eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-07-15

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: 431c254

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 431c254. 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_2R_mon_standard/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds
    Deleted:    docs_GV_2021_2R_ann_standard/.nojekyll
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_cant_budgets.html
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_global_section.html
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_inventory_maps.html
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_isoneutral_slab_distribution.html
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_others.html
    Deleted:    docs_GV_2021_2R_ann_standard/analysis_zonal_mean_sections.html
    Deleted:    docs_GV_2021_2R_ann_standard/config_dependencies.html
    Deleted:    docs_GV_2021_2R_ann_standard/config_parameterization_local.html
    Deleted:    docs_GV_2021_2R_ann_standard/eMLR_GLODAPv2_2020_subsetting.html
    Deleted:    docs_GV_2021_2R_ann_standard/eMLR_assumption_testing.html
    Deleted:    docs_GV_2021_2R_ann_standard/eMLR_data_preparation.html
    Deleted:    docs_GV_2021_2R_ann_standard/eMLR_model_fitting.html
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_model_quality_check-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_model_quality_check-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-10.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-100.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-101.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-102.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-11.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-12.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-13.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-14.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-15.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-16.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-17.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-18.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-19.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-20.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-21.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-22.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-23.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-24.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-25.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-26.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-27.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-28.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-29.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-30.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-31.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-32.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-33.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-34.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-35.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-36.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-37.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-38.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-39.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-40.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-41.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-42.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-43.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-44.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-45.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-46.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-47.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-48.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-49.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-50.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-51.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-52.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-53.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-54.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-55.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-56.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-57.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-58.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-59.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-60.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-61.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-62.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-63.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-64.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-65.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-66.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-67.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-68.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-69.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-70.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-71.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-72.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-73.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-74.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-75.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-76.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-77.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-78.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-79.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-80.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-81.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-82.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-83.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-84.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-85.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-86.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-87.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-88.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-89.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-9.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-90.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-91.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-92.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-93.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-94.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-95.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-96.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-97.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-98.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-99.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-10.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-100.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-101.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-102.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-11.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-12.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-13.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-14.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-15.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-16.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-17.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-18.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-19.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-20.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-21.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-22.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-23.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-24.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-25.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-26.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-27.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-28.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-29.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-30.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-31.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-32.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-33.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-34.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-35.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-36.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-37.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-38.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-39.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-40.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-41.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-42.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-43.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-44.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-45.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-46.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-47.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-48.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-49.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-50.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-51.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-52.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-53.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-54.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-55.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-56.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-57.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-58.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-59.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-60.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-61.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-62.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-63.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-64.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-65.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-66.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-67.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-68.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-69.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-70.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-71.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-72.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-73.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-74.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-75.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-76.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-77.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-78.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-79.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-80.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-81.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-82.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-83.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-84.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-85.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-86.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-87.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-88.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-89.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-9.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-90.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-91.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-92.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-93.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-94.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-95.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-96.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-97.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-98.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-99.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era_zonal-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma_zonal-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/gamma_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-10.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-11.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-12.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-13.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-14.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-15.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-16.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-17.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-18.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-9.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-10.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-11.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-12.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-13.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-14.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-15.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-16.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-17.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-18.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-9.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP-based_subsetting_data_cleaning_stats-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP_Atl_cruises_2013_2014_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/WOA18_basin_mask_GLODAP-based_subsetting_model_data_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_clean-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_subsetting_era_cleaning_level-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_f_subset-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_na_subset-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_qc_subset-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_f_subset-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_qc_subset-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictor_pairs-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictors-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cant_interpolation_to_observations-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cant_surface_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_histogram-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_cant-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_counts-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/histogram_predictor-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/merge_cstar_cant-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections_isoneutral_slabs-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_all_models-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_selected_models-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_all_models-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_best_models-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_inventories-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/pCO2_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/pCO2_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/SiO3_star_climatology_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/SiO3_star_climatology_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-6.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-7.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-8.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-2.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-3.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-4.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-5.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_maps-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_section-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TAlk_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TCO2_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_sal_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictor_profiles_N_Atl-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map_surface-1.png
    Deleted:    docs_GV_2021_2R_ann_standard/index.html
    Deleted:    docs_GV_2021_2R_ann_standard/mapping_cant.html
    Deleted:    docs_GV_2021_2R_ann_standard/mapping_model_cant.html
    Deleted:    docs_GV_2021_2R_ann_standard/mapping_predictor_preparation.html
    Deleted:    docs_GV_2021_2R_ann_standard/mapping_target_variable.html
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/anchor-sections-1.0/anchor-sections.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/anchor-sections-1.0/anchor-sections.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css.map
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css.map
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/cerulean.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/cosmo.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/darkly.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/flatly.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Lato.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoItalic.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycle.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycleBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSans.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBoldItalic.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansItalic.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLight.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLightItalic.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Raleway.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RalewayBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Roboto.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoLight.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoMedium.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansPro.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProBold.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProItalic.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProLight.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Ubuntu.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/journal.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/lumen.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/paper.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/readable.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/sandstone.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/simplex.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/spacelab.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/united.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/yeti.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.eot
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.svg
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff2
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/bootstrap.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/bootstrap.min.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/npm.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/shim/html5shiv.min.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/shim/respond.min.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/css/all.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/css/v4-shims.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.eot
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.svg
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff2
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.eot
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.svg
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff2
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.eot
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.svg
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.ttf
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff2
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/header-attrs-2.5/header-attrs.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/default.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/highlight.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/textmate.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/README
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_555555_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777620_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_cc0000_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/navigation-1.1/sourceembed.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/navigation-1.1/tabsets.js
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_GV_2021_2R_ann_standard/site_libs/tocify-1.9.1/jquery.tocify.js
    Deleted:    docs_RV_2021_2R_ann_standard/.nojekyll
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_cant_budgets.html
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_global_section.html
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_inventory_maps.html
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_isoneutral_slab_distribution.html
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_others.html
    Deleted:    docs_RV_2021_2R_ann_standard/analysis_zonal_mean_sections.html
    Deleted:    docs_RV_2021_2R_ann_standard/config_dependencies.html
    Deleted:    docs_RV_2021_2R_ann_standard/config_parameterization_local.html
    Deleted:    docs_RV_2021_2R_ann_standard/eMLR_GLODAPv2_2020_subsetting.html
    Deleted:    docs_RV_2021_2R_ann_standard/eMLR_assumption_testing.html
    Deleted:    docs_RV_2021_2R_ann_standard/eMLR_data_preparation.html
    Deleted:    docs_RV_2021_2R_ann_standard/eMLR_model_fitting.html
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_all_global_section-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_model_quality_check-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_global_section.Rmd/cant_pos_model_quality_check-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-10.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-100.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-101.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-102.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-11.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-12.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-13.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-14.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-15.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-16.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-17.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-18.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-19.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-20.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-21.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-22.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-23.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-24.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-25.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-26.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-27.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-28.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-29.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-30.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-31.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-32.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-33.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-34.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-35.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-36.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-37.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-38.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-39.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-40.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-41.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-42.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-43.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-44.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-45.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-46.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-47.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-48.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-49.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-50.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-51.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-52.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-53.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-54.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-55.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-56.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-57.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-58.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-59.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-60.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-61.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-62.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-63.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-64.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-65.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-66.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-67.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-68.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-69.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-70.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-71.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-72.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-73.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-74.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-75.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-76.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-77.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-78.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-79.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-80.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-81.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-82.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-83.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-84.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-85.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-86.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-87.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-88.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-89.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-9.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-90.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-91.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-92.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-93.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-94.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-95.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-96.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-97.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-98.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-99.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-10.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-100.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-101.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-102.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-11.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-12.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-13.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-14.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-15.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-16.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-17.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-18.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-19.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-20.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-21.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-22.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-23.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-24.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-25.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-26.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-27.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-28.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-29.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-30.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-31.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-32.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-33.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-34.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-35.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-36.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-37.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-38.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-39.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-40.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-41.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-42.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-43.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-44.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-45.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-46.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-47.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-48.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-49.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-50.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-51.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-52.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-53.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-54.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-55.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-56.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-57.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-58.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-59.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-60.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-61.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-62.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-63.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-64.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-65.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-66.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-67.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-68.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-69.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-70.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-71.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-72.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-73.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-74.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-75.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-76.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-77.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-78.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-79.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-80.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-81.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-82.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-83.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-84.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-85.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-86.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-87.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-88.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-89.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-9.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-90.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-91.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-92.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-93.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-94.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-95.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-96.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-97.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-98.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-99.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_sections_sd_models-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era_zonal-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma_zonal-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/gamma_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_others.Rmd/target_zonal_mean_era-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-10.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-11.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-12.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-13.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-14.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-15.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-16.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-17.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-18.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-9.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-10.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-11.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-12.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-13.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-14.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-15.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-16.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-17.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-18.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-9.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP-based_subsetting_data_cleaning_stats-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP_Atl_cruises_2013_2014_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/WOA18_basin_mask_GLODAP-based_subsetting_model_data_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_clean-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_subsetting_era_cleaning_level-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_f_subset-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_na_subset-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_qc_subset-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_f_subset-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_qc_subset-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictor_pairs-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictors-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cant_interpolation_to_observations-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cant_surface_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_histogram-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_cant-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_counts-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/histogram_predictor-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/merge_cstar_cant-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/meridional_sections_isoneutral_slabs-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_all_models-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_selected_models-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_all_models-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_best_models-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_inventories-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/pCO2_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/pCO2_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/SiO3_star_climatology_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/SiO3_star_climatology_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-6.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-7.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-8.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-2.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-3.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-4.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-5.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_maps-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_section-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TAlk_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TCO2_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_sal_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictor_profiles_N_Atl-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map_surface-1.png
    Deleted:    docs_RV_2021_2R_ann_standard/index.html
    Deleted:    docs_RV_2021_2R_ann_standard/mapping_cant.html
    Deleted:    docs_RV_2021_2R_ann_standard/mapping_model_cant.html
    Deleted:    docs_RV_2021_2R_ann_standard/mapping_predictor_preparation.html
    Deleted:    docs_RV_2021_2R_ann_standard/mapping_target_variable.html
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/anchor-sections-1.0/anchor-sections.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/anchor-sections-1.0/anchor-sections.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css.map
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css.map
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/bootstrap.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/cerulean.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/cosmo.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/darkly.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/flatly.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Lato.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoItalic.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycle.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycleBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSans.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBoldItalic.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansItalic.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLight.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLightItalic.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Raleway.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RalewayBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Roboto.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoLight.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoMedium.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansPro.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProBold.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProItalic.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProLight.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/fonts/Ubuntu.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/journal.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/lumen.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/paper.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/readable.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/sandstone.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/simplex.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/spacelab.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/united.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/css/yeti.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.eot
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.svg
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff2
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/bootstrap.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/bootstrap.min.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/js/npm.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/shim/html5shiv.min.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/bootstrap-3.3.5/shim/respond.min.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/css/all.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/css/v4-shims.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.eot
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.svg
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff2
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.eot
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.svg
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff2
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.eot
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.svg
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.ttf
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff2
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/header-attrs-2.5/header-attrs.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/default.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/highlight.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/highlightjs-9.12.0/textmate.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/README
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_555555_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777620_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_cc0000_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/navigation-1.1/sourceembed.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/navigation-1.1/tabsets.js
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_RV_2021_2R_ann_standard/site_libs/tocify-1.9.1/jquery.tocify.js

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	363270a	Donghe-Zhu	2021-07-15	Build site.
Rmd	bb00951	Donghe-Zhu	2021-07-15	local rebuild
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
Rmd	4f7d192	Donghe-Zhu	2021-07-15	local rebuild
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
Rmd	0a4ac57	Donghe-Zhu	2021-07-07	local rebuild
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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, oxygen, aou, nitrate, 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_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") &
#            str_detect(lm_coeff_filter, "nitrate")) %>%
#   select(-lm_coeff_filter)

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, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

