eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-07-30

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: a62f33f

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 a62f33f. 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_ann_nafilled_NorESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_atl_a27.97_a28_NorESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rP_rP*_aO_CESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rS_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_CESM/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/phosphate_f_subset-1.png
    Untracked:  docs_GV_2021_2R_ann_standard_CESM/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/phosphate_na_subset-1.png
    Untracked:  docs_GV_2021_2R_ann_standard_CESM/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/phosphate_qc_subset-1.png
    Untracked:  docs_GV_2021_2R_ann_standard_all_sfc_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_atl_a27.97_a28_NorESM/
    Untracked:  docs_GV_2021_2R_ann_standard_atl_a27.98_a28.02_NorESM/
    Untracked:  docs_GV_2021_2R_ann_standard_no_sfc_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rN_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rN_CESM1/
    Untracked:  docs_GV_2021_2R_ann_standard_rP_rP*_CESM1/
    Untracked:  docs_GV_2021_2R_ann_standard_rP_rP*_aO_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rS_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rS_CESM1/
    Untracked:  docs_GV_2021_2R_ann_standard_rT_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rT_CESM1/
    Untracked:  docs_GV_2021_2R_mon_nafilled_ORCA/
    Untracked:  docs_GV_2021_2R_mon_nafilled_atl_a27.91_ORCA/
    Untracked:  docs_GV_2021_2R_mon_nafilled_atl_r27.95_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_all_sfc_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_atl_a27.91_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_atl_r27.95_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_no_sfc_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_rN_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_rP_rP*_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_rS_ORCA/
    Untracked:  docs_GV_2021_2R_mon_standard_rT_ORCA/
    Untracked:  docs_GV_2021_S5_ann_nafilled_CESM/
    Untracked:  docs_GV_2021_S5_ann_nafilled_CESM111111/
    Untracked:  docs_GV_2021_S5_ann_nafilled_atl_a27.97_a28_NorESM/
    Untracked:  docs_GV_2021_S5_ann_standard_CESM/
    Untracked:  docs_GV_2021_S5_ann_standard_CESM111111/
    Untracked:  docs_GV_2021_S5_ann_standard_NorESM/
    Untracked:  docs_GV_2021_S5_ann_standard_atl_a27.97_a28_NorESM/
    Untracked:  docs_GV_2021_S5_mon_nafilled_ORCA/
    Untracked:  docs_GV_2021_S5_mon_standard_ORCA/
    Untracked:  docs_GV_2021_S5_mon_standard_atl_a27.91_ORCA/
    Untracked:  docs_standard_CESM/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_cant_budgets.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_global_section.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_inventory_maps.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_isoneutral_slab_distribution.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_others.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/analysis_zonal_mean_sections.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/config_dependencies.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/config_parameterization_local.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/eMLR_GLODAPv2_2020_subsetting.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/eMLR_assumption_testing.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/eMLR_data_preparation.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/eMLR_model_fitting.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-1.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-2.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-3.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-4.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-5.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_all_global_section-6.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/figure/analysis_global_section.Rmd/cant_pos_global_section-3.png
    Modified:   docs_GV_2021_2R_ann_standard_CESM/index.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/mapping_cant.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/mapping_model_cant.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/mapping_predictor_preparation.html
    Modified:   docs_GV_2021_2R_ann_standard_CESM/mapping_target_variable.html
    Deleted:    docs_GV_2021_2R_mon_standard/.nojekyll
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_cant_budgets.html
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_global_section.html
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_inventory_maps.html
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_isoneutral_slab_distribution.html
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_others.html
    Deleted:    docs_GV_2021_2R_mon_standard/analysis_zonal_mean_sections.html
    Deleted:    docs_GV_2021_2R_mon_standard/config_dependencies.html
    Deleted:    docs_GV_2021_2R_mon_standard/config_parameterization_local.html
    Deleted:    docs_GV_2021_2R_mon_standard/eMLR_GLODAPv2_2020_subsetting.html
    Deleted:    docs_GV_2021_2R_mon_standard/eMLR_assumption_testing.html
    Deleted:    docs_GV_2021_2R_mon_standard/eMLR_data_preparation.html
    Deleted:    docs_GV_2021_2R_mon_standard/eMLR_model_fitting.html
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_model_quality_check-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_model_quality_check-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-10.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-100.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-101.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-102.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-11.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-12.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-13.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-14.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-15.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-16.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-17.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-18.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-19.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-20.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-21.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-22.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-23.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-24.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-25.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-26.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-27.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-28.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-29.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-30.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-31.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-32.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-33.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-34.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-35.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-36.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-37.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-38.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-39.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-40.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-41.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-42.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-43.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-44.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-45.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-46.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-47.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-48.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-49.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-50.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-51.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-52.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-53.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-54.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-55.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-56.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-57.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-58.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-59.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-60.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-61.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-62.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-63.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-64.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-65.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-66.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-67.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-68.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-69.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-70.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-71.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-72.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-73.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-74.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-75.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-76.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-77.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-78.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-79.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-80.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-81.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-82.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-83.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-84.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-85.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-86.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-87.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-88.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-89.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-9.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-90.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-91.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-92.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-93.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-94.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-95.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-96.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-97.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-98.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-99.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-10.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-100.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-101.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-102.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-11.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-12.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-13.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-14.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-15.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-16.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-17.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-18.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-19.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-20.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-21.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-22.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-23.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-24.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-25.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-26.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-27.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-28.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-29.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-30.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-31.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-32.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-33.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-34.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-35.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-36.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-37.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-38.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-39.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-40.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-41.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-42.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-43.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-44.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-45.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-46.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-47.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-48.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-49.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-50.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-51.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-52.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-53.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-54.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-55.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-56.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-57.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-58.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-59.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-60.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-61.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-62.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-63.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-64.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-65.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-66.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-67.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-68.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-69.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-70.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-71.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-72.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-73.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-74.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-75.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-76.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-77.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-78.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-79.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-80.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-81.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-82.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-83.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-84.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-85.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-86.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-87.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-88.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-89.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-9.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-90.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-91.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-92.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-93.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-94.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-95.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-96.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-97.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-98.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-99.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era_zonal-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma_zonal-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/gamma_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-10.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-11.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-12.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-13.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-14.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-15.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-16.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-17.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-18.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-9.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-10.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-11.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-12.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-13.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-14.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-15.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-16.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-17.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-18.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-9.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP-based_subsetting_data_cleaning_stats-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP_Atl_cruises_2013_2014_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/WOA18_basin_mask_GLODAP-based_subsetting_model_data_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_clean-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_subsetting_era_cleaning_level-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_f_subset-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_na_subset-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_qc_subset-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_f_subset-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_qc_subset-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictor_pairs-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictors-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cant_interpolation_to_observations-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cant_surface_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_histogram-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_cant-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_counts-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/histogram_predictor-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/merge_cstar_cant-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections_isoneutral_slabs-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_all_models-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_selected_models-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_all_models-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_best_models-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_inventories-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/pCO2_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/pCO2_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/PO4_star_climatology_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/PO4_star_climatology_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-6.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-7.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-8.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-2.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-3.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-4.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-5.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_maps-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_section-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_PO4-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TAlk_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TCO2_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_sal_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictor_profiles_N_Atl-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map_surface-1.png
    Deleted:    docs_GV_2021_2R_mon_standard/index.html
    Deleted:    docs_GV_2021_2R_mon_standard/mapping_cant.html
    Deleted:    docs_GV_2021_2R_mon_standard/mapping_model_cant.html
    Deleted:    docs_GV_2021_2R_mon_standard/mapping_predictor_preparation.html
    Deleted:    docs_GV_2021_2R_mon_standard/mapping_target_variable.html
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/anchor-sections-1.0/anchor-sections.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/anchor-sections-1.0/anchor-sections.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css.map
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css.map
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/cerulean.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/cosmo.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/darkly.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/flatly.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Lato.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoItalic.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycle.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycleBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSans.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBoldItalic.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansItalic.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLight.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLightItalic.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Raleway.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RalewayBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Roboto.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoLight.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoMedium.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansPro.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProBold.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProItalic.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProLight.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Ubuntu.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/journal.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/lumen.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/paper.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/readable.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/sandstone.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/simplex.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/spacelab.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/united.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/yeti.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.eot
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.svg
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff2
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/bootstrap.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/bootstrap.min.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/npm.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/shim/html5shiv.min.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/shim/respond.min.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/css/all.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/css/v4-shims.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.eot
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.svg
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff2
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.eot
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.svg
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff2
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.eot
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.svg
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.ttf
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff2
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/header-attrs-2.5/header-attrs.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/default.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/highlight.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/textmate.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/README
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_555555_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777620_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_cc0000_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/navigation-1.1/sourceembed.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/navigation-1.1/tabsets.js
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_GV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.js
    Deleted:    docs_RV_2021_2R_mon_standard/.nojekyll
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_cant_budgets.html
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_global_section.html
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_inventory_maps.html
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_isoneutral_slab_distribution.html
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_others.html
    Deleted:    docs_RV_2021_2R_mon_standard/analysis_zonal_mean_sections.html
    Deleted:    docs_RV_2021_2R_mon_standard/config_dependencies.html
    Deleted:    docs_RV_2021_2R_mon_standard/config_parameterization_local.html
    Deleted:    docs_RV_2021_2R_mon_standard/eMLR_GLODAPv2_2020_subsetting.html
    Deleted:    docs_RV_2021_2R_mon_standard/eMLR_assumption_testing.html
    Deleted:    docs_RV_2021_2R_mon_standard/eMLR_data_preparation.html
    Deleted:    docs_RV_2021_2R_mon_standard/eMLR_model_fitting.html
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_all_global_section-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_model_quality_check-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_global_section-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_global_section.Rmd/cant_pos_model_quality_check-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_inventory_map-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_inventory_maps.Rmd/cant_pos_inventory_map-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-10.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-100.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-101.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-102.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-11.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-12.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-13.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-14.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-15.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-16.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-17.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-18.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-19.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-20.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-21.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-22.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-23.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-24.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-25.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-26.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-27.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-28.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-29.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-30.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-31.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-32.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-33.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-34.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-35.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-36.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-37.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-38.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-39.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-40.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-41.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-42.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-43.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-44.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-45.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-46.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-47.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-48.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-49.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-50.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-51.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-52.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-53.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-54.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-55.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-56.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-57.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-58.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-59.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-60.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-61.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-62.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-63.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-64.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-65.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-66.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-67.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-68.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-69.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-70.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-71.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-72.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-73.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-74.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-75.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-76.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-77.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-78.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-79.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-80.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-81.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-82.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-83.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-84.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-85.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-86.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-87.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-88.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-89.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-9.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-90.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-91.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-92.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-93.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-94.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-95.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-96.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-97.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-98.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_all_gamma_slab_maps-99.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-10.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-100.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-101.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-102.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-11.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-12.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-13.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-14.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-15.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-16.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-17.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-18.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-19.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-20.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-21.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-22.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-23.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-24.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-25.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-26.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-27.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-28.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-29.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-30.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-31.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-32.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-33.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-34.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-35.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-36.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-37.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-38.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-39.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-40.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-41.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-42.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-43.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-44.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-45.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-46.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-47.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-48.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-49.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-50.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-51.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-52.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-53.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-54.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-55.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-56.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-57.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-58.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-59.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-60.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-61.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-62.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-63.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-64.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-65.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-66.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-67.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-68.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-69.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-70.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-71.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-72.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-73.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-74.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-75.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-76.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-77.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-78.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-79.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-80.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-81.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-82.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-83.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-84.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-85.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-86.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-87.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-88.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-89.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-9.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-90.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-91.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-92.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-93.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-94.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-95.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-96.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-97.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-98.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_isoneutral_slab_distribution.Rmd/cant_pos_gamma_slab_maps-99.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_section_predictor_contribution-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_cant-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_sections_sd_models-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_era_zonal-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/cant_vs_sd_by_basin_gamma_zonal-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/gamma_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_others.Rmd/target_zonal_mean_era-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-10.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-11.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-12.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-13.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-14.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-15.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-16.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-17.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-18.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_pos_zonal_mean_section-9.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-10.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-11.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-12.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-13.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-14.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-15.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-16.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-17.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-18.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/analysis_zonal_mean_sections.Rmd/cant_zonal_mean_section-9.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP-based_subsetting_data_cleaning_stats-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/GLODAP_Atl_cruises_2013_2014_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/WOA18_basin_mask_GLODAP-based_subsetting_model_data_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_temporal-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_histogram_zonal-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_hovmoeller-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_clean-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/coverage_maps_era_subsetting_era_cleaning_level-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_f_subset-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_na_subset-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/talk_qc_subset-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_f_subset-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_GLODAPv2_2020_subsetting.Rmd/tco2_qc_subset-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictor_pairs-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/correlation_predictors-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_assumption_testing.Rmd/predictor_correlation_per_basin-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cant_interpolation_to_observations-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cant_surface_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_histogram-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_cant-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/cstar_reference_year_adjustment_vs_time_counts-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/histogram_predictor-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/merge_cstar_cant-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/meridional_sections_isoneutral_slabs-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_data_preparation.Rmd/obs_gamma_slab-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_all_models-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/aic_vs_rmse_selected_models-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_all_models-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/eMLR_model_fitting.Rmd/rmse_correlation_across_eras_best_models-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_map-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_deep_climatology_sections-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_inventories-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_map-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/cant_surface_climatology_sections-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/pCO2_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/pCO2_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_cant.Rmd/revelle_factor_climatology_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/PO4_star_climatology_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/PO4_star_climatology_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-6.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-7.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections-8.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-2.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-3.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-4.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/all_predictor_sections_surface-5.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_maps-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/aou_climatology_section-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_PO4-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TAlk_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_TCO2_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_sal_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/joined_climatology_control_temp_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictor_profiles_N_Atl-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/figure/mapping_predictor_preparation.Rmd/predictors_observations_sections_map_surface-1.png
    Deleted:    docs_RV_2021_2R_mon_standard/index.html
    Deleted:    docs_RV_2021_2R_mon_standard/mapping_cant.html
    Deleted:    docs_RV_2021_2R_mon_standard/mapping_model_cant.html
    Deleted:    docs_RV_2021_2R_mon_standard/mapping_predictor_preparation.html
    Deleted:    docs_RV_2021_2R_mon_standard/mapping_target_variable.html
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/anchor-sections-1.0/anchor-sections.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/anchor-sections-1.0/anchor-sections.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.css.map
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap-theme.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.css.map
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/bootstrap.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/cerulean.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/cosmo.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/darkly.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/flatly.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Lato.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/LatoItalic.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycle.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/NewsCycleBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSans.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansBoldItalic.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansItalic.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLight.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/OpenSansLightItalic.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Raleway.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RalewayBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Roboto.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoLight.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/RobotoMedium.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansPro.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProBold.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProItalic.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/SourceSansProLight.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/fonts/Ubuntu.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/journal.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/lumen.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/paper.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/readable.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/sandstone.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/simplex.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/spacelab.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/united.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/css/yeti.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.eot
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.svg
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/fonts/glyphicons-halflings-regular.woff2
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/bootstrap.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/bootstrap.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/js/npm.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/shim/html5shiv.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/bootstrap-3.3.5/shim/respond.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/css/all.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/css/v4-shims.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.eot
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.svg
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-brands-400.woff2
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.eot
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.svg
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-regular-400.woff2
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.eot
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.svg
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.ttf
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/font-awesome-5.1.0/webfonts/fa-solid-900.woff2
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/header-attrs-2.5/header-attrs.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/default.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/highlight.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/highlightjs-9.12.0/textmate.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/README
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_444444_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_555555_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777620_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_777777_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_cc0000_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/images/ui-icons_ffffff_256x240.png
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/index.html
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.structure.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/jquery-ui.theme.min.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/kePrint-0.0.1/kePrint.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/lightable-0.0.1/lightable.css
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/codefolding.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/sourceembed.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/navigation-1.1/tabsets.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/tocify-1.9.1/jquery.tocify.css
    Deleted:    docs_RV_2021_2R_mon_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	a3006cd	Donghe-Zhu	2021-07-30	Build site.
