe-Zhu 2021-03-10 Build site.
Rmd 498be1d Donghe-Zhu 2021-03-10 local rebuild
html 4168b43 Donghe-Zhu 2021-03-10 Build site.
html 5365f80 Donghe-Zhu 2021-03-10 Build site.
html 2b6c392 Donghe-Zhu 2021-03-10 Build site.
html 9f58753 Donghe-Zhu 2021-03-10 Build site.
Rmd e255177 Donghe-Zhu 2021-03-10 local rebuild
html f2a7146 Donghe-Zhu 2021-03-10 Build site.
html fd528ed Donghe-Zhu 2021-03-10 Build site.
html 9d5a62c Donghe-Zhu 2021-03-10 Build site.
Rmd 09b27ef Donghe-Zhu 2021-03-10 local rebuild
html 5d1e70b Donghe-Zhu 2021-03-10 Build site.
Rmd 6125b2d Donghe-Zhu 2021-03-10 local rebuild
html 2093979 Donghe-Zhu 2021-03-10 Build site.
Rmd 558d285 Donghe-Zhu 2021-03-10 local rebuild
html b865899 Donghe-Zhu 2021-03-10 Build site.
html cc2a956 Donghe-Zhu 2021-03-10 Build site.
Rmd 2a633bd Donghe-Zhu 2021-03-10 local rebuild
html 60689fb Donghe-Zhu 2021-03-10 Build site.
html 9230b52 Donghe-Zhu 2021-03-10 Build site.
html dba33c8 Donghe-Zhu 2021-03-09 Build site.
Rmd 6a60e02 Donghe-Zhu 2021-03-09 local rebuild
html 17f1c4a Donghe-Zhu 2021-03-09 Build site.
Rmd 4a4a400 Donghe-Zhu 2021-03-09 local rebuild
html c024d1a Donghe-Zhu 2021-03-09 Build site.
Rmd 34744ec Donghe-Zhu 2021-03-09 local rebuild
html 02f7242 Donghe-Zhu 2021-03-09 Build site.
html 6f50bc6 Donghe-Zhu 2021-03-09 Build site.
Rmd 88f0729 Donghe-Zhu 2021-03-09 local rebuild
html 1691156 Donghe-Zhu 2021-03-08 Build site.
html c0ceaf8 Donghe-Zhu 2021-03-08 Build site.
html 058e0a1 Donghe-Zhu 2021-03-08 Build site.
html 112dea0 Donghe-Zhu 2021-03-08 Build site.
html 1843412 Donghe-Zhu 2021-03-08 Build site.
Rmd d709f6c Donghe-Zhu 2021-03-08 local rebuild
html 65b0cef Donghe-Zhu 2021-03-07 Build site.
html 4083a6c Donghe-Zhu 2021-03-07 Build site.
html 3fbbfa4 Donghe-Zhu 2021-03-07 Build site.
html 627c8fb Donghe-Zhu 2021-03-07 Build site.
html 3607f4d Donghe-Zhu 2021-03-07 Build site.
html 9ef3222 Donghe-Zhu 2021-03-05 Build site.
Rmd 2be54f9 Donghe-Zhu 2021-03-05 local rebuild
html 8c1e978 Donghe-Zhu 2021-03-05 Build site.
html 865f68c Donghe-Zhu 2021-03-05 Build site.
html ee69bc1 Donghe-Zhu 2021-03-05 Build site.
html a79291f Donghe-Zhu 2021-03-05 Build site.
html e8c6f30 Donghe-Zhu 2021-03-04 Build site.
html 59288fe Donghe-Zhu 2021-03-04 Build site.
html 731abc8 Donghe-Zhu 2021-03-04 Build site.
html e2a5a33 Donghe-Zhu 2021-03-04 Build site.
html c7892c1 Donghe-Zhu 2021-03-04 Build site.
html 924430b Donghe-Zhu 2021-03-03 Build site.
html 0d0bca1 Donghe-Zhu 2021-03-03 Build site.
html cb63c16 Donghe-Zhu 2021-03-03 Build site.
html ffda45a Donghe-Zhu 2021-03-03 Build site.
html 691ba81 Donghe-Zhu 2021-03-03 Build site.
html c5e45a2 Donghe-Zhu 2021-03-03 Build site.
html 89c3e58 Donghe-Zhu 2021-03-03 Build site.
html c407a50 Donghe-Zhu 2021-03-03 Build site.
html c911669 Donghe-Zhu 2021-03-03 Build site.
Rmd e1f9d21 Donghe-Zhu 2021-03-03 local rebuild
html b71c719 Donghe-Zhu 2021-03-01 Build site.
html 13666ca Donghe-Zhu 2021-03-01 Build site.
Rmd c3195f4 Donghe-Zhu 2021-03-01 local rebuild
html c6e60fe Donghe-Zhu 2021-03-01 Build site.
Rmd 8ef147d Donghe-Zhu 2021-03-01 local rebuild
html 7a388f7 Donghe-Zhu 2021-03-01 Build site.
html 799e913 Donghe-Zhu 2021-03-01 Build site.
Rmd aa780a7 Donghe-Zhu 2021-03-01 local rebuild
html 66ff99f Donghe-Zhu 2021-03-01 Build site.
html ac9bb7a Donghe-Zhu 2021-02-28 Build site.
html efdc047 Donghe-Zhu 2021-02-28 Build site.
html e9a7418 Donghe-Zhu 2021-02-28 Build site.
Rmd eac1b0e Donghe-Zhu 2021-02-28 local rebuild
html e152917 Donghe-Zhu 2021-02-28 Build site.
html feb991c Donghe-Zhu 2021-02-27 Build site.
Rmd 4563314 Donghe-Zhu 2021-02-27 local rebuild
html 287123c Donghe-Zhu 2021-02-27 Build site.
Rmd 764a9c2 Donghe-Zhu 2021-02-27 local rebuild
html 54d5b5b Donghe-Zhu 2021-02-27 Build site.
Rmd 2e836bf Donghe-Zhu 2021-02-27 local rebuild
html 330f064 Donghe-Zhu 2021-02-27 Build site.
Rmd f360282 Donghe-Zhu 2021-02-27 local rebuild
html adbc9bc Donghe-Zhu 2021-02-27 Build site.
Rmd a8a8f9c Donghe-Zhu 2021-02-27 local rebuild
html 5937141 Donghe-Zhu 2021-02-27 Build site.
Rmd 5f0bfca Donghe-Zhu 2021-02-27 local rebuild
html 4414bbf Donghe-Zhu 2021-02-27 Build site.
html a265efb Donghe-Zhu 2021-02-27 Build site.
html 19edd1e Donghe-Zhu 2021-02-27 Build site.
Rmd 1ae5bb4 Donghe-Zhu 2021-02-27 local rebuild
html f20483f Donghe-Zhu 2021-02-26 Build site.
html 6a2c7b3 Donghe-Zhu 2021-02-25 Build site.
html 02b976d Donghe-Zhu 2021-02-24 Build site.
html 354c224 Donghe-Zhu 2021-02-24 Build site.
Rmd d910d39 Donghe-Zhu 2021-02-24 local rebuild
html 1a0a88a Donghe-Zhu 2021-02-24 Build site.
Rmd 663e891 Donghe-Zhu 2021-02-24 local rebuild
html 57f701e Donghe-Zhu 2021-02-24 Build site.
html 06f3149 Donghe-Zhu 2021-02-16 Build site.
html 401eab3 Donghe-Zhu 2021-02-15 Build site.
html e3bba84 Donghe-Zhu 2021-02-15 Build site.
html 5dce4b1 Donghe-Zhu 2021-02-15 Build site.
Rmd 35b0f2e Donghe-Zhu 2021-02-15 local rebuild
html 4469a0c Donghe-Zhu 2021-02-13 Build site.
Rmd 8186d57 Donghe-Zhu 2021-02-10 apply nr_obs
html 5ae6a69 Donghe-Zhu 2021-02-10 Build site.
Rmd eeb6557 Donghe-Zhu 2021-02-10 local rebuild
html 05385dc Donghe-Zhu 2021-02-10 Build site.
html f791ae4 Donghe-Zhu 2021-02-09 Build site.
html f71ae34 Donghe-Zhu 2021-02-09 Build site.
html c011832 Donghe-Zhu 2021-02-09 Build site.
html a145fa7 Donghe-Zhu 2021-02-09 Build site.
Rmd 37a41c8 Donghe-Zhu 2021-02-09 local rebuild
html c344e42 Donghe-Zhu 2021-02-08 Build site.
Rmd 8f5fa79 Donghe-Zhu 2021-02-08 local rebuild
html 2f095d7 Donghe-Zhu 2021-02-07 Build site.
html 2305044 Donghe-Zhu 2021-02-07 Build site.
Rmd c3638c1 Donghe-Zhu 2021-02-07 local rebuild
html 1fad5f1 Donghe-Zhu 2021-02-07 Build site.
html ca03c39 Donghe-Zhu 2021-02-07 Build site.
html e2ffc14 Donghe-Zhu 2021-02-05 Build site.
html cd7c52c Donghe-Zhu 2021-02-04 Build site.
Rmd bcf91a8 jens-daniel-mueller 2021-02-04 separate MLR tables, added plot residuals vs location
html bcf84f4 Donghe-Zhu 2021-02-02 Build site.
html a518739 Donghe-Zhu 2021-02-01 Build site.
html 61666de Donghe-Zhu 2021-01-31 Build site.
html 865b582 Donghe-Zhu 2021-01-31 Build site.
html 3e68089 Donghe-Zhu 2021-01-31 Build site.
html ecf335c Donghe-Zhu 2021-01-31 Build site.
html a618965 Donghe-Zhu 2021-01-31 Build site.
html 59e006e Donghe-Zhu 2021-01-31 Build site.
html a1c8f87 Donghe-Zhu 2021-01-31 Build site.
html ae5c18f Donghe-Zhu 2021-01-31 Build site.
html b50fe52 Donghe-Zhu 2021-01-31 Build site.
Rmd ac99ae5 jens-daniel-mueller 2021-01-29 code review
html ac99ae5 jens-daniel-mueller 2021-01-29 code review
html b5bdcaf Donghe-Zhu 2021-01-29 Build site.
Rmd b234505 Donghe-Zhu 2021-01-29 MLR approach across all depth
html 442010d Donghe-Zhu 2021-01-29 Build site.
Rmd e67e7dd Donghe-Zhu 2021-01-29 surface equilibrium approach across all latitudes irrespective of gamma
html 372adf5 Donghe-Zhu 2021-01-29 Build site.
html af8788e Donghe-Zhu 2021-01-29 Build site.
html 21c91c9 Donghe-Zhu 2021-01-29 Build site.
html eded038 Donghe-Zhu 2021-01-29 Build site.
html 541d4dd Donghe-Zhu 2021-01-29 Build site.
html 6a75576 Donghe-Zhu 2021-01-28 Build site.
html 16fba40 Donghe-Zhu 2021-01-28 Build site.
Rmd aecf0c6 Donghe-Zhu 2021-01-28 diagnostic ploting
Rmd a02684e Donghe-Zhu 2021-01-28 error
Rmd 4584be9 Donghe-Zhu 2021-01-28 latest
html 12bc567 Donghe-Zhu 2021-01-27 Build site.
html ceed31b Donghe-Zhu 2021-01-27 Build site.
html 342402d Donghe-Zhu 2021-01-27 Build site.
html 5bad5c2 Donghe-Zhu 2021-01-27 Build site.
Rmd c2c9529 Donghe-Zhu 2021-01-27 random subsetting based on lat
html 61efb56 Donghe-Zhu 2021-01-25 Build site.
html 48f638e Donghe-Zhu 2021-01-25 Build site.
html c1cec47 Donghe-Zhu 2021-01-25 Build site.
html 05ffb0c Donghe-Zhu 2021-01-25 Build site.
html 8b97165 Donghe-Zhu 2021-01-25 Build site.
html c569946 Donghe-Zhu 2021-01-24 Build site.
html a2f0d56 Donghe-Zhu 2021-01-23 Build site.
html 28509fc Donghe-Zhu 2021-01-23 Build site.
html 4c28e4a Donghe-Zhu 2021-01-22 Build site.
html 24cc264 jens-daniel-mueller 2021-01-22 cleaned /docs before creating copies
html 88eb28f Donghe-Zhu 2021-01-21 Build site.
html 2679490 Donghe-Zhu 2021-01-21 Build site.
html 7891955 Donghe-Zhu 2021-01-21 Build site.
html d4cf1cb Donghe-Zhu 2021-01-21 Build site.
Rmd 167eeec Donghe-Zhu 2021-01-21 surface DIC calculation with atmospheric equilibrium option
html 1f3e5b6 jens-daniel-mueller 2021-01-20 Build site.
html 0e7bdf1 jens-daniel-mueller 2021-01-15 cleaning template repository
html 73cbef3 jens-daniel-mueller 2021-01-15 Build site.
html 4571843 jens-daniel-mueller 2021-01-14 revision and html deleted for template copying
html 23151cd jens-daniel-mueller 2021-01-14 Build site.
html b3564aa jens-daniel-mueller 2021-01-14 Build site.
html 8d032c3 jens-daniel-mueller 2021-01-14 Build site.
html 022871c Donghe-Zhu 2021-01-13 Build site.
Rmd d44f36f Donghe-Zhu 2021-01-13 reorder analysis final
html 17dee1d jens-daniel-mueller 2021-01-13 Build site.
Rmd 9e04fd7 jens-daniel-mueller 2021-01-13 local rebuild after revision
html a076226 Donghe-Zhu 2021-01-11 Build site.
Rmd 52eff18 Donghe-Zhu 2021-01-09 Implemet model_run and subsetting
html 7cdea0c jens-daniel-mueller 2021-01-06 Build site.
Rmd b5934dd jens-daniel-mueller 2021-01-06 local rebuild after revision
html fa85b93 jens-daniel-mueller 2021-01-06 Build site.
html e5cb81a Donghe-Zhu 2021-01-05 Build site.
Rmd 608cc45 Donghe-Zhu 2021-01-05 modification of analysis
html a499f10 Donghe-Zhu 2021-01-05 Build site.
Rmd 715bdb4 Donghe-Zhu 2021-01-02 model modification
html fb8a752 Donghe-Zhu 2020-12-23 Build site.
Rmd 82e3c9c Donghe-Zhu 2020-12-23 first build after creating model template
html 8fae0b2 Donghe-Zhu 2020-12-21 Build site.
Rmd 00a1322 Donghe-Zhu 2020-12-21 first build after creating model template
Rmd d73ae35 Donghe-Zhu 2020-12-21 first version with lm error
html c8b76b3 jens-daniel-mueller 2020-12-19 Build site.