# 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_ph)

# 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:

• 101

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 + oxygen + aou + nitrate + phosphate_star	269	5.2928899	1673.8930	158.696147	13.1036251	1982-1999 –> 2000-2009	10.3743881	5.0814982	4172.2414	335.580891	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	269	5.4407088	1688.7122	54.566222	13.2107622	1982-1999 –> 2000-2009	10.6593664	5.2186576	4208.7940	125.763419	3	5
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	269	5.3568213	1678.3524	130.388628	14.1696567	1982-1999 –> 2000-2009	10.6967216	5.3399003	4215.1751	291.230726	2	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	269	5.4626125	1690.8737	69.387972	13.3309463	1982-1999 –> 2000-2009	10.7183737	5.2557612	4216.7367	148.649551	4	7
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	269	5.5318821	1695.6530	52.797356	14.5451081	1982-1999 –> 2000-2009	11.0356207	5.5037386	4257.1358	122.925114	5	10
Atlantic	(-Inf,26]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	269	5.5618328	1698.5580	104.521484	13.9744570	1982-1999 –> 2000-2009	11.2415566	5.6797238	4285.7244	213.763239	6	16
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	269	5.6646758	1708.4153	53.148835	13.4458071	1982-1999 –> 2000-2009	11.2595155	5.5948397	4283.2944	122.539461	11	18
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	269	5.5862540	1700.9151	54.558762	13.9429572	1982-1999 –> 2000-2009	11.2651878	5.6789338	4287.9680	121.396912	7	15
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	269	5.7479547	1718.2670	49.009006	13.4906618	1982-1999 –> 2000-2009	11.2731130	5.5251584	4284.9194	117.254884	13	19
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	269	5.5940853	1701.6688	69.101015	13.9856361	1982-1999 –> 2000-2009	11.2733322	5.6792468	4288.7667	147.995218	9	18
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	224	5.3570197	1401.6112	184.754378	16.1118544	2000-2009 –> 2010-2019	10.6499095	5.2928899	3075.5041	343.450526	1	2
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	224	5.3990108	1403.1091	165.764323	16.3978612	2000-2009 –> 2010-2019	10.7558321	5.3568213	3081.4615	296.152951	2	4
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	224	5.5665962	1418.8036	50.483562	15.2109427	2000-2009 –> 2010-2019	11.0073050	5.4407088	3107.5158	105.049784	3	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	224	5.5859892	1420.3616	63.843834	15.3220725	2000-2009 –> 2010-2019	11.0486018	5.4626125	3111.2354	133.231806	4	8
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	224	5.6270713	1421.6444	50.462822	15.6157664	2000-2009 –> 2010-2019	11.1589534	5.5318821	3117.2974	103.260179	5	10
Atlantic	(-Inf,26]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	224	5.8437509	1438.5715	104.181500	16.2475663	2000-2009 –> 2010-2019	11.4055836	5.5618328	3137.1295	208.702984	6	12
Atlantic	(-Inf,26]	3	cstar_tref ~ oxygen + aou + nitrate	224	5.8439086	1436.5836	54.558520	16.2579893	2000-2009 –> 2010-2019	11.4325776	5.5886690	3135.7313	114.918890	7	15
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	224	5.8681948	1440.4415	48.599238	16.3002134	2000-2009 –> 2010-2019	11.4544488	5.5862540	3141.3567	103.158000	8	15
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	224	5.8696925	1440.5559	63.775123	16.3212736	2000-2009 –> 2010-2019	11.4637778	5.5940853	3142.2247	132.876138	9	18
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + aou + nitrate	224	5.8711424	1438.6665	46.803087	16.3572299	2000-2009 –> 2010-2019	11.5011680	5.6300256	3141.7808	99.117461	10	20
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	865	4.8117987	5186.7164	363.305115	48.4620997	1982-1999 –> 2000-2009	9.8274000	5.0156013	14210.3102	592.337967	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	865	4.8380049	5196.1129	520.926646	47.1270375	1982-1999 –> 2000-2009	9.8703230	5.0323182	14229.5957	864.169971	2	4
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + nitrate	865	4.9288413	5226.2934	126.465888	37.1907248	1982-1999 –> 2000-2009	10.0079411	5.0790999	14285.2772	225.039869	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	865	4.9301836	5228.7645	403.639999	46.8103119	1982-1999 –> 2000-2009	10.0560057	5.1258221	14316.9625	681.424238	4	8
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	865	5.0284113	5260.8938	125.400509	36.3708077	1982-1999 –> 2000-2009	10.2118056	5.1833942	14380.2865	224.986233	5	10
Atlantic	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	865	5.1135591	5289.9432	558.841663	34.6188731	1982-1999 –> 2000-2009	10.5553568	5.4417976	14553.9218	984.853486	6	12
Atlantic	(26,26.5]	3	cstar_tref ~ oxygen + aou + nitrate	865	5.1180768	5289.4709	186.441416	32.7776677	1982-1999 –> 2000-2009	10.5610141	5.4429373	14552.0719	336.149996	7	14
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	865	5.1205714	5292.3139	206.785154	35.5269171	1982-1999 –> 2000-2009	10.5716615	5.4510901	14561.3632	355.026715	8	17
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	865	5.1222331	5292.8752	428.856741	35.3638460	1982-1999 –> 2000-2009	10.5730208	5.4507877	14561.7596	728.007199	9	17
Atlantic	(26,26.5]	3	cstar_tref ~ temp + aou + nitrate	865	5.1287517	5293.0754	89.577152	33.1957504	1982-1999 –> 2000-2009	10.5799561	5.4512043	14560.1870	163.929758	10	20
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	714	5.7908689	4548.2154	322.774137	33.7562345	2000-2009 –> 2010-2019	10.6288738	4.8380049	9744.3283	843.700784	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	714	5.8233981	4556.2145	143.138150	34.7802063	2000-2009 –> 2010-2019	10.6351967	4.8117987	9742.9309	506.443265	4	5
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	714	5.8892091	4572.2620	144.866717	33.4713521	2000-2009 –> 2010-2019	10.8193927	4.9301836	9801.0266	506.346953	6	10
Atlantic	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	714	5.7424647	4534.2290	518.802576	30.5810167	2000-2009 –> 2010-2019	10.8560238	5.1135591	9824.1722	1077.644240	1	7
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + nitrate	714	5.9886170	4594.1650	81.548922	46.4281740	2000-2009 –> 2010-2019	10.9174582	4.9288413	9820.4585	208.014811	9	12
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	714	5.8035243	4549.3328	312.068452	31.4911635	2000-2009 –> 2010-2019	10.9257573	5.1222331	9842.2080	740.925193	3	12
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	714	5.8340473	4556.8235	105.149074	32.6019896	2000-2009 –> 2010-2019	10.9546187	5.1205714	9849.1374	311.934228	5	13
Atlantic	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	714	5.8927186	4571.1127	308.506754	32.2638619	2000-2009 –> 2010-2019	11.0470749	5.1543563	9874.8035	727.436168	7	18
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	714	6.0586440	4610.7662	82.538714	45.3522334	2000-2009 –> 2010-2019	11.0870553	5.0284113	9871.6600	207.939223	11	16
Atlantic	(26,26.5]	3	cstar_tref ~ oxygen + aou + nitrate	714	5.9875860	4591.9192	126.261191	43.2287200	2000-2009 –> 2010-2019	11.1056628	5.1180768	9881.3900	312.702607	8	15
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	783	3.7808153	4318.7433	572.656768	19.3793694	1982-1999 –> 2000-2009	8.2696992	4.4888840	12416.8053	1177.209960	1	2
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	783	3.7854085	4320.6446	313.268246	19.6284395	1982-1999 –> 2000-2009	8.2747405	4.4893320	12418.9829	636.389838	3	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	783	3.7913309	4323.0927	345.512813	19.9056817	1982-1999 –> 2000-2009	8.2857038	4.4943729	12424.5374	686.705349	4	7
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	783	3.7822661	4317.3441	550.030366	19.3586395	1982-1999 –> 2000-2009	8.3342925	4.5520264	12452.0706	1139.883954	2	10
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	783	3.8215069	4333.5075	312.713233	19.2567142	1982-1999 –> 2000-2009	8.4028322	4.5813253	12485.9931	632.106256	5	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + nitrate	783	3.9857152	4399.3922	147.954038	21.9485912	1982-1999 –> 2000-2009	8.5263398	4.5406246	12527.1768	276.615782	13	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + nitrate	783	3.9889193	4400.6506	146.144370	21.6268542	1982-1999 –> 2000-2009	8.5326529	4.5437336	12530.3298	273.554222	15	20
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + aou + nitrate	783	3.9884983	4398.4853	99.058028	22.6867113	1982-1999 –> 2000-2009	8.5764102	4.5879119	12552.9475	190.372655	14	28
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	783	3.8896463	4361.1841	300.173369	19.6812299	1982-1999 –> 2000-2009	8.6253185	4.7356722	12605.3883	615.862942	6	21
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	783	3.9176915	4372.4348	270.333205	21.2058565	1982-1999 –> 2000-2009	8.6903795	4.7726879	12638.1906	510.449644	7	24
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	700	3.9087701	3909.0258	430.342269	31.0752526	2000-2009 –> 2010-2019	7.6895854	3.7808153	8227.7691	1002.999037	3	4
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	700	3.9056061	3907.8921	247.925946	30.5155092	2000-2009 –> 2010-2019	7.6910146	3.7854085	8228.5367	561.194192	2	5
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	700	3.9091896	3907.1761	415.845952	31.1555524	2000-2009 –> 2010-2019	7.6914557	3.7822661	8224.5202	965.876318	4	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	700	3.9034755	3907.1282	272.801531	29.9476365	2000-2009 –> 2010-2019	7.6948064	3.7913309	8230.2209	618.314344	1	5
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	700	3.9170888	3910.0022	247.853142	30.3637288	2000-2009 –> 2010-2019	7.7385957	3.8215069	8243.5097	560.566375	5	10
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	700	3.9538593	3923.0829	234.088119	29.4166072	2000-2009 –> 2010-2019	7.8435056	3.8896463	8284.2670	534.261488	6	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate	700	4.0974682	3973.0309	198.973462	28.4019738	2000-2009 –> 2010-2019	8.0151598	3.9176915	8345.4657	469.306667	13	20
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	700	4.0925928	3971.3641	46.689572	27.4255231	2000-2009 –> 2010-2019	8.0175354	3.9249426	8346.6947	95.678676	12	21
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate	700	4.0922221	3971.2373	193.762780	27.2994124	2000-2009 –> 2010-2019	8.0191433	3.9269213	8347.3571	458.625772	11	21
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + aou + phosphate	700	4.1176625	3977.9138	130.732546	28.7448034	2000-2009 –> 2010-2019	8.0381790	3.9205165	8349.4774	315.452535	16	24
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	889	3.1203700	4560.1506	424.821881	26.4987074	1982-1999 –> 2000-2009	6.3841211	3.2637511	13050.8662	929.449457	3	4
Atlantic	(26.75,27]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	889	3.1316492	4564.5660	366.035612	26.2428912	1982-1999 –> 2000-2009	6.4016873	3.2700381	13059.5514	813.173858	5	7
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	889	3.1145085	4556.8076	233.285931	26.6403582	1982-1999 –> 2000-2009	6.4144891	3.2999807	13083.4896	471.344109	2	5
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + nitrate	889	3.1358854	4566.9695	69.954509	26.1996812	1982-1999 –> 2000-2009	6.4524356	3.3165502	13107.9693	134.575975	7	11
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	889	3.1131818	4556.0501	436.043246	26.6892322	1982-1999 –> 2000-2009	6.4559200	3.3427382	13124.6746	965.542197	1	7
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	889	3.1224939	4559.3604	217.930356	26.7940552	1982-1999 –> 2000-2009	6.4575603	3.3350664	13118.4990	430.731715	4	9
Atlantic	(26.75,27]	3	cstar_tref ~ sal + oxygen + nitrate	889	3.1400272	4567.3162	37.525873	26.0943719	1982-1999 –> 2000-2009	6.4839094	3.3438822	13133.0556	75.948948	8	15
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + aou + nitrate	889	3.1337512	4565.7590	73.167927	26.3153931	1982-1999 –> 2000-2009	6.5213579	3.3876067	13175.8237	137.528547	6	18
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	889	3.1440576	4571.5969	411.871667	26.8646151	1982-1999 –> 2000-2009	6.6618223	3.5177647	13304.4950	930.102707	9	25
Atlantic	(26.75,27]	3	cstar_tref ~ sal + aou + nitrate	889	3.1797829	4589.6861	52.067025	26.4005209	1982-1999 –> 2000-2009	6.7698846	3.5901017	13386.9000	102.645661	10	27
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	782	3.3326491	4115.9123	362.917978	26.8434112	2000-2009 –> 2010-2019	6.4458309	3.1131818	8671.9623	798.961225	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	782	3.3327859	4115.9764	197.118465	26.5853591	2000-2009 –> 2010-2019	6.4472943	3.1145085	8672.7840	430.404396	2	4
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	782	3.3349742	4117.0030	198.545917	25.8200284	2000-2009 –> 2010-2019	6.4553442	3.1203700	8677.1537	431.840237	3	6
Atlantic	(26.75,27]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	782	3.3545245	4124.1448	197.273191	27.4194305	2000-2009 –> 2010-2019	6.4861738	3.1316492	8688.7108	430.284794	6	11
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + nitrate	782	3.3513310	4122.6551	64.754440	25.6734985	2000-2009 –> 2010-2019	6.4872164	3.1358854	8689.6246	134.708949	4	11
Atlantic	(26.75,27]	4	cstar_tref ~ sal + temp + aou + nitrate	782	3.3541757	4123.9821	68.220422	26.5216469	2000-2009 –> 2010-2019	6.4879269	3.1337512	8689.7411	141.388349	5	11
Atlantic	(26.75,27]	3	cstar_tref ~ sal + oxygen + nitrate	782	3.3926406	4139.8157	35.290726	28.1024707	2000-2009 –> 2010-2019	6.5326678	3.1400272	8707.1319	72.816600	7	15
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	782	3.4246014	4156.4805	185.315048	29.2981951	2000-2009 –> 2010-2019	6.5470953	3.1224939	8715.8410	403.245404	8	12
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	782	3.5219374	4200.3134	339.088980	31.7184596	2000-2009 –> 2010-2019	6.6659949	3.1440576	8771.9103	750.960647	9	18
Atlantic	(26.75,27]	3	cstar_tref ~ sal + aou + nitrate	782	3.5897526	4228.1421	49.407139	31.8970536	2000-2009 –> 2010-2019	6.7695355	3.1797829	8817.8282	101.474164	10	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1063	2.8086692	5226.2064	664.129009	22.6182601	1982-1999 –> 2000-2009	5.5833123	2.7746431	14173.5113	1174.715692	3	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1063	2.7588012	5188.1201	320.326575	22.8665934	1982-1999 –> 2000-2009	5.5893374	2.8305362	14208.4601	526.903861	1	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1063	2.7938757	5214.9790	489.350574	22.3991674	1982-1999 –> 2000-2009	5.5925596	2.7986840	14193.8766	843.552844	2	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1063	2.8128867	5229.3964	335.881643	21.9892739	1982-1999 –> 2000-2009	5.5959480	2.7830613	14187.7950	557.441518	4	6
Atlantic	(27,27.25]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1063	2.8132311	5227.6567	448.697369	21.7748829	1982-1999 –> 2000-2009	5.6037177	2.7904866	14193.8126	783.955431	5	8
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1063	2.8402619	5247.9868	484.561016	24.3938512	1982-1999 –> 2000-2009	5.7289221	2.8886602	14340.7630	838.738919	6	12
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1063	3.0723274	5414.9609	236.610052	26.5018726	1982-1999 –> 2000-2009	6.1150439	3.0427165	14698.0069	399.186831	7	24
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + nitrate	1063	3.1579830	5473.4220	52.128550	22.7636514	1982-1999 –> 2000-2009	6.1212527	2.9632697	14659.5809	87.747674	8	19
Atlantic	(27,27.25]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1063	3.1723797	5483.0920	601.867381	23.3203301	1982-1999 –> 2000-2009	6.1238217	2.9514421	14654.6052	1084.636516	9	16
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1063	3.2065194	5505.8489	50.099538	22.0789463	1982-1999 –> 2000-2009	6.1585508	2.9520314	14678.0931	85.510191	12	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	945	3.2413080	4918.3903	339.199815	17.7533291	2000-2009 –> 2010-2019	6.0001092	2.7588012	10106.5104	659.526390	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	945	3.2874044	4945.0797	522.866043	17.3257820	2000-2009 –> 2010-2019	6.0812801	2.7938757	10160.0587	1012.216617	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	945	3.3056162	4955.5211	673.747051	17.4111264	2000-2009 –> 2010-2019	6.1142854	2.8086692	10181.7275	1337.876060	4	7
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	945	3.3044332	4954.8446	356.186228	17.0787469	2000-2009 –> 2010-2019	6.1173198	2.8128867	10184.2410	692.067871	3	7
Atlantic	(27,27.25]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate_star	945	3.3057980	4953.6250	356.117205	17.3156708	2000-2009 –> 2010-2019	6.1190290	2.8132311	10181.2817	691.820493	5	10
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	945	3.3467641	4976.9024	518.901635	18.5660905	2000-2009 –> 2010-2019	6.1870261	2.8402619	10224.8892	1003.462651	6	12
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	945	3.7105882	5171.9437	242.399846	20.0839747	2000-2009 –> 2010-2019	6.7829156	3.0723274	10586.9046	479.009897	10	17
Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate	945	3.6671839	5149.7053	328.719517	15.5930710	2000-2009 –> 2010-2019	6.8715770	3.2043931	10654.1438	653.787943	7	18
Atlantic	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	945	3.7087289	5170.9964	601.204075	16.4858115	2000-2009 –> 2010-2019	6.9400492	3.2313202	10693.2256	1236.408430	8	21
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	945	3.7100362	5171.6625	300.713053	16.3442869	2000-2009 –> 2010-2019	6.9423489	3.2323126	10694.5445	591.706911	9	23
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1132	3.3706246	5977.4589	431.890112	21.7985446	1982-1999 –> 2000-2009	6.0564000	2.6857754	16211.1902	860.312203	1	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1132	3.3717097	5976.1876	174.248472	21.6684998	1982-1999 –> 2000-2009	6.0592724	2.6875627	16210.7436	398.639469	2	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1132	3.4024718	5998.7497	177.699680	23.8655252	1982-1999 –> 2000-2009	6.0703486	2.6678768	16204.0902	367.719762	3	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1132	3.4024747	5996.7517	25.057714	23.8764100	1982-1999 –> 2000-2009	6.0714919	2.6690172	16201.9067	54.952432	4	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1132	3.4148362	6006.9621	223.355445	22.8054026	1982-1999 –> 2000-2009	6.1067071	2.6918710	16250.3192	452.466287	5	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1132	3.4211766	6009.1618	174.146752	26.0880938	1982-1999 –> 2000-2009	6.1202890	2.6991124	16261.9258	363.845092	9	16
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1132	3.4206580	6010.8186	180.897889	23.3484373	1982-1999 –> 2000-2009	6.1202964	2.6996384	16266.4099	372.958706	7	15
Atlantic	(27.25,27.5]	3	cstar_tref ~ sal + oxygen + nitrate	1132	3.4216271	6007.4599	16.520081	26.2746192	1982-1999 –> 2000-2009	6.1214337	2.6998066	16259.3158	38.617419	10	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	1132	3.4206726	6008.8283	22.284545	23.3682350	1982-1999 –> 2000-2009	6.1233618	2.7026892	16267.2152	52.940297	8	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1132	3.4371501	6019.7078	115.956684	23.0389542	1982-1999 –> 2000-2009	6.1290679	2.6919178	16261.1388	244.039430	11	17