html	a55ffdc	Donghe-Zhu	2021-07-30	Build site.
html	d5e4458	Donghe-Zhu	2021-07-30	Build site.
html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
Rmd	0f6c901	Donghe-Zhu	2021-07-29	local rebuild
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
Rmd	9627e07	Donghe-Zhu	2021-07-28	local rebuild
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
Rmd	376ec48	Donghe-Zhu	2021-07-27	local rebuild
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
Rmd	573cc5d	Donghe-Zhu	2021-07-22	local rebuild
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
Rmd	ec15bf2	Donghe-Zhu	2021-07-20	local rebuild
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
Rmd	38a8d51	Donghe-Zhu	2021-07-19	local rebuild
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
Rmd	b8bd687	Donghe-Zhu	2021-07-15	local rebuild
html	b473472	Donghe-Zhu	2021-07-15	Build site.
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, aou, nitrate, silicate, phosphate, phosphate_star

# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
lm_rm_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_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

• 56

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 + aou + silicate + phosphate + phosphate_star	139	1.9027865	587.3077	336.358743	5.398369	1982-1999 –> 2000-2009	3.193474	1.2906879	976.3092	373.816069	1	3
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	139	2.4344548	655.8079	253.369324	5.672479	1982-1999 –> 2000-2009	3.722165	1.2877104	1044.2920	324.640212	6	7
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	139	2.8186163	694.5413	78.477245	10.304643	1982-1999 –> 2000-2009	4.139140	1.3205234	1086.6619	88.748187	7	10
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	139	2.2877075	638.5239	336.737335	9.740869	1982-1999 –> 2000-2009	4.439726	2.1520185	1142.0411	398.571952	4	8
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	139	1.9823672	598.6980	75.753980	5.655261	1982-1999 –> 2000-2009	5.629501	3.6471334	1220.3831	225.549461	2	16
Atlantic	(-Inf,26]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	139	2.3700908	646.3590	11.829130	9.158705	1982-1999 –> 2000-2009	6.017407	3.6473163	1266.0553	60.703272	5	20
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	139	1.9918948	598.0309	8.414540	5.151530	1982-1999 –> 2000-2009	6.314881	4.3229863	1255.7972	45.869361	3	26
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	139	3.3199263	742.0490	67.648882	9.367137	1982-1999 –> 2000-2009	6.430065	3.1101389	1328.0567	135.041454	9	20
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	139	3.9257795	786.6480	102.641634	17.139765	1982-1999 –> 2000-2009	6.619170	2.6933901	1338.4295	105.882007	11	16
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	139	4.0989046	798.6450	16.431042	12.314234	1982-1999 –> 2000-2009	7.691231	3.5923267	1414.9385	74.543419	12	25
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	95	2.8932505	485.4506	65.004209	7.438532	2000-2009 –> 2010-2019	4.796037	1.9027865	1072.7583	401.362952	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	95	3.1299433	500.3911	119.150636	7.878062	2000-2009 –> 2010-2019	5.564398	2.4344548	1156.1990	372.519961	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	95	3.7192311	533.1665	101.737443	10.768434	2000-2009 –> 2010-2019	5.701598	1.9823672	1131.8645	177.491423	4	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	95	3.7773887	536.1146	118.986919	10.169690	2000-2009 –> 2010-2019	6.065096	2.2877075	1174.6385	455.724254	5	9
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	95	3.4148169	514.9419	4.854322	9.518598	2000-2009 –> 2010-2019	6.233433	2.8186163	1209.4832	83.331568	3	10
Atlantic	(-Inf,26]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	95	4.0382006	546.8002	6.580328	11.406109	2000-2009 –> 2010-2019	6.408291	2.3700908	1193.1591	18.409458	6	11
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	95	4.2223655	555.2735	3.519255	12.094205	2000-2009 –> 2010-2019	8.148145	3.9257795	1341.9214	106.160889	7	18
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	95	4.7531692	577.7725	2.706529	13.681491	2000-2009 –> 2010-2019	9.281632	4.5284625	1404.1238	324.869844	13	27
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	95	4.4252887	566.1921	223.773087	12.170235	2000-2009 –> 2010-2019	9.346103	4.9208148	1417.6428	554.379267	8	25
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	95	8.0446196	677.7490	22.383827	23.540077	2000-2009 –> 2010-2019	10.036514	1.9918948	1275.7799	30.798367	18	21
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	423	4.3074943	2449.8835	188.563704	10.976925	1982-1999 –> 2000-2009	8.094457	3.7869623	6375.0984	503.542843	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	423	4.7023588	2524.0844	188.505437	11.052019	1982-1999 –> 2000-2009	8.754025	4.0516660	6545.3752	498.797974	3	5
Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	423	4.6769867	2519.5073	83.764324	10.066029	1982-1999 –> 2000-2009	9.296402	4.6194153	6727.2792	167.993053	2	5
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	423	4.7346159	2527.8679	27.837212	10.186948	1982-1999 –> 2000-2009	9.386140	4.6515240	6743.4896	107.808167	4	8
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	423	5.0025669	2574.4407	28.272623	11.122494	1982-1999 –> 2000-2009	9.803819	4.8012520	6835.1140	108.365810	5	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	423	5.3857269	2638.8764	87.659690	13.610914	1982-1999 –> 2000-2009	10.596013	5.2102863	7017.8097	153.386511	6	13
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	423	5.4234445	2642.7805	14.236604	13.100159	1982-1999 –> 2000-2009	10.634478	5.2110333	7019.9177	30.350994	9	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	423	5.3870669	2639.0869	91.704595	14.096372	1982-1999 –> 2000-2009	10.659325	5.2722582	7034.8339	162.737162	7	17
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	423	5.4228815	2642.6927	38.504984	14.130884	1982-1999 –> 2000-2009	10.697567	5.2746856	7037.0942	79.091861	8	19
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	423	5.6377080	2675.5601	10.845619	12.979217	1982-1999 –> 2000-2009	10.881105	5.2433966	7061.5013	23.948062	12	21
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	434	3.1944277	2253.7407	276.080990	11.195246	2000-2009 –> 2010-2019	7.501922	4.3074943	4703.6242	464.644694	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	434	3.2499159	2268.6887	275.630391	12.451469	2000-2009 –> 2010-2019	7.952275	4.7023588	4792.7731	464.135829	2	5
Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	434	4.2133464	2494.0459	151.598375	16.436052	2000-2009 –> 2010-2019	8.890333	4.6769867	5013.5532	235.362698	14	16
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	434	4.2677695	2503.1859	150.473642	15.227623	2000-2009 –> 2010-2019	9.002385	4.7346159	5031.0538	178.310854	17	21
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	434	4.2137276	2492.1244	150.253730	16.539461	2000-2009 –> 2010-2019	9.216295	5.0025669	5066.5651	178.526353	15	20
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	434	4.1192196	2474.4348	130.915492	19.156799	2000-2009 –> 2010-2019	9.504947	5.3857269	5113.3112	218.575182	4	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	434	4.1260538	2475.8737	153.501871	18.429925	2000-2009 –> 2010-2019	9.513121	5.3870669	5114.9606	245.206466	6	13
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	434	4.1466982	2478.2058	58.407479	18.989039	2000-2009 –> 2010-2019	9.569580	5.4228815	5120.8985	96.912462	9	17
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	434	4.2901180	2507.7194	12.781325	17.976598	2000-2009 –> 2010-2019	9.713563	5.4234445	5150.4999	27.017928	21	30
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	434	4.1456288	2477.9819	4.748555	17.715032	2000-2009 –> 2010-2019	9.774909	5.6292805	5152.2764	9.979134	8	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	780	3.0291575	3956.4680	96.828310	11.492626	1982-1999 –> 2000-2009	6.336082	3.3069244	9723.3736	120.445293	1	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	780	3.0714665	3976.1061	14.650408	12.346656	1982-1999 –> 2000-2009	6.417519	3.3460526	9766.8898	35.922772	2	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	780	3.3182875	4098.6843	101.534625	9.971449	1982-1999 –> 2000-2009	6.460435	3.1421472	9753.1431	242.321194	5	6
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	780	3.3374706	4105.6767	35.655348	10.536531	1982-1999 –> 2000-2009	6.573771	3.2363006	9823.0894	168.251286	6	8
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	780	3.2316474	4055.4117	26.075358	9.704703	1982-1999 –> 2000-2009	6.725105	3.4934573	9941.0386	49.440674	3	9
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	780	3.2659812	4073.8981	84.143360	11.420067	1982-1999 –> 2000-2009	6.814115	3.5481339	9995.6908	104.686156	4	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	780	3.5645494	4208.3628	42.690217	10.134084	1982-1999 –> 2000-2009	6.929453	3.3649034	10011.5060	181.149432	10	15
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	780	3.4244666	4145.8194	3.652369	13.219442	1982-1999 –> 2000-2009	6.999278	3.5748111	10082.0913	6.741475	8	16
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	780	3.3445318	4108.9738	25.763804	10.901802	1982-1999 –> 2000-2009	7.042602	3.6980700	10119.8229	40.298078	7	18
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	780	3.5591451	4207.9959	101.582707	12.652407	1982-1999 –> 2000-2009	7.205890	3.6467446	10190.0974	121.522131	9	18
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	701	4.2675296	4037.7030	994.637393	12.775561	2000-2009 –> 2010-2019	7.287469	3.0199391	7989.4163	1346.887197	4	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	701	4.3724627	4071.7594	103.538172	12.049117	2000-2009 –> 2010-2019	7.401620	3.0291575	8028.2274	200.366482	6	8
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	701	4.2296064	4025.1886	971.118377	11.588189	2000-2009 –> 2010-2019	7.456502	3.2268952	8080.3046	1320.758405	2	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	701	4.1741003	4006.6680	222.070348	11.535780	2000-2009 –> 2010-2019	7.492388	3.3182875	8105.3523	323.604973	1	8
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	701	4.4634790	4098.6436	15.080405	13.532837	2000-2009 –> 2010-2019	7.534946	3.0714665	8074.7498	29.730813	8	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	701	4.2677052	4035.7607	154.736012	12.816097	2000-2009 –> 2010-2019	7.605176	3.3374706	8141.4374	190.391360	5	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	701	4.4137740	4082.9434	19.330867	11.154138	2000-2009 –> 2010-2019	7.645421	3.2316474	8138.3551	45.406225	7	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	701	4.2328190	4024.2530	157.597609	11.097141	2000-2009 –> 2010-2019	7.797368	3.5645494	8232.6159	200.287826	3	15
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	701	4.5460237	4126.3344	100.995334	11.628597	2000-2009 –> 2010-2019	7.812005	3.2659812	8200.2325	185.138694	9	15
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	701	4.5565960	4127.5912	18.864303	11.131293	2000-2009 –> 2010-2019	7.901128	3.3445318	8236.5650	44.628108	10	19
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1315	2.4656243	6119.2388	242.009915	22.634667	1982-1999 –> 2000-2009	4.064828	1.5992040	13479.2880	434.124760	3	4
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1315	2.5199385	6174.5451	92.881425	23.648697	1982-1999 –> 2000-2009	4.203481	1.6835424	13732.5175	257.622748	4	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1315	2.3258795	5965.7867	227.209349	9.962665	1982-1999 –> 2000-2009	4.307681	1.9818016	14160.2422	281.006480	1	4
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	1315	2.3315950	5970.2416	26.690653	11.326541	1982-1999 –> 2000-2009	4.314896	1.9833006	14165.6383	59.486897	2	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1315	2.6177274	6276.6745	222.707014	10.250014	1982-1999 –> 2000-2009	5.065437	2.4477100	15292.4902	278.767965	5	10
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1315	2.6493562	6306.2612	4.668100	11.144019	1982-1999 –> 2000-2009	5.104890	2.4555335	15332.4904	11.244430	6	12
Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1315	2.8049128	6458.3179	208.649478	12.512562	1982-1999 –> 2000-2009	5.384707	2.5797946	15678.5798	259.055104	7	14
Atlantic	(26.75,27]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1315	2.8232444	6473.4504	4.591972	12.858248	1982-1999 –> 2000-2009	5.462930	2.6396851	15780.9873	11.085295	8	16
Atlantic	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1315	2.8267330	6476.6982	5.434866	14.855991	1982-1999 –> 2000-2009	5.579608	2.7528751	15947.5615	13.088882	9	19