Rmd b5fedce jens-daniel-mueller 2020-12-19 first build after creating model template
Rmd 8e8abf5 Jens Müller 2020-12-18 Initial commit

1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 114 3.8820390 646.76818 25.256572 9.7489385 1982-1999 –> 2000-2009 5.5882477 1.7062087 926.4051 47.472702 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.53922 66.531049 12.2839748 1982-1999 –> 2000-2009 5.7378867 1.6858651 934.5448 83.066860 9 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.15552 22.107104 11.6771107 1982-1999 –> 2000-2009 5.8594501 1.8495710 944.7649 92.289821 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.36209 65.041291 9.7814624 1982-1999 –> 2000-2009 5.8913161 1.6794207 942.8468 76.045365 13 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.54367 12.883487 13.3831558 1982-1999 –> 2000-2009 5.9279886 1.8580764 948.7770 99.275580 10 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.42116 110.125406 8.5586959 1982-1999 –> 2000-2009 5.9943137 1.6879164 948.5921 122.011182 16 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.62525 65.137202 8.6574217 1982-1999 –> 2000-2009 6.0099023 1.6807025 949.2137 78.027406 17 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.36364 53.731330 11.5576123 1982-1999 –> 2000-2009 6.1192198 1.8139088 958.3251 243.261518 15 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 114 4.4686809 678.85525 14.045228 13.3716197 1982-1999 –> 2000-2009 6.1833245 1.7146436 959.1628 39.949146 29 36
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.14258 50.055725 8.8086427 1982-1999 –> 2000-2009 6.2963797 1.9573457 966.4544 58.210336 18 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.74890 37.985442 1.0814134 2000-2009 –> 2010-2019 4.2702556 3.8950285 706.2787 93.871279 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.20752 37.579134 1.1603831 2000-2009 –> 2010-2019 4.3406058 3.8820390 725.9757 62.835706 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.96802 112.344902 1.1999270 2000-2009 –> 2010-2019 4.4764295 4.0098791 735.1235 134.452006 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.14446 71.959254 1.6142810 2000-2009 –> 2010-2019 4.6670114 4.0520217 765.6837 138.490302 19 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.44411 71.191185 0.9827982 2000-2009 –> 2010-2019 4.6685756 4.3053110 725.8078 124.922515 3 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.03110 12.969790 1.1530624 2000-2009 –> 2010-2019 4.6696698 4.2118954 744.3932 78.011080 12 25
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.75092 226.132594 1.6301901 2000-2009 –> 2010-2019 4.6885694 4.0699122 767.2946 239.016081 25 35
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.89465 18.281666 0.9859564 2000-2009 –> 2010-2019 4.6905129 4.3291998 726.5199 83.418867 1 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.73739 15.221059 1.1668857 2000-2009 –> 2010-2019 4.7673526 4.3063973 750.1586 125.346465 14 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.87110 73.279796 1.0731919 2000-2009 –> 2010-2019 4.7881876 4.4088095 735.6510 142.292938 6 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 231 3.9992819 1309.93465 178.556585 8.4659458 1982-1999 –> 2000-2009 7.2809024 3.2816205 3435.8281 474.460577 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 231 4.3846078 1352.43189 189.826852 10.2714478 1982-1999 –> 2000-2009 7.6150831 3.2304753 3465.6018 480.519122 4 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 231 4.2805448 1341.33470 13.797127 9.0871153 1982-1999 –> 2000-2009 7.6598570 3.3793122 3490.9894 30.772576 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 231 4.3499664 1348.76727 15.077567 9.2810206 1982-1999 –> 2000-2009 7.7381030 3.3881366 3500.5344 25.918502 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 231 4.4226773 1356.42590 15.416516 9.4485301 1982-1999 –> 2000-2009 7.8318797 3.4092025 3513.2136 29.328245 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 231 4.7311413 1387.57451 14.153551 11.4078489 1982-1999 –> 2000-2009 8.0555894 3.3244481 3523.9707 28.494600 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 231 4.8476405 1398.81295 16.002534 11.6427993 1982-1999 –> 2000-2009 8.1887728 3.3411323 3539.2641 26.889786 17 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 231 4.8848408 1402.34476 15.444621 11.6487238 1982-1999 –> 2000-2009 8.2337705 3.3489297 3544.6840 26.430220 19 24
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 231 4.4635764 1360.67865 38.028605 10.9053730 1982-1999 –> 2000-2009 8.3679197 3.9043433 3627.3114 172.744753 6 27
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 231 4.5036301 1364.80590 13.797208 9.9423399 1982-1999 –> 2000-2009 8.3904708 3.8868407 3627.7994 152.001763 7 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 375 3.7063441 2060.73837 260.845438 12.7144350 2000-2009 –> 2010-2019 7.7056260 3.9992819 3370.6730 439.402023 7 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 375 3.5560427 2029.69015 260.968140 12.5323613 2000-2009 –> 2010-2019 7.9406506 4.3846078 3382.1220 450.794992 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 375 3.7241904 2064.34101 10.897851 12.7014202 2000-2009 –> 2010-2019 8.0047352 4.2805448 3405.6757 24.694978 8 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 375 3.7253837 2064.58129 9.527239 12.7150766 2000-2009 –> 2010-2019 8.0753501 4.3499664 3413.3486 24.604806 9 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 375 3.7301739 2065.54505 9.002556 12.7149865 2000-2009 –> 2010-2019 8.1528512 4.4226773 3421.9709 24.419072 10 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 375 3.5756157 2033.80694 10.996677 12.5295534 2000-2009 –> 2010-2019 8.3067570 4.7311413 3421.3815 25.150228 4 18
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 375 3.9401030 2106.60905 171.368943 17.8593116 2000-2009 –> 2010-2019 8.4036794 4.4635764 3467.2877 209.397548 23 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 375 3.5787492 2034.46392 9.555994 12.5235071 2000-2009 –> 2010-2019 8.4263897 4.8476405 3433.2769 25.558528 5 22
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 375 3.9278334 2104.26988 171.038074 17.5482849 2000-2009 –> 2010-2019 8.4314635 4.5036301 3469.0758 184.835282 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 375 3.9071822 2100.31623 171.331553 17.4537837 2000-2009 –> 2010-2019 8.4469671 4.5397849 3468.8162 181.284443 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 367 2.9039452 1837.99642 65.321016 7.7583510 1982-1999 –> 2000-2009 5.6747521 2.7708069 4509.5005 147.360005 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 367 2.9509040 1849.77078 52.938989 7.8698898 1982-1999 –> 2000-2009 5.6910803 2.7401763 4509.1581 132.330849 9 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 2.7963810 1810.29222 45.380780 8.1006025 1982-1999 –> 2000-2009 5.6941702 2.8977892 4530.6387 117.847919 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 2.7938717 1809.63328 45.557647 8.4193569 1982-1999 –> 2000-2009 5.7046151 2.9107434 4534.8416 118.376778 1 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 2.8440672 1822.70348 44.617678 6.8640655 1982-1999 –> 2000-2009 5.7047044 2.8606372 4528.9849 116.861045 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 2.9112489 1839.84020 47.597918 9.6355451 1982-1999 –> 2000-2009 5.7411784 2.8299295 4534.3577 129.981579 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 367 2.8600252 1826.81042 60.531787 7.7913581 1982-1999 –> 2000-2009 5.7504905 2.8904654 4544.3985 146.801886 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 367 3.0463330 1873.13178 59.353625 9.0425853 1982-1999 –> 2000-2009 5.7550594 2.7087265 4519.9365 140.130447 16 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 367 2.8706699 1827.53721 8.234487 7.8534630 1982-1999 –> 2000-2009 5.8297264 2.9590566 4568.6890 24.061723 5 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.0408459 1871.80852 45.113124 8.9981584 1982-1999 –> 2000-2009 5.8449590 2.8041131 4556.3367 128.325613 13 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 483 4.1997147 2770.92065 43.825793 11.9019223 2000-2009 –> 2010-2019 7.1109636 2.9112489 4610.7608 91.423711 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 483 4.1704973 2764.17672 44.032778 11.6781254 2000-2009 –> 2010-2019 7.2113433 3.0408459 4635.9852 89.145902 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 483 4.3151858 2797.12223 96.803550 11.1178656 2000-2009 –> 2010-2019 7.2191310 2.9039452 4635.1187 162.124566 9 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 483 4.2980218 2793.27222 95.455648 10.9694087 2000-2009 –> 2010-2019 7.2489258 2.9509040 4643.0430 148.394637 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 483 4.4559064 2828.12129 40.039242 11.5966686 2000-2009 –> 2010-2019 7.2522874 2.7963810 4638.4135 85.420022 15 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 483 4.4602197 2829.05591 40.098497 11.6030077 2000-2009 –> 2010-2019 7.2540913 2.7938717 4638.6892 85.656144 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 483 4.4282914 2822.11596 39.761569 11.4835649 2000-2009 –> 2010-2019 7.2723586 2.8440672 4644.8194 84.379247 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 483 4.1577058 2761.20930 43.618281 11.6101211 2000-2009 –> 2010-2019 7.3039743 3.1462685 4658.0336 88.848816 1 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 483 4.2820739 2789.68121 96.078617 10.9211471 2000-2009 –> 2010-2019 7.3284069 3.0463330 4662.8130 155.432242 6 22
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 483 4.3375838 2800.12330 27.290315 11.8957916 2000-2009 –> 2010-2019 7.3807365 3.0431527 4670.4884 46.924052 11 25
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 626 2.3182429 2843.20460 177.991180 9.6302922 1982-1999 –> 2000-2009 3.9319773 1.6137343 6986.1417 355.605259 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 626 2.2634953 2813.28265 120.221519 7.5707180 1982-1999 –> 2000-2009 3.9942580 1.7307627 7108.5642 194.032332 1 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 626 2.2651305 2814.18675 54.450886 10.3169596 1982-1999 –> 2000-2009 4.0208964 1.7557659 7140.6787 102.421604 2 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 626 2.3525189 2859.58031 61.767172 12.1469451 1982-1999 –> 2000-2009 4.0471386 1.6946197 7106.9400 202.123923 7 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 626 2.2796822 2822.20415 113.176214 6.8328230 1982-1999 –> 2000-2009 4.0707486 1.7910665 7192.0117 186.892854 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 626 2.3121420 2839.90535 128.813323 6.4173841 1982-1999 –> 2000-2009 4.1415896 1.8294476 7255.8502 202.688337 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 626 2.3377676 2853.70500 54.360676 10.3272182 1982-1999 –> 2000-2009 4.1591990 1.8214314 7260.0942 102.333124 6 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 626 2.3771209 2872.60538 19.749208 12.0018565 1982-1999 –> 2000-2009 4.1884812 1.8113603 7264.9296 50.369700 9 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 626 2.3709600 2871.35628 54.405798 10.2697158 1982-1999 –> 2000-2009 4.2201187 1.8491588 7310.6208 102.378464 8 17
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 626 2.4390799 2904.82037 4.039170 11.9534898 1982-1999 –> 2000-2009 4.3135517 1.8744718 7371.6700 9.849914 10 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 914 2.5260360 4301.73819 88.611670 8.2177389 2000-2009 –> 2010-2019 4.7895314 2.2634953 7115.0208 208.833189 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 914 2.5376814 4310.14618 87.700708 8.2716622 2000-2009 –> 2010-2019 4.8173636 2.2796822 7132.3503 200.876921 3 6
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 914 2.5081407 4288.74187 241.651681 12.5606108 2000-2009 –> 2010-2019 4.8263836 2.3182429 7131.9465 419.642861 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 914 2.5658180 4330.30262 92.541051 8.4256292 2000-2009 –> 2010-2019 4.8779600 2.3121420 7170.2080 221.354374 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 914 2.9227196 4568.37626 32.647189 13.6532531 2000-2009 –> 2010-2019 5.1878501 2.2651305 7382.5630 87.098075 7 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 914 2.7127360 4432.08634 99.186054 10.4240714 2000-2009 –> 2010-2019 5.2369436 2.5242076 7381.8582 236.894343 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 914 2.9520369 4586.62122 32.729141 13.7580249 2000-2009 –> 2010-2019 5.2898045 2.3377676 7440.3262 87.089817 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 914 2.9629634 4593.37478 32.738497 13.7727802 2000-2009 –> 2010-2019 5.3339233 2.3709600 7464.7311 87.144295 10 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 914 3.0850630 4665.19337 176.717148 14.1544710 2000-2009 –> 2010-2019 5.4375819 2.3525189 7524.7737 238.484320 12 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 914 2.9551211 4586.53007 22.922166 13.4614179 2000-2009 –> 2010-2019 5.4855649 2.5304438 7537.3913 43.106013 9 22
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 879 2.2458609 3930.87223 113.450672 6.7503785 1982-1999 –> 2000-2009 3.7146434 1.4687825 8694.9550 257.110104 2 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 879 2.3651526 4021.85512 47.405867 11.5378740 1982-1999 –> 2000-2009 3.7412183 1.3760657 8614.1871 128.108715 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 879 2.2446418 3929.91775 104.936092 6.6931024 1982-1999 –> 2000-2009 3.7436261 1.4989843 8747.6127 246.766678 1 7
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 879 2.2976719 3970.96783 370.428353 7.4954133 1982-1999 –> 2000-2009 3.7706700 1.4729980 8742.5996 710.160941 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 879 2.2462383 3931.16768 118.100018 6.3569910 1982-1999 –> 2000-2009 3.7973283 1.5510900 8838.8668 263.163402 3 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 879 2.4090192 4054.16216 41.271936 11.6078440 1982-1999 –> 2000-2009 3.8461707 1.4371515 8760.9008 61.160005 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 879 2.3108191 3980.99831 147.353330 8.2977256 1982-1999 –> 2000-2009 3.8473630 1.5365439 8863.8795 308.118131 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 879 2.4233826 4064.61286 41.199942 11.6278050 1982-1999 –> 2000-2009 3.8820317 1.4586491 8810.4601 61.082777 10 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 879 2.4521359 4083.34860 47.181724 10.7362854 1982-1999 –> 2000-2009 3.9947247 1.5425888 8974.5717 121.550096 11 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 879 2.6366524 4212.89265 40.609780 14.8726523 1982-1999 –> 2000-2009 4.3391430 1.7024906 9365.9077 60.360107 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1262 2.0495291 5406.64861 247.400805 9.5963207 2000-2009 –> 2010-2019 4.3603481 2.3108191 9387.6469 394.754135 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1262 2.1604563 5539.68715 113.557778 8.8805170 2000-2009 –> 2010-2019 4.4084319 2.2479756 9472.2140 172.775562 2 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1262 2.2232570 5612.00931 215.327418 9.9002010 2000-2009 –> 2010-2019 4.4694953 2.2462383 9543.1770 333.427436 4 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1262 2.3125387 5711.38594 185.311000 8.3993444 2000-2009 –> 2010-2019 4.5571805 2.2446418 9641.3037 290.247092 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1262 2.3133963 5712.32185 200.660742 8.3654271 2000-2009 –> 2010-2019 4.5592572 2.2458609 9643.1941 314.111414 9 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1262 2.3134946 5710.42904 112.931617 8.3670045 2000-2009 –> 2010-2019 4.5991123 2.2856178 9670.1497 169.361831 10 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1262 2.2968930 5694.25160 643.824297 12.0356938 2000-2009 –> 2010-2019 4.6275795 2.3306865 9690.2999 1487.997691 6 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1262 2.1682032 5548.72150 254.801992 10.0952040 2000-2009 –> 2010-2019 4.6372599 2.4690566 9646.1594 403.549749 3 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1262 2.2934671 5690.48416 77.046146 11.7731793 2000-2009 –> 2010-2019 4.6586197 2.3651526 9712.3393 124.452012 5 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1262 2.2968940 5692.25267 68.471358 12.0323286 2000-2009 –> 2010-2019 4.7490298 2.4521359 9775.6013 115.653082 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1843 3.1103489 9426.84035 203.972642 14.7978714 1982-1999 –> 2000-2009 4.9610429 1.8506940 17452.6983 659.370385 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1843 3.2335355 9570.00906 45.017696 11.4159863 1982-1999 –> 2000-2009 5.3183097 2.0847742 18064.8822 106.732283 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1843 3.1184487 9436.42675 218.472623 14.3292081 1982-1999 –> 2000-2009 5.3662897 2.2478410 18227.8693 732.977822 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1843 3.4430557 9801.42805 148.050749 11.2629480 1982-1999 –> 2000-2009 5.4052213 1.9621656 18057.6120 425.528292 10 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1843 3.4480934 9806.81731 189.004921 12.2806525 1982-1999 –> 2000-2009 5.4600342 2.0119408 18161.6523 629.587208 11 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1843 3.2483418 9586.84865 161.541630 11.5442672 1982-1999 –> 2000-2009 5.4976518 2.2493100 18380.8639 479.047025 4 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1843 3.4568525 9814.16883 36.631143 11.7029398 1982-1999 –> 2000-2009 5.5417531 2.0849007 18307.2809 98.287315 13 18
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1843 3.3876140 9739.59122 186.357221 16.8706973 1982-1999 –> 2000-2009 5.6815790 2.2939650 18609.0208 621.831907 8 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1843 3.4050613 9760.52661 202.303309 11.3267202 1982-1999 –> 2000-2009 5.6992147 2.2941534 18632.2796 652.374945 9 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1843 3.2777539 9620.07328 239.268379 9.7906873 1982-1999 –> 2000-2009 5.9100258 2.6322719 19033.2359 799.042673 5 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2050 3.4314838 10886.91829 577.137629 10.8879828 2000-2009 –> 2010-2019 6.7092377 3.2777539 20506.9916 816.406008 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2050 3.4460475 10904.28245 382.591906 11.5025642 2000-2009 –> 2010-2019 6.7485926 3.3025451 20552.1298 511.767249 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2050 3.6462620 11135.82836 556.769078 12.7902642 2000-2009 –> 2010-2019 6.7647107 3.1184487 20572.2551 775.241701 17 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2050 3.5420902 11016.98776 54.471964 10.0895159 2000-2009 –> 2010-2019 6.7756258 3.2335355 20586.9968 99.489660 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2050 3.6897122 11184.39663 386.869369 9.5926480 2000-2009 –> 2010-2019 6.8000611 3.1103489 20611.2370 590.842011 22 23