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1018	3.7445039	5591.0675	434.550387	43.7604056	2000-2009 –> 2010-2019	7.1151285	3.3706246	11568.5264	845.851971	2	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1018	3.7318905	5584.1977	207.004305	44.6483398	2000-2009 –> 2010-2019	7.1343623	3.4024718	11582.9474	367.033683	1	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1018	3.7497285	5591.9064	205.560437	41.6223839	2000-2009 –> 2010-2019	7.1709052	3.4211766	11601.0682	365.355812	3	12
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1018	3.7582026	5598.5023	217.767956	45.3335496	2000-2009 –> 2010-2019	7.1788606	3.4206580	11609.3209	398.665845	4	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1018	3.8212495	5630.3745	182.316233	42.8756581	2000-2009 –> 2010-2019	7.1929592	3.3717097	11606.5622	356.564705	8	10
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1018	3.7847874	5612.8539	262.970450	46.2286484	2000-2009 –> 2010-2019	7.1996236	3.4148362	11619.8160	486.325895	6	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1018	3.8111524	5624.9876	27.202084	42.7625731	2000-2009 –> 2010-2019	7.2136271	3.4024747	11621.7393	52.259798	7	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	1018	3.8278465	5633.8865	27.619176	44.0188332	2000-2009 –> 2010-2019	7.2485191	3.4206726	11642.7148	49.903721	10	18
Atlantic	(27.25,27.5]	3	cstar_tref ~ sal + oxygen + nitrate	1018	3.8375080	5637.0189	23.648367	38.9073592	2000-2009 –> 2010-2019	7.2591351	3.4216271	11644.4788	40.168448	12	22
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1018	3.8261647	5632.9918	132.369746	46.5517700	2000-2009 –> 2010-2019	7.2633148	3.4371501	11652.6996	248.326430	9	20
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1607	3.6476698	8733.6690	149.398718	34.9462204	1982-1999 –> 2000-2009	6.3137637	2.6660940	22885.8353	332.142009	2	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1607	3.6542992	8739.5050	143.087720	34.3811590	1982-1999 –> 2000-2009	6.3427688	2.6884696	22940.9144	318.941506	4	8
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1607	3.6403880	8727.2466	135.176281	33.2207714	1982-1999 –> 2000-2009	6.3454545	2.7050665	22964.9177	303.082961	1	7
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1607	3.6677444	8751.3085	128.289102	33.9812281	1982-1999 –> 2000-2009	6.3501949	2.6824505	22939.5119	290.440068	6	9
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1607	3.6900683	8768.8113	18.707898	31.0699694	1982-1999 –> 2000-2009	6.3585863	2.6685180	22924.3324	39.371233	9	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	1607	3.6918763	8770.3857	18.186049	30.8461412	1982-1999 –> 2000-2009	6.3880663	2.6961900	22986.6909	40.512119	10	15
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1607	3.6615955	8743.9158	125.286957	35.3939448	1982-1999 –> 2000-2009	6.3890159	2.7274204	23028.0767	276.009266	5	14
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1607	3.6810107	8760.9126	78.939377	29.6875334	1982-1999 –> 2000-2009	6.4007503	2.7197396	23028.4575	150.525818	8	16
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1607	3.6954707	8773.5134	16.142526	28.9811496	1982-1999 –> 2000-2009	6.4094592	2.7139884	23028.5857	34.028595	11	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1607	3.6478056	8731.7887	131.953426	35.1631413	1982-1999 –> 2000-2009	6.4438407	2.7960352	23162.3431	275.805241	3	15
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1461	4.0588170	8253.5435	147.672960	37.6781332	2000-2009 –> 2010-2019	7.6992050	3.6403880	16980.7901	282.849241	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1461	4.0661741	8258.8352	213.226686	39.2930101	2000-2009 –> 2010-2019	7.7138439	3.6476698	16992.5042	404.194417	2	4
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1461	4.0664628	8257.0426	131.953067	39.5746443	2000-2009 –> 2010-2019	7.7142683	3.6478056	16988.8313	263.906493	3	6
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1461	4.0739871	8264.4443	159.032904	38.9380445	2000-2009 –> 2010-2019	7.7282863	3.6542992	17003.9493	302.120623	4	8
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1461	4.0852467	8270.5090	130.333005	40.1015453	2000-2009 –> 2010-2019	7.7468422	3.6615955	17014.4247	255.619962	5	10
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1461	4.1014113	8282.0480	89.869627	33.9802050	2000-2009 –> 2010-2019	7.7722773	3.6708659	17034.0907	178.980465	6	13
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1461	4.1097688	8289.9961	142.948564	39.4811032	2000-2009 –> 2010-2019	7.7775132	3.6677444	17041.3046	271.237666	7	13
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + nitrate + phosphate	1461	4.1603735	8321.7558	89.036627	32.1661188	2000-2009 –> 2010-2019	7.8621574	3.7017838	17098.7551	177.844310	8	23
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1461	4.2701103	8399.8295	141.324650	39.6753843	2000-2009 –> 2010-2019	7.9710620	3.7009517	17178.1062	264.147493	9	23
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1461	4.2823697	8408.2064	17.189277	27.5511181	2000-2009 –> 2010-2019	7.9778404	3.6954707	17181.7198	33.331804	10	21
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	841	4.9279266	5083.3073	527.875893	26.8807865	1982-1999 –> 2000-2009	8.8768382	3.9489116	13725.7569	895.924604	1	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	841	4.9314920	5084.5238	215.053117	26.8126321	1982-1999 –> 2000-2009	8.8796900	3.9481979	13726.4149	373.497891	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	841	4.9356009	5085.9246	213.655125	26.7243838	1982-1999 –> 2000-2009	8.8834647	3.9478638	13727.5543	368.553640	4	5
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	841	4.9349903	5083.7165	155.208026	26.7151298	1982-1999 –> 2000-2009	8.8839028	3.9489125	13724.1669	285.599956	3	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	841	4.9362235	5086.1367	216.438187	26.8040245	1982-1999 –> 2000-2009	8.8857896	3.9495662	13729.0986	381.055123	5	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	841	4.9363718	5084.1873	34.084550	26.8706923	1982-1999 –> 2000-2009	8.8898557	3.9534840	13728.2127	76.715138	6	19
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	841	4.9464715	5087.6251	118.076536	26.7403961	1982-1999 –> 2000-2009	8.8960811	3.9496096	13728.6209	226.254603	7	15
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	841	4.9532291	5089.9214	184.236355	26.5153203	1982-1999 –> 2000-2009	8.9021936	3.9489645	13730.4124	328.086264	8	13
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate_star	841	4.9542647	5088.2730	17.008969	27.4170903	1982-1999 –> 2000-2009	8.9115714	3.9573067	13733.2848	36.074567	9	25
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	841	4.9746230	5097.1706	64.361272	27.1610386	1982-1999 –> 2000-2009	8.9282078	3.9535848	13741.2748	125.200911	10	24
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	818	4.5557932	4816.2133	191.423841	30.5414359	2000-2009 –> 2010-2019	9.4872852	4.9314920	9900.7370	406.476958	3	5
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	818	4.5525911	4815.0630	189.419650	30.4277338	2000-2009 –> 2010-2019	9.4881920	4.9356009	9900.9876	403.074775	1	5
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	818	4.5531198	4815.2530	328.445695	30.4397285	2000-2009 –> 2010-2019	9.4893432	4.9362235	9901.3897	731.196427	2	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	818	4.5625314	4818.6312	496.495153	30.6600065	2000-2009 –> 2010-2019	9.4904580	4.9279266	9901.9385	1024.371046	5	6
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	818	4.5613213	4816.1972	34.081820	29.8737336	2000-2009 –> 2010-2019	9.4976931	4.9363718	9900.3845	68.166370	4	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	818	4.6120556	4834.2935	154.168658	30.2434762	2000-2009 –> 2010-2019	9.5470459	4.9349903	9918.0101	309.376684	6	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	818	4.6511578	4848.1055	188.795304	30.3761656	2000-2009 –> 2010-2019	9.5976293	4.9464715	9935.7306	380.945755	7	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	818	4.7168619	4871.0546	59.796040	31.4137559	2000-2009 –> 2010-2019	9.6914849	4.9746230	9968.2252	124.157311	8	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	818	4.7384639	4878.5299	174.851606	28.9505755	2000-2009 –> 2010-2019	9.6916930	4.9532291	9968.4513	359.087961	16	24
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate	818	4.7173337	4869.2182	59.693197	31.3501279	2000-2009 –> 2010-2019	9.7012413	4.9839076	9967.5252	123.737555	9	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2269	7.0313174	15303.9406	124.497375	30.5139138	1982-1999 –> 2000-2009	13.5762616	6.5449442	41725.3730	250.341857	1	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2269	7.0345413	15306.0209	246.457680	30.4417098	1982-1999 –> 2000-2009	13.5793414	6.5448000	41727.2768	497.054177	2	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2269	7.0359933	15306.9575	124.843125	30.4856920	1982-1999 –> 2000-2009	13.5839560	6.5479627	41732.0822	251.188306	3	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2269	7.0452529	15310.9257	36.675241	28.8696605	1982-1999 –> 2000-2009	13.5902639	6.5450109	41730.4397	71.350886	5	8
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2269	7.0609682	15323.0370	598.162503	31.5271231	1982-1999 –> 2000-2009	13.6178818	6.5569136	41759.1009	1180.324853	6	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2269	7.0377732	15306.1053	21.729015	30.4121781	1982-1999 –> 2000-2009	13.6333103	6.5955371	41787.2020	40.052236	4	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2269	7.0908521	15340.2025	21.457671	29.8271057	1982-1999 –> 2000-2009	13.6358661	6.5450140	41759.7202	40.796247	7	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	2269	7.0928867	15341.5044	37.320456	30.0881050	1982-1999 –> 2000-2009	13.6379101	6.5450234	41761.0336	67.296156	8	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2269	7.0963170	15343.6986	21.460909	30.1623162	1982-1999 –> 2000-2009	13.6443991	6.5480821	41766.9693	39.819143	9	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2269	7.1209466	15359.4216	757.402911	31.5329787	1982-1999 –> 2000-2009	13.6779329	6.5569863	41793.5743	1539.823656	10	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2091	7.5691478	14412.7056	86.274715	27.0572559	2000-2009 –> 2010-2019	14.6004652	7.0313174	29716.6462	210.772090	2	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2091	7.5679512	14412.0444	83.646812	26.8877674	2000-2009 –> 2010-2019	14.6024925	7.0345413	29718.0653	203.399526	1	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2091	7.5702613	14413.3207	86.667015	27.0101347	2000-2009 –> 2010-2019	14.6062546	7.0359933	29720.2782	211.510140	3	6
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2091	7.5748451	14413.8521	31.429297	27.8635534	2000-2009 –> 2010-2019	14.6200980	7.0452529	29724.7779	68.104539	4	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2091	7.5902698	14422.3593	17.964160	26.2987361	2000-2009 –> 2010-2019	14.6280430	7.0377732	29728.4646	39.693176	5	9
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	2091	7.5979658	14428.5974	427.998558	28.4360234	2000-2009 –> 2010-2019	14.6589340	7.0609682	29751.6344	1026.161061	8	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2091	7.6457624	14452.8228	17.853984	27.1336173	2000-2009 –> 2010-2019	14.7366145	7.0908521	29793.0253	39.311655	11	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	2091	7.6474457	14453.7434	29.259360	27.5067871	2000-2009 –> 2010-2019	14.7403324	7.0928867	29795.2478	66.579816	12	20
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2091	7.6481749	14454.1421	17.858215	27.5705806	2000-2009 –> 2010-2019	14.7444919	7.0963170	29797.8407	39.319124	13	22
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	2091	7.6685533	14465.2702	205.670616	29.2604295	2000-2009 –> 2010-2019	14.7894999	7.1209466	29824.6918	447.207006	14	24
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2022	2.2491712	9030.0993	382.017786	9.4270681	1982-1999 –> 2000-2009	4.2638085	2.0146373	24337.5288	793.978484	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2022	2.2690010	9063.5969	378.170585	10.7662166	1982-1999 –> 2000-2009	4.3167777	2.0477768	24486.7592	785.716660	2	4
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2022	2.3019637	9123.9231	418.761768	10.4679868	1982-1999 –> 2000-2009	4.3772129	2.0752492	24645.2500	885.150114	3	6
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2022	2.3444924	9197.9541	429.634042	11.1489456	1982-1999 –> 2000-2009	4.4637502	2.1192578	24870.7063	913.973563	5	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2022	2.3429778	9193.3407	417.070398	10.2421504	1982-1999 –> 2000-2009	4.4764491	2.1334713	24912.3280	880.680827	4	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2022	2.3905713	9274.6644	429.326362	10.2723562	1982-1999 –> 2000-2009	4.5693335	2.1787622	25145.2348	913.127059	6	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2022	2.7301052	9811.7389	117.608650	17.2766634	1982-1999 –> 2000-2009	5.2185822	2.4884771	26641.4166	246.971284	7	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2022	2.7401616	9826.6078	115.605441	21.8785248	1982-1999 –> 2000-2009	5.2459128	2.5057511	26706.2032	240.813603	8	16
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	2022	2.7585531	9851.6598	115.441813	14.0490423	1982-1999 –> 2000-2009	5.2866195	2.5280664	26793.2335	242.210916	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2022	2.9281185	10094.8996	89.368343	21.6418503	1982-1999 –> 2000-2009	5.5675098	2.6393912	27349.4366	186.294784	11	21
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1704	2.4226635	7865.3712	652.676323	13.9713758	2000-2009 –> 2010-2019	4.6718347	2.2491712	16895.4705	1258.910908	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1704	2.4397618	7887.3391	650.451291	14.2468289	2000-2009 –> 2010-2019	4.7087627	2.2690010	16950.9360	1254.314402	2	4
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1704	2.4691587	7930.1571	451.349456	14.1646994	2000-2009 –> 2010-2019	4.7711224	2.3019637	17054.0802	870.111223	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1704	2.5066773	7979.5517	449.951332	14.5798076	2000-2009 –> 2010-2019	4.8496551	2.3429778	17172.8924	867.021729	4	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1704	2.5088892	7984.5577	463.198829	14.4799960	2000-2009 –> 2010-2019	4.8533816	2.3444924	17182.5117	892.832871	5	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1704	2.5525132	8041.3059	463.075662	14.8975103	2000-2009 –> 2010-2019	4.9430845	2.3905713	17315.9702	892.402024	6	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1704	2.8388074	8403.5953	124.804683	30.5877629	2000-2009 –> 2010-2019	5.5789690	2.7401616	18230.2031	240.410124	7	15
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1704	2.8488895	8415.6775	110.797393	26.4512738	2000-2009 –> 2010-2019	5.5789947	2.7301052	18227.4164	228.406044	8	15
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	1704	2.8812649	8452.1884	109.989609	22.3475985	2000-2009 –> 2010-2019	5.6398181	2.7585531	18303.8481	225.431422	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	1704	3.0141467	8607.8461	105.914591	33.8383600	2000-2009 –> 2010-2019	5.9371662	2.9230195	18695.6973	205.847069	10	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1511	1.5894648	5702.4190	558.249765	19.6223473	1982-1999 –> 2000-2009	3.0998828	1.5104180	16264.8508	1067.252652	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + nitrate	1511	1.5898285	5701.1104	557.581609	20.0434571	1982-1999 –> 2000-2009	3.1002583	1.5104298	16261.5873	1063.407759	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1511	1.5946779	5712.3143	353.531355	19.6208712	1982-1999 –> 2000-2009	3.1128631	1.5181853	16304.2908	651.259951	3	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1511	1.5947518	5712.4544	282.298245	19.5486007	1982-1999 –> 2000-2009	3.1132209	1.5184691	16305.5075	526.473360	4	8
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	1511	1.5948376	5710.6170	65.119399	19.3532268	1982-1999 –> 2000-2009	3.1141288	1.5192912	16304.7877	120.938957	5	10
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1511	1.5968302	5716.3903	358.147993	19.6331891	1982-1999 –> 2000-2009	3.1182157	1.5213855	16320.4957	659.300275	6	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1511	1.5972918	5715.2637	98.962559	19.1872070	1982-1999 –> 2000-2009	3.1206168	1.5233250	16324.7076	185.484744	7	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1511	1.6670566	5844.4543	122.989251	27.1202091	1982-1999 –> 2000-2009	3.2597015	1.5926449	16710.2216	220.851624	8	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1511	1.7134161	5927.3463	71.632963	29.7978519	1982-1999 –> 2000-2009	3.3420641	1.6286480	16921.8734	134.198860	9	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1511	1.7143887	5929.0613	86.343681	29.8711258	1982-1999 –> 2000-2009	3.3437490	1.6293603	16926.1070	161.225490	10	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1376	0.8889225	3594.8841	533.961929	5.1109259	2000-2009 –> 2010-2019	2.4836004	1.5946779	9307.1984	887.493284	2	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1376	0.8946484	3612.5539	810.115039	5.1634546	2000-2009 –> 2010-2019	2.4841132	1.5894648	9314.9729	1368.364803	4	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1376	0.8874269	3590.2500	881.803690	5.0887785	2000-2009 –> 2010-2019	2.4842571	1.5968302	9306.6403	1289.228367	1	7
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1376	0.9017736	3634.3848	553.580931	5.1066214	2000-2009 –> 2010-2019	2.4965255	1.5947518	9346.8392	835.879176	9	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1376	0.8938626	3608.1356	258.797468	4.9913365	2000-2009 –> 2010-2019	2.6102634	1.7164008	9540.7416	438.655920	3	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1376	0.8951389	3612.0621	256.562668	5.0199511	2000-2009 –> 2010-2019	2.6171484	1.7220095	9554.5270	494.964343	5	20
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1376	0.9104077	3658.6085	252.534641	4.9788742	2000-2009 –> 2010-2019	2.6273529	1.7169452	9592.1728	433.432187	15	27
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	1376	0.8986066	3622.7028	332.476970	5.0926934	2000-2009 –> 2010-2019	2.6284244	1.7298178	9578.8396	642.757483	7	24
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1376	0.8978290	3620.3203	427.800736	5.3108561	2000-2009 –> 2010-2019	2.6532879	1.7554589	9620.9235	756.842605	6	30
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1376	0.9188648	3684.0549	469.113565	4.6560841	2000-2009 –> 2010-2019	2.6540784	1.7352136	9649.6035	740.636182	17	35
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1660	1.3166512	5638.1797	603.193099	23.1863344	1982-1999 –> 2000-2009	2.5819090	1.2652578	15756.1216	1097.127786	1	3
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1660	1.3189946	5644.0836	606.330614	23.3943533	1982-1999 –> 2000-2009	2.5841945	1.2651999	15761.7459	1107.912319	2	3
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1660	1.3201502	5644.9911	602.426445	23.6297990	1982-1999 –> 2000-2009	2.5855554	1.2654052	15761.6445	1086.322116	3	6