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1315	3.2534524	6846.4633	142.806659	16.290672	1982-1999 –> 2000-2009	6.056642	2.8031893	16387.7820	186.418963	10	21
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1421	2.2724006	6379.4415	203.401740	10.021866	2000-2009 –> 2010-2019	4.738025	2.4656243	12498.6803	445.411655	1	4
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1421	2.5651127	6723.7942	118.515118	8.843443	2000-2009 –> 2010-2019	4.890992	2.3258795	12689.5809	345.724466	2	3
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	1421	2.7704831	6940.6830	18.837049	15.377760	2000-2009 –> 2010-2019	5.102078	2.3315950	12910.9246	45.527702	5	7
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1421	2.7279144	6896.6765	147.918926	15.827519	2000-2009 –> 2010-2019	5.247853	2.5199385	13071.2215	240.800352	3	7
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1421	2.7602384	6932.1543	123.957467	9.740734	2000-2009 –> 2010-2019	5.377966	2.6177274	13208.8288	346.664481	4	9
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1421	2.9555785	7124.4828	4.154098	15.241970	2000-2009 –> 2010-2019	5.604935	2.6493562	13430.7440	8.822198	6	12
Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1421	2.9719078	7142.1414	107.465735	9.880854	2000-2009 –> 2010-2019	5.776821	2.8049128	13600.4593	316.115213	7	14
Atlantic	(26.75,27]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1421	3.0347036	7199.5666	4.580497	15.086492	2000-2009 –> 2010-2019	5.857948	2.8232444	13673.0170	9.172469	8	16
Atlantic	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1421	3.2495964	7394.0079	5.109095	20.324433	2000-2009 –> 2010-2019	6.076329	2.8267330	13870.7061	10.543961	9	18
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1421	3.5634804	7656.0599	77.155861	13.946610	2000-2009 –> 2010-2019	6.816933	3.2534524	14502.5231	219.962520	11	21
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1983	2.1635042	8702.1883	245.010156	8.910443	1982-1999 –> 2000-2009	3.792062	1.6285574	18584.9215	363.211356	1	3
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1983	2.4355164	9171.8801	516.675081	13.806537	1982-1999 –> 2000-2009	4.052934	1.6174179	19019.0870	1082.259411	4	5
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1983	2.4632836	9214.8404	72.351242	13.201659	1982-1999 –> 2000-2009	4.106531	1.6432475	19142.0533	169.501239	5	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1983	2.2580699	8871.8585	271.426860	9.641216	1982-1999 –> 2000-2009	4.481650	2.2235801	20366.5221	380.041031	2	10
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1983	2.6713291	9538.4072	456.900788	10.580277	1982-1999 –> 2000-2009	4.675032	2.0037029	20494.1370	948.471413	9	13
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1983	2.6778771	9546.1169	240.409335	10.651328	1982-1999 –> 2000-2009	4.727741	2.0498641	20617.7383	331.455051	10	15
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1983	2.5649777	9375.2831	16.575254	15.322132	1982-1999 –> 2000-2009	4.806538	2.2415604	20909.6324	33.470135	6	15
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1983	2.6059933	9440.2002	209.411007	14.300113	1982-1999 –> 2000-2009	5.060511	2.4545174	21446.3126	301.452686	7	17
Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1983	2.6469131	9499.9912	16.596356	15.685104	1982-1999 –> 2000-2009	5.147819	2.5009057	21601.0126	34.488578	8	21
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1983	3.0118616	10012.2567	436.806911	12.625366	1982-1999 –> 2000-2009	5.158129	2.1462677	21321.7511	918.333574	14	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1930	2.1403996	8428.5339	290.412019	11.509483	2000-2009 –> 2010-2019	4.303904	2.1635042	17130.7222	535.422175	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1930	2.2336267	8593.1013	310.127673	12.434926	2000-2009 –> 2010-2019	4.491696	2.2580699	17464.9598	581.554532	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1930	2.3305870	8757.1266	562.026579	15.950517	2000-2009 –> 2010-2019	4.766103	2.4355164	17929.0067	1078.701660	3	7
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1930	2.3474956	8783.0301	70.119662	15.830215	2000-2009 –> 2010-2019	4.810779	2.4632836	17997.8705	142.470904	4	9
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	1930	2.4667766	8974.3441	128.487510	9.623421	2000-2009 –> 2010-2019	4.888625	2.4218488	18121.9051	231.356855	6	9
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1930	2.4545956	8955.2362	18.074401	17.097524	2000-2009 –> 2010-2019	5.019573	2.5649777	18330.5193	34.649656	5	11
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1930	2.4864177	9006.9567	238.034679	16.337239	2000-2009 –> 2010-2019	5.092411	2.6059933	18447.1569	447.445686	7	14
Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1930	2.5093745	9040.4322	18.364341	17.297600	2000-2009 –> 2010-2019	5.156288	2.6469131	18540.4234	34.960697	8	16
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1930	2.6142298	9200.4451	567.928844	13.919533	2000-2009 –> 2010-2019	5.285559	2.6713291	18738.8522	1024.829632	10	19
Atlantic	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1930	2.5534775	9107.6835	19.210291	17.825032	2000-2009 –> 2010-2019	5.285979	2.7325017	18733.8865	35.455502	9	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3406	3.5439889	18298.7121	345.211855	10.376402	1982-1999 –> 2000-2009	6.284335	2.7403458	38898.7181	953.432748	2	5
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3406	3.5255527	18263.1828	170.886194	10.112068	1982-1999 –> 2000-2009	6.568544	3.0429916	39751.7376	473.643476	1	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	3406	3.5441619	18297.0446	47.224426	10.405178	1982-1999 –> 2000-2009	6.592888	3.0487262	39799.5690	121.313581	3	14
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3406	4.0711622	19243.3703	428.391237	15.663486	1982-1999 –> 2000-2009	6.629037	2.5578754	39258.9060	1216.355272	8	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3406	3.8611205	18880.5313	268.898000	12.698273	1982-1999 –> 2000-2009	6.715915	2.8547948	39825.5856	708.906564	5	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3406	4.1985059	19451.1814	404.529997	15.592039	1982-1999 –> 2000-2009	6.873122	2.6746157	39843.2581	1141.028533	11	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	3406	4.1080953	19302.8893	55.516093	17.248064	1982-1999 –> 2000-2009	6.886493	2.7783976	40017.8641	149.399316	10	14
Atlantic	(27.25,27.5]	3	cstar_tref ~ sal + aou + phosphate	3406	4.2213017	19486.0671	7.167851	16.195425	1982-1999 –> 2000-2009	7.085952	2.8646500	40458.3523	15.607178	12	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3406	4.2664614	19560.5552	417.775691	12.390795	1982-1999 –> 2000-2009	7.206104	2.9396423	40754.0300	1139.386322	13	21
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3406	3.8312852	18827.6897	54.504519	10.644931	1982-1999 –> 2000-2009	7.339128	3.5078432	41520.0479	140.134325	4	17
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2964	3.5720517	15972.6424	538.571860	14.755439	2000-2009 –> 2010-2019	7.116041	3.5439889	34271.3545	883.783715	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2964	3.5971946	16014.2221	337.039997	12.524551	2000-2009 –> 2010-2019	7.122747	3.5255527	34277.4049	507.926192	2	3
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	2964	3.5973623	16012.4985	40.337899	12.742518	2000-2009 –> 2010-2019	7.141524	3.5441619	34309.5431	87.562326	3	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2964	3.7610736	16278.3156	877.612523	12.933276	2000-2009 –> 2010-2019	7.481428	3.7203548	34907.8602	1492.833870	4	8
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2964	3.8777638	16459.4408	898.927923	14.891037	2000-2009 –> 2010-2019	7.723987	3.8462236	35315.6394	1541.468136	7	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2964	3.8890096	16474.6076	431.579007	16.087299	2000-2009 –> 2010-2019	7.750130	3.8611205	35355.1389	700.477007	8	15
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2964	3.9541400	16573.0635	48.461797	13.034089	2000-2009 –> 2010-2019	7.785425	3.8312852	35400.7532	102.966315	9	14
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2964	3.7973368	16335.1979	680.225739	20.848528	2000-2009 –> 2010-2019	7.868499	4.0711622	35578.5682	1108.616976	5	15
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	2964	3.8069548	16348.1935	43.065007	21.762024	2000-2009 –> 2010-2019	7.915050	4.1080953	35651.0828	98.581100	6	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2964	4.0875878	16769.8249	319.107276	15.847925	2000-2009 –> 2010-2019	8.052110	3.9645224	35830.3836	488.981571	13	21
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	6996	2.3418165	31773.9571	461.146583	14.218115	1982-1999 –> 2000-2009	4.102264	1.7604473	69771.4104	1156.108611	1	2
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	6996	2.4200429	32231.7112	409.830901	15.044012	1982-1999 –> 2000-2009	4.256056	1.8360130	71031.5895	994.626407	3	5
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	6996	2.3423345	31775.0520	31.481793	14.089067	1982-1999 –> 2000-2009	4.378940	2.0366052	72559.5168	82.699764	2	5
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	6996	2.4222149	32242.2638	3.232935	14.786408	1982-1999 –> 2000-2009	4.568913	2.1466986	74032.3891	8.315315	4	8
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6996	2.6250366	33371.3950	318.756455	14.841541	1982-1999 –> 2000-2009	5.136089	2.5110526	78166.1156	864.333600	5	12
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	6996	2.7440609	33989.8572	29.869458	19.226001	1982-1999 –> 2000-2009	5.256999	2.5129380	78796.9431	78.747880	9	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6996	2.6924158	33724.0084	16.458754	15.531512	1982-1999 –> 2000-2009	5.655799	2.9633832	81686.8787	35.698990	6	19
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6996	2.7141764	33836.6396	15.601590	15.476019	1982-1999 –> 2000-2009	5.677590	2.9634133	81799.7044	34.049428	7	21
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6996	2.7434782	33986.8856	15.710087	16.224187	1982-1999 –> 2000-2009	5.699385	2.9559064	81901.4033	34.098896	8	20
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	6996	3.4288848	37107.2212	69.643858	18.235557	1982-1999 –> 2000-2009	5.710161	2.2812766	80063.1367	193.396051	17	22
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5739	2.2321004	25516.7568	980.210643	26.189415	2000-2009 –> 2010-2019	4.513332	2.2812317	56923.9641	1854.879418	1	2
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5739	2.3258270	25986.8772	750.377556	25.840892	2000-2009 –> 2010-2019	4.634238	2.3084113	57557.8063	1447.786185	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	5739	2.4335567	26508.5799	577.945082	21.982022	2000-2009 –> 2010-2019	4.775373	2.3418165	58282.5370	1039.091665	3	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	5739	2.4381864	26528.3956	27.314067	21.831390	2000-2009 –> 2010-2019	4.780521	2.3423345	58303.4476	58.795860	4	8
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	5739	2.4678846	26667.3580	791.546091	28.138491	2000-2009 –> 2010-2019	5.118426	2.6505414	60172.0428	1513.179528	5	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	5739	2.7086283	27735.7415	548.395100	18.761791	2000-2009 –> 2010-2019	5.128671	2.4200429	59967.4527	958.226001	9	14
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	5739	2.7116875	27746.6981	2.916505	18.638896	2000-2009 –> 2010-2019	5.133902	2.4222149	59988.9619	6.149440	11	17
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5739	2.6998298	27700.3967	397.960695	22.792642	2000-2009 –> 2010-2019	5.324866	2.6250366	61071.7917	716.717149	7	14
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5739	2.6619337	27536.1446	16.220627	23.185634	2000-2009 –> 2010-2019	5.354349	2.6924158	61260.1530	32.679381	6	15
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	5739	2.7026742	27710.4829	15.363334	23.249425	2000-2009 –> 2010-2019	5.416850	2.7141764	61547.1225	30.964924	8	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	2607	1.1690813	8224.8672	27.315827	13.315972	1982-1999 –> 2000-2009	1.999142	0.8300607	16769.4924	70.932204	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	2607	1.1868590	8303.5574	24.274564	14.223874	1982-1999 –> 2000-2009	2.052417	0.8655582	17138.0470	63.790537	2	4