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2050 3.5678206 11044.66316 54.124640 10.3542204 2000-2009 –> 2010-2019 6.8859517 3.3181312 20707.8653 90.763706 14 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2050 3.6490765 11138.99185 394.928038 12.6070561 2000-2009 –> 2010-2019 6.8974183 3.2483418 20725.8405 556.469668 18 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2050 3.4021990 10851.77817 47.672637 13.0391114 2000-2009 –> 2010-2019 6.9235984 3.5213994 20736.1379 95.112956 1 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2050 3.4191078 10872.10457 47.957962 13.4345396 2000-2009 –> 2010-2019 7.0660604 3.6469525 20885.5975 96.060424 2 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2050 3.4199567 10873.12229 47.527849 13.3905183 2000-2009 –> 2010-2019 7.0690059 3.6490492 20888.7338 94.550352 3 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3407 2.4362594 15750.26760 20.056326 17.1550698 1982-1999 –> 2000-2009 4.1371609 1.7009015 30222.2864 36.417262 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3407 2.4382800 15755.91680 19.186018 16.8890372 1982-1999 –> 2000-2009 4.1389980 1.7007180 30227.1358 35.221759 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3407 2.4404741 15762.04574 19.187294 16.4461034 1982-1999 –> 2000-2009 4.1419939 1.7015198 30236.7591 34.713411 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3407 2.4790345 15868.86775 28.469465 14.9724223 1982-1999 –> 2000-2009 4.1936929 1.7146584 30400.6097 62.976457 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3407 2.4923710 15905.42674 401.638538 14.7569120 1982-1999 –> 2000-2009 4.2614160 1.7690451 30668.6783 1045.892400 9 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3407 2.4478253 15780.54005 17.686248 16.4800597 1982-1999 –> 2000-2009 4.2792011 1.8313758 30798.5207 31.728371 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3407 2.4499884 15786.55876 17.857097 16.1682913 1982-1999 –> 2000-2009 4.2801356 1.8301472 30799.5640 32.364204 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3407 2.4601321 15814.71263 18.543197 15.4597887 1982-1999 –> 2000-2009 4.2987765 1.8386443 30862.0604 32.877538 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3407 2.4919981 15902.40722 17.649340 14.1513487 1982-1999 –> 2000-2009 4.3217141 1.8297160 30913.6653 31.532062 8 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3407 2.6777149 16392.19031 17.889575 21.1867737 1982-1999 –> 2000-2009 4.3831751 1.7054602 30882.0532 33.147597 13 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4150 2.0538870 17764.98287 687.956896 12.0110260 2000-2009 –> 2010-2019 4.5483962 2.4945092 33676.2530 1423.538162 1 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4150 2.1368490 18093.64806 628.785090 11.0724340 2000-2009 –> 2010-2019 4.6204678 2.4836188 33975.1048 1214.520460 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4150 2.2019243 18342.64258 21.918627 11.7976187 2000-2009 –> 2010-2019 4.6381837 2.4362594 34092.9102 41.974953 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4150 2.2034175 18348.26913 22.146673 11.7349182 2000-2009 –> 2010-2019 4.6416975 2.4382800 34104.1859 41.332692 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4150 2.2202219 18411.32896 710.728381 11.5002892 2000-2009 –> 2010-2019 4.6690075 2.4487857 34196.5418 1402.284743 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4150 2.1659678 18203.98835 587.827456 11.2447713 2000-2009 –> 2010-2019 4.6694411 2.5034733 34137.7008 1135.560340 3 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4150 2.2314046 18453.02913 22.011196 11.8944610 2000-2009 –> 2010-2019 4.6718787 2.4404741 34215.0749 41.198490 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4150 2.2547755 18539.50841 32.418008 10.8101395 2000-2009 –> 2010-2019 4.7338101 2.4790345 34408.3762 60.887473 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4150 2.2464452 18508.78712 686.106821 10.7756964 2000-2009 –> 2010-2019 4.7388162 2.4923710 34414.2139 1087.745359 9 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 4150 2.2555542 18540.37412 32.293167 10.8921890 2000-2009 –> 2010-2019 4.7562449 2.5006907 34466.5086 59.948090 11 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1309 1.1910012 4186.39258 32.395459 12.7376763 1982-1999 –> 2000-2009 2.0243861 0.8333849 7363.8171 66.388042 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1309 1.2275741 4265.57557 28.616478 12.7876184 1982-1999 –> 2000-2009 2.1108092 0.8832352 7591.6094 57.718412 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1309 1.2295619 4269.81162 25.522816 12.8912715 1982-1999 –> 2000-2009 2.1139802 0.8844183 7599.2696 53.898058 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1309 1.2317241 4274.41120 28.347215 12.8229822 1982-1999 –> 2000-2009 2.1162196 0.8844955 7604.0926 54.644459 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1309 1.1963930 4196.21782 30.921056 12.6758394 1982-1999 –> 2000-2009 2.1508981 0.9545051 7718.7562 62.624631 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1309 1.2377939 4287.28085 26.964420 13.7078200 1982-1999 –> 2000-2009 2.1728873 0.9350934 7759.2610 57.247701 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1309 1.2407727 4291.57363 26.200659 13.7680967 1982-1999 –> 2000-2009 2.2223604 0.9815877 7885.6806 54.869270 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1309 1.3147741 4443.23575 22.405685 14.0663320 1982-1999 –> 2000-2009 2.2224233 0.9076492 7837.0171 47.443406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1309 1.3692648 4549.55021 21.135893 11.0552314 1982-1999 –> 2000-2009 2.4109769 1.0417122 8295.7294 45.190098 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1309 1.4186693 4642.34617 24.297628 11.0150571 1982-1999 –> 2000-2009 2.5242186 1.1055493 8540.6667 50.898724 13 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1523 1.1814973 4844.10642 28.138626 5.2692781 2000-2009 –> 2010-2019 2.3724985 1.1910012 9030.4990 60.534086 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1523 1.2298789 4964.35208 19.576966 4.8629451 2000-2009 –> 2010-2019 2.4262719 1.1963930 9160.5699 50.498022 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1523 1.2308249 4968.69414 32.564887 5.4079077 2000-2009 –> 2010-2019 2.4583990 1.2275741 9234.2697 61.181366 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1523 1.2333087 4974.83472 30.986337 5.4094289 2000-2009 –> 2010-2019 2.4650328 1.2317241 9249.2459 59.333552 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1523 1.2354844 4980.20340 32.753523 5.4268946 2000-2009 –> 2010-2019 2.4650463 1.2295619 9250.0150 58.276339 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1523 1.3038329 5144.21586 27.732216 5.9365514 2000-2009 –> 2010-2019 2.5416268 1.2377939 9431.4967 54.696636 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1523 1.3235299 5187.88759 17.365659 5.6572699 2000-2009 –> 2010-2019 2.5643026 1.2407727 9479.4612 43.566318 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1523 1.2684803 5058.48517 29.380875 5.2635898 2000-2009 –> 2010-2019 2.5832544 1.3147741 9501.7209 51.786560 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1523 1.5091593 5587.67642 15.898170 7.2176844 2000-2009 –> 2010-2019 2.8869336 1.3777743 10153.4464 41.242490 10 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1523 1.5048197 5578.90505 16.704481 7.1049496 2000-2009 –> 2010-2019 2.8894123 1.3845926 10157.5989 45.170294 9 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1314 2.7252734 6377.72112 38.257088 23.0061226 1982-1999 –> 2000-2009 3.7961549 1.0708815 10624.9204 71.720981 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1314 2.7415357 6393.35640 57.512880 23.0539241 1982-1999 –> 2000-2009 3.8562331 1.1146974 10754.6826 105.451309 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1314 2.7500474 6401.50300 37.818694 23.1081442 1982-1999 –> 2000-2009 3.8659850 1.1159375 10765.9937 62.152361 6 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1314 2.7941167 6443.28258 46.819194 23.3995674 1982-1999 –> 2000-2009 3.9127496 1.1186329 10814.6390 93.378116 10 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1314 2.7255152 6375.95429 36.848878 22.9566945 1982-1999 –> 2000-2009 3.9660164 1.2405012 11039.6105 67.317892 2 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1314 2.7425424 6392.32119 14.794889 23.3405557 1982-1999 –> 2000-2009 3.9702975 1.2277552 11026.5837 34.106542 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1314 2.7564867 6405.64931 46.297235 23.3672727 1982-1999 –> 2000-2009 4.0468320 1.2903453 11181.4218 88.591773 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1314 2.7627793 6411.64175 16.121220 23.3921204 1982-1999 –> 2000-2009 4.0575277 1.2947484 11197.1092 37.145240 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1314 2.7956844 6442.75670 44.779293 23.4860614 1982-1999 –> 2000-2009 4.1125569 1.3168724 11276.4445 82.562641 11 22
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 1314 2.7442594 6391.96603 5.408322 23.2265580 1982-1999 –> 2000-2009 4.1270959 1.3828365 11362.7584 12.585067 5 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1500 1.6521805 5777.10343 26.960511 11.8924963 2000-2009 –> 2010-2019 4.3774539 2.7252734 12154.8245 65.217599 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1500 1.7050075 5871.52421 51.432836 11.9405142 2000-2009 –> 2010-2019 4.4465433 2.7415357 12264.8806 108.945716 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1500 1.7109126 5881.89640 29.738139 12.0005362 2000-2009 –> 2010-2019 4.4609601 2.7500474 12283.3994 67.556833 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1500 1.7166404 5891.92300 48.440641 12.0362975 2000-2009 –> 2010-2019 4.5107571 2.7941167 12335.2056 95.259835 4 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1500 1.8284490 6079.21986 24.736507 11.8676790 2000-2009 –> 2010-2019 4.5539642 2.7255152 12455.1741 61.585385 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1500 1.8774926 6160.62707 26.548415 12.0938673 2000-2009 –> 2010-2019 4.7741452 2.8966526 12698.6221 59.656027 7 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1500 1.7650384 5973.33296 25.572523 12.8500646 2000-2009 –> 2010-2019 4.7876788 3.0226404 12621.2150 48.366441 5 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1500 1.9800456 6320.17526 593.160184 12.9942653 2000-2009 –> 2010-2019 4.8120919 2.8320463 12798.8925 1156.983453 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1500 2.1262285 6531.86479 26.942892 13.6557604 2000-2009 –> 2010-2019 4.8687708 2.7425424 12924.1860 41.737782 11 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1500 1.9805530 6318.94393 20.978315 13.0013000 2000-2009 –> 2010-2019 4.8897844 2.9092314 12866.3265 51.711782 9 30
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1430 3.8017279 7891.56742 90.461770 23.8277803 1982-1999 –> 2000-2009 7.0769735 3.2752456 16805.3794 161.871807 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1430 3.8249530 7906.98629 87.394148 23.9272567 1982-1999 –> 2000-2009 7.1597859 3.3348329 16880.3879 151.566947 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1430 3.8269418 7910.47293 30.917300 20.4009381 1982-1999 –> 2000-2009 7.2245676 3.3976258 16949.5977 53.905223 3 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1430 3.8270058 7910.52081 106.109497 20.4134599 1982-1999 –> 2000-2009 7.2246901 3.3976843 16949.7043 185.389305 4 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1430 3.8291714 7912.13871 31.239727 20.4440192 1982-1999 –> 2000-2009 7.2273178 3.3981464 16951.7868 67.487726 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1430 3.8292504 7910.19776 18.857168 20.4647725 1982-1999 –> 2000-2009 7.2769476 3.4476971 16997.2972 36.446739 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1430 3.8270547 7908.55735 21.886703 20.3746505 1982-1999 –> 2000-2009 7.2831079 3.4560532 17003.9260 42.225807 5 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1430 3.8271070 7908.59644 91.609746 20.3864888 1982-1999 –> 2000-2009 7.2844389 3.4573319 17005.2288 168.996722 6 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1430 3.9600722 8006.27426 69.753206 26.6832748 1982-1999 –> 2000-2009 7.3016959 3.3416237 16986.6248 125.422924 11 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1430 3.8297505 7910.57125 19.712595 21.2708656 1982-1999 –> 2000-2009 7.3164938 3.4867433 17036.1404 40.347569 9 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1784 3.4117371 9455.49930 108.673347 19.1064360 2000-2009 –> 2010-2019 7.2134650 3.8017279 17347.0667 199.135116 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1784 3.4260811 9470.46879 38.943930 19.9588831 2000-2009 –> 2010-2019 7.2552525 3.8291714 17382.6075 70.183657 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1784 3.4372854 9482.11817 43.459950 19.9262858 2000-2009 –> 2010-2019 7.2642272 3.8269418 17392.5911 74.377250 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1784 3.4375441 9482.38671 125.087703 19.9439639 2000-2009 –> 2010-2019 7.2645499 3.8270058 17392.9075 231.197200 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1784 3.4382704 9481.14046 25.231040 20.0572522 2000-2009 –> 2010-2019 7.2680209 3.8297505 17391.7117 44.943635 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1784 3.5606054 9605.88503 35.049167 20.4513826 2000-2009 –> 2010-2019 7.3898558 3.8292504 17516.0828 53.906335 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1784 3.5857123 9630.95573 115.164309 20.5073799 2000-2009 –> 2010-2019 7.4128193 3.8271070 17539.5522 206.774054 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1784 3.5904333 9635.65039 40.811079 20.4696915 2000-2009 –> 2010-2019 7.4174881 3.8270547 17544.2077 62.697782 8 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1784 3.6546963 9698.94705 107.275807 19.9597920 2000-2009 –> 2010-2019 7.4796493 3.8249530 17605.9333 194.669955 10 12
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1784 3.6691996 9711.07826 18.442368 19.2337167 2000-2009 –> 2010-2019 7.5031905 3.8339909 17622.8144 28.710297 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 770 0.9719460 2155.34454 52.984922 10.6991665 1982-1999 –> 2000-2009 1.6885441 0.7165982 4245.2001 114.185263 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 770 0.9908928 2183.07602 43.766184 11.2980840 1982-1999 –> 2000-2009 1.7090711 0.7181783 4275.1428 103.055845 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 770 0.9884755 2181.31459 170.010722 10.6405517 1982-1999 –> 2000-2009 1.7184740 0.7299985 4306.5941 384.714794 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 770 0.9949039 2191.29734 41.014894 10.7080769 1982-1999 –> 2000-2009 1.7282540 0.7333501 4325.3352 80.720416 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 770 1.0048890 2204.67612 155.377067 11.2144610 1982-1999 –> 2000-2009 1.7388156 0.7339265 4338.2164 348.486472 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 770 1.0093490 2211.49589 39.243349 11.2405046 1982-1999 –> 2000-2009 1.7478873 0.7385383 4357.0130 75.849298 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 770 1.0191694 2228.40688 154.626495 11.1856266 1982-1999 –> 2000-2009 1.7588021 0.7396326 4378.7550 345.887897 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 770 1.0201719 2227.92089 151.992590 11.2804769 1982-1999 –> 2000-2009 1.7861110 0.7659391 4443.0915 341.312490 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 770 1.1057567 2353.98140 47.445467 11.4998409 1982-1999 –> 2000-2009 1.8936198 0.7878631 4625.1120 101.231032 15 24
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 770 1.0539043 2278.01791 52.846770 10.4399676 1982-1999 –> 2000-2009 1.8944999 0.8405956 4671.0199 113.390356 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1039 1.3304492 3555.85786 104.240742 8.6309363 2000-2009 –> 2010-2019 2.3023952 0.9719460 5711.2024 157.225664 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1039 1.3310549 3554.80359 104.168424 8.5655670 2000-2009 –> 2010-2019 2.3219477 0.9908928 5737.8796 147.934608 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1039 1.3480864 3583.22403 419.428530 8.5691248 2000-2009 –> 2010-2019 2.3365619 0.9884755 5764.5386 589.439252 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1039 1.3544082 3592.94593 79.077631 8.6658207 2000-2009 –> 2010-2019 2.3493121 0.9949039 5784.2433 120.092526 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1039 1.3491151 3582.80911 336.025420 8.4763547 2000-2009 –> 2010-2019 2.3540042 1.0048890 5787.4852 491.402488 6 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1039 1.3563960 3593.99354 79.059818 8.5427241 2000-2009 –> 2010-2019 2.3657450 1.0093490 5805.4894 118.303167 8 14
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1039 1.3685692 3614.55969 354.875213 8.9170922 2000-2009 –> 2010-2019 2.3877387 1.0191694 5842.9666 509.501708 11 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1039 1.3433787 3573.95463 101.745931 8.4266087 2000-2009 –> 2010-2019 2.3972830 1.0539043 5851.9725 154.592701 3 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1039 1.3864397 3639.51807 333.278742 8.7426671 2000-2009 –> 2010-2019 2.4066116 1.0201719 5867.4390 485.271332 14 22
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1039 1.3434486 3572.06282 101.178714 8.4453994 2000-2009 –> 2010-2019 2.4195984 1.0761498 5880.2483 144.908832 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1283 1.2489019 4225.32746 72.891480 7.7591751 1982-1999 –> 2000-2009 1.8905496 0.6416477 6533.0512 137.469917 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1283 1.2520342 4231.75510 100.602371 7.7468893 1982-1999 –> 2000-2009 1.9058523 0.6538181 6583.6723 264.362457 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1283 1.2604564 4248.95819 50.182159 7.5801878 1982-1999 –> 2000-2009 1.9186076 0.6581513 6616.4118 86.178153 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1283 1.3135154 4354.76267 79.246534 7.3949283 1982-1999 –> 2000-2009 1.9788691 0.6653537 6747.8153 218.048314 6 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1283 1.3392984 4402.64262 74.472103 7.4119960 1982-1999 –> 2000-2009 2.0170063 0.6777079 6836.9666 213.273843 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1283 1.3490506 4421.25938 60.803390 10.7866358 1982-1999 –> 2000-2009 2.0433795 0.6943290 6912.5710 124.195867 11 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1283 1.3548038 4432.17917 36.325815 7.2277894 1982-1999 –> 2000-2009 2.0495714 0.6947676 6924.9762 89.314503 13 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1283 1.3572170 4436.74572 77.342463 7.1969476 1982-1999 –> 2000-2009 2.0584580 0.7012411 6951.3560 226.200213 15 23
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1283 1.3616740 4445.15857 36.032808 7.0765333 1982-1999 –> 2000-2009 2.0646241 0.7029501 6965.4940 69.575884 17 26
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1283 1.3552806 4433.08216 76.213003 10.8628353 1982-1999 –> 2000-2009 2.0692764 0.7139957 6990.0879 224.419764 14 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1531 1.0700288 4566.04298 137.010026 6.9067981 2000-2009 –> 2010-2019 2.3189307 1.2489019 8791.3704 209.901505 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1531 1.0823540 4601.11116 340.374974 6.8562594 2000-2009 –> 2010-2019 2.3343882 1.2520342 8832.8663 440.977345 3 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1531 1.0897732 4622.02876 86.104067 6.9658837 2000-2009 –> 2010-2019 2.3502296 1.2604564 8870.9870 136.286225 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1531 1.1050764 4664.72788 279.581575 7.2965030 2000-2009 –> 2010-2019 2.4185918 1.3135154 9019.4905 358.828108 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1531 1.0821054 4598.40800 129.844282 7.2242281 2000-2009 –> 2010-2019 2.4369092 1.3548038 9030.5872 166.170097 2 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1531 1.1053736 4663.55143 276.509117 7.2800604 2000-2009 –> 2010-2019 2.4446720 1.3392984 9066.1940 350.981221 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1531 1.0933624 4630.09706 299.196088 7.1801076 2000-2009 –> 2010-2019 2.4505794 1.3572170 9066.8428 376.538551 5 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1531 1.0987604 4645.17690 81.909340 7.2469914 2000-2009 –> 2010-2019 2.4604344 1.3616740 9090.3355 117.942148 6 23
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1531 1.1160925 4693.10060 124.748077 6.7259803 2000-2009 –> 2010-2019 2.4651430 1.3490506 9114.3600 185.551467 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1531 1.1328954 4738.85596 340.332850 6.6172976 2000-2009 –> 2010-2019 2.4881760 1.3552806 9171.9381 416.545853 11 25
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2172 1.0231923 6275.46560 847.679778 11.6769397 1982-1999 –> 2000-2009 1.7188575 0.6956653 10659.5204 1644.498376 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2172 1.0388715 6343.52775 133.111598 10.7325412 1982-1999 –> 2000-2009 1.7208175 0.6819459 10647.1209 245.718135 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2172 1.0515270 6396.12617 673.192242 10.2891870 1982-1999 –> 2000-2009 1.7341264 0.6825994 10703.6849 1060.358089 9 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2172 1.0464438 6375.07616 939.603229 12.1699988 1982-1999 –> 2000-2009 1.7428510 0.6964071 10765.5436 1619.071023 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2172 1.0509923 6391.91696 74.166940 12.3658421 1982-1999 –> 2000-2009 1.7482739 0.6972816 10785.5794 135.891744 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2172 1.0427430 6357.68581 62.146168 10.1180683 1982-1999 –> 2000-2009 1.7490622 0.7063193 10804.6633 136.555117 4 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2172 1.0417386 6353.49989 335.939105 12.0976333 1982-1999 –> 2000-2009 1.7542194 0.7124807 10836.4354 545.098121 3 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2172 1.0472865 6376.57263 348.150024 12.1056550 1982-1999 –> 2000-2009 1.7655898 0.7183033 10893.2040 566.255013 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2172 1.0512514 6392.98765 411.783980 12.2825160 1982-1999 –> 2000-2009 1.7784736 0.7272222 10960.7071 716.083252 8 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2172 1.0647036 6448.22254 559.122259 9.9990374 1982-1999 –> 2000-2009 1.7933049 0.7286013 11023.7856 869.146093 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2893 0.8460254 7256.52486 202.123243 6.8523794 2000-2009 –> 2010-2019 1.8848969 1.0388715 13600.0526 335.234841 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2893 0.8500741 7282.14853 114.873002 6.8253993 2000-2009 –> 2010-2019 1.9010665 1.0509923 13674.0655 189.039942 2 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2893 0.8608451 7354.99984 294.308326 6.8543189 2000-2009 –> 2010-2019 1.9025837 1.0417386 13708.4997 630.247430 5 7