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1660	1.3306092	5671.1903	156.011772	17.2086368	1982-1999 –> 2000-2009	2.5972487	1.2666395	15793.7984	305.018189	5	10
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	1660	1.3337926	5679.1239	66.126700	17.2629960	1982-1999 –> 2000-2009	2.6002486	1.2664560	15800.8471	123.113948	6	10
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	1660	1.3351591	5680.5236	59.468112	17.4719991	1982-1999 –> 2000-2009	2.6019168	1.2667577	15801.7015	110.513613	7	13
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1660	1.3277527	5666.0554	614.966749	23.6442926	1982-1999 –> 2000-2009	2.6031032	1.2753505	15832.5263	1125.169224	4	11
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1660	1.3440680	5704.6028	87.378093	17.2262474	1982-1999 –> 2000-2009	2.6212339	1.2771659	15877.7618	163.651503	9	17
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1660	1.3396632	5695.7044	631.435658	22.5140643	1982-1999 –> 2000-2009	2.6213296	1.2816664	15892.3489	1083.206904	8	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1660	1.3511646	5722.0861	63.227429	17.0559318	1982-1999 –> 2000-2009	2.6334748	1.2823102	15919.7981	110.492474	10	20
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1506	1.4192542	5342.4389	487.925557	14.1165964	2000-2009 –> 2010-2019	2.7359053	1.3166512	10980.6187	1063.814416	1	2
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1506	1.4241830	5352.8810	562.051965	14.2744558	2000-2009 –> 2010-2019	2.7431776	1.3189946	10996.9646	1168.382578	3	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1506	1.4192735	5340.4799	729.837061	13.9708117	2000-2009 –> 2010-2019	2.7498826	1.3306092	11011.6702	1517.066056	2	7
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1506	1.4308544	5364.9574	554.988110	14.6602238	2000-2009 –> 2010-2019	2.7510046	1.3201502	11009.9485	1157.414556	5	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	1506	1.4242562	5351.0357	55.814855	13.9919382	2000-2009 –> 2010-2019	2.7580488	1.3337926	11030.1596	121.941554	4	10
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	1506	1.4357083	5377.1578	572.223409	14.4287021	2000-2009 –> 2010-2019	2.7634610	1.3277527	11043.2132	1187.190157	7	11
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	1506	1.4309032	5363.0600	50.840889	14.4283736	2000-2009 –> 2010-2019	2.7660623	1.3351591	11043.5836	110.309000	6	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1506	1.4359204	5375.6027	77.028464	13.9495174	2000-2009 –> 2010-2019	2.7799885	1.3440680	11080.2055	164.406556	8	17
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1506	1.4426642	5391.7154	530.724867	13.7268242	2000-2009 –> 2010-2019	2.7823274	1.3396632	11087.4198	1162.160525	9	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1506	1.4426761	5389.7402	48.623279	13.8413191	2000-2009 –> 2010-2019	2.7938407	1.3511646	11111.8263	111.850708	10	20
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	850	0.4683643	1136.7304	275.577101	2.3081610	1982-1999 –> 2000-2009	0.8205676	0.3522033	2257.3852	516.355158	4	5
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	850	0.4683906	1136.8260	145.045105	2.3136063	1982-1999 –> 2000-2009	0.8206915	0.3523009	2258.2976	277.087794	5	7
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	850	0.4682457	1136.3000	273.995672	2.2783927	1982-1999 –> 2000-2009	0.8212124	0.3529667	2263.3381	514.738077	2	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	850	0.4682427	1136.2888	144.976178	2.2776168	1982-1999 –> 2000-2009	0.8215164	0.3532738	2265.8903	277.099375	1	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	850	0.4689685	1136.9219	108.958535	2.3553403	1982-1999 –> 2000-2009	0.8218470	0.3528786	2261.2237	220.723405	8	11
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	850	0.4683961	1134.8457	17.423238	2.2948724	1982-1999 –> 2000-2009	0.8230243	0.3546283	2273.7285	32.305609	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	850	0.4684252	1134.9513	73.849238	2.3002828	1982-1999 –> 2000-2009	0.8230754	0.3546502	2274.0166	128.994359	7	14
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	850	0.4682780	1134.4171	12.653229	2.2638298	1982-1999 –> 2000-2009	0.8239209	0.3556429	2281.7224	23.522455	3	12
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	850	0.4693929	1136.4596	12.107254	2.3219997	1982-1999 –> 2000-2009	0.8240726	0.3546798	2273.7706	21.795952	9	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	850	0.4795622	1174.8968	47.507737	2.4222558	1982-1999 –> 2000-2009	0.8400959	0.3605337	2362.4667	90.316677	10	20
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	859	0.5033101	1272.2456	248.225113	1.6748720	2000-2009 –> 2010-2019	0.9717007	0.4683906	2409.0716	503.607127	1	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	859	0.5034547	1272.7392	147.943393	1.6729370	2000-2009 –> 2010-2019	0.9718190	0.4683643	2409.4696	292.833220	2	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	859	0.5042322	1275.3903	147.821303	1.7050451	2000-2009 –> 2010-2019	0.9724749	0.4682427	2411.6791	292.797482	3	4
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	859	0.5045369	1276.4280	253.225670	1.7213967	2000-2009 –> 2010-2019	0.9727826	0.4682457	2412.7280	527.221342	5	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	859	0.5045300	1274.4045	113.548824	1.6414455	2000-2009 –> 2010-2019	0.9734985	0.4689685	2411.3264	222.507359	4	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	859	0.5054402	1277.5012	53.302753	1.7499354	2000-2009 –> 2010-2019	0.9738654	0.4684252	2412.4525	127.151991	6	13
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	859	0.5054929	1277.6803	13.776764	1.7421706	2000-2009 –> 2010-2019	0.9738890	0.4683961	2412.5260	31.200002	7	13
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	859	0.5063430	1280.5669	12.726580	1.7773910	2000-2009 –> 2010-2019	0.9746210	0.4682780	2414.9840	25.379809	9	12
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	859	0.5056504	1276.2156	11.185150	1.6775626	2000-2009 –> 2010-2019	0.9750433	0.4693929	2412.6752	23.292404	8	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	859	0.5240557	1339.6383	43.409153	1.7444444	2000-2009 –> 2010-2019	1.0036180	0.4795622	2514.5351	90.916891	10	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	1093	0.3935254	1077.1150	267.590089	3.5937659	1982-1999 –> 2000-2009	0.7012830	0.3077575	2017.9848	522.256006	3	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1093	0.3935070	1077.0125	270.534001	3.6087522	1982-1999 –> 2000-2009	0.7017133	0.3082064	2023.4987	529.317486	1	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1093	0.3935291	1077.1354	268.325333	3.6230357	1982-1999 –> 2000-2009	0.7025582	0.3090292	2033.8966	524.016469	4	7
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1093	0.3935241	1077.1079	318.044020	3.6211709	1982-1999 –> 2000-2009	0.7029281	0.3094040	2038.5408	603.899832	2	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1093	0.4066774	1146.9789	553.564294	3.5998087	1982-1999 –> 2000-2009	0.7269856	0.3203082	2239.8982	1075.918881	6	11
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1093	0.3955477	1086.3197	266.642228	3.6636501	1982-1999 –> 2000-2009	0.7283085	0.3327608	2326.2316	518.596906	5	19
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1093	0.4073385	1150.5297	262.783657	3.6248387	1982-1999 –> 2000-2009	0.7284888	0.3211502	2253.5674	510.268609	7	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1093	0.4078573	1153.3120	276.788288	3.6277794	1982-1999 –> 2000-2009	0.7312146	0.3233573	2282.7453	534.538530	8	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1093	0.4081835	1155.0596	261.466591	3.6352968	1982-1999 –> 2000-2009	0.7313321	0.3231486	2282.0044	507.305350	9	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1093	0.4457666	1347.5995	79.471685	5.4267730	1982-1999 –> 2000-2009	0.7762132	0.3304466	2560.6156	150.486305	10	20
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	943	0.4407534	1144.9755	516.129358	3.2957051	2000-2009 –> 2010-2019	0.8342789	0.3935254	2222.0906	1075.659158	1	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	943	0.4411072	1146.4884	233.037928	3.3087053	2000-2009 –> 2010-2019	0.8346141	0.3935070	2223.5009	503.571929	2	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	943	0.4414487	1147.9480	274.338057	3.3074224	2000-2009 –> 2010-2019	0.8349728	0.3935241	2225.0560	592.382077	3	5
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	943	0.4415514	1148.3869	272.455465	3.3086919	2000-2009 –> 2010-2019	0.8350805	0.3935291	2225.5223	588.906231	4	8
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	943	0.4510982	1186.7296	230.669629	3.3369195	2000-2009 –> 2010-2019	0.8466459	0.3955477	2273.0493	497.311857	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	943	0.4754265	1285.7960	251.414090	3.4933696	2000-2009 –> 2010-2019	0.8821039	0.4066774	2432.7749	528.749727	6	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	943	0.4778091	1295.2243	231.741152	3.5554274	2000-2009 –> 2010-2019	0.8851477	0.4073385	2445.7540	494.524810	7	14
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	943	0.4791596	1300.5471	250.030295	3.5257137	2000-2009 –> 2010-2019	0.8870169	0.4078573	2453.8591	526.818583	8	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	943	0.4805854	1306.1511	231.732057	3.5359842	2000-2009 –> 2010-2019	0.8887690	0.4081835	2461.2107	493.198648	9	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	943	0.4875994	1333.4776	30.630627	5.1734620	2000-2009 –> 2010-2019	0.9416123	0.4540129	2721.1467	80.351766	12	31
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	2756	8.9735746	19930.0832	112.024970	50.5132142	1982-1999 –> 2000-2009	18.4233055	9.4497309	57011.1326	253.352599	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2756	9.1696305	20049.2134	58.309175	50.6612155	1982-1999 –> 2000-2009	18.9127908	9.7431603	57439.5415	121.388866	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2756	9.2105357	20073.7475	58.265674	51.8802769	1982-1999 –> 2000-2009	19.0230409	9.8125052	57535.8049	117.494622	3	6
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2756	9.2993087	20124.6188	102.442773	64.7401095	1982-1999 –> 2000-2009	19.2289760	9.9296673	57704.7230	225.206124	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	2756	9.3958228	20181.5310	41.901457	62.7142763	1982-1999 –> 2000-2009	19.4749668	10.0791440	57912.7521	88.342196	5	10
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2756	9.5069300	20248.3290	57.996211	49.8114436	1982-1999 –> 2000-2009	19.6916014	10.1846715	58086.8920	117.522025	6	12
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2756	9.6246544	20314.1650	39.267532	59.0180256	1982-1999 –> 2000-2009	19.9828134	10.3581590	58321.5608	82.370050	7	14
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2756	10.0954007	20577.3738	58.299024	51.4433093	1982-1999 –> 2000-2009	20.7953837	10.6999830	58913.1473	117.354863	9	17
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2756	10.0814294	20569.7403	58.248636	51.3052630	1982-1999 –> 2000-2009	20.7966455	10.7152161	58919.9024	117.451693	8	17
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2756	10.1813826	20624.1204	99.459813	51.0081131	1982-1999 –> 2000-2009	20.9060278	10.7246452	58983.1786	226.223947	11	21
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	2588	9.4034702	18958.2497	112.124326	66.6262906	2000-2009 –> 2010-2019	18.3770448	8.9735746	38888.3329	224.149296	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2588	9.5932379	19061.6645	53.921250	64.4998851	2000-2009 –> 2010-2019	18.7628684	9.1696305	39110.8779	112.230425	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2588	9.6432647	19088.5861	54.107911	65.1479154	2000-2009 –> 2010-2019	18.8538004	9.2105357	39162.3336	112.373585	3	6
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2588	10.0004925	19274.8612	101.595832	85.6042459	2000-2009 –> 2010-2019	19.2998012	9.2993087	39399.4800	204.038605	5	9
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2588	9.9085884	19229.0741	89.887514	61.0410001	2000-2009 –> 2010-2019	19.4155184	9.5069300	39477.4031	181.415830	4	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	2588	10.0430908	19296.8621	42.822228	81.2844177	2000-2009 –> 2010-2019	19.4389136	9.3958228	39478.3932	84.723684	6	11
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2588	10.2046993	19379.4888	39.983141	75.8237502	2000-2009 –> 2010-2019	19.8293537	9.6246544	39693.6538	79.250673	7	14
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2588	10.7862134	19666.3450	53.726448	68.6760032	2000-2009 –> 2010-2019	20.8676427	10.0814294	40236.0854	111.975084	9	17
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2588	10.7539803	19650.8541	83.886713	66.5428470	2000-2009 –> 2010-2019	20.8763557	10.1223754	40242.9363	172.332258	8	18
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2588	10.8205226	19682.7830	53.265122	69.8276956	2000-2009 –> 2010-2019	20.9159233	10.0954007	40260.1568	111.564146	10	19
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	2433	8.5586687	17365.5876	757.973408	34.0906689	1982-1999 –> 2000-2009	17.2418606	8.6831920	49430.6814	1522.453568	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2433	8.5889162	17382.7543	104.060539	38.1860863	1982-1999 –> 2000-2009	17.2937817	8.7048655	49470.1649	210.994265	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2433	8.6715472	17429.3447	21.528049	51.9069503	1982-1999 –> 2000-2009	17.4473542	8.7758070	49589.4151	44.598739	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2433	8.7373028	17466.1040	42.155558	59.4173616	1982-1999 –> 2000-2009	17.5818259	8.8445230	49695.9971	87.223873	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2433	9.3042078	17770.0061	104.059035	53.2959298	1982-1999 –> 2000-2009	18.6451844	9.3409767	50486.7894	210.944458	5	10
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2433	9.3253697	17781.0610	21.511484	66.5462411	1982-1999 –> 2000-2009	18.6809010	9.3555313	50511.7821	44.570041	7	13
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2433	9.3212405	17778.9059	396.700874	42.3823453	1982-1999 –> 2000-2009	18.6861509	9.3649104	50518.5970	802.884641	6	13
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2433	9.3573730	17797.7318	42.096695	73.9018652	1982-1999 –> 2000-2009	18.7449489	9.3875759	50559.0629	87.114705	8	16
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	2433	10.0319094	18136.4364	91.757825	40.5879165	1982-1999 –> 2000-2009	20.3819272	10.3500178	51771.4929	188.500068	9	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate	2433	10.0603284	18150.2016	673.733508	41.0060456	1982-1999 –> 2000-2009	20.4339217	10.3735933	51805.6259	1356.143016	10	20
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2161	9.2838537	15777.2644	775.719029	38.7664495	2000-2009 –> 2010-2019	17.8425224	8.5586687	33142.8519	1533.692437	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2161	9.3043717	15786.8058	111.912979	38.4268034	2000-2009 –> 2010-2019	17.8932879	8.5889162	33169.5601	215.973518	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2161	9.3647551	15814.7640	22.800705	37.9208686	2000-2009 –> 2010-2019	18.0363023	8.6715472	33244.1087	44.328754	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	2161	9.4146362	15837.7239	103.024777	38.2518187	2000-2009 –> 2010-2019	18.1519390	8.7373028	33303.8279	197.490944	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2161	9.9345171	16068.0303	111.881235	41.5909502	2000-2009 –> 2010-2019	19.2387248	9.3042078	33838.0364	215.940270	6	11
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2161	9.9292481	16065.7374	22.789809	42.2317976	2000-2009 –> 2010-2019	19.2546178	9.3253697	33846.7984	44.301293	5	12
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2161	9.9691712	16083.0803	438.808257	41.0648282	2000-2009 –> 2010-2019	19.2904116	9.3212405	33861.9862	835.509131	8	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2161	9.9427331	16071.6032	102.826396	42.5597329	2000-2009 –> 2010-2019	19.3001061	9.3573730	33869.3350	197.233422	7	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	2161	10.9713982	16497.1032	96.607155	43.7967368	2000-2009 –> 2010-2019	21.0033076	10.0319094	34633.5395	188.364981	9	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2161	10.9862367	16502.9446	15.095439	43.5076926	2000-2009 –> 2010-2019	21.0480096	10.0617729	34653.8448	29.329484	10	21
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2125	9.1302594	15443.7637	49.369016	29.0518859	1982-1999 –> 2000-2009	17.9670996	8.8368402	44139.9666	102.028979	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2125	9.1466871	15451.4037	42.394494	28.9745349	1982-1999 –> 2000-2009	17.9991184	8.8524314	44161.6595	87.700111	2	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2125	9.2228748	15486.6576	197.943599	28.8828736	1982-1999 –> 2000-2009	18.1366240	8.9137492	44251.9424	383.238586	3	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	2125	9.2999440	15520.0244	23.366357	29.7729375	1982-1999 –> 2000-2009	18.4135015	9.1135575	44460.0341	46.402161	4	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2125	9.3110303	15525.0877	24.254988	29.3974942	1982-1999 –> 2000-2009	18.4298873	9.1188570	44469.7318	48.218742	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2125	9.3705066	15552.1492	188.158051	29.3070382	1982-1999 –> 2000-2009	18.5192492	9.1487426	44522.8775	364.325947	6	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2125	9.3951700	15563.3206	792.604941	29.1100027	1982-1999 –> 2000-2009	18.5618581	9.1666881	44549.6709	1539.609322	7	14
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2125	9.4270555	15577.7199	136.177890	28.6259465	1982-1999 –> 2000-2009	18.6380894	9.2110339	44602.5434	263.125271	9	17
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate	2125	9.4312588	15577.6145	49.059894	28.3719864	1982-1999 –> 2000-2009	18.6431561	9.2118973	44601.1852	94.488890	10	19
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2125	9.4780804	15600.6615	39.326897	27.1568562	1982-1999 –> 2000-2009	18.7071203	9.2290399	44641.0537	85.080019	11	21
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1916	9.1970761	13954.1421	53.448411	30.0528146	2000-2009 –> 2010-2019	18.3273355	9.1302594	29397.9059	102.817427	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1916	9.2022450	13956.2952	46.033806	29.9773775	2000-2009 –> 2010-2019	18.3489321	9.1466871	29407.6989	88.428300	2	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1916	9.2435169	13973.4432	207.173283	29.8701884	2000-2009 –> 2010-2019	18.4663917	9.2228748	29460.1008	405.116882	3	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1916	9.2867967	13989.3435	186.612846	30.5416455	2000-2009 –> 2010-2019	18.5867407	9.2999440	29509.3678	364.243840	5	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1916	9.2895880	13990.4950	24.960849	29.8892831	2000-2009 –> 2010-2019	18.6006183	9.3110303	29515.5828	49.215837	6	11
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1916	9.3186816	14002.4776	197.921821	29.6742128	2000-2009 –> 2010-2019	18.6891882	9.3705066	29554.6267	386.079873	8	14