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	2607	1.4890689	9484.3051	3.486114	12.192997	1982-1999 –> 2000-2009	2.510100	1.0210313	19460.2667	8.199012	6	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2607	1.4013432	9169.7118	19.076819	13.238503	1982-1999 –> 2000-2009	2.642270	1.2409272	20497.7792	42.573439	3	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2607	1.4089230	9197.8380	20.288563	13.154580	1982-1999 –> 2000-2009	2.654153	1.2452303	20549.8671	44.226499	4	11
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2607	1.4518821	9354.4414	19.991995	13.214711	1982-1999 –> 2000-2009	2.726451	1.2745693	20867.6688	43.506319	5	13
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2607	1.7735171	10397.7831	212.551425	14.285414	1982-1999 –> 2000-2009	2.938712	1.1651953	21289.9715	464.883544	9	13
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + silicate + phosphate_star	2607	1.6304160	9957.1321	16.911259	13.984646	1982-1999 –> 2000-2009	2.982514	1.3520981	21877.0983	38.459755	7	16
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + phosphate + phosphate_star	2607	1.9067990	10773.5963	211.203305	13.369620	1982-1999 –> 2000-2009	3.109921	1.2031218	21885.5029	458.557272	12	17
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + phosphate + phosphate_star	2607	1.7401393	10296.7199	12.978528	11.977523	1982-1999 –> 2000-2009	3.222488	1.4823490	22853.3052	25.319047	8	19
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	2181	1.3310711	7448.8718	18.867078	5.688339	2000-2009 –> 2010-2019	2.500152	1.1690813	15673.7391	46.182905	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	2181	1.4454523	7808.4678	16.469299	5.655521	2000-2009 –> 2010-2019	2.632311	1.1868590	16112.0251	40.743862	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2181	1.6331022	8340.8899	17.861295	7.308196	2000-2009 –> 2010-2019	3.042025	1.4089230	17538.7278	38.149858	3	7
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2181	1.6412352	8362.5589	16.954141	7.318563	2000-2009 –> 2010-2019	3.042578	1.4013432	17532.2707	36.030960	4	7
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2181	1.6731701	8446.6190	16.065169	7.458609	2000-2009 –> 2010-2019	3.125052	1.4518821	17801.0604	36.057164	5	10
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + silicate + phosphate_star	2181	1.7735523	8698.7682	13.297162	7.266091	2000-2009 –> 2010-2019	3.403968	1.6304160	18655.9002	30.208422	6	13
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2181	1.8912875	8981.1286	305.567297	7.420527	2000-2009 –> 2010-2019	3.664805	1.7735171	19378.9117	518.118722	7	17
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	2181	2.3573138	9939.9242	3.816073	11.342558	2000-2009 –> 2010-2019	3.846383	1.4890689	19424.2293	7.302187	9	15
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + phosphate + phosphate_star	2181	2.2766435	9788.0370	305.561347	6.626735	2000-2009 –> 2010-2019	4.183442	1.9067990	20561.6333	516.764652	8	21
Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + phosphate + phosphate_star	2181	2.7060226	10541.6931	16.259830	13.699723	2000-2009 –> 2010-2019	4.446162	1.7401393	20838.4130	29.238358	11	19
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	2606	2.2112417	11543.5123	23.390414	25.066786	1982-1999 –> 2000-2009	3.020332	0.8090899	20152.4307	62.686331	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2606	2.3359977	11831.5721	519.592060	25.784505	1982-1999 –> 2000-2009	3.155696	0.8196987	20535.2676	1395.182355	3	5
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2606	2.3415534	11841.9531	20.146469	26.013952	1982-1999 –> 2000-2009	3.181936	0.8403824	20721.1297	55.232530	4	7
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + phosphate	2606	2.2969727	11739.7653	5.363685	24.879105	1982-1999 –> 2000-2009	3.249580	0.9526070	21509.6525	13.032463	2	6
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2606	2.4182168	12009.8621	28.733715	24.740862	1982-1999 –> 2000-2009	3.699678	1.2814608	23893.8032	56.036651	5	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2606	2.4307531	12036.8118	25.547387	24.935832	1982-1999 –> 2000-2009	3.702755	1.2720025	23867.9913	51.902318	6	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2606	2.6013182	12390.2750	416.629980	27.378150	1982-1999 –> 2000-2009	3.764502	1.1631838	23584.5232	893.272169	11	16
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + phosphate + phosphate_star	2606	2.6024698	12390.5819	401.356639	27.320625	1982-1999 –> 2000-2009	3.766018	1.1635488	23585.0643	869.086402	12	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2606	2.5069767	12197.7398	22.725843	24.650895	1982-1999 –> 2000-2009	3.862179	1.3552019	24480.1553	45.491029	7	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2606	2.5611291	12309.1237	481.214959	25.046857	1982-1999 –> 2000-2009	3.882001	1.3208724	24408.8028	1295.382678	9	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	2157	1.3326554	7372.1673	20.910709	8.481540	2000-2009 –> 2010-2019	3.543897	2.2112417	18915.6795	44.301123	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2157	1.4435042	7718.8566	758.394096	10.068946	2000-2009 –> 2010-2019	3.779502	2.3359977	19550.4287	1277.986156	2	5
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2157	1.4647563	7779.9068	18.073205	9.657462	2000-2009 –> 2010-2019	3.806310	2.3415534	19621.8599	38.219674	3	7
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2157	1.7493154	8545.7955	31.723030	13.277658	2000-2009 –> 2010-2019	4.167532	2.4182168	20555.6576	60.456745	4	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2157	1.7627238	8578.7359	29.253416	13.556687	2000-2009 –> 2010-2019	4.193477	2.4307531	20615.5478	54.800803	5	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + phosphate	2157	2.0348799	9196.1252	7.191107	8.858940	2000-2009 –> 2010-2019	4.331853	2.2969727	20935.8905	12.554792	9	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2157	1.8564279	8802.1750	20.252616	14.950962	2000-2009 –> 2010-2019	4.363405	2.5069767	20999.9148	42.978459	6	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2157	1.9965772	9116.1484	540.065345	13.483780	2000-2009 –> 2010-2019	4.597895	2.6013182	21506.4234	956.695324	7	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + silicate + phosphate_star	2157	2.0098649	9142.7640	14.461710	15.915799	2000-2009 –> 2010-2019	4.735698	2.7258327	21774.7296	30.653028	8	23
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + phosphate + phosphate_star	2157	2.1492176	9431.9590	518.272928	10.902328	2000-2009 –> 2010-2019	4.751687	2.6024698	21822.5409	919.629568	10	22
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2871	3.4632310	15292.2687	454.609451	40.458112	1982-1999 –> 2000-2009	5.832600	2.3693691	35313.5695	901.730539	1	2
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + phosphate + phosphate_star	2871	3.5129297	15372.0830	439.204258	46.649271	1982-1999 –> 2000-2009	5.885735	2.3728057	35404.0949	852.099383	2	4
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	2871	4.0070942	16129.8220	24.272490	49.454488	1982-1999 –> 2000-2009	6.545993	2.5388985	36757.1878	50.824514	3	6
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + aou + phosphate	2871	4.2580238	16476.5843	6.448827	63.130373	1982-1999 –> 2000-2009	6.807615	2.5495913	37138.8084	14.161763	5	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2871	4.1677442	16355.5319	27.297129	48.210230	1982-1999 –> 2000-2009	6.929743	2.7619984	37721.5435	50.491515	4	9
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + phosphate + phosphate_star	2871	4.4169802	16687.0349	25.474961	60.674651	1982-1999 –> 2000-2009	7.195947	2.7789671	38104.7614	45.588032	6	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2871	4.4761000	16767.3798	919.282765	55.957765	1982-1999 –> 2000-2009	7.283124	2.8070234	38277.2039	1843.064468	7	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2871	4.4877667	16780.3265	25.845570	56.978620	1982-1999 –> 2000-2009	7.312765	2.8249983	38344.1304	47.833376	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2871	4.4826783	16773.8124	19.712478	55.577448	1982-1999 –> 2000-2009	7.336997	2.8543187	38428.1702	36.704400	8	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	2871	4.5324664	16837.2359	21.652812	57.132670	1982-1999 –> 2000-2009	7.356139	2.8236721	38396.9220	45.220325	11	19
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2499	2.9796607	12560.7183	844.757644	21.601005	2000-2009 –> 2010-2019	6.442892	3.4632310	27852.9870	1299.367095	1	2
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + phosphate + phosphate_star	2499	3.0051598	12601.3078	757.538736	21.635847	2000-2009 –> 2010-2019	6.518090	3.5129297	27973.3908	1196.742994	3	5
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	2499	2.9852243	12570.0418	24.393094	21.345647	2000-2009 –> 2010-2019	6.992318	4.0070942	28699.8639	48.665584	2	5
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + aou + phosphate	2499	3.0477949	12671.7177	13.993195	21.546477	2000-2009 –> 2010-2019	7.305819	4.2580238	29148.3020	20.442022	4	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2499	3.2870614	13051.4447	37.552452	22.789313	2000-2009 –> 2010-2019	7.454806	4.1677442	29406.9766	64.849581	6	10
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + phosphate + phosphate_star	2499	3.3239009	13105.1478	37.134602	22.906047	2000-2009 –> 2010-2019	7.740881	4.4169802	29792.1827	62.609563	7	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	2499	3.2782994	13038.1042	21.760645	23.916536	2000-2009 –> 2010-2019	7.810766	4.5324664	29875.3400	43.413457	5	15
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2499	3.3901951	13205.8504	33.931952	23.365569	2000-2009 –> 2010-2019	7.877962	4.4877667	29986.1769	59.777522	8	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2499	3.4721485	13325.2331	24.005635	22.971722	2000-2009 –> 2010-2019	7.954827	4.4826783	30099.0454	43.718114	9	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2499	3.5089516	13377.9307	626.663833	23.738077	2000-2009 –> 2010-2019	8.087490	4.5785387	30273.2391	1195.789906	10	21
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	1599	1.0974103	4847.0297	45.520709	6.291911	1982-1999 –> 2000-2009	1.836540	0.7391296	10355.2130	83.272352	1	2
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	1599	1.1051556	4867.5212	34.451909	6.313609	1982-1999 –> 2000-2009	1.862589	0.7574335	10494.1086	68.175673	2	4
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	1599	1.1595136	5023.0714	41.016862	6.391574	1982-1999 –> 2000-2009	1.954212	0.7946981	10888.0457	75.542302	3	6
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + nitrate	1599	1.2301590	5210.2101	34.550311	6.207841	1982-1999 –> 2000-2009	2.126934	0.8967748	11667.9714	67.677396	4	8
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1599	1.3356393	5475.2988	71.091222	6.429957	1982-1999 –> 2000-2009	2.289858	0.9542188	12240.6581	132.608763	5	10
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + phosphate + phosphate_star	1599	1.3541327	5517.2749	66.996722	6.486651	1982-1999 –> 2000-2009	2.344342	0.9902088	12462.8606	126.101262	6	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1599	1.3772349	5573.3742	64.448672	6.687906	1982-1999 –> 2000-2009	2.362121	0.9848860	12494.4304	119.792976	7	13
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + nitrate + phosphate_star	1599	1.3784095	5574.1005	63.543271	6.699179	1982-1999 –> 2000-2009	2.363651	0.9852415	12494.9334	118.662780	8	15
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1599	1.6126145	6077.9513	34.684062	8.033252	1982-1999 –> 2000-2009	2.747854	1.1352396	13698.2917	62.098982	9	18
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate_star	1599	1.6151647	6081.0047	22.005866	8.023661	1982-1999 –> 2000-2009	2.775127	1.1599628	13805.3857	40.283372	10	20
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	1351	1.2412100	4429.8382	83.141157	5.803223	2000-2009 –> 2010-2019	2.338620	1.0974103	9276.8679	128.661866	1	2
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	1351	1.2415544	4428.5879	83.013222	5.837427	2000-2009 –> 2010-2019	2.346710	1.1051556	9296.1091	117.465131	2	4
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	1351	1.3051411	4565.5447	76.508202	6.101688	2000-2009 –> 2010-2019	2.464655	1.1595136	9588.6161	117.525063	3	6
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + nitrate	1351	1.4051674	4763.0746	75.316222	6.125268	2000-2009 –> 2010-2019	2.635326	1.2301590	9973.2848	109.866533	5	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1351	1.3974380	4750.1706	127.421029	5.803506	2000-2009 –> 2010-2019	2.733077	1.3356393	10225.4694	198.512250	4	9