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2893 0.8604864 7352.58847 135.545209 6.6002959 2000-2009 –> 2010-2019 1.9032293 1.0427430 13710.2743 197.691377 4 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2893 0.8520130 7297.33043 757.849720 6.1835460 2000-2009 –> 2010-2019 1.9035400 1.0515270 13693.4566 1431.041962 3 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2893 0.8657342 7387.76801 302.952265 6.8322934 2000-2009 –> 2010-2019 1.9130206 1.0472865 13764.3406 651.102289 6 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2893 0.8732552 7437.81681 483.266954 6.7375248 2000-2009 –> 2010-2019 1.9245066 1.0512514 13830.8045 895.050935 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2893 0.9005674 7618.00870 171.225973 6.0858770 2000-2009 –> 2010-2019 1.9549362 1.0543689 14025.8593 259.640220 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2893 0.9036335 7635.67496 168.765988 5.9212987 2000-2009 –> 2010-2019 1.9581402 1.0545067 14042.0934 244.439150 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2893 0.9063864 7653.27500 143.222315 5.8010067 2000-2009 –> 2010-2019 1.9670801 1.0606937 14085.1060 212.178791 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2585 0.7258341 5693.26967 181.764337 3.7836526 1982-1999 –> 2000-2009 1.2809674 0.5551333 11403.7555 411.471120 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2585 0.7490400 5855.97388 579.448542 3.7543886 1982-1999 –> 2000-2009 1.2955847 0.5465448 11459.4982 880.839706 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2585 0.7521974 5877.72090 629.201103 3.7168060 1982-1999 –> 2000-2009 1.2958965 0.5436992 11445.4354 930.657027 9 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2585 0.7331926 5745.41925 49.925071 3.7430251 1982-1999 –> 2000-2009 1.2959295 0.5627369 11549.2275 87.558663 2 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2585 0.7492959 5857.73985 590.668184 3.7450611 1982-1999 –> 2000-2009 1.2964074 0.5471115 11468.3737 890.500900 5 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2585 0.7346999 5754.03645 32.200816 3.7414060 1982-1999 –> 2000-2009 1.2978914 0.5631915 11561.3847 63.466814 3 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2585 0.7497639 5858.96805 336.010020 3.8743570 1982-1999 –> 2000-2009 1.3008001 0.5510362 11516.6364 549.377866 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2585 0.7492989 5855.76060 103.865404 3.7392654 1982-1999 –> 2000-2009 1.3076150 0.5583162 11603.4660 212.592122 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2585 0.7502278 5862.16603 11.379576 3.6911261 1982-1999 –> 2000-2009 1.3162384 0.5660106 11703.7668 28.702302 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2585 0.7545380 5889.78351 8.639824 3.9750539 1982-1999 –> 2000-2009 1.3207359 0.5661980 11731.6549 25.959961 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4810 0.6339590 9279.67172 480.113488 4.5232201 2000-2009 –> 2010-2019 1.3597931 0.7258341 14972.9414 661.877825 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4810 0.6721584 9842.53543 162.078698 4.6081960 2000-2009 –> 2010-2019 1.4053510 0.7331926 15587.9547 212.003769 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4810 0.6779329 9922.82816 148.787364 4.2987800 2000-2009 –> 2010-2019 1.4126328 0.7346999 15676.8646 180.988180 6 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4810 0.6751152 9884.76005 613.615572 4.3082043 2000-2009 –> 2010-2019 1.4244110 0.7492959 15742.4999 1204.283756 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4810 0.6754755 9889.89326 629.966087 4.3139934 2000-2009 –> 2010-2019 1.4245155 0.7490400 15745.8671 1209.414629 4 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4810 0.6755149 9888.45461 473.733005 4.2076042 2000-2009 –> 2010-2019 1.4248138 0.7492989 15744.2152 577.598409 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4810 0.6800256 9952.47743 25.112531 4.5137006 2000-2009 –> 2010-2019 1.4302534 0.7502278 15814.6435 36.492108 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4810 0.6783050 9930.10670 635.814481 4.2932616 2000-2009 –> 2010-2019 1.4305024 0.7521974 15807.8276 1265.015584 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4810 0.6815236 9973.64534 617.595902 3.9957689 2000-2009 –> 2010-2019 1.4312874 0.7497639 15832.6134 953.605923 9 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4810 0.6859935 10034.53489 13.402939 4.1956504 2000-2009 –> 2010-2019 1.4405315 0.7545380 15924.3184 22.042763 10 20
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 249 1.2580037 834.93540 20.543942 3.6316363 1982-1999 –> 2000-2009 3.3346768 2.0766730 2852.4611 46.938654 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 249 1.2599649 835.71115 19.469434 3.6430698 1982-1999 –> 2000-2009 3.3377334 2.0777685 2853.7283 43.215124 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 249 1.2755584 841.83665 198.529345 3.7467343 1982-1999 –> 2000-2009 3.3591782 2.0836198 2862.4748 398.630393 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 249 1.5861763 950.37187 20.513814 6.1817721 1982-1999 –> 2000-2009 3.8498265 2.2636502 3048.2467 46.142713 10 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 249 1.6681124 975.45436 39.773575 4.9499773 1982-1999 –> 2000-2009 4.2962268 2.6281144 3212.4656 59.516940 11 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 249 1.6688787 975.68306 26.034779 4.9521487 1982-1999 –> 2000-2009 4.2971899 2.6283112 3212.7641 38.868514 12 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 249 1.6815274 979.44325 263.961797 4.9742767 1982-1999 –> 2000-2009 4.3132323 2.6317049 3217.7269 325.252577 13 20
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 249 1.6948251 981.36601 19.199993 4.7790645 1982-1999 –> 2000-2009 4.3413656 2.6465405 3222.8888 30.344240 14 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 249 1.6962263 981.77757 17.071051 4.7794891 1982-1999 –> 2000-2009 4.3428255 2.6465991 3223.3210 23.779535 15 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 249 1.7126633 986.58010 174.247955 4.7929514 1982-1999 –> 2000-2009 4.3617097 2.6490464 3228.9850 230.510378 16 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 173 1.2913920 593.43210 21.640965 3.7891158 2000-2009 –> 2010-2019 2.5493958 1.2580037 1428.3675 42.184907 3 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 173 1.2906338 593.22889 19.357246 3.7856058 2000-2009 –> 2010-2019 2.5505987 1.2599649 1428.9400 38.826679 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 173 1.2864423 592.10339 160.362527 3.7577836 2000-2009 –> 2010-2019 2.5620007 1.2755584 1433.9400 358.891872 1 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 173 1.5991256 667.38485 18.981212 5.1435955 2000-2009 –> 2010-2019 3.2672380 1.6681124 1642.8392 58.754787 5 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 173 1.5987041 667.29363 10.297636 5.1390869 2000-2009 –> 2010-2019 3.2675828 1.6688787 1642.9767 36.332415 4 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 173 1.6000174 667.57774 66.439189 5.0931178 2000-2009 –> 2010-2019 3.2815448 1.6815274 1647.0210 330.400987 6 19
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 173 1.7335877 695.31955 23.076389 6.1208964 2000-2009 –> 2010-2019 3.3197640 1.5861763 1645.6914 43.590203 7 17
Indian (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 173 2.1750634 773.81473 30.099224 5.0479563 2000-2009 –> 2010-2019 3.5814032 1.4063398 1664.2594 56.741936 14 18
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 173 1.9025665 725.50123 12.879284 5.4700942 2000-2009 –> 2010-2019 3.5973916 1.6948251 1706.8672 32.079276 11 25
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 173 1.9021505 725.42558 7.426439 5.4688492 2000-2009 –> 2010-2019 3.5983769 1.6962263 1707.2032 24.497490 10 25
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 424 1.7636679 1698.41141 22.427889 7.3515491 1982-1999 –> 2000-2009 3.5868634 1.8231955 5218.3143 37.436890 4 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 424 1.7644854 1698.80440 14.703094 7.3610951 1982-1999 –> 2000-2009 3.5967614 1.8322760 5227.3320 28.025581 5 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 424 1.7722931 1702.54845 124.472694 7.4397920 1982-1999 –> 2000-2009 3.6501631 1.8778700 5273.7456 260.670234 6 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 424 1.7532285 1693.37708 13.633999 7.0763488 1982-1999 –> 2000-2009 3.8548415 2.1016129 5459.9905 27.215807 1 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 424 1.7534985 1693.50764 13.742873 7.0813348 1982-1999 –> 2000-2009 3.8587439 2.1052454 5463.1190 27.400607 2 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 424 1.7565500 1694.98209 159.434972 7.1267838 1982-1999 –> 2000-2009 3.8905009 2.1339509 5488.1042 261.111232 3 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 424 1.8033353 1715.27282 10.368169 7.0923555 1982-1999 –> 2000-2009 4.1162962 2.3129609 5646.2356 22.199716 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 424 1.8045762 1715.85612 9.863163 7.0991147 1982-1999 –> 2000-2009 4.1240343 2.3194582 5651.6886 21.796641 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 424 1.8200863 1723.11346 116.314935 7.1506828 1982-1999 –> 2000-2009 4.1798728 2.3597864 5688.8702 204.418027 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 424 1.9144342 1767.96983 17.969461 7.0977643 1982-1999 –> 2000-2009 4.3991832 2.4847490 5825.3051 31.092583 10 23
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 312 1.1659283 995.21260 14.711900 3.7104686 2000-2009 –> 2010-2019 2.9295962 1.7636679 2693.6240 37.139788 1 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 1.1666530 995.60034 12.478654 3.7175033 2000-2009 –> 2010-2019 2.9311384 1.7644854 2694.4047 27.181749 2 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 1.1842746 1004.95505 142.249929 3.8287038 2000-2009 –> 2010-2019 2.9565678 1.7722931 2707.5035 266.722623 3 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 312 1.2570518 1042.16956 11.287534 3.4721272 2000-2009 –> 2010-2019 3.0102803 1.7532285 2735.5466 24.921533 5 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 312 1.2570063 1042.14702 11.318133 3.4724725 2000-2009 –> 2010-2019 3.0105048 1.7534985 2735.6547 25.061006 4 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 312 1.2572248 1042.25548 112.848835 3.4800004 2000-2009 –> 2010-2019 3.0137749 1.7565500 2737.2376 272.283807 6 9
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 312 1.2618736 1042.55853 10.566705 3.6003845 2000-2009 –> 2010-2019 3.0652089 1.8033353 2757.8313 20.934874 7 14
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 312 1.2621503 1042.69536 10.614970 3.6048487 2000-2009 –> 2010-2019 3.0667265 1.8045762 2758.5515 20.478133 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 312 1.2738968 1048.47588 112.822679 3.7136130 2000-2009 –> 2010-2019 3.0939831 1.8200863 2771.5893 229.137613 9 18
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 312 1.4289020 1122.12720 13.172406 4.1184802 2000-2009 –> 2010-2019 3.3433362 1.9144342 2890.0970 31.141867 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 477 1.2996978 1617.74111 55.768093 4.6282442 1982-1999 –> 2000-2009 2.6702061 1.3705083 4153.1519 77.296995 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 477 1.3003356 1618.20909 41.732337 4.6343540 1982-1999 –> 2000-2009 2.6716968 1.3713613 4154.5246 57.314462 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 477 1.3123374 1626.97392 191.008220 4.6961359 1982-1999 –> 2000-2009 2.6922869 1.3799495 4172.3667 401.507448 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 477 1.2657006 1592.45437 16.183158 5.1128480 1982-1999 –> 2000-2009 2.8280081 1.5623075 4318.3133 29.265411 1 5
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 1.2690242 1594.95620 20.722303 5.0758633 1982-1999 –> 2000-2009 2.8485992 1.5795750 4336.7974 35.737036 3 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 1.2689864 1594.92778 16.784052 5.0773915 1982-1999 –> 2000-2009 2.8487633 1.5797769 4336.9548 31.896722 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 477 1.2753713 1599.71577 208.702376 5.1535928 1982-1999 –> 2000-2009 2.8610122 1.5856410 4347.1300 352.337686 5 12
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 477 1.2694003 1593.23891 12.488902 5.0357221 1982-1999 –> 2000-2009 2.8753688 1.6059685 4357.1746 21.627962 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 477 1.3163906 1627.91585 10.842241 4.7807420 1982-1999 –> 2000-2009 2.9081473 1.5917567 4378.9273 23.756882 9 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 477 1.3526252 1653.82049 19.281444 4.5486015 1982-1999 –> 2000-2009 2.9599555 1.6073303 4418.9886 33.953387 11 21
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 277 0.8615786 717.55207 21.312503 2.6143238 2000-2009 –> 2010-2019 2.1612765 1.2996978 2335.2932 77.080596 1 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 277 0.8616086 717.57132 15.203364 2.6151125 2000-2009 –> 2010-2019 2.1619441 1.3003356 2335.7804 56.935701 2 9
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 277 0.8970719 739.91690 12.901464 2.6185682 2000-2009 –> 2010-2019 2.1627725 1.2657006 2332.3713 29.084622 4 5
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 277 0.8629618 718.44076 192.033809 2.5889748 2000-2009 –> 2010-2019 2.1752992 1.3123374 2345.4147 383.042029 3 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 277 0.8995304 739.43309 12.064674 2.5845509 2000-2009 –> 2010-2019 2.2159210 1.3163906 2367.3489 22.906915 5 14
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 277 1.0222772 812.29808 15.039039 2.8399517 2000-2009 –> 2010-2019 2.2913014 1.2690242 2407.2543 35.761342 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 277 1.0224707 812.40291 15.082418 2.8396254 2000-2009 –> 2010-2019 2.2914571 1.2689864 2407.3307 31.866471 10 12
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 277 1.0204020 811.28091 141.063818 2.8437971 2000-2009 –> 2010-2019 2.2957733 1.2753713 2410.9967 349.766194 6 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 277 1.0224855 810.41094 14.405282 2.8427476 2000-2009 –> 2010-2019 2.3747139 1.3522284 2463.9515 30.437643 11 21
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 277 1.0222779 810.29844 14.337226 2.8406110 2000-2009 –> 2010-2019 2.3749031 1.3526252 2464.1189 33.618670 9 20
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 922 1.1121786 2826.57813 17.115977 6.0734671 1982-1999 –> 2000-2009 2.3670731 1.2548945 6471.6322 27.398575 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 922 1.2095399 2981.32522 81.935207 5.2771229 1982-1999 –> 2000-2009 2.4387481 1.2292083 6580.7564 121.233323 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 922 1.2099732 2981.98579 66.447582 5.2844804 1982-1999 –> 2000-2009 2.4393568 1.2293836 6581.7317 96.951916 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 922 1.2189822 2995.66459 217.278285 5.4114646 1982-1999 –> 2000-2009 2.4520226 1.2330404 6601.9625 465.071920 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 922 1.2153290 2988.13000 9.907292 5.3050041 1982-1999 –> 2000-2009 2.4773647 1.2620357 6643.7020 20.074795 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 922 1.1238072 2845.75839 27.787467 6.1395917 1982-1999 –> 2000-2009 2.5297784 1.4059712 6741.5835 44.932261 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 922 1.1245266 2846.93841 33.699651 6.1523945 1982-1999 –> 2000-2009 2.5308950 1.4063684 6743.3867 51.326557 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 922 1.1280932 2852.77773 212.193463 6.2388885 1982-1999 –> 2000-2009 2.5395787 1.4114855 6757.2379 343.923676 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 922 1.1957099 2958.11935 15.086540 5.4849742 1982-1999 –> 2000-2009 2.6552697 1.4595598 6934.4632 23.742367 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 922 1.3520517 3184.71588 26.644036 4.4044168 1982-1999 –> 2000-2009 2.7792313 1.4271796 7111.5689 43.761281 12 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 432 1.2214900 1412.82462 12.360269 4.5972563 2000-2009 –> 2010-2019 2.3336686 1.1121786 4239.4027 29.476246 4 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 432 1.1397366 1352.97166 51.605360 4.4431891 2000-2009 –> 2010-2019 2.3492765 1.2095399 4334.2969 133.540567 2 8
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 432 1.1403596 1353.44383 41.473851 4.4420480 2000-2009 –> 2010-2019 2.3503329 1.2099732 4335.4296 107.921434 3 10
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 432 1.1348065 1349.22616 268.517579 4.4601381 2000-2009 –> 2010-2019 2.3537886 1.2189822 4344.8907 485.795864 1 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 432 1.2612846 1440.52386 24.967483 4.4217096 2000-2009 –> 2010-2019 2.3850918 1.1238072 4286.2823 52.754950 8 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 432 1.2610242 1440.34547 26.535335 4.4266559 2000-2009 –> 2010-2019 2.3855508 1.1245266 4287.2839 60.234986 7 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 432 1.2601462 1439.74365 178.012352 4.4461835 2000-2009 –> 2010-2019 2.3882394 1.1280932 4292.5214 390.205815 6 10
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 432 1.2240899 1412.66163 12.297351 4.6186622 2000-2009 –> 2010-2019 2.4394189 1.2153290 4400.7916 22.204643 5 13
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 432 1.2664006 1442.02132 24.912249 4.4526816 2000-2009 –> 2010-2019 2.6184524 1.3520517 4626.7372 51.556286 11 23
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 432 1.2655537 1441.44332 26.473464 4.4554586 2000-2009 –> 2010-2019 2.6194936 1.3539399 4628.7326 58.905374 10 23
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 978 2.0408525 4184.79083 129.777000 9.8063507 1982-1999 –> 2000-2009 3.8373305 1.7964780 9054.3355 214.426031 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 978 2.0434689 4187.29679 112.244914 9.7981569 1982-1999 –> 2000-2009 3.8396003 1.7961314 9056.3742 183.568813 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 978 2.0493270 4192.89620 289.955592 9.8396983 1982-1999 –> 2000-2009 3.8434750 1.7941479 9059.2975 739.683327 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 978 2.1430505 4280.36621 37.898370 8.1367579 1982-1999 –> 2000-2009 3.9769290 1.8338784 9199.8163 54.778178 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 978 2.2460585 4370.19381 17.970810 7.5440901 1982-1999 –> 2000-2009 4.0949998 1.8489413 9307.4561 34.745529 8 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 978 2.2746772 4396.95921 51.445670 9.8249382 1982-1999 –> 2000-2009 4.1345526 1.8598754 9350.5024 113.354940 9 15
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 978 2.2746829 4396.96409 44.549707 9.8169127 1982-1999 –> 2000-2009 4.1345890 1.8599061 9350.5472 95.663576 10 17
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 978 2.2747079 4394.98557 20.910334 9.7426204 1982-1999 –> 2000-2009 4.1351387 1.8604308 9347.2518 33.435584 11 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 978 2.2762133 4398.27964 572.109942 9.8138138 1982-1999 –> 2000-2009 4.1397270 1.8635137 9356.5561 1106.754007 12 21
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 978 2.2807423 4400.16768 34.812991 10.1847130 1982-1999 –> 2000-2009 4.1480327 1.8672903 9361.3476 83.393821 13 23
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 495 1.8991538 2053.74350 130.072821 8.1006965 2000-2009 –> 2010-2019 3.9400063 2.0408525 6238.5343 259.849821 6 8
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 495 1.8983450 2053.32179 112.202964 8.1093713 2000-2009 –> 2010-2019 3.9418139 2.0434689 6240.6186 224.447878 5 8
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 495 1.9036675 2056.09363 547.238159 8.1346265 2000-2009 –> 2010-2019 3.9529946 2.0493270 6248.9898 837.193750 8 12
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 495 1.9397493 2074.68228 56.541755 9.3531561 2000-2009 –> 2010-2019 4.0049851 2.0652358 6282.7042 154.790254 19 24
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 495 1.9134873 2061.18727 22.207689 7.1177514 2000-2009 –> 2010-2019 4.0565378 2.1430505 6341.5535 60.106059 11 17
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 495 2.1265114 2165.68710 93.234880 10.1743495 2000-2009 –> 2010-2019 4.0841597 1.9576483 6269.0620 205.256250 59 60
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 495 1.8811975 2044.33860 44.506497 8.3390536 2000-2009 –> 2010-2019 4.1558804 2.2746829 6441.3027 89.056205 1 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 495 1.8817097 2044.60810 51.966284 8.3392364 2000-2009 –> 2010-2019 4.1563869 2.2746772 6441.5673 103.411954 2 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 495 1.8825145 2045.03144 587.675266 8.3490956 2000-2009 –> 2010-2019 4.1587278 2.2762133 6443.3111 1159.785208 3 15
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 495 1.9306550 2068.02990 21.552298 7.3314803 2000-2009 –> 2010-2019 4.1767136 2.2460585 6438.2237 39.523108 12 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.8306476 4425.46608 124.619538 9.8005417 1982-1999 –> 2000-2009 3.2892078 1.4585603 10037.0122 229.908738 3 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.8317218 4426.74501 144.673839 9.6879738 1982-1999 –> 2000-2009 3.2906418 1.4589199 10039.0594 247.838188 5 7
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.8328564 4428.09492 197.823353 9.8737036 1982-1999 –> 2000-2009 3.2929246 1.4600682 10042.8609 391.622746 8 13
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1090 1.8328568 4426.09530 116.220456 9.8734327 1982-1999 –> 2000-2009 3.2930650 1.4602082 10039.1601 172.347362 9 15
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1090 1.8338029 4429.22034 183.850861 9.7490865 1982-1999 –> 2000-2009 3.2941465 1.4603436 10044.5740 377.938023 10 17
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1090 1.8338371 4427.26104 105.243010 9.7481763 1982-1999 –> 2000-2009 3.2943559 1.4605187 10040.9884 161.137736 11 19
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1090 1.8360882 4429.93537 394.773138 9.8618483 1982-1999 –> 2000-2009 3.2977268 1.4616386 10046.0509 1049.054566 14 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1090 1.8300033 4424.69872 109.715311 9.3274595 1982-1999 –> 2000-2009 3.2988229 1.4688197 10058.0858 144.186290 1 17