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1916	9.2794757	13986.3214	27.982788	30.0304985	2000-2009 –> 2010-2019	18.6935978	9.4141222	29558.2066	53.123874	4	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	1916	9.3203286	14003.1548	857.275569	29.3914327	2000-2009 –> 2010-2019	18.7154986	9.3951700	29566.4754	1649.880510	9	16
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1916	9.3138488	14000.4897	140.271146	28.8162228	2000-2009 –> 2010-2019	18.7409043	9.4270555	29578.2096	276.449036	7	16
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate	1916	9.3203514	14001.1641	42.706739	29.3532967	2000-2009 –> 2010-2019	18.7516102	9.4312588	29578.7786	91.766633	10	20
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3007	6.1015357	19424.0588	39.906529	22.6168556	1982-1999 –> 2000-2009	12.1436506	6.0421149	54124.7854	78.701497	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + nitrate	3007	6.1023465	19422.8580	21.337765	22.7755044	1982-1999 –> 2000-2009	12.1470143	6.0446678	54126.1384	41.854753	2	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3007	6.1032233	19423.7220	26.778258	22.6811120	1982-1999 –> 2000-2009	12.1650360	6.0618128	54157.5352	52.607479	3	13
Indo-Pacific	(26.75,27]	3	cstar_tref ~ sal + temp + oxygen	3007	6.1034209	19421.9168	16.793139	22.7567283	1982-1999 –> 2000-2009	12.1652340	6.0618131	54153.7306	32.465728	4	15
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3007	6.1061566	19426.6117	20.860771	22.2220164	1982-1999 –> 2000-2009	12.1671433	6.0609867	54158.9559	43.587893	5	13
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	3007	6.1063974	19424.8489	10.437834	22.3281158	1982-1999 –> 2000-2009	12.1678585	6.0614611	54156.0367	21.778955	6	15
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3007	6.1203756	19442.5999	107.537488	22.3687147	1982-1999 –> 2000-2009	12.1682208	6.0478452	54153.5453	214.185021	9	12
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3007	6.1244443	19446.5965	34.453827	22.5211178	1982-1999 –> 2000-2009	12.1749722	6.0505279	54162.3227	67.791043	10	14
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + phosphate	3007	6.1066481	19425.0958	77.731394	22.2976563	1982-1999 –> 2000-2009	12.1782565	6.0716084	54174.3151	155.498196	7	24
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + oxygen	3007	6.1067201	19423.1667	1.015195	22.3488672	1982-1999 –> 2000-2009	12.1784490	6.0717289	54170.5999	2.024024	8	26
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2834	6.3162608	18503.3897	40.103074	22.9339560	2000-2009 –> 2010-2019	12.4177965	6.1015357	37927.4485	80.009604	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2834	6.3164929	18501.5979	26.213650	22.9774038	2000-2009 –> 2010-2019	12.4197161	6.1032233	37925.3199	52.991908	2	5
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2834	6.3191296	18503.9634	19.999644	22.6208382	2000-2009 –> 2010-2019	12.4214762	6.1023465	37926.8215	41.337409	3	5
Indo-Pacific	(26.75,27]	3	cstar_tref ~ sal + temp + oxygen	2834	6.3206453	18503.3228	15.455426	22.6459488	2000-2009 –> 2010-2019	12.4240662	6.1034209	37925.2395	32.248565	6	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2834	6.3193115	18504.1266	18.990033	23.1871820	2000-2009 –> 2010-2019	12.4254681	6.1061566	37930.7383	39.850804	4	9
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + phosphate + phosphate_star	2834	6.3206029	18503.2847	11.260611	23.3550527	2000-2009 –> 2010-2019	12.4272510	6.1066481	37928.3806	23.681390	5	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	2834	6.3209303	18503.5783	9.941784	22.8917438	2000-2009 –> 2010-2019	12.4273277	6.1063974	37928.4273	20.379618	7	13
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + oxygen	2834	6.3236235	18503.9928	1.014619	23.0166876	2000-2009 –> 2010-2019	12.4303436	6.1067201	37927.1596	2.029815	8	16
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2834	6.3457082	18529.7534	107.238022	22.6227297	2000-2009 –> 2010-2019	12.4660839	6.1203756	37972.3533	214.775510	10	19
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2834	6.3448281	18528.9671	35.131551	22.8002700	2000-2009 –> 2010-2019	12.4692723	6.1244443	37975.5636	69.585378	9	19
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3787	4.2771104	21768.1654	133.061463	14.5089916	1982-1999 –> 2000-2009	7.9056003	3.6284899	57622.0117	263.510404	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3787	4.2898699	21790.7265	145.387406	14.4670979	1982-1999 –> 2000-2009	7.9308078	3.6409379	57689.9029	288.508569	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3787	4.3008789	21810.1386	30.224940	14.4865593	1982-1999 –> 2000-2009	7.9479496	3.6470707	57731.5909	61.705259	3	6
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	3787	4.3263114	21852.7942	48.514155	14.5867849	1982-1999 –> 2000-2009	7.9821713	3.6558598	57804.1059	98.511111	5	9
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3787	4.3283729	21856.4024	14.605342	14.5223004	1982-1999 –> 2000-2009	7.9906723	3.6622994	57831.0080	30.633942	6	11
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3787	4.3433473	21882.5601	14.701641	14.5490973	1982-1999 –> 2000-2009	8.0141472	3.6707999	57887.8518	30.783916	8	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3787	4.3230037	21847.0013	9.491087	14.1389747	1982-1999 –> 2000-2009	8.0197915	3.6967878	57945.6689	19.253526	4	13
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3787	4.3436148	21883.0266	6.642816	14.6471995	1982-1999 –> 2000-2009	8.0291928	3.6855779	57941.4974	13.926482	9	16
Indo-Pacific	(27,27.25]	3	cstar_tref ~ sal + temp + phosphate	3787	4.3301191	21857.4574	9.055590	14.3810394	1982-1999 –> 2000-2009	8.0310944	3.7009753	57969.1094	18.431304	7	17
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3787	4.3493756	21893.0650	6.118094	14.8244053	1982-1999 –> 2000-2009	8.0388770	3.6895014	57965.6188	12.791003	10	18
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3393	4.5419160	19912.5029	137.854251	14.8870899	2000-2009 –> 2010-2019	8.8190264	4.2771104	41680.6682	270.915714	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3393	4.5464218	19919.2316	35.122947	14.7405906	2000-2009 –> 2010-2019	8.8362918	4.2898699	41709.9582	68.507103	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3393	4.5610527	19941.0347	31.940573	14.7877053	2000-2009 –> 2010-2019	8.8619316	4.3008789	41751.1732	62.165514	4	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3393	4.5490567	19921.1633	9.251221	14.9307601	2000-2009 –> 2010-2019	8.8720604	4.3230037	41768.1645	18.742309	3	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	3393	4.5683481	19949.8802	15.440197	14.8039131	2000-2009 –> 2010-2019	8.8967210	4.3283729	41806.2826	30.045539	5	11
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	3393	4.5723163	19955.7721	51.472391	14.7075083	2000-2009 –> 2010-2019	8.8986277	4.3263114	41808.5663	99.986546	6	11
Indo-Pacific	(27,27.25]	3	cstar_tref ~ sal + temp + phosphate	3393	4.5799858	19965.1453	8.839669	14.2947396	2000-2009 –> 2010-2019	8.9101049	4.3301191	41822.6027	17.895259	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3393	4.5857579	19975.6921	15.565359	14.8680431	2000-2009 –> 2010-2019	8.9291052	4.3433473	41858.2522	30.267000	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3393	4.6749931	20106.4739	6.810655	17.2585702	2000-2009 –> 2010-2019	9.0186079	4.3436148	41989.5005	13.453471	11	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3393	4.6905044	20128.9522	6.010809	17.5155064	2000-2009 –> 2010-2019	9.0398800	4.3493756	42022.0173	12.128903	14	24
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4145	3.4521341	22048.2494	246.619489	12.1248474	1982-1999 –> 2000-2009	6.2565324	2.8043983	58559.3490	459.368363	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4145	3.4725831	22095.2109	59.631667	11.2570932	1982-1999 –> 2000-2009	6.3031214	2.8305383	58742.5144	113.497552	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4145	3.4941500	22148.5378	34.584666	12.3472587	1982-1999 –> 2000-2009	6.3399912	2.8458412	58878.1573	66.151392	3	6
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	4145	3.4947116	22149.8700	284.796744	12.2626529	1982-1999 –> 2000-2009	6.3443655	2.8496539	58899.4329	528.115684	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4145	3.4950763	22148.7352	13.971744	12.1070281	1982-1999 –> 2000-2009	6.3793176	2.8842413	59076.0086	27.078636	5	11
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	4145	3.5414122	22257.9175	46.101881	10.1581028	1982-1999 –> 2000-2009	6.4432708	2.9018586	59275.9008	88.231117	8	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	4145	3.5333463	22239.0147	4.080225	10.7775728	1982-1999 –> 2000-2009	6.4450674	2.9117210	59307.5387	8.145458	6	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4145	3.5403995	22255.5466	5.085846	10.7991526	1982-1999 –> 2000-2009	6.4525037	2.9121042	59326.0305	10.128023	7	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4145	3.5821194	22352.6645	202.336915	16.9211619	1982-1999 –> 2000-2009	6.4631390	2.8810196	59263.2898	368.526437	15	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate	4145	3.5628260	22307.8936	647.370126	10.4064855	1982-1999 –> 2000-2009	6.4816976	2.9188716	59412.9541	1277.131161	10	21
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3579	3.8468794	19814.4654	253.661660	11.9273151	2000-2009 –> 2010-2019	7.2990136	3.4521341	41862.7148	500.281150	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3579	3.8477043	19814.0002	60.140159	11.7210312	2000-2009 –> 2010-2019	7.3202874	3.4725831	41909.2110	119.771826	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3579	3.8799736	19875.7813	40.963741	11.7433203	2000-2009 –> 2010-2019	7.3746852	3.4947116	42025.6513	79.624268	3	7
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3579	3.8838623	19882.9518	36.941296	11.8851034	2000-2009 –> 2010-2019	7.3780123	3.4941500	42031.4896	71.525962	5	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3579	3.9055585	19920.8269	14.906768	13.1381646	2000-2009 –> 2010-2019	7.4006349	3.4950763	42069.5621	28.878513	8	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	3579	3.8836983	19880.6495	36.205363	11.2239506	2000-2009 –> 2010-2019	7.4170446	3.5333463	42119.6643	71.992208	4	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3579	3.8910507	19894.1878	4.812140	11.1887643	2000-2009 –> 2010-2019	7.4314502	3.5403995	42149.7344	9.897986	6	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate	3579	3.8966184	19904.4230	45.121371	10.2606837	2000-2009 –> 2010-2019	7.4380306	3.5414122	42162.3405	91.223252	7	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + phosphate	3579	3.9091523	19927.4105	50.649361	10.3198122	2000-2009 –> 2010-2019	7.4693663	3.5602140	42229.2241	102.587110	9	18
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3579	3.9172365	19942.1980	9.587304	10.3977040	2000-2009 –> 2010-2019	7.4826794	3.5654429	42256.1783	18.699890	10	22
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	5052	2.3757043	23093.8850	607.602508	11.1071716	1982-1999 –> 2000-2009	4.4343973	2.0586929	61932.9570	1199.395089	1	2
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	5052	2.3801147	23110.6252	529.234262	11.2236732	1982-1999 –> 2000-2009	4.4439842	2.0638695	61993.2382	1031.510899	2	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate	5052	2.4100905	23237.0830	325.631341	10.6436830	1982-1999 –> 2000-2009	4.5124241	2.1023335	62454.5457	646.479209	3	8
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ aou + phosphate + phosphate_star	5052	2.4167136	23262.8114	269.427334	10.2608940	1982-1999 –> 2000-2009	4.5215816	2.1048680	62500.1221	529.012827	4	10
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5052	2.4313348	23327.7567	108.500059	11.9774119	1982-1999 –> 2000-2009	4.5269195	2.0955847	62488.9129	216.971952	5	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5052	2.4458290	23385.8122	106.643031	11.4717423	1982-1999 –> 2000-2009	4.5420573	2.0962282	62550.5361	214.206748	6	10
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5052	2.4471519	23393.2758	19.380487	12.2167435	1982-1999 –> 2000-2009	4.5566480	2.1094961	62674.4149	44.882281	7	14
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	5052	2.4527966	23416.5553	18.792431	12.2759955	1982-1999 –> 2000-2009	4.5679027	2.1151061	62745.8564	43.296173	8	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5052	2.4632520	23457.5335	19.376644	11.6658060	1982-1999 –> 2000-2009	4.5729558	2.1097038	62738.4581	44.820091	10	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	5052	2.4697828	23484.2866	116.961560	11.7035838	1982-1999 –> 2000-2009	4.5849769	2.1151941	62812.3423	235.867349	11	21
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	4556	2.6052426	21668.3431	609.886918	21.0996334	2000-2009 –> 2010-2019	4.9809470	2.3757043	44762.2281	1217.489426	1	2
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4556	2.6484746	21816.3089	559.634489	22.4201030	2000-2009 –> 2010-2019	5.0285893	2.3801147	44926.9341	1088.868751	2	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate	4556	2.6492616	21819.0160	320.962845	18.8927727	2000-2009 –> 2010-2019	5.0593521	2.4100905	45056.0991	646.594186	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4556	2.6559116	21843.8598	116.672143	17.8646257	2000-2009 –> 2010-2019	5.0872464	2.4313348	45171.6165	225.172202	4	9
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + phosphate_star	4556	2.6956098	21975.0499	306.147434	20.1747968	2000-2009 –> 2010-2019	5.1123234	2.4167136	45237.8613	601.641772	8	12
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4556	2.6698261	21891.4733	19.672285	17.1019438	2000-2009 –> 2010-2019	5.1169780	2.4471519	45284.7491	39.052773	5	12
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	4556	2.6750623	21909.3269	129.763165	16.7730357	2000-2009 –> 2010-2019	5.1278589	2.4527966	45325.8821	249.576766	6	14
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	4556	2.6954338	21976.4551	52.503626	16.0605521	2000-2009 –> 2010-2019	5.1562245	2.4607907	45423.8874	102.717693	7	16
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4556	2.7218977	22065.4807	113.476536	18.9872281	2000-2009 –> 2010-2019	5.1677267	2.4458290	45451.2929	220.119567	11	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4556	2.7070240	22015.5519	3.342849	15.4797325	2000-2009 –> 2010-2019	5.1816232	2.4745992	45519.5235	6.773286	9	21
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2258	1.3961495	7928.9972	461.656816	22.2858092	1982-1999 –> 2000-2009	2.6658333	1.2696838	21406.8891	974.559906	3	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2258	1.3960532	7928.6859	436.289631	22.0158718	1982-1999 –> 2000-2009	2.6677140	1.2716608	21419.2143	899.816917	1	3
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2258	1.3961238	7928.9142	459.930991	21.4849767	1982-1999 –> 2000-2009	2.6709313	1.2748075	21439.5155	942.709532	2	6
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2258	1.3995863	7938.1003	449.890685	24.2083637	1982-1999 –> 2000-2009	2.6736441	1.2740578	21441.9238	899.737115	7	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2258	1.3963256	7927.5669	437.418855	22.4544511	1982-1999 –> 2000-2009	2.6752107	1.2788851	21462.1060	938.443050	5	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2258	1.3962859	7927.4383	409.887904	22.2075588	1982-1999 –> 2000-2009	2.6763631	1.2800772	21469.5446	856.170626	4	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2258	1.3964919	7928.1047	435.227027	21.7303405	1982-1999 –> 2000-2009	2.6788752	1.2823833	21484.8297	934.560805	6	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2258	1.4129053	7980.8730	96.535932	23.5720116	1982-1999 –> 2000-2009	2.7170180	1.3041127	21674.0689	180.365056	8	18
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	2258	1.4153933	7988.8185	92.386531	24.4946889	1982-1999 –> 2000-2009	2.7170349	1.3016416	21666.6093	172.824513	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + oxygen + nitrate	2258	1.4153946	7986.8225	95.364386	24.4209546	1982-1999 –> 2000-2009	2.7232519	1.3078574	21701.3065	176.758186	10	25
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2000	1.4268839	7111.7261	322.773281	11.6430932	2000-2009 –> 2010-2019	2.8230077	1.3961238	15040.6403	782.590508	1	3
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2000	1.4270926	7112.3110	317.490868	11.9338060	2000-2009 –> 2010-2019	2.8231458	1.3960532	15040.9970	753.780500	2	3
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2000	1.4272698	7112.8076	323.316781	12.0287545	2000-2009 –> 2010-2019	2.8234192	1.3961495	15041.8048	784.973597	3	6
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2000	1.4332615	7127.5645	305.351191	12.4934458	2000-2009 –> 2010-2019	2.8295473	1.3962859	15055.0029	715.239095	5	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2000	1.4332444	7127.5169	314.831629	12.5823667	2000-2009 –> 2010-2019	2.8295700	1.3963256	15055.0838	752.250484	4	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	2000	1.4336765	7128.7226	309.225415	12.2375913	2000-2009 –> 2010-2019	2.8301684	1.3964919	15056.8273	739.773585	6	12
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2000	1.4365145	7136.6328	435.600352	13.4303009	2000-2009 –> 2010-2019	2.8361008	1.3995863	15074.7331	868.533058	7	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2000	1.4412105	7149.6876	96.917933	12.4019934	2000-2009 –> 2010-2019	2.8541157	1.4129053	15130.5607	193.453865	8	16
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	2000	1.4434021	7155.7658	93.508884	12.8229861	2000-2009 –> 2010-2019	2.8587955	1.4153933	15144.5843	185.895415	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + oxygen + nitrate	2000	1.4517238	7176.7608	95.467343	13.2624383	2000-2009 –> 2010-2019	2.8671184	1.4153946	15163.5833	190.831729	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3443	1.1519060	10758.6146	925.599756	6.6756001	1982-1999 –> 2000-2009	2.2135449	1.0616389	29493.6201	1760.309621	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	3443	1.1549906	10775.0299	512.853705	6.7768255	1982-1999 –> 2000-2009	2.2210306	1.0660400	29560.4095	973.018072	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3443	1.1730721	10883.9956	458.521726	6.8959630	1982-1999 –> 2000-2009	2.2417313	1.0686592	29702.4416	889.466778	3	6
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3443	1.1737692	10886.0864	458.427735	6.9380266	1982-1999 –> 2000-2009	2.2443479	1.0705787	29725.2516	889.372119	4	8
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3443	1.1860132	10959.5447	450.289362	6.9141217	1982-1999 –> 2000-2009	2.2609081	1.0748948	29851.6477	872.340188	5	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3443	1.1862435	10958.8817	337.192007	6.9401839	1982-1999 –> 2000-2009	2.2620255	1.0757820	29859.4291	630.669790	6	12