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + phosphate + phosphate_star	1351	1.4062895	4765.2315	105.674614	6.105981	2000-2009 –> 2010-2019	2.760422	1.3541327	10282.5065	172.671336	6	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1351	1.4612796	4870.8743	115.359459	6.260675	2000-2009 –> 2010-2019	2.838515	1.3772349	10444.2484	179.808131	7	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + nitrate + phosphate_star	1351	1.4737500	4891.8350	104.907806	6.132026	2000-2009 –> 2010-2019	2.852159	1.3784095	10465.9355	168.451077	9	17
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate_star	1351	1.5486453	5025.7742	880.108080	6.340627	2000-2009 –> 2010-2019	3.222018	1.6733721	11220.0006	1562.423737	11	22
Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + silicate + phosphate	1351	1.4647672	4875.3154	34.397092	5.139921	2000-2009 –> 2010-2019	3.255340	1.7905729	11286.0298	66.341126	8	20
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2609	1.0046563	7440.2615	857.418874	4.022965	1982-1999 –> 2000-2009	1.794698	0.7900422	15145.8807	1472.229360	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	2609	1.0683079	7760.8056	112.471135	4.807759	1982-1999 –> 2000-2009	1.877788	0.8094797	15624.4579	191.250552	2	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	2609	1.0893438	7862.5543	105.536206	5.062654	1982-1999 –> 2000-2009	1.893509	0.8041647	15683.3741	178.224427	3	5
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + nitrate	2609	1.0893982	7860.8146	86.379599	5.052753	1982-1999 –> 2000-2009	1.899124	0.8097258	15724.4433	156.238151	4	8
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	2609	1.2117414	8416.1823	74.227224	5.099690	1982-1999 –> 2000-2009	2.203371	0.9916293	17597.4652	140.431372	5	10
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2609	1.2936768	8759.5957	100.504678	6.783847	1982-1999 –> 2000-2009	2.306770	1.0130936	18082.1161	180.005617	6	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2609	1.3377958	8934.5812	89.457816	6.294814	1982-1999 –> 2000-2009	2.367124	1.0293280	18360.4674	160.092070	7	14
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + nitrate + phosphate_star	2609	1.4052361	9189.2127	85.144898	7.132820	1982-1999 –> 2000-2009	2.527079	1.1218424	19172.7013	154.998597	8	16
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + phosphate + phosphate_star	2609	1.4653024	9407.6190	100.287755	7.247812	1982-1999 –> 2000-2009	2.708091	1.2427883	20056.8156	179.481955	9	18
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate_star	2609	1.5580536	9727.8772	828.303622	14.846663	1982-1999 –> 2000-2009	2.807816	1.2497629	20413.4615	1372.110241	11	21
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2047	1.1151095	6267.1864	788.933900	5.150067	2000-2009 –> 2010-2019	2.119766	1.0046563	13707.4479	1646.352774	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	2047	1.1177083	6276.7166	125.921128	5.651139	2000-2009 –> 2010-2019	2.186016	1.0683079	14037.5222	238.392263	2	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	2047	1.1403169	6358.7021	118.343002	5.819514	2000-2009 –> 2010-2019	2.229661	1.0893438	14221.2563	223.879209	3	6
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + nitrate	2047	1.1517028	6397.3773	117.547000	5.799374	2000-2009 –> 2010-2019	2.241101	1.0893982	14258.1920	203.926599	4	8
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	2047	1.1960640	6552.1085	112.057013	5.600321	2000-2009 –> 2010-2019	2.407805	1.2117414	14968.2909	186.284237	5	10
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2047	1.2218357	6641.3852	99.209480	5.822042	2000-2009 –> 2010-2019	2.515512	1.2936768	15400.9808	199.714158	6	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2047	1.2715299	6804.5984	90.124354	6.336079	2000-2009 –> 2010-2019	2.609326	1.3377958	15739.1796	179.582170	8	15
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + nitrate + phosphate_star	2047	1.2810875	6833.2562	89.135709	6.326509	2000-2009 –> 2010-2019	2.686324	1.4052361	16022.4690	174.280607	9	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + silicate + phosphate	2047	1.2556549	6751.1633	37.583879	5.412392	2000-2009 –> 2010-2019	2.748226	1.4925712	16254.9951	95.885726	7	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + phosphate + phosphate_star	2047	1.3224790	6963.4401	98.990550	5.934640	2000-2009 –> 2010-2019	2.787781	1.4653024	16371.0591	199.278304	10	19
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4360	0.7396639	9757.5466	946.931618	4.956378	1982-1999 –> 2000-2009	1.354501	0.6148375	21032.9151	1479.347304	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4360	0.8823350	11293.5438	763.474212	5.351795	1982-1999 –> 2000-2009	1.552659	0.6703237	23610.3115	1241.334981	3	5
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4360	0.8663200	11133.8162	919.395938	9.925477	1982-1999 –> 2000-2009	1.636276	0.7699558	25123.9831	1413.734494	2	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	4360	0.9755222	12169.0418	200.848242	7.560554	1982-1999 –> 2000-2009	1.702330	0.7268081	25462.7785	400.499708	4	7
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + aou + nitrate	4360	0.9757902	12169.4372	111.412189	7.400242	1982-1999 –> 2000-2009	1.703327	0.7275371	25473.2814	224.555493	5	9
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + silicate	4360	1.1718693	13766.1373	32.488317	19.601471	1982-1999 –> 2000-2009	2.138769	0.9668993	30504.7496	59.860240	7	13
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	4360	1.1726929	13772.2636	349.171992	19.364573	1982-1999 –> 2000-2009	2.176917	1.0042242	30968.2695	576.716889	8	15
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	4360	1.1806779	13833.4377	92.519036	15.612932	1982-1999 –> 2000-2009	2.204821	1.0241428	31268.6239	163.423075	10	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	4360	1.1365197	13501.0485	194.675973	13.719791	1982-1999 –> 2000-2009	2.216582	1.0800626	31578.2321	387.191268	6	18
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + nitrate + phosphate_star	4360	1.1904557	13903.3556	57.719328	17.279786	1982-1999 –> 2000-2009	2.247590	1.0571340	31719.4174	99.482519	13	22
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3862	0.6999945	8218.8638	862.630944	3.638319	2000-2009 –> 2010-2019	1.439658	0.7396639	17976.4104	1809.562562	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3862	0.8208099	9446.6713	776.469573	2.732897	2000-2009 –> 2010-2019	1.687130	0.8663200	20580.4875	1695.865511	3	5
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3862	0.8117401	9360.8475	689.929578	4.758507	2000-2009 –> 2010-2019	1.694075	0.8823350	20654.3913	1453.403790	2	5
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	3862	0.9207713	10334.3141	230.606082	5.619576	2000-2009 –> 2010-2019	1.896293	0.9755222	22503.3559	431.454324	4	8
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + aou + nitrate	3862	0.9238334	10357.9585	138.336073	5.598114	2000-2009 –> 2010-2019	1.899624	0.9757902	22527.3957	249.748262	5	10
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	3862	1.0343349	11232.6328	71.721529	4.645756	2000-2009 –> 2010-2019	2.215013	1.1806779	25066.0705	164.240565	6	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + nitrate + phosphate_star	3862	1.0370148	11250.6195	46.333853	4.495463	2000-2009 –> 2010-2019	2.227470	1.1904557	25153.9751	104.053181	7	20
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + silicate	3862	1.0722523	11508.7184	39.915181	4.833635	2000-2009 –> 2010-2019	2.244122	1.1718693	25274.8557	72.403498	11	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	3862	1.1224772	11864.2969	213.569892	5.268428	2000-2009 –> 2010-2019	2.258997	1.1365197	25365.3454	408.245865	17	23
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	3862	1.0978194	11690.7303	222.981705	5.155953	2000-2009 –> 2010-2019	2.270512	1.1726929	25462.9939	572.153696	15	23
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7165	0.7173484	15587.0550	201.403787	4.610532	1982-1999 –> 2000-2009	1.274467	0.5571190	31796.5981	492.067275	1	2
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	7165	0.7291483	15818.8563	35.481393	4.488356	1982-1999 –> 2000-2009	1.307734	0.5785853	32760.6163	84.868667	2	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7165	0.7651506	16509.4970	110.702213	4.392340	1982-1999 –> 2000-2009	1.366577	0.6014267	34203.1738	271.241745	3	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7165	0.7685194	16572.4519	301.526344	4.411417	1982-1999 –> 2000-2009	1.370707	0.6021877	34290.6839	581.163001	4	8
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	7165	0.7983659	17116.4412	7.660621	4.495058	1982-1999 –> 2000-2009	1.409834	0.6114685	35129.6892	21.659258	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	7165	0.8888089	18656.2681	144.839696	12.260879	1982-1999 –> 2000-2009	1.570232	0.6814229	38775.0835	389.266812	7	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	7165	0.8599308	18182.9448	468.193054	4.561342	1982-1999 –> 2000-2009	1.592228	0.7322968	39700.0535	788.087516	6	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	7165	0.9134345	19047.8995	28.717571	5.234050	1982-1999 –> 2000-2009	1.758611	0.8451762	43349.0437	57.928527	9	17
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	7165	0.9106209	19005.6919	262.256939	4.854402	1982-1999 –> 2000-2009	1.774161	0.8635397	43726.2653	788.564645	8	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	7165	0.9160881	19089.4685	41.046574	4.544589	1982-1999 –> 2000-2009	1.780772	0.8646838	43833.7547	106.394491	10	21
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6247	0.6552959	12461.3988	457.744736	4.125491	2000-2009 –> 2010-2019	1.372644	0.7173484	28048.4539	659.148523	1	2
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	6247	0.7238228	13702.0486	120.817219	4.564440	2000-2009 –> 2010-2019	1.452971	0.7291483	29520.9049	156.298611	2	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	6247	0.7335566	13868.9460	389.530804	4.140407	2000-2009 –> 2010-2019	1.498707	0.7651506	30378.4430	500.233017	3	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6247	0.7368516	13924.9413	473.949554	4.094247	2000-2009 –> 2010-2019	1.505371	0.7685194	30497.3932	775.475898	4	8
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	6247	0.7376152	13935.8817	19.007388	4.224023	2000-2009 –> 2010-2019	1.535981	0.7983659	31052.3230	26.668010	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6247	0.7578628	14276.2196	449.451312	5.439801	2000-2009 –> 2010-2019	1.646672	0.8888089	32932.4877	594.291008	6	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	6247	0.8321776	15444.9529	468.009782	3.979941	2000-2009 –> 2010-2019	1.692108	0.8599308	33627.8977	936.202836	7	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6247	0.9474760	17066.1203	49.930871	4.675900	2000-2009 –> 2010-2019	1.860910	0.9134345	36114.0197	78.648442	10	18
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	6247	0.9524127	17129.0505	27.957727	5.579510	2000-2009 –> 2010-2019	1.888422	0.9360090	36524.7946	40.342447	11	21
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	6247	1.0225064	18018.2948	148.160885	6.997083	2000-2009 –> 2010-2019	1.938594	0.9160881	37107.7633	189.207460	12	21
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3097	5.5029261	19365.4094	113.505781	32.267657	1982-1999 –> 2000-2009	10.980227	5.4773013	32668.6968	211.390063	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3097	5.6626877	19542.6735	113.504152	17.682113	1982-1999 –> 2000-2009	11.228370	5.5656827	32914.1514	214.164030	2	4
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3097	5.9137092	19809.3358	113.061721	20.511058	1982-1999 –> 2000-2009	11.678116	5.7644063	33328.2652	210.890058	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3097	8.1405646	21790.8533	89.910818	28.532262	1982-1999 –> 2000-2009	17.521421	9.3808560	37386.2700	186.632572	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3097	8.3320926	21932.8953	89.080250	30.528312	1982-1999 –> 2000-2009	17.713798	9.3817053	37526.6977	185.617604	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3097	8.9333195	22364.4525	83.673903	36.780445	1982-1999 –> 2000-2009	20.904309	11.9709894	38996.5217	180.045836	6	12
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + phosphate + phosphate_star	3097	9.2043935	22547.6089	83.281700	32.705757	1982-1999 –> 2000-2009	21.176377	11.9719838	39178.0321	179.467309	7	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3097	11.2752053	23808.5274	17.626316	61.683700	1982-1999 –> 2000-2009	24.498653	13.2234482	40866.4899	32.352356	8	17
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3097	11.4030377	23878.3567	18.111169	50.529824	1982-1999 –> 2000-2009	24.569722	13.1666843	40917.9930	33.314239	10	18