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.8300476 4424.75153 150.402835 9.7478439 1982-1999 –> 2000-2009 3.3061946 1.4761470 10073.6445 210.307621 2 33
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1090 1.8357207 4429.49895 36.738020 9.1680104 1982-1999 –> 2000-2009 3.3101564 1.4744358 10072.7775 54.592298 13 42
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 605 1.5072918 2227.39617 136.491110 4.7251215 2000-2009 –> 2010-2019 3.3379393 1.8306476 6652.8623 261.110649 5 8
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 605 1.5066540 2226.88409 888.078564 4.6868324 2000-2009 –> 2010-2019 3.3390381 1.8323841 6654.4172 1676.073381 4 11
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 605 1.5081269 2228.06645 130.632305 4.7699389 2000-2009 –> 2010-2019 3.3398488 1.8317218 6654.8115 275.306143 6 11
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 605 1.5283638 2244.19493 246.645692 5.0065757 2000-2009 –> 2010-2019 3.3612203 1.8328564 6672.2898 444.469045 11 20
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 605 1.5291795 2244.84053 240.010233 5.0439812 2000-2009 –> 2010-2019 3.3629824 1.8338029 6674.0609 423.861094 12 23
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 605 1.5281081 2243.99246 847.278858 4.9961657 2000-2009 –> 2010-2019 3.3641718 1.8360637 6675.8987 1380.731660 10 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 605 1.5377783 2251.62546 183.869081 4.5123497 2000-2009 –> 2010-2019 3.3685050 1.8307267 6677.1857 398.341755 13 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 605 1.5542817 2262.54194 88.746517 4.4248994 2000-2009 –> 2010-2019 3.3898305 1.8355488 6691.8368 194.177223 15 28
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 605 1.5466332 2256.57292 173.593707 4.8798964 2000-2009 –> 2010-2019 3.4086789 1.8620457 6717.1120 342.697975 14 36
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 605 1.5777102 2280.64484 108.585518 5.2098012 2000-2009 –> 2010-2019 3.4105670 1.8328568 6706.7401 224.805974 20 30
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1557 1.2896303 5224.63778 668.891700 6.6890150 1982-1999 –> 2000-2009 2.3079393 1.0183090 10682.3043 844.932092 2 6
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1557 1.2939562 5235.06583 588.215255 6.5524385 1982-1999 –> 2000-2009 2.3123621 1.0184059 10693.0928 738.818008 5 11
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1557 1.2866843 5217.51632 697.223823 6.6922366 1982-1999 –> 2000-2009 2.3137469 1.0270625 10707.6057 1067.055284 1 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1557 1.2897359 5222.89279 660.269852 6.6692832 1982-1999 –> 2000-2009 2.3169417 1.0272058 10711.5106 750.494207 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1557 1.2913811 5228.86266 607.833245 6.5334987 1982-1999 –> 2000-2009 2.3178248 1.0264437 10716.6689 1019.721295 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1557 1.2942692 5233.81918 574.272038 6.5076194 1982-1999 –> 2000-2009 2.3210199 1.0267507 10720.7582 664.273259 6 20
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1557 1.3076439 5265.83345 729.297529 6.6324454 1982-1999 –> 2000-2009 2.3381284 1.0304845 10766.5226 1520.547907 7 27
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1557 1.3371839 5337.39669 294.680545 6.2715063 1982-1999 –> 2000-2009 2.3586846 1.0215007 10806.9171 401.372157 10 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1557 1.3373670 5335.82295 46.788875 6.2325789 1982-1999 –> 2000-2009 2.3589091 1.0215421 10803.4969 78.359137 11 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1557 1.3239997 5306.54117 433.749693 7.3233496 1982-1999 –> 2000-2009 2.3693801 1.0453804 10863.5951 501.000830 8 31
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 820 1.3822266 2871.92007 592.185165 5.1333176 2000-2009 –> 2010-2019 2.6689109 1.2866843 8089.4364 1289.408988 7 8
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 820 1.3799513 2869.21827 478.752965 5.0704398 2000-2009 –> 2010-2019 2.6695816 1.2896303 8093.8560 1147.644665 5 7
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 820 1.3796610 2868.87320 390.212902 5.0601536 2000-2009 –> 2010-2019 2.6736171 1.2939562 8103.9390 978.428157 4 9
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 820 1.3822822 2871.98609 481.503625 5.1284382 2000-2009 –> 2010-2019 2.6736633 1.2913811 8100.8488 1089.336871 8 12
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 820 1.3852353 2873.48608 477.608187 5.3103784 2000-2009 –> 2010-2019 2.6749712 1.2897359 8096.3789 1137.878039 11 14
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 820 1.3690863 2856.25463 909.002365 5.2600714 2000-2009 –> 2010-2019 2.6750529 1.3059666 8120.0912 1695.084430 1 8
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 820 1.3701161 2855.48775 804.215117 5.3647684 2000-2009 –> 2010-2019 2.6777600 1.3076439 8121.3212 1533.512646 2 10
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 820 1.3846895 2872.83977 384.170010 5.2880683 2000-2009 –> 2010-2019 2.6789588 1.2942692 8106.6590 958.442048 10 16
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 820 1.3796373 2868.84504 129.327041 5.0427051 2000-2009 –> 2010-2019 2.7168212 1.3371839 8206.2417 424.007586 3 14
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 820 1.3801443 2867.44761 77.646310 5.0966856 2000-2009 –> 2010-2019 2.7175113 1.3373670 8203.2706 124.435185 6 18
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 639 1.0964128 1945.03535 112.157968 5.2403854 1982-1999 –> 2000-2009 1.7971649 0.7007521 3600.8285 326.864122 4 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 639 1.1015286 1950.98461 121.805082 5.2177364 1982-1999 –> 2000-2009 1.8012109 0.6996823 3604.4186 336.404632 6 8
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 639 1.1838999 2043.14777 117.569169 4.9821251 1982-1999 –> 2000-2009 1.8810855 0.6971856 3691.0625 318.834499 8 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 639 1.1955852 2053.69999 107.145528 6.1483697 1982-1999 –> 2000-2009 1.9128445 0.7172593 3743.4423 310.310975 10 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 639 1.1124703 1959.61653 898.430720 4.3075977 1982-1999 –> 2000-2009 1.9300046 0.8175344 3849.3998 948.583847 7 16
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 639 1.2820300 2142.91585 106.314936 6.2150735 1982-1999 –> 2000-2009 2.0130719 0.7310419 3862.0457 304.169658 13 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 639 1.2461169 2106.60469 90.084575 4.8435229 1982-1999 –> 2000-2009 2.0380601 0.7919432 3949.2836 212.125307 11 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 639 1.2481497 2108.68777 121.688510 4.8722380 1982-1999 –> 2000-2009 2.0391588 0.7910090 3949.5444 239.880229 12 18
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 639 1.0688353 1910.47932 976.616887 6.1866443 1982-1999 –> 2000-2009 2.1581514 1.0893162 4245.4098 1055.334075 1 36
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 639 1.3462302 2203.36334 86.536917 4.9022077 1982-1999 –> 2000-2009 2.1724812 0.8262510 4109.5218 228.356472 14 24
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 414 1.0742942 1248.21878 415.004545 3.5682224 2000-2009 –> 2010-2019 2.1707070 1.0964128 3193.2541 527.162514 1 5
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 414 1.0805448 1253.02245 415.315830 3.5519463 2000-2009 –> 2010-2019 2.1820735 1.1015286 3204.0071 537.120913 2 8
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 414 1.1089624 1272.51687 363.178284 4.3246669 2000-2009 –> 2010-2019 2.3045477 1.1955852 3326.2169 470.323812 3 13
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 414 1.1292885 1289.55583 388.197126 4.1124825 2000-2009 –> 2010-2019 2.3131885 1.1838999 3332.7036 505.766295 6 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 414 1.1138266 1276.14070 754.122956 3.6747421 2000-2009 –> 2010-2019 2.3568917 1.2430652 3379.6117 1159.583148 4 15
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 414 1.1235657 1283.34918 113.496557 3.6698212 2000-2009 –> 2010-2019 2.3696827 1.2461169 3389.9539 203.581132 5 17
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 414 1.1298810 1287.99014 152.996953 3.6555113 2000-2009 –> 2010-2019 2.3780308 1.2481497 3396.6779 274.685463 7 20
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 414 1.1521917 1304.18051 345.364899 4.6818958 2000-2009 –> 2010-2019 2.4342217 1.2820300 3447.0964 451.679835 8 22
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 414 1.4238753 1479.48161 568.191641 4.3039369 2000-2009 –> 2010-2019 2.4927106 1.0688353 3389.9609 1544.808528 18 19
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 414 1.1574352 1305.94011 114.622130 4.1660075 2000-2009 –> 2010-2019 2.5036654 1.3462302 3509.3035 201.159048 9 24
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 821 1.2085877 2654.97809 110.642265 8.0139639 1982-1999 –> 2000-2009 1.9154966 0.7069089 4452.9276 210.360140 3 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 821 1.2083640 2654.67415 143.161483 7.9893276 1982-1999 –> 2000-2009 1.9155299 0.7071659 4453.2284 243.129421 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 821 1.2271095 2677.95106 102.677935 8.2655312 1982-1999 –> 2000-2009 1.9372530 0.7101435 4481.4972 202.392976 4 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 821 1.2750139 2740.83258 134.700643 8.1981714 1982-1999 –> 2000-2009 1.9822268 0.7072129 4537.4976 234.544707 6 9
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 821 1.2482965 2708.05958 123.330599 7.8507369 1982-1999 –> 2000-2009 2.0228172 0.7745207 4658.0031 220.317948 5 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 821 1.0275195 2388.47353 716.477930 7.0349106 1982-1999 –> 2000-2009 2.0242437 0.9967242 4758.1273 839.162648 1 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 821 1.3105188 2785.93173 122.057987 8.1263337 1982-1999 –> 2000-2009 2.0931038 0.7825851 4751.1114 213.331032 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 821 1.3471799 2831.23516 93.339533 6.3940321 1982-1999 –> 2000-2009 2.1937146 0.8465347 4927.1197 187.672482 8 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 821 1.3786573 2869.15976 324.810407 6.8902568 1982-1999 –> 2000-2009 2.2699111 0.8912538 5050.7037 1043.399319 9 17
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 821 1.4622949 2963.86863 93.335735 6.3132400 1982-1999 –> 2000-2009 2.3594622 0.8971673 5154.4169 183.719585 11 20
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 468 1.2340996 1539.00622 299.259057 7.4024122 2000-2009 –> 2010-2019 2.4426873 1.2085877 4193.9843 409.901321 1 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 468 1.2366547 1540.94211 300.138283 7.3717731 2000-2009 –> 2010-2019 2.4450187 1.2083640 4195.6163 443.299765 3 5
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 468 1.2361435 1538.55518 294.001257 7.4347979 2000-2009 –> 2010-2019 2.4632530 1.2271095 4216.5062 396.679192 2 6
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 468 1.2766844 1570.75983 270.623875 7.5977790 2000-2009 –> 2010-2019 2.5249809 1.2482965 4278.8194 393.954475 5 10
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 468 1.2563366 1553.72166 298.713357 7.4456601 2000-2009 –> 2010-2019 2.5313504 1.2750139 4294.5542 433.414000 4 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 468 1.5514495 1753.20800 802.862489 4.6629476 2000-2009 –> 2010-2019 2.5789690 1.0275195 4141.6815 1519.340419 9 10
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 468 1.2943231 1581.60307 270.612474 7.7264062 2000-2009 –> 2010-2019 2.6048418 1.3105188 4367.5348 392.670461 6 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 468 1.3800838 1641.65349 262.933598 6.9843774 2000-2009 –> 2010-2019 2.7272638 1.3471799 4472.8886 356.273130 7 15
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 468 1.4659926 1696.17695 261.390628 7.0330472 2000-2009 –> 2010-2019 2.9282875 1.4622949 4660.0456 354.726363 8 18
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 468 1.5814371 1769.12709 786.504161 4.6030816 2000-2009 –> 2010-2019 2.9975047 1.4160676 4682.2493 1450.135996 10 19
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 832 1.1664420 2631.29999 924.491630 6.6906285 1982-1999 –> 2000-2009 2.0919572 0.9255152 5529.5978 1075.432547 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832 1.3078732 2821.73511 98.792131 9.1380882 1982-1999 –> 2000-2009 2.2598326 0.9519595 5780.6024 184.623165 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 832 1.3085394 2822.58250 100.772751 9.1537596 1982-1999 –> 2000-2009 2.2608665 0.9523271 5782.2800 188.118582 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 832 1.3186134 2835.34408 344.886841 9.2988963 1982-1999 –> 2000-2009 2.2727388 0.9541254 5799.0976 812.875608 4 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 832 1.4013236 2934.57600 100.145283 7.3117178 1982-1999 –> 2000-2009 2.3893235 0.9879999 5971.3376 185.934041 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 832 1.4455068 2986.23110 89.138505 6.7558197 1982-1999 –> 2000-2009 2.4136311 0.9681243 5979.3002 174.923295 8 13
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832 1.3236407 2841.67605 102.387017 9.3642328 1982-1999 –> 2000-2009 2.4225722 1.0989315 6109.2214 205.255011 5 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 832 1.3361969 2855.38655 60.964073 9.2288153 1982-1999 –> 2000-2009 2.4713828 1.1351860 6190.7168 127.934845 6 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 832 1.4590932 3001.79817 95.135898 7.1042582 1982-1999 –> 2000-2009 2.5585784 1.0994851 6268.4263 197.499928 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 832 1.4874182 3031.79136 48.755124 6.7077789 1982-1999 –> 2000-2009 2.6262364 1.1388182 6371.9900 115.708389 10 20
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 545 1.3764286 1908.88948 771.208774 3.8175152 2000-2009 –> 2010-2019 2.5428706 1.1664420 4540.1895 1695.700405 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 545 1.5923227 2067.70420 95.581668 3.9439272 2000-2009 –> 2010-2019 2.9001959 1.3078732 4889.4393 194.373799 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 545 1.5942309 2069.00969 97.494992 3.9524308 2000-2009 –> 2010-2019 2.9027703 1.3085394 4891.5922 198.267744 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 545 1.6015966 2074.03408 209.366321 4.0067783 2000-2009 –> 2010-2019 2.9202100 1.3186134 4909.3782 554.253161 5 9
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 545 1.5955283 2067.89634 96.840920 3.9410150 2000-2009 –> 2010-2019 2.9968519 1.4013236 5002.4723 196.986203 4 11
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 545 1.6765268 2123.87248 98.454890 3.8599405 2000-2009 –> 2010-2019 3.0001675 1.3236407 4965.5485 200.841907 7 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 545 1.7210577 2150.44658 53.647878 3.6887523 2000-2009 –> 2010-2019 3.0572546 1.3361969 5005.8331 114.611951 9 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 545 1.6130399 2079.79435 93.447742 4.0043616 2000-2009 –> 2010-2019 3.0585466 1.4455068 5066.0255 182.586246 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 545 1.6933811 2132.77562 98.307510 4.1181969 2000-2009 –> 2010-2019 3.1524743 1.4590932 5134.5738 193.443409 8 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 545 1.7570598 2171.01262 53.099980 4.1252571 2000-2009 –> 2010-2019 3.2444780 1.4874182 5202.8040 101.855104 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 474 1.4142153 1685.70668 879.306940 4.5272810 1982-1999 –> 2000-2009 2.5066230 1.0924076 3675.3140 1234.686481 1 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 474 1.5555119 1777.98455 207.316592 6.1331911 1982-1999 –> 2000-2009 2.6193548 1.0638430 3734.8287 394.559737 2 3
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 474 1.5594462 1780.37932 209.471394 6.1220142 1982-1999 –> 2000-2009 2.6264551 1.0670088 3741.1220 398.977284 3 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 474 1.5615384 1781.65032 255.577380 6.1383376 1982-1999 –> 2000-2009 2.6307385 1.0692001 3745.0846 528.727827 4 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 474 1.5768973 1788.92906 177.875189 6.2671714 1982-1999 –> 2000-2009 2.6872877 1.1103904 3799.9581 335.397852 6 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 474 1.5925004 1800.26319 232.308552 5.7302114 1982-1999 –> 2000-2009 2.7832774 1.1907770 3904.9937 482.812660 7 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 474 1.5947363 1799.59331 23.945162 5.6378264 1982-1999 –> 2000-2009 2.7928119 1.1980756 3910.3408 76.967243 8 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 474 1.6025402 1804.22103 41.350325 5.8855355 1982-1999 –> 2000-2009 2.8028840 1.2003438 3917.4501 95.232256 11 19
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 474 1.6023649 1804.11733 126.864471 5.6430533 1982-1999 –> 2000-2009 2.8212883 1.2189234 3937.4987 279.395569 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 474 1.5978868 1801.46425 93.081928 5.5922798 1982-1999 –> 2000-2009 2.8216050 1.2237182 3939.9965 216.943762 9 21
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 348 1.3045867 1184.63808 733.941205 4.0195333 2000-2009 –> 2010-2019 2.7188020 1.4142153 2870.3448 1613.248144 1 2
Indian (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 348 1.3228457 1192.31177 731.544915 4.0362266 2000-2009 –> 2010-2019 2.8865076 1.5636619 2971.2504 1510.982700 2 7
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 348 1.4646527 1267.18744 238.812768 5.1219534 2000-2009 –> 2010-2019 3.0201645 1.5555119 3045.1720 446.129360 4 6
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 348 1.4658490 1267.75572 240.880714 5.1198580 2000-2009 –> 2010-2019 3.0252953 1.5594462 3048.1350 450.352108 5 8
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 348 1.4699857 1269.71708 291.637221 5.0909893 2000-2009 –> 2010-2019 3.0315241 1.5615384 3051.3674 547.214602 6 10
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 348 1.4768141 1272.94266 208.562581 4.7694977 2000-2009 –> 2010-2019 3.0715504 1.5947363 3074.5359 387.921413 7 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 348 1.4795326 1272.22269 70.115549 4.9032546 2000-2009 –> 2010-2019 3.0742690 1.5947363 3071.8160 94.060710 8 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 348 1.4952436 1279.57447 47.558037 3.9998313 2000-2009 –> 2010-2019 3.1146307 1.6193871 3093.7095 70.354798 10 24
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 348 1.4862185 1275.36076 193.666026 5.8531037 2000-2009 –> 2010-2019 3.1441891 1.6579706 3111.8179 356.572532 9 25
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 348 1.5896860 1324.20265 255.732864 4.1156557 2000-2009 –> 2010-2019 3.1821864 1.5925004 3124.4658 488.041416 27 34
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1447 0.8298686 3580.71228 719.869634 3.1804783 1982-1999 –> 2000-2009 1.5288935 0.6990248 7369.2859 1132.831815 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1447 0.8797061 3747.49172 704.916101 3.0626305 1982-1999 –> 2000-2009 1.6520416 0.7723355 7888.9146 1116.736435 2 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1447 0.9253914 3896.01184 758.111958 4.0473283 1982-1999 –> 2000-2009 1.6903153 0.7649238 8005.1257 1463.682650 3 5
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1447 0.9258329 3895.39196 604.580667 4.0732034 1982-1999 –> 2000-2009 1.6930759 0.7672430 8013.2772 1308.352819 4 7
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1447 0.9299667 3908.28481 771.901002 4.1212746 1982-1999 –> 2000-2009 1.6997362 0.7697695 8037.8670 1106.476305 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1447 0.9337792 3922.12487 760.974973 4.1312486 1982-1999 –> 2000-2009 1.7074572 0.7736780 8071.7273 1130.214221 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1447 0.9357326 3926.17264 493.705006 4.1844293 1982-1999 –> 2000-2009 1.7099190 0.7741864 8076.1121 803.340993 8 15
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1447 0.9356892 3928.03839 913.328649 4.1507282 1982-1999 –> 2000-2009 1.7125067 0.7768175 8092.0495 1379.521978 7 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1447 0.9379371 3932.98264 546.044168 4.2057456 1982-1999 –> 2000-2009 1.7150052 0.7770681 8096.1414 894.724663 9 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1447 0.9690936 4027.55352 632.644969 3.8368193 1982-1999 –> 2000-2009 1.7734584 0.8043648 8313.5519 1009.763787 10 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1025 0.7765422 2404.37022 751.516391 3.2567399 2000-2009 –> 2010-2019 1.6064109 0.8298686 5985.0825 1471.386025 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1025 0.7773608 2404.53014 751.515987 3.3033163 2000-2009 –> 2010-2019 1.6570669 0.8797061 6152.0219 1456.432088 2 4
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1025 0.8588959 2611.00343 809.814892 3.3738284 2000-2009 –> 2010-2019 1.7842873 0.9253914 6507.0153 1567.926850 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1025 0.8666074 2629.32696 661.171696 3.3946430 2000-2009 –> 2010-2019 1.8003865 0.9337792 6551.4518 1422.146669 5 11
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1025 0.8677254 2631.97011 792.099528 3.3961518 2000-2009 –> 2010-2019 1.8034146 0.9356892 6560.0085 1705.428177 6 13