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3443	1.1877641	10969.7028	322.552673	6.8558323	1982-1999 –> 2000-2009	2.2643389	1.0765748	29881.5770	604.821141	7	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3443	1.1879456	10968.7552	322.141218	6.8805410	1982-1999 –> 2000-2009	2.2652077	1.0772621	29886.7085	603.522513	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3443	1.1973092	11022.8192	4.013519	6.0708340	1982-1999 –> 2000-2009	2.3195916	1.1222824	30459.0951	7.780642	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	3443	1.1974506	11021.6321	3.946939	6.0942317	1982-1999 –> 2000-2009	2.3200383	1.1225877	30459.3515	7.676022	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3268	1.2135436	10553.1904	867.345784	6.3384452	2000-2009 –> 2010-2019	2.3654496	1.1519060	21311.8051	1792.945541	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3268	1.2135935	10551.4591	471.669291	6.3207653	2000-2009 –> 2010-2019	2.3685841	1.1549906	21326.4889	925.984262	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3268	1.2312207	10647.7101	477.840290	6.2329466	2000-2009 –> 2010-2019	2.4042928	1.1730721	21531.7057	936.362016	3	6
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3268	1.2318055	10648.8139	477.283608	6.2928095	2000-2009 –> 2010-2019	2.4055747	1.1737692	21534.9004	935.711343	4	8
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	3268	1.2412331	10700.6467	470.558446	6.3555419	2000-2009 –> 2010-2019	2.4272463	1.1860132	21660.1915	920.847808	5	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3268	1.2425142	10705.3890	356.882082	6.2445733	2000-2009 –> 2010-2019	2.4287577	1.1862435	21664.2707	694.074090	7	13
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3268	1.2418651	10703.9739	343.387967	6.3016379	2000-2009 –> 2010-2019	2.4296292	1.1877641	21673.6767	665.940640	6	13
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3268	1.2432083	10709.0392	343.244170	6.2331275	2000-2009 –> 2010-2019	2.4311539	1.1879456	21677.7944	665.385388	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3268	1.2433438	10709.7517	4.046646	6.0981932	2000-2009 –> 2010-2019	2.4406531	1.1973092	21732.5709	8.060165	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	3268	1.2447022	10714.8883	3.984793	6.1869545	2000-2009 –> 2010-2019	2.4421528	1.1974506	21736.5204	7.931732	10	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	7412	0.9306901	19983.5532	916.423169	9.3066416	1982-1999 –> 2000-2009	1.8056944	0.8750043	54202.3681	1893.722153	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7412	0.9486143	20266.3338	424.543283	9.8596588	1982-1999 –> 2000-2009	1.8370995	0.8884852	54891.9952	845.279677	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	7412	0.9628969	20487.8650	418.481445	10.1951795	1982-1999 –> 2000-2009	1.8631150	0.9002181	55462.6237	833.502021	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7412	0.9655061	20527.9803	335.014124	10.1733359	1982-1999 –> 2000-2009	1.8688097	0.9033036	55593.7898	664.437741	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	7412	0.9836824	20802.4571	715.711814	11.0961168	1982-1999 –> 2000-2009	1.8872155	0.9035332	55873.0272	1495.548374	6	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	7412	0.9806798	20757.1390	10.707041	8.9901577	1982-1999 –> 2000-2009	1.9225212	0.9418414	56932.6647	21.404361	5	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7412	1.0226865	21378.8921	423.339011	12.2236579	1982-1999 –> 2000-2009	1.9549101	0.9322236	57281.2872	842.829582	7	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	7412	1.0482136	21744.3685	344.118167	12.6816176	1982-1999 –> 2000-2009	2.0022050	0.9539914	58260.9748	680.192678	12	20
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7412	1.0534711	21818.5349	332.650278	12.6248022	1982-1999 –> 2000-2009	2.0137532	0.9602821	58510.0348	658.913480	13	22
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	7412	1.0699081	22046.0438	10.703136	11.3760570	1982-1999 –> 2000-2009	2.0716296	1.0017215	59859.7678	21.380141	14	24
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	6582	0.9702047	18294.7202	991.501003	7.5033105	2000-2009 –> 2010-2019	1.9008949	0.9306901	38278.2734	1922.202267	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	6582	0.9898113	18558.0949	437.552805	8.1166113	2000-2009 –> 2010-2019	1.9384256	0.9486143	38824.4287	862.096088	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	6582	1.0047950	18755.8777	375.276136	8.5896066	2000-2009 –> 2010-2019	1.9676919	0.9628969	39243.7427	725.761105	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6582	1.0063828	18776.6634	354.412840	8.5401847	2000-2009 –> 2010-2019	1.9718889	0.9655061	39304.6437	689.426964	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	6582	1.0104863	18828.2295	11.285454	7.9115406	2000-2009 –> 2010-2019	1.9911661	0.9806798	39585.3685	21.992495	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	6582	1.0525914	19365.6294	775.436538	8.8660906	2000-2009 –> 2010-2019	2.0362738	0.9836824	40168.0864	1491.148353	10	16
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + oxygen + aou + phosphate	6582	1.0272646	19045.0124	976.523258	6.4288949	2000-2009 –> 2010-2019	2.0571295	1.0298649	40527.5925	1883.081198	6	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	6582	1.0380200	19182.1222	100.201484	6.0066876	2000-2009 –> 2010-2019	2.0736713	1.0356513	40747.7588	195.626705	7	16
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	6582	1.0450368	19270.8093	7.991554	6.2657663	2000-2009 –> 2010-2019	2.0849382	1.0399013	40897.1554	15.459435	8	18
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	6582	1.0468311	19293.3920	11.630596	6.3481720	2000-2009 –> 2010-2019	2.0879637	1.0411326	40937.2793	22.593658	9	20
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	5170	0.6579040	10356.5054	639.180591	7.9404865	1982-1999 –> 2000-2009	1.2954366	0.6375326	28707.7374	1169.555387	1	2
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5170	0.6579063	10354.5415	490.208159	7.9468298	1982-1999 –> 2000-2009	1.2954443	0.6375380	28703.9336	923.950187	2	4
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + phosphate	5170	0.6616156	10412.6752	930.432813	8.2804266	1982-1999 –> 2000-2009	1.3009703	0.6393547	28815.9279	1817.993897	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	5170	0.6622693	10422.8863	80.313402	8.4071915	1982-1999 –> 2000-2009	1.3014554	0.6391860	28821.1447	155.061274	5	8
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	5170	0.6630896	10433.6849	68.014269	8.6201832	1982-1999 –> 2000-2009	1.3025506	0.6394610	28838.0842	133.650186	7	12
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5170	0.6610670	10406.0970	542.353930	8.1251610	1982-1999 –> 2000-2009	1.3030184	0.6419514	28888.0679	1005.571680	3	9
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	5170	0.6628104	10433.3305	569.569601	8.2892999	1982-1999 –> 2000-2009	1.3055012	0.6426908	28937.0914	1055.601496	6	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5170	0.6675489	10504.9891	8.430142	8.7571057	1982-1999 –> 2000-2009	1.3101670	0.6426182	29004.6093	16.461161	8	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	5170	0.6687346	10523.3390	8.421408	8.8315052	1982-1999 –> 2000-2009	1.3122477	0.6435131	29049.3004	16.444922	9	18
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	5170	0.6866644	10796.9190	13.074203	9.2746725	1982-1999 –> 2000-2009	1.3338938	0.6472294	29431.8752	25.180242	11	21
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4609	0.6693081	9392.6496	654.477630	5.3813034	2000-2009 –> 2010-2019	1.3272122	0.6579040	19749.1551	1293.658221	1	2
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4609	0.6703943	9405.5969	547.070634	5.3677171	2000-2009 –> 2010-2019	1.3283006	0.6579063	19760.1384	1037.278792	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4609	0.6719146	9428.4774	530.927242	5.3874408	2000-2009 –> 2010-2019	1.3329816	0.6610670	19834.5744	1073.281172	3	6
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4609	0.6740270	9457.4115	558.253757	5.3117934	2000-2009 –> 2010-2019	1.3368374	0.6628104	19890.7420	1127.823358	4	10
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + phosphate	4609	0.6828815	9575.7175	943.320124	6.3573536	2000-2009 –> 2010-2019	1.3444971	0.6616156	19988.3927	1873.752937	6	10
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	4609	0.6831073	9578.7650	83.161775	6.4043606	2000-2009 –> 2010-2019	1.3453766	0.6622693	20001.6513	163.475177	7	12
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	4609	0.6831209	9576.9487	73.396932	6.4106519	2000-2009 –> 2010-2019	1.3462105	0.6630896	20010.6337	141.411201	8	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4609	0.6791523	9525.2397	294.203697	5.7612751	2000-2009 –> 2010-2019	1.3556668	0.6765146	20168.1785	574.102280	5	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4609	0.6893583	9662.7332	8.838991	6.8416608	2000-2009 –> 2010-2019	1.3569071	0.6675489	20167.7223	17.269133	9	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate	4609	0.6905588	9678.7732	82.903115	6.9156315	2000-2009 –> 2010-2019	1.3592934	0.6687346	20202.1122	162.778725	10	19
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	7724	0.5616971	13023.4715	237.900221	13.9535456	1982-1999 –> 2000-2009	1.0421133	0.4804162	31587.9671	460.415007	2	3
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	7724	0.5610741	13006.3272	208.597255	13.8767674	1982-1999 –> 2000-2009	1.0423274	0.4812533	31617.9087	406.091809	1	3
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	7724	0.5665268	13155.7308	547.341665	14.1034956	1982-1999 –> 2000-2009	1.0500651	0.4835384	31895.4380	1065.857274	4	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	7724	0.5627114	13049.3417	27.135485	14.1463260	1982-1999 –> 2000-2009	1.0506774	0.4879660	32033.5925	53.928643	3	8
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	7724	0.5689089	13220.5501	215.692008	14.1689513	1982-1999 –> 2000-2009	1.0539701	0.4850613	32045.3100	420.204827	6	10
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	7724	0.5676284	13183.7397	149.621467	14.2966854	1982-1999 –> 2000-2009	1.0580200	0.4903917	32302.1140	301.128641	5	11
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	7724	0.5704858	13261.3103	35.106367	14.4126783	1982-1999 –> 2000-2009	1.0617013	0.4912155	32425.0818	69.559318	7	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	7724	0.5840807	13625.1237	196.090639	13.9169473	1982-1999 –> 2000-2009	1.0858501	0.5017694	33363.8782	384.625183	8	16
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	7724	0.5949963	13909.1605	23.087299	14.5381403	1982-1999 –> 2000-2009	1.0973459	0.5023495	33677.1679	45.104754	9	18
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7724	0.6046021	14158.5653	70.034810	14.5628598	1982-1999 –> 2000-2009	1.1076166	0.5030145	33964.3514	140.710293	10	20
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6903	0.5198828	10572.6441	211.616127	6.2094650	2000-2009 –> 2010-2019	1.0809569	0.5610741	23578.9712	420.213382	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	6903	0.5199976	10575.6916	249.045350	6.2318888	2000-2009 –> 2010-2019	1.0816947	0.5616971	23599.1631	486.945571	2	4
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	6903	0.5201446	10577.5960	27.903608	6.2923044	2000-2009 –> 2010-2019	1.0828560	0.5627114	23626.9376	55.039093	3	6
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	6903	0.5222308	10634.8582	560.689742	6.2717528	2000-2009 –> 2010-2019	1.0887576	0.5665268	23790.5891	1108.031407	4	8
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	6903	0.5224622	10638.9736	148.683864	6.3467962	2000-2009 –> 2010-2019	1.0900906	0.5676284	23822.7133	298.305331	5	10
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate	6903	0.5237239	10674.2741	247.610357	6.2875293	2000-2009 –> 2010-2019	1.0926328	0.5689089	23894.8243	484.330656	6	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + oxygen + nitrate	6903	0.5241353	10683.1133	36.114178	6.3893117	2000-2009 –> 2010-2019	1.0946211	0.5704858	23944.4236	71.220545	7	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + oxygen + nitrate + phosphate	6903	0.5493698	11332.3006	197.580380	6.0006901	2000-2009 –> 2010-2019	1.1334505	0.5840807	24957.4243	393.671018	8	16
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + oxygen + nitrate	6903	0.5601428	11598.4116	24.101505	6.5064026	2000-2009 –> 2010-2019	1.1551392	0.5949963	25507.5721	47.188804	10	19
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	6903	0.5545223	11461.1805	69.397165	7.8934867	2000-2009 –> 2010-2019	1.1591244	0.6046021	25619.7459	139.431975	9	19
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1036	0.4135776	1124.6510	343.612640	2.9590644	1982-1999 –> 2000-2009	0.7638139	0.3502363	2560.1284	584.803082	2	3
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1036	0.4133363	1123.4417	788.372665	2.9638178	1982-1999 –> 2000-2009	0.7645458	0.3512095	2569.5864	1436.387576	1	3
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate	1036	0.4139708	1126.6197	342.978386	2.9544729	1982-1999 –> 2000-2009	0.7672310	0.3532602	2595.1442	583.962602	3	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1036	0.4212219	1160.5985	130.264233	3.4438337	1982-1999 –> 2000-2009	0.7844455	0.3632236	2734.0388	236.356921	7	11
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1036	0.4146196	1127.8648	343.456619	3.0510240	1982-1999 –> 2000-2009	0.7901026	0.3754830	2828.9044	584.565079	5	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1036	0.4144771	1127.1526	788.242646	3.0436965	1982-1999 –> 2000-2009	0.7903066	0.3758294	2831.7375	1436.147730	4	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1036	0.4148252	1128.8920	342.719698	3.0552130	1982-1999 –> 2000-2009	0.7916149	0.3767897	2843.2856	583.554709	6	15
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1036	0.4215161	1164.0454	563.106563	3.1906186	1982-1999 –> 2000-2009	0.7943501	0.3728340	2839.8702	1019.641877	8	14
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1036	0.4317443	1211.7227	293.092793	3.6124601	1982-1999 –> 2000-2009	0.8003847	0.3686404	2842.0656	496.131458	13	18
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + nitrate + phosphate	1036	0.4237729	1171.1095	119.597169	3.6870270	1982-1999 –> 2000-2009	0.8037047	0.3799317	2915.4255	209.721748	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	819	0.4566136	1054.1638	429.682737	2.4571289	2000-2009 –> 2010-2019	0.8699499	0.4133363	2177.6056	769.916341	1	2
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	819	0.4568540	1053.0261	380.013410	2.3948593	2000-2009 –> 2010-2019	0.8713311	0.4144771	2180.1786	719.773881	2	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	819	0.4579635	1058.9994	389.375861	2.5156505	2000-2009 –> 2010-2019	0.8715412	0.4135776	2183.6504	732.988501	3	5
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	819	0.4588577	1062.1945	440.233240	2.4799848	2000-2009 –> 2010-2019	0.8728284	0.4139708	2188.8141	783.211626	5	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	819	0.4583235	1058.2865	367.089002	2.4381507	2000-2009 –> 2010-2019	0.8729432	0.4146196	2186.1514	710.545621	4	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	819	0.4589685	1060.5901	365.871739	2.4370090	2000-2009 –> 2010-2019	0.8737937	0.4148252	2189.4820	708.591436	6	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	819	0.4608793	1067.3953	355.261456	2.3023150	2000-2009 –> 2010-2019	0.8895067	0.4286274	2264.1055	692.792289	7	18
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate	819	0.4694195	1097.4701	198.822763	3.5595577	2000-2009 –> 2010-2019	0.8906414	0.4212219	2258.0686	329.086996	9	16
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	819	0.4645219	1078.2903	354.449940	2.3803228	2000-2009 –> 2010-2019	0.8937999	0.4292780	2276.1430	689.160415	8	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	819	0.4818291	1142.2099	601.517838	3.1873478	2000-2009 –> 2010-2019	0.9033452	0.4215161	2306.2553	1164.624401	11	19
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate_star	55	0.0105431	-332.6681	895.380043	0.0273128	1982-1999 –> 2000-2009	0.2786403	0.2680972	-286.6272	998.728975	1	2
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + oxygen + phosphate	55	0.0105702	-332.3857	484.456548	0.0274566	1982-1999 –> 2000-2009	0.2793420	0.2687718	-285.5105	704.453968	2	4
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	55	0.0105876	-332.2048	484.628582	0.0275424	1982-1999 –> 2000-2009	0.2806082	0.2700206	-283.7905	630.258657	4	7
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + phosphate + phosphate_star	55	0.0105711	-334.3757	483.283176	0.0274537	1982-1999 –> 2000-2009	0.2821294	0.2715582	-286.0763	503.663096	3	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	55	0.0109857	-328.1445	452.251605	0.0274629	1982-1999 –> 2000-2009	0.2906855	0.2796998	-268.0376	527.817564	5	10
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	55	0.0110529	-329.4738	451.850944	0.0275038	1982-1999 –> 2000-2009	0.2936703	0.2826175	-267.9217	479.431616	6	12
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + phosphate_star	55	0.0131786	-310.1241	85.158320	0.0344991	1982-1999 –> 2000-2009	0.3039510	0.2907723	-239.1278	167.423204	19	28
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + phosphate + phosphate_star	55	0.0131737	-310.1653	38.425593	0.0345901	1982-1999 –> 2000-2009	0.3054458	0.2922721	-237.4610	112.513081	17	27
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + nitrate + phosphate_star	55	0.0120827	-319.6745	38.296805	0.0320420	1982-1999 –> 2000-2009	0.3081832	0.2961005	-242.6496	113.440660	14	26
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + phosphate	55	0.0131709	-310.1889	63.733973	0.0346546	1982-1999 –> 2000-2009	0.3084554	0.2952845	-234.0802	183.955430	16	27
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + oxygen + nitrate	39	0.0116380	-226.6940	1.970709	0.0222767	2000-2009 –> 2010-2019	0.0233644	0.0117264	-549.6613	160.777623	8	9
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ oxygen + aou + nitrate	39	0.0116375	-226.6976	1.976111	0.0222747	2000-2009 –> 2010-2019	0.0233645	0.0117270	-549.6587	604.351049	7	9
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + nitrate	39	0.0116298	-226.7495	31.427655	0.0222400	2000-2009 –> 2010-2019	0.0233823	0.0117526	-549.4715	133.583312	5	8
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ aou + nitrate + phosphate_star	39	0.0117098	-226.2142	28.009927	0.0224799	2000-2009 –> 2010-2019	0.0237813	0.0120715	-545.9909	640.734067	9	14
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + nitrate + phosphate_star	39	0.0117156	-226.1755	26.370258	0.0224907	2000-2009 –> 2010-2019	0.0237984	0.0120827	-545.8501	64.667064	10	16
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ oxygen + nitrate	39	0.0126122	-222.4238	1.598830	0.0262064	2000-2009 –> 2010-2019	0.0246151	0.0120028	-544.8278	93.186872	25	29
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ nitrate + phosphate_star	39	0.0125021	-223.1078	26.170181	0.0246106	2000-2009 –> 2010-2019	0.0246619	0.0121598	-544.0827	48.039086	24	31
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + phosphate	39	0.0119290	-224.7679	29.292628	0.0228290	2000-2009 –> 2010-2019	0.0250999	0.0131709	-534.9568	93.026601	13	21
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ aou + phosphate + phosphate_star	39	0.0119299	-224.7622	44.980741	0.0228399	2000-2009 –> 2010-2019	0.0251036	0.0131737	-534.9276	645.436871	14	23
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + oxygen + phosphate_star	39	0.0119300	-224.7613	1.528730	0.0228414	2000-2009 –> 2010-2019	0.0251037	0.0131737	-534.9266	101.108673	15	25