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3097	11.4173709	23884.1374	16.596738	49.868545	1982-1999 –> 2000-2009	24.660024	13.2426533	40946.2825	29.743198	11	21
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4002	5.2233101	24602.8470	144.188774	46.915980	2000-2009 –> 2010-2019	10.726236	5.5029261	43968.2564	257.694555	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4002	5.3422625	24783.0807	144.257536	35.313189	2000-2009 –> 2010-2019	11.004950	5.6626877	44325.7541	257.761689	2	4
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4002	5.5675478	25111.6895	144.108327	29.198384	2000-2009 –> 2010-2019	11.481257	5.9137092	44921.0253	257.170048	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4002	6.6590761	26546.6140	94.256324	34.103415	2000-2009 –> 2010-2019	14.799641	8.1405646	48337.4672	184.167142	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4002	6.7152960	26611.9048	93.048900	35.362632	2000-2009 –> 2010-2019	15.047389	8.3320926	48544.8001	182.129149	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4002	7.1554885	27120.0931	87.472347	34.029045	2000-2009 –> 2010-2019	16.088808	8.9333195	49484.5455	171.146250	6	12
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + phosphate + phosphate_star	4002	7.2755617	27251.2903	87.011073	35.960837	2000-2009 –> 2010-2019	16.479955	9.2043935	49798.8992	170.292773	7	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4002	9.0827542	29031.0293	17.462607	54.079580	2000-2009 –> 2010-2019	20.357959	11.2752053	52839.5568	35.088924	8	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4002	9.1356081	29075.4708	16.691477	57.542440	2000-2009 –> 2010-2019	20.436269	11.3006608	52895.9664	34.082097	10	19
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4002	9.0842485	29030.3460	16.672626	54.698484	2000-2009 –> 2010-2019	20.501634	11.4173849	52914.4911	34.204618	9	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3001	4.0530485	16930.0839	536.024394	16.448601	1982-1999 –> 2000-2009	7.719879	3.6668304	34243.1299	1123.151396	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3001	4.3535922	17359.4189	536.807178	15.810806	1982-1999 –> 2000-2009	8.210284	3.8566922	34993.7337	1133.001870	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3001	4.5051887	17564.8581	296.731627	13.904560	1982-1999 –> 2000-2009	8.526412	4.0212235	35465.0376	603.323325	3	6
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3001	4.6951211	17810.7056	296.280885	14.340988	1982-1999 –> 2000-2009	9.071772	4.3766512	36247.9009	560.475646	4	9
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3001	4.7690523	17904.4790	532.228939	19.302585	1982-1999 –> 2000-2009	9.083715	4.3146629	36250.8940	1114.538028	5	9
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3001	5.0207061	18213.1197	295.659940	16.052605	1982-1999 –> 2000-2009	9.630951	4.6102452	36981.2251	602.095029	6	12
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	3001	5.6304156	18899.0249	294.096576	19.182552	1982-1999 –> 2000-2009	10.820948	5.1905320	38419.6153	556.559394	7	14
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3001	6.5692953	19828.6733	43.934284	19.310969	1982-1999 –> 2000-2009	12.576233	6.0069380	40282.9100	86.021750	8	16
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	3001	6.6595372	19908.5611	42.713900	18.816752	1982-1999 –> 2000-2009	12.716299	6.0567615	40413.3652	83.546203	9	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3001	6.8554860	20082.6144	43.225630	22.687332	1982-1999 –> 2000-2009	13.202677	6.3471910	40885.4899	82.548808	10	20
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3089	3.6545228	16786.6773	553.234668	34.533471	2000-2009 –> 2010-2019	7.707571	4.0530485	33716.7612	1089.259063	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3089	4.0243423	17382.2116	334.809188	29.216987	2000-2009 –> 2010-2019	8.529531	4.5051887	34947.0697	631.540816	2	5
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3089	4.1993078	17645.1361	516.429964	38.959946	2000-2009 –> 2010-2019	8.552900	4.3535922	35004.5550	1053.237142	4	6
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3089	4.1261249	17534.5207	320.312452	24.745454	2000-2009 –> 2010-2019	8.821246	4.6951211	35345.2262	616.593337	3	7
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3089	4.6889493	18324.5006	516.332879	28.440525	2000-2009 –> 2010-2019	9.458002	4.7690523	36228.9795	1048.561818	5	10
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3089	5.0402412	18770.8327	331.977940	25.006717	2000-2009 –> 2010-2019	10.060947	5.0207061	36983.9524	627.637880	6	12
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	3089	5.8329906	19671.2896	320.178095	17.608426	2000-2009 –> 2010-2019	11.463406	5.6304156	38570.3145	614.274671	7	14
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3089	6.3154939	20166.2931	43.811419	24.175713	2000-2009 –> 2010-2019	12.884789	6.5692953	39994.9664	87.745703	8	16
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	3089	6.3178525	20166.5999	43.785141	24.332121	2000-2009 –> 2010-2019	12.977390	6.6595372	40075.1610	86.499042	9	18
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3089	6.6091160	20447.0458	13.060159	26.794943	2000-2009 –> 2010-2019	13.592740	6.9836235	40642.8095	25.303354	10	21
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2685	4.3071517	15475.3865	672.689479	22.358959	1982-1999 –> 2000-2009	7.661019	3.3538674	30595.9231	1195.355440	1	2
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2685	4.5011992	15710.0264	615.337095	19.392226	1982-1999 –> 2000-2009	8.022683	3.5214840	31108.7861	1050.378433	2	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2685	4.7331947	15979.9040	665.894613	23.675753	1982-1999 –> 2000-2009	8.341159	3.6079646	31518.0690	1180.180597	3	6
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + phosphate + phosphate_star	2685	5.1621908	16443.8089	586.487259	19.206835	1982-1999 –> 2000-2009	9.036960	3.8747687	32389.9061	994.919136	4	8
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2685	5.6796954	16960.8401	107.156876	21.459013	1982-1999 –> 2000-2009	10.015630	4.3359348	33557.0822	181.154929	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2685	5.7342219	17010.1475	104.574939	22.914756	1982-1999 –> 2000-2009	10.104388	4.3701657	33649.5744	170.531274	6	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2685	5.9172311	17178.8544	105.063732	23.725656	1982-1999 –> 2000-2009	10.342906	4.4256747	33890.8063	178.405887	7	14
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ sal + aou + phosphate	2685	6.0699946	17313.7309	103.557543	26.930354	1982-1999 –> 2000-2009	10.564813	4.4948187	34112.7607	166.989254	8	16
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2685	6.2891085	17508.1598	23.981194	30.244005	1982-1999 –> 2000-2009	11.219361	4.9302526	34842.4928	41.648635	9	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2685	6.2929911	17509.4739	21.819063	30.348539	1982-1999 –> 2000-2009	11.223280	4.9302888	34841.8491	36.361173	10	20
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2837	3.2521710	14756.5346	599.386338	15.558910	2000-2009 –> 2010-2019	7.559323	4.3071517	30231.9210	1272.075817	1	2
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2837	3.3264070	14882.5966	506.139889	15.971603	2000-2009 –> 2010-2019	7.827606	4.5011992	30592.6230	1121.476984	2	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2837	4.2798032	16312.5258	573.729279	19.852287	2000-2009 –> 2010-2019	9.012998	4.7331947	32292.4298	1239.623892	3	6
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + phosphate + phosphate_star	2837	5.1414173	17351.2607	505.678540	17.301932	2000-2009 –> 2010-2019	10.303608	5.1621908	33795.0696	1092.165799	6	10
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2837	4.8355733	17007.2795	72.018109	20.781485	2000-2009 –> 2010-2019	10.515269	5.6796954	33968.1196	179.174984	4	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2837	4.8422649	17013.1259	68.586419	20.375468	2000-2009 –> 2010-2019	10.576487	5.7342219	34023.2734	173.161358	5	11
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2837	5.2834218	17509.8498	11.879301	24.637980	2000-2009 –> 2010-2019	11.589594	6.3061720	35032.5596	30.027610	7	18
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2837	5.3140752	17542.6742	14.307670	24.645537	2000-2009 –> 2010-2019	11.603184	6.2891085	35050.8339	38.288864	8	17
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2837	5.3171688	17543.9763	9.992609	24.544775	2000-2009 –> 2010-2019	11.623359	6.3061906	35064.7020	26.261383	9	21
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2837	5.3192894	17546.2388	11.043598	23.781041	2000-2009 –> 2010-2019	11.647933	6.3286435	35086.0500	28.883353	10	23
Indo-Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3955	3.8461745	21893.1988	754.801532	17.094512	1982-1999 –> 2000-2009	6.905458	3.0592836	40676.8073	1335.368366	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3955	3.8532186	21905.6725	723.731923	16.876332	1982-1999 –> 2000-2009	6.975036	3.1218171	40836.9758	1274.632326	2	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3955	4.2890432	22753.2675	679.478620	13.885621	1982-1999 –> 2000-2009	7.703474	3.4144312	42347.3995	1167.623959	3	6
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + phosphate + phosphate_star	3955	4.3882868	22932.2104	597.876399	13.226897	1982-1999 –> 2000-2009	7.966618	3.5783317	42871.2033	1016.290643	4	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3955	5.1439582	24192.9826	99.079947	17.312714	1982-1999 –> 2000-2009	9.670151	4.5261924	45874.3899	176.045927	5	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3955	5.1439645	24190.9923	99.079877	17.311155	1982-1999 –> 2000-2009	9.671236	4.5272713	45872.1628	175.385478	6	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	3955	5.3440354	24492.8140	96.024940	17.432024	1982-1999 –> 2000-2009	9.956888	4.6128528	46312.5277	167.293426	7	14
Indo-Pacific	(26.75,27]	3	cstar_tref ~ sal + aou + phosphate	3955	5.3633383	24519.3338	95.702847	16.888490	1982-1999 –> 2000-2009	9.988909	4.6255710	46357.4166	166.932535	8	16
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3955	5.5626185	24811.9092	19.770450	19.338152	1982-1999 –> 2000-2009	10.655328	5.0927099	47365.7554	36.938254	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3955	5.5670792	24816.2497	19.293920	19.585695	1982-1999 –> 2000-2009	10.660179	5.0930995	47368.6620	36.420746	10	20
Indo-Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3551	3.1717295	18288.9770	658.830760	17.592212	2000-2009 –> 2010-2019	7.017904	3.8461745	40182.1757	1413.632291	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3551	3.6359621	19257.0869	658.778967	19.701340	2000-2009 –> 2010-2019	7.489181	3.8532186	41162.7594	1382.510890	3	5
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3551	3.6254604	19236.5445	507.648157	13.129697	2000-2009 –> 2010-2019	7.914504	4.2890432	41989.8120	1187.126777	2	5
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + phosphate + phosphate_star	3551	4.6691790	21031.3645	461.785438	16.123459	2000-2009 –> 2010-2019	9.057466	4.3882868	43963.5749	1059.661838	4	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3551	4.8744240	21340.8832	73.641075	14.686042	2000-2009 –> 2010-2019	10.018382	5.1439582	45533.8658	172.721023	5	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	3551	4.9189685	21403.4895	66.952410	15.803002	2000-2009 –> 2010-2019	10.263004	5.3440354	45896.3035	162.977350	6	13
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3551	5.3474749	21996.6885	72.957892	15.774971	2000-2009 –> 2010-2019	10.491439	5.1439645	46187.6808	172.037769	7	13
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3551	5.3908806	22056.1030	13.642076	18.728186	2000-2009 –> 2010-2019	10.953499	5.5626185	46868.0121	33.412526	8	17
Indo-Pacific	(26.75,27]	3	cstar_tref ~ sal + aou + phosphate	3551	5.6297814	22360.0590	66.862649	15.700771	2000-2009 –> 2010-2019	10.993120	5.3633383	46879.3928	162.565495	14	22
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	3551	5.3908899	22054.1152	12.167656	18.710769	2000-2009 –> 2010-2019	11.044073	5.6531830	46991.7693	30.150822	9	20
Indo-Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5025	2.9314164	25082.9636	732.654465	9.770102	1982-1999 –> 2000-2009	5.629183	2.6977670	45829.8619	1363.747845	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	5025	3.1338195	25751.9704	699.873847	10.180186	1982-1999 –> 2000-2009	5.902427	2.7686071	46719.7287	1235.670769	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	5025	3.8699509	27872.4124	630.770104	12.079466	1982-1999 –> 2000-2009	7.073044	3.2030929	50093.5229	1246.980043	3	6