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1025 0.8751182 2647.36149 671.579943 3.4418185 2000-2009 –> 2010-2019 1.8442117 0.9690936 6674.9150 1304.224912 7 17
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1025 0.9188247 2747.27119 759.600062 3.4275784 2000-2009 –> 2010-2019 1.8446576 0.9258329 6642.6631 1364.180729 9 13
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1025 0.9243567 2759.57666 760.752212 3.4615367 2000-2009 –> 2010-2019 1.8543234 0.9299667 6667.8615 1532.653214 10 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1025 0.9354911 2784.12260 608.063729 3.5141303 2000-2009 –> 2010-2019 1.8712237 0.9357326 6710.2952 1101.768734 12 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1025 0.9353331 2783.77629 667.202230 3.5097540 2000-2009 –> 2010-2019 1.8732702 0.9379371 6716.7589 1213.246398 11 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2454 0.4443104 2996.62423 77.813464 1.6290408 1982-1999 –> 2000-2009 0.7806435 0.3363331 5351.8434 158.653758 6 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2454 0.4460802 3016.13539 416.391438 1.5932035 1982-1999 –> 2000-2009 0.7844252 0.3383450 5413.7587 1350.817121 15 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2454 0.4459892 3015.13430 726.444327 1.6049434 1982-1999 –> 2000-2009 0.7845841 0.3385948 5418.0055 876.603146 13 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2454 0.4459957 3015.20549 416.124706 1.6037807 1982-1999 –> 2000-2009 0.7846631 0.3386674 5419.6007 585.846128 14 18
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2454 0.4459646 3014.86326 533.453305 1.6079419 1982-1999 –> 2000-2009 0.7849659 0.3390013 5426.2647 728.275495 12 17
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2454 0.4456736 3011.65983 685.539802 1.6951820 1982-1999 –> 2000-2009 0.7871714 0.3414978 5475.2281 961.305480 8 14
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2454 0.4458455 3013.55210 882.622252 1.6984017 1982-1999 –> 2000-2009 0.7881498 0.3423043 5493.8929 1121.571734 10 17
Indian (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2454 0.4461791 3015.22288 363.501173 1.6126394 1982-1999 –> 2000-2009 0.7891697 0.3429906 5507.8050 943.216554 16 24
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2454 0.4462913 3016.45691 309.495391 1.6390816 1982-1999 –> 2000-2009 0.7918068 0.3455156 5561.1877 433.449719 19 28
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2454 0.4462686 3016.20767 182.293480 1.6355746 1982-1999 –> 2000-2009 0.7921228 0.3458542 5567.9030 315.841581 18 28
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2040 0.4430565 2481.91311 101.595689 3.4744860 2000-2009 –> 2010-2019 0.8873669 0.4443104 5478.5373 179.409153 2 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2040 0.4486847 2533.41464 307.204868 3.2892367 2000-2009 –> 2010-2019 0.8946493 0.4459646 5548.2779 840.658173 3 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2040 0.4486852 2533.41957 226.511419 3.2897254 2000-2009 –> 2010-2019 0.8946809 0.4459957 5548.6251 642.636125 4 19
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2040 0.4486962 2533.51976 290.063845 3.2911970 2000-2009 –> 2010-2019 0.8946855 0.4459892 5548.6541 1016.508172 6 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2040 0.4486930 2533.49031 682.617544 3.2907493 2000-2009 –> 2010-2019 0.8947732 0.4460802 5549.6257 1099.008983 5 21
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2040 0.4545430 2586.34083 809.657937 3.0698184 2000-2009 –> 2010-2019 0.8991819 0.4446389 5586.5930 1374.184719 8 15
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2040 0.4649800 2678.96492 142.725232 3.4735666 2000-2009 –> 2010-2019 0.9023933 0.4374133 5598.8038 250.087391 10 15
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2040 0.4402392 2455.88581 352.089393 3.2717254 2000-2009 –> 2010-2019 0.9162023 0.4759631 5790.2640 865.254905 1 40
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2040 0.4496750 2540.41035 246.872246 3.3997576 2000-2009 –> 2010-2019 0.9257149 0.4760399 5873.5797 596.329198 7 47
Indian (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2040 0.4844480 2846.30900 892.030507 3.2944742 2000-2009 –> 2010-2019 0.9296786 0.4452306 5853.0874 1476.834531 15 23
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2210 0.3663423 1847.20076 867.711282 1.5401905 1982-1999 –> 2000-2009 0.6026995 0.2363573 1737.6425 1828.416911 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2210 0.3669681 1854.74554 362.091970 1.5454835 1982-1999 –> 2000-2009 0.6037835 0.2368154 1755.3805 809.717309 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2210 0.3672707 1858.38792 231.344256 1.5501704 1982-1999 –> 2000-2009 0.6045872 0.2373165 1770.1502 525.469685 4 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2210 0.3673054 1858.80545 391.137022 1.5507095 1982-1999 –> 2000-2009 0.6048134 0.2375080 1774.8138 883.030089 5 9
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2210 0.3617455 1791.38901 242.816152 1.5108453 1982-1999 –> 2000-2009 0.6051416 0.2433961 1836.3072 534.190671 1 6
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2210 0.3676449 1860.88999 211.382447 1.5513665 1982-1999 –> 2000-2009 0.6110530 0.2434081 1904.0672 480.342536 6 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2210 0.3679977 1867.12952 248.910058 1.4836782 1982-1999 –> 2000-2009 0.6317730 0.2637753 2335.3111 551.783925 7 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2210 0.3942865 2172.11376 58.172133 1.4663950 1982-1999 –> 2000-2009 0.6397438 0.2454573 2261.4213 148.009495 8 15
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 2210 0.3983562 2215.50146 15.082500 1.5050791 1982-1999 –> 2000-2009 0.6438854 0.2455293 2304.3525 29.766217 9 17
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2210 0.4101401 2346.35453 58.673818 1.4008751 1982-1999 –> 2000-2009 0.6863728 0.2762327 3057.4500 151.931915 11 21
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1976 0.4807313 2727.01542 367.737644 2.6124520 2000-2009 –> 2010-2019 0.8487291 0.3679977 4594.1449 616.647702 1 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1976 0.4843640 2756.76661 774.319039 2.5096421 2000-2009 –> 2010-2019 0.8513321 0.3669681 4611.5121 1136.411009 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1976 0.4842958 2756.21006 380.952773 2.5077662 2000-2009 –> 2010-2019 0.8515664 0.3672707 4614.5980 612.297030 2 5
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1976 0.4847238 2759.70129 869.017186 2.5134665 2000-2009 –> 2010-2019 0.8520291 0.3673054 4618.5067 1260.154208 4 8
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1976 0.5060901 2930.17287 296.645393 2.7351490 2000-2009 –> 2010-2019 0.8678356 0.3617455 4721.5619 539.461545 6 7
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1976 0.5125037 2977.94116 227.714682 2.6931038 2000-2009 –> 2010-2019 0.8801486 0.3676449 4838.8311 439.097129 8 13
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1976 0.4854796 2763.85877 204.112413 2.5480904 2000-2009 –> 2010-2019 0.8944370 0.4089573 5095.4488 405.831742 5 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1976 0.5102136 2962.24237 73.078667 2.7929880 2000-2009 –> 2010-2019 0.9045001 0.3942865 5134.3561 131.250800 7 14
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 1976 0.5209244 3042.34683 23.938145 2.7536231 2000-2009 –> 2010-2019 0.9192806 0.3983562 5257.8483 39.020645 20 28
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1976 0.5135220 2987.78600 78.556693 2.7898012 2000-2009 –> 2010-2019 0.9236621 0.4101401 5334.1405 137.230511 10 20
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2232 4.7319750 13286.72730 24.301781 27.9345379 1982-1999 –> 2000-2009 9.2193779 4.4874029 18270.9292 45.614504 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2232 5.1686305 13680.74262 30.887520 32.9068239 1982-1999 –> 2000-2009 9.7414455 4.5728151 18697.0356 52.346638 3 6
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2232 5.1634078 13676.22972 33.798988 32.7030138 1982-1999 –> 2000-2009 9.7522903 4.5888825 18698.4925 60.001181 2 6
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2232 5.2701051 13767.53420 39.140220 33.0468906 1982-1999 –> 2000-2009 9.7817760 4.5116708 18760.9158 69.678149 5 7
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2232 5.1780120 13686.83782 17.690949 33.6344202 1982-1999 –> 2000-2009 9.7925407 4.6145287 18716.5862 32.584625 4 9
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2232 5.5613291 14007.63852 38.814338 30.3157680 1982-1999 –> 2000-2009 10.8498616 5.2885326 19271.4224 69.485427 7 13
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2232 5.2767334 13773.14506 110.036978 32.4688529 1982-1999 –> 2000-2009 10.9529392 5.6762058 19157.3321 263.203573 6 19
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2232 5.8077390 14201.17172 34.918240 30.8646737 1982-1999 –> 2000-2009 11.4023442 5.5946053 19560.7134 62.005957 9 16
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2232 5.8841849 14259.54694 32.007859 30.3976950 1982-1999 –> 2000-2009 11.5019829 5.6177980 19626.1298 56.789272 10 18
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2232 5.9202947 14286.85775 22.996302 20.4546491 1982-1999 –> 2000-2009 11.5504052 5.6301105 19657.1668 43.002167 11 21
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3451 4.3346617 19930.28764 31.547323 35.2937526 2000-2009 –> 2010-2019 9.0666367 4.7319750 33217.0149 55.849104 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3451 4.4663297 20136.81897 30.378288 32.1791444 2000-2009 –> 2010-2019 9.6349601 5.1686305 33817.5616 61.265807 2 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3451 4.4715546 20144.88850 33.416626 34.1841558 2000-2009 –> 2010-2019 9.6349624 5.1634078 33821.1182 67.215614 4 6
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3451 4.5204873 20218.00757 23.241987 37.8516808 2000-2009 –> 2010-2019 9.6984992 5.1780120 33904.8454 40.932936 5 9
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3451 4.4691989 20141.25143 40.874434 19.4945171 2000-2009 –> 2010-2019 9.7393040 5.2701051 33908.7856 80.014654 3 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3451 4.8171870 20658.77019 183.350824 64.0972887 2000-2009 –> 2010-2019 10.0939204 5.2767334 34431.9153 293.387802 6 12
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3451 4.9034118 20781.21923 42.316479 27.5907470 2000-2009 –> 2010-2019 10.4647409 5.5613291 34788.8577 81.130816 7 14
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3451 5.0741432 21017.45003 35.648885 29.3480612 2000-2009 –> 2010-2019 10.8818821 5.8077390 35218.6218 70.567125 8 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3451 5.0864124 21034.11887 29.291368 29.4625876 2000-2009 –> 2010-2019 10.9705973 5.8841849 35293.6658 61.299228 9 19
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3451 5.2811469 21293.43073 190.513192 39.5489128 2000-2009 –> 2010-2019 10.9956902 5.7145433 35422.3886 311.564014 11 19
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2018 3.0924723 10297.36235 25.647919 14.0528253 1982-1999 –> 2000-2009 6.1187195 3.0262472 16414.8110 41.801425 2 6
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2018 3.0838679 10286.11700 37.600891 14.4468495 1982-1999 –> 2000-2009 6.1333663 3.0494984 16422.0573 59.904914 1 6
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2018 3.1415396 10360.89759 71.458888 13.2008790 1982-1999 –> 2000-2009 6.1387768 2.9972372 16455.0744 157.601290 3 6
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2018 3.1888109 10421.17565 79.868432 16.0310420 1982-1999 –> 2000-2009 6.2800223 3.0912114 16589.9395 169.640130 5 11
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2018 3.1882099 10420.41484 44.284369 16.8067038 1982-1999 –> 2000-2009 6.3219857 3.1337758 16622.2188 68.568775 4 13
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2018 3.1972101 10431.79232 45.954258 17.0236649 1982-1999 –> 2000-2009 6.3523614 3.1551513 16650.0199 70.415440 6 16
Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2018 3.4258112 10710.51725 299.517310 11.3771241 1982-1999 –> 2000-2009 6.3932804 2.9674692 16780.5788 679.783164 10 11
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2018 3.4334516 10719.50854 691.855738 12.9531699 1982-1999 –> 2000-2009 6.4188385 2.9853868 16804.1141 1586.776243 11 13
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2018 3.2821819 10535.65584 24.903132 16.0071223 1982-1999 –> 2000-2009 6.4443050 3.1621231 16757.2160 40.420249 8 19
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2018 3.3120746 10572.24769 69.791205 15.1461827 1982-1999 –> 2000-2009 6.4455593 3.1334847 16771.8272 153.829150 9 17
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2563 3.1155688 13112.72555 23.165216 17.4424193 2000-2009 –> 2010-2019 6.1994367 3.0838679 23398.8426 60.766107 4 5
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2563 3.1242492 13126.98739 22.758995 16.9938316 2000-2009 –> 2010-2019 6.2167215 3.0924723 23424.3497 48.406914 5 7
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2563 3.0703625 13037.80337 22.042105 19.1304861 2000-2009 –> 2010-2019 6.2585724 3.1882099 23458.2182 66.326474 1 5
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2563 3.0845400 13061.41834 71.665664 17.9131902 2000-2009 –> 2010-2019 6.2733509 3.1888109 23482.5940 151.534096 3 8
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2563 3.0797364 13053.42932 22.193015 19.4412746 2000-2009 –> 2010-2019 6.2769465 3.1972101 23485.2216 68.147273 2 8
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2563 3.1847319 13225.27388 64.014255 18.0263378 2000-2009 –> 2010-2019 6.3262715 3.1415396 23586.1715 135.473143 6 9
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2563 3.3134973 13426.44861 15.803983 19.0536059 2000-2009 –> 2010-2019 6.5936292 3.2801318 23959.5828 46.887332 8 15
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2563 3.3114864 13423.33668 14.318166 18.7033099 2000-2009 –> 2010-2019 6.5936682 3.2821819 23958.9925 39.221298 7 15
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2563 3.3419742 13470.31419 63.770068 17.5890132 2000-2009 –> 2010-2019 6.6540488 3.3120746 24042.5619 133.561273 9 18
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2563 3.5127684 13727.80810 585.223556 32.3259137 2000-2009 –> 2010-2019 6.9462200 3.4334516 24447.3166 1277.079294 10 21
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1745 2.6345791 8346.94032 826.184883 16.6213960 1982-1999 –> 2000-2009 4.2203220 1.5857429 12609.7212 1572.827223 1 2
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1745 2.6560069 8373.21067 540.201838 15.0765089 1982-1999 –> 2000-2009 4.2882120 1.6322051 12699.2579 1071.944756 2 4
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1745 2.7116397 8447.55721 195.259043 14.9379028 1982-1999 –> 2000-2009 4.3891996 1.6775600 12837.5474 362.693712 4 7
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1745 2.6828134 8410.25786 140.773973 13.0253391 1982-1999 –> 2000-2009 4.4020399 1.7192265 12855.6953 252.838481 3 7
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1745 2.7391363 8480.76839 133.037916 13.0191275 1982-1999 –> 2000-2009 4.4637513 1.7246149 12931.2780 238.758428 5 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1745 2.7808990 8535.57759 40.388895 15.0785562 1982-1999 –> 2000-2009 4.5351410 1.7542421 13026.5820 64.598311 8 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1745 2.7486617 8494.88384 61.995128 13.2627331 1982-1999 –> 2000-2009 4.5397553 1.7910936 13032.8726 112.499440 6 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1745 2.7626839 8512.64267 64.909787 13.3268250 1982-1999 –> 2000-2009 4.5727345 1.8100506 13074.4256 117.652391 7 17
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1745 2.7976043 8556.47987 57.761582 15.0753342 1982-1999 –> 2000-2009 4.5736078 1.7760035 13075.3473 88.675191 9 16
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1745 2.8043713 8562.91150 27.176372 13.2161153 1982-1999 –> 2000-2009 4.5977730 1.7934017 13101.8107 44.155479 10 19
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2365 2.9083350 11775.23620 109.104128 11.5020888 2000-2009 –> 2010-2019 5.5911484 2.6828134 20185.4941 249.878100 1 4
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2365 3.0367243 11979.56576 628.372140 12.7002750 2000-2009 –> 2010-2019 5.6713034 2.6345791 20326.5061 1454.557022 6 7
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2365 3.0368554 11977.76999 525.680972 12.6796303 2000-2009 –> 2010-2019 5.6928623 2.6560069 20350.9807 1065.882810 7 9
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2365 2.9627710 11862.95040 50.539601 11.3359296 2000-2009 –> 2010-2019 5.7114327 2.7486617 20357.8342 112.534729 2 8
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2365 2.9770186 11885.64194 51.631168 11.3113507 2000-2009 –> 2010-2019 5.7397025 2.7626839 20398.2846 116.540955 3 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2365 3.0297714 11968.72351 110.671997 11.4529734 2000-2009 –> 2010-2019 5.7414110 2.7116397 20416.2807 305.931039 4 8
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2365 3.0303765 11967.66818 97.529989 11.6806494 2000-2009 –> 2010-2019 5.7695129 2.7391363 20448.4366 230.567905 5 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2365 3.0915240 12064.16074 20.122344 11.0068249 2000-2009 –> 2010-2019 5.8724229 2.7808990 20599.7383 60.511239 8 16
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2365 3.0938425 12065.70670 17.886411 11.4495229 2000-2009 –> 2010-2019 5.8982138 2.8043713 20628.6182 45.062783 9 19
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2365 3.1072101 12088.09964 28.077678 10.8648184 2000-2009 –> 2010-2019 5.9048143 2.7976043 20644.5795 85.839260 10 19
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2370 2.8178635 11650.30898 708.706788 11.1611659 1982-1999 –> 2000-2009 4.9692130 2.1513495 17502.7194 1301.011356 2 4
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2370 2.8880173 11766.87152 196.808013 13.8032804 1982-1999 –> 2000-2009 4.9956524 2.1076351 17564.4289 434.741113 5 6
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2370 2.7571635 11547.08821 142.021453 11.9275692 1982-1999 –> 2000-2009 5.0562986 2.2991350 17577.0201 280.400175 1 5
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2370 3.0570555 12034.49204 708.695017 12.1888623 1982-1999 –> 2000-2009 5.2862377 2.2291822 17979.8640 1295.560873 13 16
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2370 2.8238127 11660.30565 38.381225 12.5651531 1982-1999 –> 2000-2009 5.3041165 2.4803039 17892.9037 75.095582 3 11
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2370 2.8333707 11676.32249 55.477675 12.5676654 1982-1999 –> 2000-2009 5.3386530 2.5052823 17935.6948 104.855035 4 14
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2370 3.0211346 11980.46653 136.347342 14.6805855 1982-1999 –> 2000-2009 5.3893829 2.3682483 18089.5366 309.685562 11 16
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2370 3.0341620 12000.86181 155.511071 14.6272123 1982-1999 –> 2000-2009 5.4392444 2.4050824 18151.1705 353.477887 12 18
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2370 3.0087076 11958.92898 494.224368 12.0929031 1982-1999 –> 2000-2009 5.5043113 2.4956037 18205.9587 942.944778 9 18
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2370 3.1253336 12139.19306 141.249368 14.0398105 1982-1999 –> 2000-2009 5.5554695 2.4301359 18315.1917 278.965626 20 27
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2921 2.8934367 14510.24238 159.972889 18.4234409 2000-2009 –> 2010-2019 5.6506002 2.7571635 26057.3306 301.994342 1 2
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2921 2.9399965 14598.50609 28.991015 19.4464535 2000-2009 –> 2010-2019 5.7638092 2.8238127 26258.8117 67.372241 2 5
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2921 2.9460953 14610.60810 781.982914 16.4531901 2000-2009 –> 2010-2019 5.7639588 2.8178635 26260.9171 1490.689702 3 5
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2921 2.9482510 14614.87971 43.875118 19.5223043 2000-2009 –> 2010-2019 5.7816216 2.8333707 26291.2022 99.352794 4 8
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2921 3.0799732 14875.22682 172.566723 12.3628046 2000-2009 –> 2010-2019 6.0762417 2.9962685 26816.5182 300.051935 5 13
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2921 3.1347104 14971.01583 610.519764 16.2916396 2000-2009 –> 2010-2019 6.1434180 3.0087076 26929.9448 1104.744132 6 15
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2921 3.1862547 15068.26258 49.242622 16.1224015 2000-2009 –> 2010-2019 6.1453121 2.9590574 26950.3186 118.454650 10 16
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2921 3.1553995 15014.56936 130.527482 13.7155908 2000-2009 –> 2010-2019 6.1711123 3.0157128 26984.5217 230.917814 8 18
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2921 3.2269412 15140.36360 15.399009 16.7794445 2000-2009 –> 2010-2019 6.2128528 2.9859116 27063.2424 34.693115 13 20
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2921 3.1524395 15005.95245 71.592795 13.0590129 2000-2009 –> 2010-2019 6.2177579 3.0653183 27055.2388 160.575711 7 21