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	10.9797176	4250.0756
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	11.1878158	3119.1237
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	10.2814485	14421.1736
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	10.8977114	9825.2115
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	8.4518369	12505.2422
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.8438981	8282.7819
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	6.5003188	13154.5325
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	6.5325080	8710.2688
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	5.8212466	14398.8505
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	6.4155940	10366.7527
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.0978669	16239.4255
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.1976435	11614.9874
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	6.3741901	22988.9666
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	7.7963296	17051.4476
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	8.8937595	13729.4797
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	9.5682066	9926.3380
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	13.6177123	41754.2772
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	14.6727226	29757.0672
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	4.7785956	25588.8097
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	5.1532789	17602.9026
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	3.1724701	16464.4429
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	2.5739052	9481.2459
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	2.6030215	15819.8294
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.7623699	11039.5610
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.8240024	2277.1840
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.9763312	2422.1448
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.7231025	2205.8983
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.8670242	2368.3965
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	19.7235552	58082.8635
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	19.6637222	39594.9653
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	18.5137857	50383.9609
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	19.1059229	33756.3889
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	18.4015704	44440.0665
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	18.5920817	29512.6953
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	12.1655835	54153.7965
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	12.4328802	37936.7452
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	7.9890304	57838.8366
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	8.9082357	41821.7186
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	6.3909007	59074.1176
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.4011204	42081.5770
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	4.5263847	62489.1384
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	5.1018870	45216.0074
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	2.6865877	21516.6008
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	2.8374989	15080.3817
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.2612765	29887.9532
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	2.4143494	21584.9925
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	1.9226953	56686.8533
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	2.0110044	39851.4329
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	1.3060685	28919.7772
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	1.3433283	19977.3301
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	1.0649687	32491.2810
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	1.1059324	24234.2364
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.7850500	2756.0187
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.8809681	2221.0455
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.2931111	-263.1282
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.0242275	-543.4354