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + phosphate + phosphate_star	5025	3.8893199	27920.5869	548.595756	12.145071	1982-1999 –> 2000-2009	7.092525	3.2032057	50140.0001	1024.968870	4	8
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5025	4.3502715	29050.2268	98.364204	16.774653	1982-1999 –> 2000-2009	8.444429	4.0941573	53383.6650	183.113386	5	10
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5025	4.7034940	29832.8040	96.451585	17.757828	1982-1999 –> 2000-2009	9.074004	4.3705103	54725.8539	181.033873	6	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	5025	4.7980167	30032.7689	96.146731	14.590020	1982-1999 –> 2000-2009	9.266954	4.4689370	55117.3032	180.443144	7	14
Indo-Pacific	(27,27.25]	3	cstar_tref ~ sal + aou + phosphate	5025	4.9400515	30323.9586	95.269370	15.730027	1982-1999 –> 2000-2009	9.517209	4.5771578	55612.2229	179.527505	8	16
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5025	5.0177002	30484.6978	20.625461	19.224340	1982-1999 –> 2000-2009	9.988931	4.9712310	56487.0645	41.648991	9	18
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5025	5.2270515	30895.4982	19.692804	20.135025	1982-1999 –> 2000-2009	10.340785	5.1137334	57140.8636	39.495301	10	20
Indo-Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4714	2.6024191	22409.0824	785.227696	9.531113	2000-2009 –> 2010-2019	5.533836	2.9314164	47492.0460	1517.882161	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4714	2.6258296	22491.5144	756.177790	9.947679	2000-2009 –> 2010-2019	5.759649	3.1338195	48243.4848	1456.051637	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4714	3.8059352	25990.8565	618.708209	14.137380	2000-2009 –> 2010-2019	7.675886	3.8699509	53863.2690	1249.478314	3	6
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + phosphate + phosphate_star	4714	3.8601643	26122.2441	509.144058	13.605312	2000-2009 –> 2010-2019	7.749484	3.8893199	54042.8310	1057.739814	4	8
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4714	4.4263249	27416.5590	82.525601	14.835322	2000-2009 –> 2010-2019	8.776596	4.3502715	56466.7858	180.889805	5	10
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4714	4.4918538	27553.1116	80.390771	16.435961	2000-2009 –> 2010-2019	9.195348	4.7034940	57385.9155	176.842356	6	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	4714	4.7826346	28144.4930	76.125416	18.576191	2000-2009 –> 2010-2019	9.580651	4.7980167	58177.2619	172.272148	7	14
Indo-Pacific	(27,27.25]	3	cstar_tref ~ sal + aou + phosphate	4714	4.7829444	28143.1037	75.871214	18.651977	2000-2009 –> 2010-2019	9.722996	4.9400515	58467.0622	171.140584	8	16
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4714	4.9935861	28553.4314	14.520367	17.976237	2000-2009 –> 2010-2019	10.011286	5.0177002	59038.1292	35.145829	9	18
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4714	5.1681008	28877.2921	14.623626	18.887100	2000-2009 –> 2010-2019	10.395152	5.2270515	59772.7903	34.316430	13	23
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6501	2.9463255	32512.4644	82.860017	9.483975	1982-1999 –> 2000-2009	5.475437	2.5291119	61110.5704	158.081073	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6501	3.1050003	33194.4843	33.056228	9.858497	1982-1999 –> 2000-2009	5.800849	2.6958483	62570.2191	58.866929	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6501	3.1755426	33486.5704	35.622640	9.948697	1982-1999 –> 2000-2009	5.926034	2.7504914	63106.7170	63.379452	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	6501	3.3797042	34294.7208	81.933696	11.814146	1982-1999 –> 2000-2009	6.140073	2.7603691	63956.5305	148.774772	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6501	3.4246092	34466.3366	27.835743	12.028498	1982-1999 –> 2000-2009	6.247692	2.8230831	64401.7723	47.811436	5	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6501	3.4662368	34623.4287	31.643504	12.259318	1982-1999 –> 2000-2009	6.324148	2.8579115	64708.2096	54.671768	6	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6501	3.7675547	35707.2320	77.393947	15.927539	1982-1999 –> 2000-2009	6.876223	3.1086684	66816.3921	149.748297	7	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6501	3.9381267	36282.9473	72.863807	18.285308	1982-1999 –> 2000-2009	6.937977	2.9998503	66958.1086	123.593468	10	17
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ sal + aou + phosphate	6501	3.8686817	36049.6240	75.189318	17.015685	1982-1999 –> 2000-2009	7.001795	3.1331129	67252.1847	137.940166	8	18
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ aou + silicate + phosphate	6501	4.0904056	36774.2298	72.790629	19.132692	1982-1999 –> 2000-2009	7.210470	3.1200640	67925.9571	122.524479	11	20
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6119	3.2107642	31654.7065	75.378985	10.170237	2000-2009 –> 2010-2019	6.157090	2.9463255	64167.1709	158.239002	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6119	3.3645387	32227.2235	28.790442	11.082658	2000-2009 –> 2010-2019	6.469539	3.1050003	65421.7079	61.846670	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6119	3.4375248	32489.8607	30.573456	11.547244	2000-2009 –> 2010-2019	6.613067	3.1755426	65976.4311	66.196095	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	6119	3.5803720	32986.1313	69.275973	12.297338	2000-2009 –> 2010-2019	6.960076	3.3797042	67280.8521	151.209669	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6119	3.6250468	33137.8884	21.817727	11.617322	2000-2009 –> 2010-2019	7.049656	3.4246092	67604.2250	49.653470	5	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6119	3.6638752	33268.2744	24.675322	11.495975	2000-2009 –> 2010-2019	7.130112	3.4662368	67891.7031	56.318826	6	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6119	3.8443727	33856.7882	67.039175	14.469066	2000-2009 –> 2010-2019	7.611927	3.7675547	69564.0202	144.433121	8	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6119	3.6995664	33386.9127	70.831478	17.925862	2000-2009 –> 2010-2019	7.637693	3.9381267	69669.8600	143.695285	7	17
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ sal + aou + phosphate	6119	3.9065056	34050.9979	62.210993	15.345022	2000-2009 –> 2010-2019	7.775187	3.8686817	70100.6219	137.400311	9	17
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ aou + silicate + phosphate	6119	3.9312725	34128.3409	66.070885	17.168023	2000-2009 –> 2010-2019	8.021678	4.0904056	70902.5707	138.861513	11	22
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	7488	2.7753439	36551.1451	137.426654	9.648176	1982-1999 –> 2000-2009	4.988922	2.2135778	66580.8649	264.362530	2	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	7488	2.7740644	36544.2392	46.277924	9.953135	1982-1999 –> 2000-2009	5.080759	2.3066945	67132.7044	83.982215	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7488	2.7797860	36575.0959	49.090705	9.989357	1982-1999 –> 2000-2009	5.094634	2.3148483	67211.4093	92.676106	3	6
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	7488	2.9309341	37366.0337	29.955338	12.700202	1982-1999 –> 2000-2009	5.258696	2.3277617	68075.7813	56.071740	6	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	7488	2.8940392	37176.3173	34.877916	10.389183	1982-1999 –> 2000-2009	5.280043	2.3860038	68221.1698	59.882144	5	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	7488	2.8845057	37126.9022	40.258603	10.489914	1982-1999 –> 2000-2009	5.282037	2.3975312	68237.1090	68.947965	4	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	7488	2.9508661	37467.5340	137.234680	10.245643	1982-1999 –> 2000-2009	5.296091	2.3452249	68278.6310	260.066530	7	12
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7488	3.0930138	38172.1135	125.394851	9.956516	1982-1999 –> 2000-2009	5.539580	2.4465659	69556.8539	247.486669	8	16
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	7488	3.1189424	38295.1332	116.975150	10.279597	1982-1999 –> 2000-2009	5.589745	2.4708021	69811.5406	227.743467	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ sal + silicate + phosphate_star	7488	3.2043212	38699.5796	2.105273	11.196735	1982-1999 –> 2000-2009	5.716894	2.5125732	70443.3146	5.251856	15	25
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6787	3.2297988	35189.0985	116.691301	12.294606	2000-2009 –> 2010-2019	6.005143	2.7753439	71740.2435	254.117954	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6787	3.2556814	35297.4429	38.072650	11.558811	2000-2009 –> 2010-2019	6.029746	2.7740644	71841.6821	84.350573	2	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6787	3.2664059	35342.0833	40.797001	11.388053	2000-2009 –> 2010-2019	6.046192	2.7797860	71917.1792	89.887705	3	6
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6787	3.3396351	35641.0365	29.989692	12.549207	2000-2009 –> 2010-2019	6.224141	2.8845057	72767.9387	70.248295	4	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6787	3.3411178	35647.0612	25.398742	12.950834	2000-2009 –> 2010-2019	6.235157	2.8940392	72823.3786	60.276657	5	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	6787	3.3549186	35703.0147	104.390292	13.943492	2000-2009 –> 2010-2019	6.305785	2.9508661	73170.5488	241.624972	6	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6787	3.4739022	36176.0821	17.922510	13.062070	2000-2009 –> 2010-2019	6.404836	2.9309341	73542.1157	47.877848	9	15
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6787	3.4526652	36092.8457	89.812521	14.413624	2000-2009 –> 2010-2019	6.545679	3.0930138	74264.9593	215.207372	7	15
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ sal + aou + phosphate	6787	3.4630566	36131.6377	80.556901	14.686081	2000-2009 –> 2010-2019	6.581999	3.1189424	74426.7709	197.532051	8	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	6787	3.5286337	36388.2741	11.087553	14.137021	2000-2009 –> 2010-2019	6.713775	3.1851414	74999.9439	36.789093	10	21
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2872	2.1921999	12672.8805	453.601813	9.345081	1982-1999 –> 2000-2009	4.079994	1.8877945	23616.0104	933.361513	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2872	2.2239436	12755.4589	139.209683	9.459453	1982-1999 –> 2000-2009	4.172736	1.9487926	23867.7690	294.772444	2	4
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2872	2.2282145	12764.4790	444.391598	8.542674	1982-1999 –> 2000-2009	4.185336	1.9571217	23897.4784	893.844918	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2872	2.2392562	12794.8726	130.473419	9.645385	1982-1999 –> 2000-2009	4.234375	1.9951184	24032.1677	262.091514	5	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	2872	2.2506321	12821.9796	133.736268	9.336163	1982-1999 –> 2000-2009	4.250212	1.9995797	24069.1576	284.979766	7	12
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	2872	2.2305138	12770.4033	407.186037	9.290363	1982-1999 –> 2000-2009	4.257468	2.0269543	24089.9187	838.163696	4	10
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	2872	2.2454307	12806.6894	368.756996	8.740203	1982-1999 –> 2000-2009	4.295550	2.0501188	24184.6586	735.831733	6	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2872	2.2641086	12856.2712	123.316434	8.592581	1982-1999 –> 2000-2009	4.300803	2.0366941	24201.2889	262.044022	11	18
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2872	2.2560529	12835.7977	60.947968	9.932476	1982-1999 –> 2000-2009	4.321335	2.0652819	24254.9696	107.807470	8	17
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2872	2.2615572	12849.7948	62.293457	9.424161	1982-1999 –> 2000-2009	4.354247	2.0926903	24339.1042	116.244017	9	20
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2622	2.6562357	12577.8296	403.167124	10.633847	2000-2009 –> 2010-2019	4.848436	2.1921999	25250.7101	856.768937	1	2
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2622	2.6649064	12592.9195	401.067710	10.757935	2000-2009 –> 2010-2019	4.893121	2.2282145	25357.3985	845.459308	2	5
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2622	2.6921121	12648.1835	109.183882	10.157931	2000-2009 –> 2010-2019	4.916056	2.2239436	25403.6424	248.393565	3	5
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	2622	2.6955753	12652.9253	106.122640	10.104378	2000-2009 –> 2010-2019	4.946207	2.2506321	25474.9049	239.858909	4	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	2622	2.7187093	12697.7383	360.279308	11.145757	2000-2009 –> 2010-2019	4.949223	2.2305138	25468.1415	767.465344	7	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2622	2.6995945	12660.7383	96.619072	10.273537	2000-2009 –> 2010-2019	4.963703	2.2641086	25517.0095	219.935506	5	16