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3279 2.5995042 15584.39228 218.019815 11.1021927 1982-1999 –> 2000-2009 4.6210949 2.0215907 22501.8134 481.329834 2 3
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3279 2.6560385 15725.48749 96.063984 11.5164507 1982-1999 –> 2000-2009 4.6988674 2.0428290 22676.8949 213.741836 6 8
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3279 2.6595351 15734.11524 109.133297 11.5259060 1982-1999 –> 2000-2009 4.7100487 2.0505136 22697.7330 243.079023 7 10
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3279 2.6181362 15631.22923 147.259476 10.6240636 1982-1999 –> 2000-2009 4.8109713 2.1928351 22813.0723 301.118707 4 8
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3279 2.5742378 15520.33879 641.787840 9.7373045 1982-1999 –> 2000-2009 4.8178600 2.2436222 22776.6408 1238.506379 1 11
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3279 2.6274252 15652.45549 144.007811 10.9153026 1982-1999 –> 2000-2009 4.8230788 2.1956536 22836.4758 291.686260 5 10
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3279 2.6064916 15599.99631 639.127253 10.2699113 1982-1999 –> 2000-2009 4.8721320 2.2656404 22886.0569 1199.211935 3 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3279 2.6782305 15780.05397 22.573032 11.2029021 1982-1999 –> 2000-2009 4.8965080 2.2182775 22999.4112 45.872666 8 14
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3279 2.6797893 15781.86987 22.571385 11.3212887 1982-1999 –> 2000-2009 4.8980949 2.2183056 22999.2683 43.716478 9 16
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3279 2.6804214 15785.41649 32.462157 11.2022963 1982-1999 –> 2000-2009 4.9033480 2.2229266 23011.5823 65.108402 10 18
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3935 2.3744576 17986.77857 818.595599 10.9578858 2000-2009 –> 2010-2019 4.9486954 2.5742378 33507.1174 1460.383439 1 2
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3935 2.3792317 18000.58626 810.288792 11.2313731 2000-2009 –> 2010-2019 4.9857233 2.6064916 33600.5826 1449.416044 2 5
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3935 2.4003714 18072.20312 309.934362 12.7087442 2000-2009 –> 2010-2019 4.9998756 2.5995042 33656.5954 527.954177 3 5
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3935 2.4263093 18156.78844 174.393833 12.1941772 2000-2009 –> 2010-2019 5.0444455 2.6181362 33788.0177 321.653309 4 8
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3935 2.4270263 18157.11359 171.951271 12.0823486 2000-2009 –> 2010-2019 5.0544515 2.6274252 33809.5691 315.959082 5 10
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3935 2.4751171 18313.53042 89.695226 13.1139629 2000-2009 –> 2010-2019 5.1311555 2.6560385 34039.0179 185.759210 6 12
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3935 2.4785129 18324.32056 102.384808 13.0884847 2000-2009 –> 2010-2019 5.1380480 2.6595351 34058.4358 211.518106 7 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3935 2.4877871 18353.71398 21.274283 12.9000394 2000-2009 –> 2010-2019 5.1660176 2.6782305 34133.7679 43.847315 8 16
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3935 2.4900665 18360.92139 32.770082 12.8881659 2000-2009 –> 2010-2019 5.1704879 2.6804214 34146.3379 65.232239 9 19
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3935 2.4948623 18374.06414 20.866850 12.5383806 2000-2009 –> 2010-2019 5.1746516 2.6797893 34155.9340 43.438234 10 19
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4360 2.2984265 19644.14409 99.582924 8.1540604 1982-1999 –> 2000-2009 4.4518333 2.1534068 30378.2374 198.940891 1 3
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4360 2.3469494 19826.31867 37.763047 8.1562644 1982-1999 –> 2000-2009 4.5399032 2.1929538 30649.6563 69.824533 2 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4360 2.4146641 20074.34890 24.709710 9.1241806 1982-1999 –> 2000-2009 4.5665613 2.1518972 30805.0032 42.512175 4 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4360 2.3707947 19914.46799 39.670953 8.1605327 1982-1999 –> 2000-2009 4.5766247 2.2058300 30766.5159 73.427728 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4360 2.4874652 20333.36797 472.704066 9.8574969 1982-1999 –> 2000-2009 4.6892838 2.2018186 31176.4896 1145.368953 5 9
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4360 2.5224059 20455.00288 52.418115 9.8915308 1982-1999 –> 2000-2009 4.7461061 2.2237002 31346.6196 105.755379 7 13
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4360 2.5234686 20458.67567 57.839687 9.8819388 1982-1999 –> 2000-2009 4.7494705 2.2260019 31355.3659 116.803874 8 16
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4360 2.5217512 20452.73931 327.384468 9.2552312 1982-1999 –> 2000-2009 4.8363018 2.3145506 31540.7269 828.964711 6 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4360 2.5331277 20491.98984 59.368668 9.3095601 1982-1999 –> 2000-2009 4.8531827 2.3200550 31591.6261 123.788230 9 24
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4360 2.5354523 20499.98806 43.136316 9.1536845 1982-1999 –> 2000-2009 4.8596712 2.3242189 31608.4179 79.615537 11 27
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5072 2.5014817 23708.57584 97.306551 14.5609183 2000-2009 –> 2010-2019 4.7999082 2.2984265 43352.7199 196.889475 1 2
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5072 2.5539920 23919.31141 32.869090 14.1690733 2000-2009 –> 2010-2019 4.9009414 2.3469494 43745.6301 70.632137 4 6
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5072 2.5377354 23854.53681 19.506797 18.1963624 2000-2009 –> 2010-2019 4.9523995 2.4146641 43928.8857 44.216507 2 6
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5072 2.5834691 24035.71880 34.252957 14.0295668 2000-2009 –> 2010-2019 4.9542638 2.3707947 43950.1868 73.923910 5 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5072 2.5520015 23911.40254 609.525586 19.1276486 2000-2009 –> 2010-2019 5.0394668 2.4874652 44244.7705 1082.229652 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5072 2.5924910 24071.08148 56.115333 19.4327823 2000-2009 –> 2010-2019 5.1148969 2.5224059 44526.0844 108.533448 6 13
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5072 2.5934136 24074.69073 62.479296 19.4265355 2000-2009 –> 2010-2019 5.1168821 2.5234686 44533.3664 120.318984 7 15
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5072 2.5991015 24094.91439 16.124075 19.2435899 2000-2009 –> 2010-2019 5.1332221 2.5341206 44588.3215 38.974587 8 18
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5072 2.6726813 24380.09815 36.962601 13.5891589 2000-2009 –> 2010-2019 5.2081335 2.5354523 44880.0862 80.098917 11 22
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5072 2.7265452 24582.50284 330.852013 14.8688219 2000-2009 –> 2010-2019 5.2482965 2.5217512 45035.2422 658.236481 17 23
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4903 1.7392597 19355.33578 70.145082 8.4090489 1982-1999 –> 2000-2009 3.6484256 1.9091659 29829.5593 128.659017 1 3
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4903 1.7429267 19375.98873 70.152476 8.3768363 1982-1999 –> 2000-2009 3.6523369 1.9094102 29850.8604 127.340930 2 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4903 1.7457177 19391.67848 650.079149 8.2939400 1982-1999 –> 2000-2009 3.6550418 1.9093241 29866.3218 1519.843202 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4903 1.8081588 19736.29436 65.738358 7.6775971 1982-1999 –> 2000-2009 3.7195651 1.9114063 30216.4570 114.382902 4 9
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4903 1.8084595 19735.92482 56.607671 7.6973209 1982-1999 –> 2000-2009 3.7198945 1.9114350 30214.1637 93.568408 5 11
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4903 1.9276233 20363.66950 50.163170 7.8403965 1982-1999 –> 2000-2009 3.8357370 1.9081137 30835.1014 83.308650 6 7
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4903 1.9714050 20581.89913 38.444565 8.2360076 1982-1999 –> 2000-2009 3.8858217 1.9144168 31068.0314 64.120473 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4903 2.0945619 21178.12248 45.764916 8.3660823 1982-1999 –> 2000-2009 4.0296117 1.9350498 31720.5410 77.537876 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4903 2.1153688 21275.05249 43.690900 8.4207557 1982-1999 –> 2000-2009 4.0528357 1.9374669 31823.7926 74.067351 9 18
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4903 2.1926650 21626.97536 164.381046 8.7327229 1982-1999 –> 2000-2009 4.1583194 1.9656544 32248.8590 320.745310 11 22
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5540 2.1743724 24342.11906 77.286222 10.6504134 2000-2009 –> 2010-2019 3.9136321 1.7392597 43697.4548 147.431304 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5540 2.1783165 24362.19859 77.362179 10.6917945 2000-2009 –> 2010-2019 3.9212432 1.7429267 43738.1873 147.514655 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5540 2.1810555 24376.12197 569.715218 10.7269221 2000-2009 –> 2010-2019 3.9267732 1.7457177 43767.8005 1219.794367 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5540 2.2293926 24618.99826 60.140668 11.4958784 2000-2009 –> 2010-2019 4.0375514 1.8081588 44355.2926 125.879026 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 5540 2.2304886 24622.44413 57.231561 11.4421153 2000-2009 –> 2010-2019 4.0389481 1.8084595 44358.3690 113.839232 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5540 2.3327786 25121.26473 48.006714 12.9104109 2000-2009 –> 2010-2019 4.2604019 1.9276233 45484.9342 98.169884 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5540 2.3544738 25221.83446 35.219512 13.4980100 2000-2009 –> 2010-2019 4.3258788 1.9714050 45803.7336 73.664077 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5540 2.4290450 25569.31856 42.014870 14.1811485 2000-2009 –> 2010-2019 4.5236068 2.0945619 46747.4410 87.779786 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5540 2.4443283 25638.81441 39.771240 14.4029924 2000-2009 –> 2010-2019 4.5596971 2.1153688 46913.8669 83.462140 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5540 2.4799149 25796.96348 28.825439 15.1499364 2000-2009 –> 2010-2019 4.6657738 2.1858589 47391.4533 63.537194 10 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1861 1.4589510 6701.15443 89.746058 7.1747170 1982-1999 –> 2000-2009 3.0865930 1.6276420 10515.8598 262.822111 5 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1861 1.4534541 6687.10459 49.821422 7.4487441 1982-1999 –> 2000-2009 3.0901913 1.6367372 10512.9213 103.799765 2 5
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1861 1.4613064 6707.15855 97.138186 7.1537342 1982-1999 –> 2000-2009 3.0921968 1.6308904 10525.8394 296.479354 6 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1861 1.4632477 6712.09990 471.477105 7.2457196 1982-1999 –> 2000-2009 3.1116037 1.6483560 10552.0215 1026.303159 7 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1861 1.4545171 6689.82575 134.166962 7.1821236 1982-1999 –> 2000-2009 3.1118284 1.6573113 10540.5512 374.922630 3 11
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1861 1.4528645 6685.59445 81.498594 7.3058556 1982-1999 –> 2000-2009 3.1121061 1.6592416 10538.6410 241.894364 1 10
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 1861 1.4584302 6697.82567 48.223398 7.1030317 1982-1999 –> 2000-2009 3.1185478 1.6601176 10549.9246 96.255223 4 15
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1861 1.4662933 6719.83885 86.377223 7.6769200 1982-1999 –> 2000-2009 3.1218689 1.6555756 10568.4749 154.579445 10 16
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1861 1.4665188 6720.41120 84.612423 7.6856145 1982-1999 –> 2000-2009 3.1229323 1.6564134 10570.0561 148.733065 11 18
Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1861 1.4783083 6748.21301 44.725369 7.1076449 1982-1999 –> 2000-2009 3.1251107 1.6468025 10584.2544 92.754358 17 21
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2071 1.6984881 8085.42039 132.817168 7.9276838 2000-2009 –> 2010-2019 3.1530053 1.4545171 14775.2461 266.984130 3 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2071 1.7006174 8090.60953 75.984654 7.5767867 2000-2009 –> 2010-2019 3.1534819 1.4528645 14776.2040 157.483249 6 7
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2071 1.6988665 8086.34306 82.139679 7.7974628 2000-2009 –> 2010-2019 3.1578175 1.4589510 14787.4975 171.885736 5 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2071 1.6984696 8085.37523 88.044441 7.9357166 2000-2009 –> 2010-2019 3.1597760 1.4613064 14792.5338 185.182627 2 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2071 1.6984544 8085.33808 435.445067 7.9483780 2000-2009 –> 2010-2019 3.1617021 1.4632477 14797.4380 906.922172 1 8
Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2071 1.6984883 8083.42071 86.746131 7.9267404 2000-2009 –> 2010-2019 3.1632288 1.4647406 14797.3160 182.928306 4 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2071 1.7119092 8118.02096 46.943564 7.1773645 2000-2009 –> 2010-2019 3.1653634 1.4534541 14805.1256 96.764986 8 10
Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2071 1.7062620 8102.33474 75.347371 7.7748524 2000-2009 –> 2010-2019 3.1787804 1.4725184 14835.9418 156.253958 7 18
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 2071 1.7211177 8138.24134 44.636363 7.6718781 2000-2009 –> 2010-2019 3.1795479 1.4584302 14836.0670 92.859762 20 24
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2071 1.7166685 8129.52009 106.167667 7.5551766 2000-2009 –> 2010-2019 3.1829618 1.4662933 14849.3589 192.544889 12 21
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2168 1.3387411 7431.45755 61.306847 5.4337605 1982-1999 –> 2000-2009 2.6441736 1.3054325 11106.3048 128.992409 5 6
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2168 1.3392605 7433.13927 62.818982 5.4406134 1982-1999 –> 2000-2009 2.6457290 1.3064686 11109.7096 131.519901 6 8
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2168 1.3413392 7439.86414 674.561530 5.4692561 1982-1999 –> 2000-2009 2.6557038 1.3143646 11129.5222 1485.527173 7 10
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2168 1.2899557 7270.49714 262.819675 4.4084927 1982-1999 –> 2000-2009 2.6664269 1.3764712 11060.4358 743.936829 1 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2168 1.3449624 7451.56072 334.931329 4.3246921 1982-1999 –> 2000-2009 2.7000136 1.3550512 11207.4341 987.686659 8 14
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2168 1.3232522 7380.99862 218.317506 6.6607559 1982-1999 –> 2000-2009 2.7095108 1.3862586 11186.3266 713.435507 2 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2168 1.3807150 7565.31749 50.709737 4.6117354 1982-1999 –> 2000-2009 2.7127543 1.3320393 11283.9885 112.703226 12 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2168 1.3254205 7388.09783 224.219428 6.7182094 1982-1999 –> 2000-2009 2.7184084 1.3929879 11203.9438 726.707650 3 14
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2168 1.3816036 7566.10705 10.669083 4.4977171 1982-1999 –> 2000-2009 2.7249646 1.3433611 11301.1611 28.362120 13 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2168 1.3274193 7394.63165 569.518049 6.7575117 1982-1999 –> 2000-2009 2.7305936 1.4031743 11226.3030 1241.720131 4 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2705 1.4572433 9727.57395 439.450940 7.0646251 2000-2009 –> 2010-2019 2.7471990 1.2899557 16998.0711 702.270615 1 2
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2705 1.4668760 9763.21772 349.996401 8.2344857 2000-2009 –> 2010-2019 2.7901282 1.3232522 17144.2163 568.313907 2 4
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2705 1.4698454 9774.15816 381.906684 8.3101583 2000-2009 –> 2010-2019 2.7952660 1.3254205 17162.2560 606.126112 3 6
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2705 1.4715269 9780.34359 872.485523 8.3393236 2000-2009 –> 2010-2019 2.7989462 1.3274193 17174.9752 1442.003572 4 8
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2705 1.5233117 9967.45476 101.018023 7.6268350 2000-2009 –> 2010-2019 2.8620529 1.3387411 17398.9123 162.324870 7 12
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2705 1.5238168 9969.24811 109.815019 7.6350505 2000-2009 –> 2010-2019 2.8630773 1.3392605 17402.3874 172.634000 8 14
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2705 1.5200219 9955.75838 379.328636 6.2095095 2000-2009 –> 2010-2019 2.8657783 1.3457564 17409.8780 595.028260 6 14
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2705 1.5346220 10007.47449 464.026745 6.3573138 2000-2009 –> 2010-2019 2.8795844 1.3449624 17459.0352 798.958073 9 16
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2705 1.5401845 10025.04831 245.939346 6.3564231 2000-2009 –> 2010-2019 2.8868219 1.3466375 17480.0058 398.632120 12 21
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2705 1.5439548 10040.27557 324.900953 6.3736336 2000-2009 –> 2010-2019 2.9144778 1.3705230 17573.4674 519.354688 15 25
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2420 1.0886111 7292.59152 428.951617 4.9885666 1982-1999 –> 2000-2009 2.1733040 1.0846928 11087.1847 996.911946 1 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2420 1.1565672 7585.67105 460.762904 4.4629863 1982-1999 –> 2000-2009 2.2279470 1.0713798 11349.1435 1008.515307 5 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2420 1.1564313 7585.10248 60.420823 4.4168702 1982-1999 –> 2000-2009 2.2291295 1.0726982 11351.6739 141.083579 4 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2420 1.1564106 7585.01569 60.374400 4.4183226 1982-1999 –> 2000-2009 2.2293519 1.0729412 11352.1581 142.301911 3 6
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2420 1.1394505 7511.50578 327.105766 5.9319517 1982-1999 –> 2000-2009 2.2381279 1.0986774 11336.3808 677.457118 2 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2420 1.1888648 7718.97736 51.612886 4.3969665 1982-1999 –> 2000-2009 2.2766780 1.0878131 11520.8093 118.169660 6 11
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2420 1.2349708 7901.13139 9.783370 4.3657355 1982-1999 –> 2000-2009 2.3918920 1.1569212 11856.1777 23.258578 7 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2420 1.2435278 7934.55168 402.087492 5.5646906 1982-1999 –> 2000-2009 2.4064047 1.1628769 11902.5373 841.654260 10 20
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2420 1.2430112 7932.54059 11.372086 5.5066131 1982-1999 –> 2000-2009 2.4067655 1.1637544 11902.4270 27.694601 9 20
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2420 1.2427988 7931.71376 11.849110 5.4792255 1982-1999 –> 2000-2009 2.4068803 1.1640815 11902.3084 29.084242 8 20
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3947 1.3005339 13289.44559 596.322603 5.2756394 2000-2009 –> 2010-2019 2.3891450 1.0886111 20582.0371 1025.274220 1 2
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3947 1.3394287 13522.06832 126.743485 5.0308323 2000-2009 –> 2010-2019 2.4958393 1.1564106 21107.0840 187.117885 2 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3947 1.3396565 13523.41065 134.145602 5.0355209 2000-2009 –> 2010-2019 2.4960878 1.1564313 21108.5131 194.566425 3 7
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3947 1.3404964 13528.35837 591.629443 5.0550869 2000-2009 –> 2010-2019 2.4970636 1.1565672 21114.0294 1052.392347 4 9
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3947 1.3711828 13705.02921 588.941374 6.0546314 2000-2009 –> 2010-2019 2.5106333 1.1394505 21216.5350 916.047140 7 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3947 1.3517288 13594.22888 118.624642 4.8666971 2000-2009 –> 2010-2019 2.5405936 1.1888648 21313.2062 170.237529 5 11
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3947 1.3644402 13666.11603 22.651656 4.7412195 2000-2009 –> 2010-2019 2.5994110 1.2349708 21567.2474 32.435026 6 13
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3947 1.4023501 13882.45259 26.655631 5.6653686 2000-2009 –> 2010-2019 2.6451489 1.2427988 21814.1663 38.504741 8 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3947 1.4033651 13888.16421 25.226560 5.6847144 2000-2009 –> 2010-2019 2.6463763 1.2430112 21820.7048 36.598647 9 18
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3947 1.4042730 13893.26944 590.262562 5.6878580 2000-2009 –> 2010-2019 2.6478007 1.2435278 21827.8211 992.350054 10 20
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.0083301 4150.12449 404.332051 9.5466612 1982-1999 –> 2000-2009 2.3220618 1.3137317 6948.8442 760.673173 1 3
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.0116778 4159.73010 67.138407 9.5181004 1982-1999 –> 2000-2009 2.3263294 1.3146516 6959.6020 176.082299 2 8
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.0122461 4161.35745 71.385517 9.5094690 1982-1999 –> 2000-2009 2.3267399 1.3144938 6961.0317 183.701287 3 8
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.0191959 4181.18638 48.182454 9.3473179 1982-1999 –> 2000-2009 2.3315049 1.3123090 6978.1225 122.955496 4 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.0310954 4214.82578 428.312336 8.7575987 1982-1999 –> 2000-2009 2.3449908 1.3138954 7013.7505 845.983036 5 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.0584240 4288.63523 17.092434 7.8726919 1982-1999 –> 2000-2009 2.3896069 1.3311829 7107.0759 46.913909 7 18