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)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
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)

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
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	oxygen	phosphate	phosphate_star	sal	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	9	10	4	3	5	7	6
(26,26.5]	8	10	3	4	3	5	8
(26.5,26.75]	7	9	2	4	4	10	6
(26.75,27]	6	10	4	4	2	10	5
(27,27.25]	7	10	5	4	3	10	5
(27.25,27.5]	6	10	5	4	3	10	5
(27.5,27.75]	6	10	4	4	4	10	6
(27.75,27.85]	5	10	3	5	5	10	5
(27.85,27.95]	6	6	1	6	7	10	8
(27.95,28.05]	7	10	2	5	5	6	7
(28.05,28.1]	6	8	5	3	4	10	8
(28.1,28.15]	8	5	3	7	4	10	6
(28.15,28.2]	6	10	6	3	3	10	5
(28.2, Inf]	7	9	3	5	7	6	7
total	94.00	127.00	50.00	61.00	59.00	124.00	87.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	10	10	4	4	2	5	6
(26,26.5]	7	10	5	4	3	5	8
(26.5,26.75]	7	6	2	6	5	10	6
(26.75,27]	6	10	2	4	4	10	5
(27,27.25]	7	10	4	5	5	8	5
(27.25,27.5]	6	10	4	3	5	10	5
(27.5,27.75]	5	10	1	6	6	10	5
(27.75,27.85]	5	10	1	7	5	10	5
(27.85,27.95]	6	6	4	4	6	10	8
(27.95,28.05]	6	10	1	6	6	6	7
(28.05,28.1]	7	10	3	5	6	6	7
(28.1,28.15]	8	5	2	7	5	10	6
(28.15,28.2]	6	10	5	4	3	10	5
(28.2, Inf]	7	10	3	6	5	6	7
total	93.00	127.00	41.00	71.00	66.00	116.00	85.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	10	5	4	3	7	7
(26,26.5]	8	8	3	8	4	6	7
(26.5,26.75]	7	9	3	5	6	5	7
(26.75,27]	2	6	5	5	4	6	10
(27,27.25]	5	6	1	7	5	10	8
(27.25,27.5]	7	8	2	7	4	9	6
(27.5,27.75]	8	8	4	7	5	5	6
(27.75,27.85]	6	10	4	4	4	5	9
(27.85,27.95]	6	10	3	4	7	5	8
(27.95,28.05]	6	10	4	4	6	5	8
(28.05,28.1]	7	5	3	5	5	10	7
(28.1,28.2]	6	10	5	3	4	10	5
(28.2,28.3]	5	10	3	7	5	6	7
(28.3, Inf]	4	3	1	5	7	6	8
total	85.00	113.00	46.00	75.00	69.00	95.00	103.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	10	3	5	4	7	8
(26,26.5]	8	8	4	6	4	6	8
(26.5,26.75]	7	10	3	5	5	5	7
(26.75,27]	2	6	5	4	5	6	10
(27,27.25]	5	6	1	6	6	10	8
(27.25,27.5]	6	7	2	6	5	10	7
(27.5,27.75]	9	6	5	6	4	7	6
(27.75,27.85]	6	10	5	3	4	5	9
(27.85,27.95]	6	10	3	5	6	5	8
(27.95,28.05]	7	6	3	6	6	9	7
(28.05,28.1]	8	5	2	7	4	10	6
(28.1,28.2]	6	10	6	3	3	10	5
(28.2,28.3]	7	10	1	9	4	6	6
(28.3, Inf]	5	7	4	2	5	0	5
total	89.00	111.00	47.00	73.00	65.00	96.00	100.00

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)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
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)

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
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

Session information

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  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1