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 1449 1.1134712 4435.56768 427.909501 7.3409824 1982-1999 –> 2000-2009 2.4347177 1.3212465 7241.6759 842.016396 8 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1449 1.0440074 4248.89087 248.697610 9.7184039 1982-1999 –> 2000-2009 2.4476922 1.4036848 7154.6235 551.573048 6 19
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1449 1.1401202 4504.10941 395.258531 7.1059026 1982-1999 –> 2000-2009 2.4557525 1.3156323 7303.2086 751.385043 13 20
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1449 1.1485942 4525.56924 67.135557 6.9490607 1982-1999 –> 2000-2009 2.4647275 1.3161333 7325.2951 173.691150 14 23
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2237 1.2640413 7410.65185 406.357419 4.7643348 2000-2009 –> 2010-2019 2.2723714 1.0083301 11560.7763 810.689470 4 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2237 1.2636846 7409.38915 183.934789 4.7624148 2000-2009 –> 2010-2019 2.2753625 1.0116778 11569.1193 251.073196 2 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2237 1.2637037 7409.45655 188.844555 4.7632560 2000-2009 –> 2010-2019 2.2759498 1.0122461 11570.8140 260.230072 3 6
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2237 1.2632637 7407.89851 133.712017 4.7545182 2000-2009 –> 2010-2019 2.2824596 1.0191959 11589.0849 181.894471 1 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2237 1.2763960 7454.16801 397.665963 4.5681747 2000-2009 –> 2010-2019 2.3074914 1.0310954 11668.9938 825.978299 6 11
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2237 1.2653558 7413.30197 22.729305 4.8654981 2000-2009 –> 2010-2019 2.3237798 1.0584240 11701.9372 39.821739 5 12
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2237 1.3699612 7768.66767 355.641592 5.4242021 2000-2009 –> 2010-2019 2.4139687 1.0440074 12017.5585 604.339203 7 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2237 1.4160241 7916.62537 378.886366 5.2247986 2000-2009 –> 2010-2019 2.5440550 1.1280309 12389.8416 736.223983 10 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2237 1.4156487 7915.43915 21.445335 5.2121723 2000-2009 –> 2010-2019 2.5473019 1.1316532 12397.9465 37.161774 9 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2237 1.4153448 7914.47848 21.528290 5.1978096 2000-2009 –> 2010-2019 2.5485849 1.1332401 12401.0468 37.309667 8 20
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3445 0.9398843 9363.31690 27.308130 6.0905277 1982-1999 –> 2000-2009 2.2999012 1.3600169 15858.3563 72.930553 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3445 0.9363461 9337.33054 255.399010 6.1228264 1982-1999 –> 2000-2009 2.3019719 1.3656258 15847.8202 445.496511 1 8
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3445 0.9391134 9357.66359 36.542761 6.1025082 1982-1999 –> 2000-2009 2.3046427 1.3655292 15867.8878 97.401184 2 8
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3445 0.9394236 9359.93899 41.731845 6.0986310 1982-1999 –> 2000-2009 2.3046535 1.3652299 15869.3401 102.722089 3 8
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3445 0.9546100 9468.42939 8.295958 5.5668801 1982-1999 –> 2000-2009 2.3430154 1.3884054 16039.0218 19.508714 5 31
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3445 1.0121175 9873.47456 222.417967 4.1361303 1982-1999 –> 2000-2009 2.3786674 1.3665499 16386.5036 430.478899 6 14
Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3445 1.0415102 10070.71489 619.562861 6.8560543 1982-1999 –> 2000-2009 2.3993457 1.3578355 16559.7284 1617.931182 7 8
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3445 1.0489644 10117.85164 255.313191 6.9716494 1982-1999 –> 2000-2009 2.4182295 1.3692651 16636.3321 445.121084 8 20
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3445 1.0567563 10168.84312 29.749415 6.8779065 1982-1999 –> 2000-2009 2.4257990 1.3690426 16686.7136 72.544618 9 20
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3445 1.0589979 10183.44236 34.246787 6.8714563 1982-1999 –> 2000-2009 2.4276801 1.3686822 16700.3244 80.262898 10 20
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4538 1.0383364 13233.72336 396.343151 4.9186805 2000-2009 –> 2010-2019 1.9746825 0.9363461 22571.0539 651.742161 2 3
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4538 1.0370570 13222.53363 100.503842 4.8694124 2000-2009 –> 2010-2019 1.9769413 0.9398843 22585.8505 127.811972 1 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4538 1.0404380 13252.07489 115.429073 4.9149964 2000-2009 –> 2010-2019 1.9795514 0.9391134 22609.7385 151.971834 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4538 1.0402247 13250.21424 115.517283 4.9121563 2000-2009 –> 2010-2019 1.9796484 0.9394236 22610.1532 157.249128 3 6
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4538 1.0503634 13336.24606 24.010423 5.1295760 2000-2009 –> 2010-2019 2.0049734 0.9546100 22804.6755 32.306380 5 10
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4538 1.0673380 13483.74826 364.213587 4.3619016 2000-2009 –> 2010-2019 2.0794556 1.0121175 23357.2228 586.631553 6 12
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 4538 1.1934864 14495.63756 381.553726 4.5754489 2000-2009 –> 2010-2019 2.3021958 1.1087095 24995.1492 577.237963 7 21
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 4538 1.2002093 14546.61910 115.291558 3.9709485 2000-2009 –> 2010-2019 2.3360864 1.1358771 25212.9272 149.130393 8 26
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 4538 1.2940043 15229.54841 375.373144 5.5656824 2000-2009 –> 2010-2019 2.3429687 1.0489644 25347.4001 630.686335 20 27
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 4538 1.2034471 14571.07090 98.991714 3.9206294 2000-2009 –> 2010-2019 2.3443116 1.1408645 25267.5651 124.232743 9 32
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8706 0.4791546 11909.99285 429.429497 4.9767412 1982-1999 –> 2000-2009 1.4639850 0.9848304 24615.8204 1129.039110 1 4
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8706 0.4941102 12445.15661 304.394789 4.4867944 1982-1999 –> 2000-2009 1.4948983 1.0007881 25296.3218 967.573877 2 14
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8706 0.5104163 13010.49113 457.317533 6.7724677 1982-1999 –> 2000-2009 1.4968840 0.9864677 25731.3387 1228.946435 3 7
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8706 0.5138030 13125.63980 368.397347 6.7975105 1982-1999 –> 2000-2009 1.4982733 0.9844703 25828.1606 1179.160386 4 6
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8706 0.5160261 13200.81463 315.083502 6.8462199 1982-1999 –> 2000-2009 1.5036344 0.9876083 25932.1114 1063.312560 5 11
Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 8706 0.5255181 13516.18866 418.553408 7.3845519 1982-1999 –> 2000-2009 1.5126232 0.9871050 26240.8763 1116.795258 6 11
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8706 0.5569184 14528.67913 397.689151 4.3309701 1982-1999 –> 2000-2009 1.5370161 0.9800977 27190.9498 1289.601810 15 16
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8706 0.5358937 13858.61348 10.829635 6.1186844 1982-1999 –> 2000-2009 1.5614949 1.0256012 26931.2285 24.895039 7 21
Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 8706 0.5649795 14776.89998 286.704628 6.9421044 1982-1999 –> 2000-2009 1.5662193 1.0012399 27630.1460 948.127500 17 30
Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 8706 0.5425478 14071.48316 4.512055 6.8529210 1982-1999 –> 2000-2009 1.5681700 1.0256223 27142.2835 12.256721 8 23
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12994 0.6303139 24894.94252 659.657518 4.9965027 2000-2009 –> 2010-2019 1.1094685 0.4791546 36804.9354 1089.087015 1 2
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12994 0.6325818 24988.28219 620.745687 4.7580534 2000-2009 –> 2010-2019 1.1266921 0.4941102 37433.4388 925.140477 2 4
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12994 0.6736785 26624.05343 26.604218 5.9337678 2000-2009 –> 2010-2019 1.2095722 0.5358937 40482.6669 37.433852 8 15
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12994 0.6359336 25125.61865 826.866560 4.2824790 2000-2009 –> 2010-2019 1.2139044 0.5779708 40300.3623 1260.988953 3 22
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12994 0.6702806 26492.64464 187.898451 5.9069899 2000-2009 –> 2010-2019 1.2147480 0.5444674 40627.6245 375.197760 5 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12994 0.6709496 26518.56929 28.685530 5.8885699 2000-2009 –> 2010-2019 1.2166192 0.5456696 40691.9556 41.700190 7 17
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12994 0.6708800 26515.87505 28.655545 5.8883172 2000-2009 –> 2010-2019 1.2166465 0.5457665 40692.3504 41.659874 6 17
Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12994 0.6361736 25133.42452 617.911063 4.2753013 2000-2009 –> 2010-2019 1.2170496 0.5808759 40393.4691 920.567641 4 24
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12994 0.7253081 28543.10173 830.424411 5.4736956 2000-2009 –> 2010-2019 1.2357245 0.5104163 41553.5929 1287.741944 21 24
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 12994 0.6757397 26701.44887 8.099741 5.9569338 2000-2009 –> 2010-2019 1.2374138 0.5616740 41376.1801 13.200465 9 25
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2589 0.7748227 6040.24721 366.545847 2.9644791 1982-1999 –> 2000-2009 1.6118019 0.8369792 11234.1080 850.236812 1 3
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2589 0.7862693 6116.18292 267.772444 3.3656058 1982-1999 –> 2000-2009 1.6312861 0.8450168 11349.9357 404.524982 3 11
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2589 0.7869181 6120.45409 420.948495 3.3634849 1982-1999 –> 2000-2009 1.6315949 0.8446768 11352.5271 551.671287 4 11
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2589 0.7882578 6129.26205 433.482148 3.3738253 1982-1999 –> 2000-2009 1.6333936 0.8451357 11363.6024 896.475690 5 14
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2589 0.7895577 6137.79378 620.129943 3.3785601 1982-1999 –> 2000-2009 1.6398289 0.8502712 11397.4206 886.653746 6 18
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2589 0.8074137 6253.59058 58.927664 3.2387494 1982-1999 –> 2000-2009 1.6446248 0.8372111 11448.6077 74.436248 13 17
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2589 0.8040408 6229.91497 381.146738 3.1092947 1982-1999 –> 2000-2009 1.6475007 0.8434599 11453.9704 1346.420929 11 17
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2589 0.8176190 6316.62789 57.270986 3.4374195 1982-1999 –> 2000-2009 1.6557832 0.8381642 11514.3942 71.949546 16 21
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2589 0.8267821 6376.33529 102.512866 3.0424720 1982-1999 –> 2000-2009 1.6611781 0.8343960 11557.2938 126.362109 20 21
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2589 0.8150580 6300.38316 353.714123 3.7517269 1982-1999 –> 2000-2009 1.6640569 0.8489990 11551.7600 461.893026 15 26
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4293 1.1161606 13140.56268 776.627599 3.7982289 2000-2009 –> 2010-2019 1.8841611 0.7680005 19135.0164 1231.055660 3 4
Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4293 1.1161311 13140.33555 734.467521 3.7979551 2000-2009 –> 2010-2019 1.8845472 0.7684161 19137.5904 1170.932480 2 4
Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4293 1.1171265 13147.98983 694.406723 3.8176257 2000-2009 –> 2010-2019 1.8869368 0.7698102 19154.6305 1157.460529 5 8
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4293 1.1157801 13137.63549 751.715025 3.8215995 2000-2009 –> 2010-2019 1.8926130 0.7768328 19191.2984 1205.215776 1 7
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4293 1.1247143 13206.11094 508.844333 3.9851874 2000-2009 –> 2010-2019 1.8995371 0.7748227 19246.3582 875.390180 7 11
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 4293 1.1251669 13207.56527 470.611083 3.9365057 2000-2009 –> 2010-2019 1.9002160 0.7750491 19247.3247 821.753794 8 13
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4293 1.1233955 13196.03729 661.038910 4.1163134 2000-2009 –> 2010-2019 1.9273939 0.8039983 19427.6785 1050.255303 6 23
Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4293 1.1358860 13290.97384 699.949638 4.1907275 2000-2009 –> 2010-2019 1.9326590 0.7967730 19475.8711 1135.794281 9 23
Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4293 1.1166117 13142.03229 729.297017 3.7906569 2000-2009 –> 2010-2019 1.9362711 0.8196593 19471.5653 1165.448313 4 29
Pacific (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4293 1.1528752 13416.44189 639.505498 4.0106096 2000-2009 –> 2010-2019 1.9496493 0.7967742 19599.3468 1016.696601 13 28

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 5.9608029 947.9087
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.6027170 738.2887
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.9362348 3526.9197
Atlantic (26,26.5] 2000-2009 –> 2010-2019 8.1894470 3425.3628
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.7390736 4533.6842
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.2582219 4643.8165
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.1087959 7199.7501
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.1282907 7328.1169
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.8676919 8841.3941
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5626314 9618.2085
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.4841122 18292.7395
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.8640263 20677.3785
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.2436264 30601.1333
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.6687944 34168.6870
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.2069160 7819.5900
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.5652778 9464.8324
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.9711449 11004.4164
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.6482150 12540.2726
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.2376019 16956.6073
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.3468518 17473.5475
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.7664079 4396.5480
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.3641198 5803.3465
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.9996194 6806.2402
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.4168054 9005.4972
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.7505576 10808.0245
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.9213000 13813.4553
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3008066 11544.3199
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.4184092 15684.9746
Indian (-Inf,26] 1982-1999 –> 2000-2009 3.9833965 3093.5062
Indian (-Inf,26] 2000-2009 –> 2010-2019 3.1575296 1594.8106
Indian (26,26.5] 1982-1999 –> 2000-2009 3.9257261 5494.2705
Indian (26,26.5] 2000-2009 –> 2010-2019 3.0421117 2748.2040
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.8164044 4297.4329
Indian (26.5,26.75] 2000-2009 –> 2010-2019 2.2505362 2386.9861
Indian (26.75,27] 1982-1999 –> 2000-2009 2.5209318 6716.8025
Indian (26.75,27] 2000-2009 –> 2010-2019 2.4223313 4377.6369
Indian (27,27.25] 1982-1999 –> 2000-2009 4.0284374 9244.3485
Indian (27,27.25] 2000-2009 –> 2010-2019 4.0628206 6338.5867
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2967242 10049.4214
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.3682782 6677.7215
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.3314937 10747.2472
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.6826848 8124.2043
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9743234 3860.4957
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.3505719 3356.8786
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.0713759 4722.4633
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.6244157 4350.3880
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3767120 5978.2570
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.9775820 4960.7856
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.7092326 3830.6587
Indian (28.05,28.1] 2000-2009 –> 2010-2019 3.0269119 3046.2615
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.6882409 7996.4053
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.7939253 6516.8074
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.7867702 5463.5490
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.9039327 5637.6048
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.6233853 2073.6896
Indian (28.3, Inf] 2000-2009 –> 2010-2019 0.8793521 4882.0949
Pacific (-Inf,26] 1982-1999 –> 2000-2009 10.4544964 19041.6724
Pacific (-Inf,26] 2000-2009 –> 2010-2019 10.1181193 34382.4775
Pacific (26,26.5] 1982-1999 –> 2000-2009 6.3047215 16626.7857
Pacific (26,26.5] 2000-2009 –> 2010-2019 6.4338866 23724.3851
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 4.4582537 12924.4538
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 5.7592824 20435.6753
Pacific (26.75,27] 1982-1999 –> 2000-2009 5.2838579 17921.4488
Pacific (26.75,27] 2000-2009 –> 2010-2019 5.9926684 26666.8046
Pacific (27,27.25] 1982-1999 –> 2000-2009 4.8052004 22819.8949
Pacific (27,27.25] 2000-2009 –> 2010-2019 5.0813552 33889.5376
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.6868939 31121.8659
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.0468411 44278.5294
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.8357589 30767.3688
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.2173506 45225.8533
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.1092979 10545.8544
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.1655665 14805.2729
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.6908279 11181.5130
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.8403332 17320.3205
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.2986481 11556.0801
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.5468100 21347.1345
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.3844124 7099.3230
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.3791325 11886.7119
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.3603906 16245.2028
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.1320815 23736.1736
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5203199 26253.9237
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.1997839 40035.6576
Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.6421049 11422.3620
Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.9093984 19308.6680

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
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 8 6 8 7 8 6 7
(26.5,26.75] 7 6 7 6 7 8 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 7 10 6 5 5 6 9
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 2 6 6 10 5 8
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 3 5 6 9 6 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 9 10 3 6 4 4 7
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 72.00 78.00 88.00 109.00 91.00 114.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 9 7 7 7 7 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 7 6 4 6 10 6
(27.25,27.5] 6 8 4 7 9 8 7
(27.5,27.75] 7 5 8 5 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 4 5 10 9 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 6 2 6 6 8 5 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 6 10 2 6 5 5 9
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 79.00 75.00 86.00 114.00 98.00 105.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 4 5 10
(27.5,27.75] 4 10 5 8 4 5 10
(27.75,27.85] 4 3 6 7 6 9 6
(27.85,27.95] 3 3 4 8 10 10 5
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 5 4 4 3 10 8 10
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 7 6 5 3 8
(28.3, Inf] 7 9 7 5 4 10 6
total 71.00 90.00 74.00 100.00 87.00 101.00 115.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 8 9 5 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 5 10 5 6 6 7 10
(27.25,27.5] 8 10 4 5 5 5 10
(27.5,27.75] 5 10 5 8 3 5 10
(27.75,27.85] 5 2 6 7 6 9 7
(27.85,27.95] 2 4 4 8 9 10 6
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 4 5 4 6 9 7 9
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 5 7 9 5 5
(28.3, Inf] 7 9 8 4 4 10 5
total 76.00 92.00 73.00 99.00 87.00 105.00 112.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 9 6 5 7 5 9
(26,26.5] 8 4 7 7 4 10 8
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 9 8 7 3 5 7
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 5 8 7 6 10 7 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 4 8 4 6 10 10 6
(27.85,27.95] 6 6 5 6 10 7 9
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 7 4 3 5 7 9 10
(28.1,28.2] 6 3 5 6 6 10 10
(28.2,28.3] 5 10 6 7 4 10 5
(28.3, Inf] 5 10 5 7 10 5 5
total 90.00 93.00 80.00 86.00 97.00 108.00 109.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 7 6 6 7 3 10 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 5 9 6 6 10 6 7
(27.5,27.75] 6 4 5 5 10 10 7
(27.75,27.85] 5 9 4 4 10 10 5
(27.85,27.95] 7 8 5 6 10 7 6
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 5 3 5 4 9 10 9
(28.2,28.3] 4 6 7 5 9 10 7
(28.3, Inf] 5 10 8 6 4 10 4
total 87.00 87.00 81.00 82.00 102.00 114.00 106.00

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
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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