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + phosphate	2622	2.7187473	12695.8116	341.103150	11.142158	2000-2009 –> 2010-2019	4.964178	2.2454307	25502.5010	709.860146	8	14
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2622	2.7271664	12716.0255	103.125003	10.015146	2000-2009 –> 2010-2019	4.966423	2.2392562	25510.8981	233.598422	9	14
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	2622	2.7011812	12661.8196	93.399495	10.223536	2000-2009 –> 2010-2019	4.983759	2.2825779	25562.7571	213.313430	6	20
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2622	2.7561472	12769.4579	48.283220	10.661326	2000-2009 –> 2010-2019	5.017704	2.2615572	25619.2528	110.576676	11	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3417	1.9480678	14268.1970	304.521540	7.600592	1982-1999 –> 2000-2009	3.621321	1.6732530	25841.9044	639.484300	1	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3417	1.9533970	14286.8668	500.812901	7.897136	1982-1999 –> 2000-2009	3.624275	1.6708777	25852.0821	1026.918856	2	3
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	3417	1.9551655	14291.0510	223.010994	7.841845	1982-1999 –> 2000-2009	3.631724	1.6765589	25874.5576	496.605038	3	6
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3417	2.0090025	14478.6863	310.773471	8.197915	1982-1999 –> 2000-2009	3.783313	1.7743109	26402.9584	657.938674	4	8
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3417	2.0388954	14577.6234	303.963783	8.023516	1982-1999 –> 2000-2009	3.889060	1.8501646	26750.1495	624.387363	5	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	3417	2.0421699	14588.5902	380.923067	8.007766	1982-1999 –> 2000-2009	3.889804	1.8476343	26752.9351	849.567229	6	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3417	2.0698523	14680.6053	292.419348	5.859967	1982-1999 –> 2000-2009	3.903488	1.8336360	26799.4865	617.956867	8	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3417	2.0844386	14728.5960	500.795640	6.205787	1982-1999 –> 2000-2009	3.912945	1.8285060	26830.7291	1022.159796	13	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	3417	2.0859302	14731.4846	207.513349	6.154411	1982-1999 –> 2000-2009	3.926383	1.8404525	26870.5475	474.724019	14	21
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	3417	2.0674558	14672.6884	61.253941	8.677939	1982-1999 –> 2000-2009	3.966845	1.8993887	27002.1818	113.595523	7	17
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3246	2.0617891	13923.1919	286.477445	8.484397	2000-2009 –> 2010-2019	4.009857	1.9480678	28191.3890	590.998984	1	2
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3246	2.1506568	14197.1491	472.677312	7.424603	2000-2009 –> 2010-2019	4.104054	1.9533970	28484.0159	973.490213	3	5
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	3246	2.1703223	14254.2418	237.353159	7.515328	2000-2009 –> 2010-2019	4.125488	1.9551655	28545.2928	460.364153	4	7
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3246	2.0968948	14030.7995	274.581539	8.901480	2000-2009 –> 2010-2019	4.166747	2.0698523	28711.4049	567.000887	2	10
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3246	2.1833560	14295.1125	299.434438	7.588673	2000-2009 –> 2010-2019	4.192359	2.0090025	28773.7988	610.207909	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3246	2.1833902	14293.2141	278.400764	7.585079	2000-2009 –> 2010-2019	4.222285	2.0388954	28870.8375	582.364547	6	11
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3246	2.2152521	14387.2664	464.942407	6.895275	2000-2009 –> 2010-2019	4.299691	2.0844386	29115.8625	965.738047	7	20
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	3246	2.2447017	14471.0026	196.924570	7.555223	2000-2009 –> 2010-2019	4.330632	2.0859302	29202.4872	404.437919	10	24
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	3246	2.3005991	14632.6857	375.887506	7.411507	2000-2009 –> 2010-2019	4.342769	2.0421699	29221.2759	756.810573	14	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3246	2.2827991	14582.2612	50.516767	7.268671	2000-2009 –> 2010-2019	4.364735	2.0819360	29302.6471	111.254065	11	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3733	1.9037780	15414.7071	751.766279	6.787609	1982-1999 –> 2000-2009	3.622029	1.7182509	28738.7734	1130.566375	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	3733	1.9312798	15519.7885	281.915682	6.838318	1982-1999 –> 2000-2009	3.651588	1.7203083	28849.9801	538.997617	2	4
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	3733	1.9435927	15567.2371	342.125855	6.677267	1982-1999 –> 2000-2009	3.735333	1.7917405	29173.6729	662.534430	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3733	2.0141736	15835.5555	892.910711	7.566729	1982-1999 –> 2000-2009	3.862299	1.8481250	29654.3734	1290.437044	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	3733	2.0245732	15872.0047	61.253260	7.457322	1982-1999 –> 2000-2009	3.913574	1.8890003	29837.3616	108.130425	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	3733	2.0313382	15896.9104	59.254991	7.509199	1982-1999 –> 2000-2009	3.944977	1.9136387	29950.2572	108.530225	6	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3733	2.0472112	15955.0234	716.399635	7.286005	1982-1999 –> 2000-2009	3.951900	1.9046887	29976.5392	1078.197701	9	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3733	2.0399328	15928.4325	65.517908	7.716028	1982-1999 –> 2000-2009	3.964505	1.9245724	30020.4639	120.339465	7	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + silicate + phosphate_star	3733	2.0402890	15927.7361	7.147058	7.746804	1982-1999 –> 2000-2009	3.965377	1.9250877	30019.5853	12.859324	8	18
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3733	2.0558983	15986.6375	882.199177	7.978817	1982-1999 –> 2000-2009	3.984609	1.9287110	30093.2547	1224.984890	10	21
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4673	1.6451887	17928.3530	994.516060	4.956223	2000-2009 –> 2010-2019	3.548967	1.9037780	33343.0601	1746.282339	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	4673	1.8244457	18892.9268	539.993473	8.683980	2000-2009 –> 2010-2019	3.755725	1.9312798	34412.7153	821.909156	3	5
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4673	1.7649998	18583.3348	994.436483	5.247288	2000-2009 –> 2010-2019	3.812211	2.0472112	34538.3582	1710.836118	2	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	4673	1.9095908	19319.2238	540.886115	7.816120	2000-2009 –> 2010-2019	3.853184	1.9435927	34886.4609	883.011970	8	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	4673	1.9007128	19275.6715	96.377777	6.716444	2000-2009 –> 2010-2019	3.925286	2.0245732	35147.6762	157.631037	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	4673	1.9095275	19318.9143	80.874963	6.355423	2000-2009 –> 2010-2019	3.940866	2.0313382	35215.8247	140.129953	7	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	4673	1.9059928	19301.5976	94.629027	6.108195	2000-2009 –> 2010-2019	3.945926	2.0399328	35230.0302	160.146935	6	12
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + silicate + phosphate_star	4673	1.9096481	19317.5045	12.864161	6.322953	2000-2009 –> 2010-2019	3.949937	2.0402890	35245.2407	20.011219	9	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + nitrate + silicate	4673	1.9038600	19289.1340	83.014208	7.055039	2000-2009 –> 2010-2019	3.966020	2.0621601	35296.4766	143.141896	5	14
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + silicate + phosphate	4673	1.9162961	19349.9836	75.581762	7.191101	2000-2009 –> 2010-2019	3.983900	2.0676039	35377.0095	134.820764	10	20
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	2330	1.6599823	8985.9740	463.200738	11.811796	1982-1999 –> 2000-2009	3.157535	1.4975525	17404.5922	880.123714	1	2
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	2330	1.7657069	9273.7018	542.330452	10.141482	1982-1999 –> 2000-2009	3.420358	1.6546511	18152.4041	1099.078755	2	6
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2330	1.8266270	9431.7688	902.819103	13.967632	1982-1999 –> 2000-2009	3.454462	1.6278347	18235.1135	1509.355614	7	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2330	1.7918151	9342.1014	108.394110	10.215937	1982-1999 –> 2000-2009	3.462172	1.6703566	18264.3732	223.210924	3	8
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + phosphate	2330	1.8355700	9452.5281	410.381906	14.130031	1982-1999 –> 2000-2009	3.480713	1.6451432	18302.6526	727.124822	10	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2330	1.8061835	9379.3204	76.816713	10.658042	1982-1999 –> 2000-2009	3.483099	1.6769157	18319.6670	160.620825	5	11
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2330	1.7966201	9354.5811	992.248644	8.134224	1982-1999 –> 2000-2009	3.517098	1.7204782	18413.2072	1459.115365	4	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2330	1.8215989	9418.9237	115.460186	11.231723	1982-1999 –> 2000-2009	3.531630	1.7100312	18449.4597	238.944666	6	13
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + silicate + phosphate_star	2330	1.8276333	9432.3354	10.905838	11.739997	1982-1999 –> 2000-2009	3.546032	1.7183990	18483.3846	17.328143	8	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + silicate + phosphate	2330	1.8311473	9441.2866	86.469764	7.308634	1982-1999 –> 2000-2009	3.573602	1.7424545	18556.4505	168.349439	9	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	2666	1.6722753	10319.4154	529.085756	9.177872	2000-2009 –> 2010-2019	3.332258	1.6599823	19305.3894	992.286495	2	3
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	2666	1.6458581	10234.5127	575.785637	8.487829	2000-2009 –> 2010-2019	3.411565	1.7657069	19508.2145	1118.116089	1	3
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2666	1.7350550	10515.9207	171.960338	6.894437	2000-2009 –> 2010-2019	3.526870	1.7918151	19858.0222	280.354448	6	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2666	1.6769468	10334.2897	888.080241	7.192005	2000-2009 –> 2010-2019	3.528592	1.8516455	19829.4515	1661.321616	3	12
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2666	1.7265931	10489.8531	128.116588	6.842149	2000-2009 –> 2010-2019	3.532777	1.8061835	19869.1734	204.933301	4	8
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + silicate + phosphate	2666	1.7362240	10517.5119	155.924675	6.449531	2000-2009 –> 2010-2019	3.567371	1.8311473	19958.7985	242.394439	7	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2666	1.7675108	10614.7393	185.433591	7.531955	2000-2009 –> 2010-2019	3.589110	1.8215989	20033.6631	300.893777	9	14
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + silicate + phosphate_star	2666	1.7703625	10621.3350	14.783235	7.729384	2000-2009 –> 2010-2019	3.597996	1.8276333	20053.6704	25.689073	10	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + nitrate + silicate	2666	1.7306464	10500.3554	127.722807	6.032311	2000-2009 –> 2010-2019	3.599143	1.8684969	20035.7349	197.797808	5	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ sal + aou + nitrate	2666	1.7637068	10601.2515	514.978114	10.333195	2000-2009 –> 2010-2019	3.628199	1.8644921	20126.6324	927.754596	8	18
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5429	1.5114789	19906.1502	510.588076	9.710002	1982-1999 –> 2000-2009	2.825917	1.3144379	38035.0396	856.100157	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5429	1.5402343	20110.7800	429.244323	8.913127	1982-1999 –> 2000-2009	2.950855	1.4106205	38995.5919	747.663147	2	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	5429	1.5409260	20113.6547	428.088809	8.739834	1982-1999 –> 2000-2009	3.004933	1.4640069	39394.0927	683.953866	3	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	5429	1.6423644	20805.8891	190.681829	9.076664	1982-1999 –> 2000-2009	3.014311	1.3719465	39391.1387	337.107718	4	6
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5429	1.6934253	21138.3218	40.708274	8.009916	1982-1999 –> 2000-2009	3.217814	1.5243887	40851.3761	76.623185	5	10
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5429	1.7558485	21533.3697	561.116280	8.461400	1982-1999 –> 2000-2009	3.367301	1.6114523	41842.9497	943.520187	7	15
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	5429	1.7874354	21724.9641	396.845057	8.576864	1982-1999 –> 2000-2009	3.374977	1.5875414	41872.5267	549.999153	9	15
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + silicate + phosphate	5429	1.6968361	21158.1694	35.952577	7.592726	1982-1999 –> 2000-2009	3.383877	1.6870410	41954.4240	70.565237	6	18
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5429	1.7652490	21589.3463	43.910449	8.115327	1982-1999 –> 2000-2009	3.387220	1.6219714	41966.5716	84.951475	8	18
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	5429	1.7911892	21747.7428	39.276692	7.805296	1982-1999 –> 2000-2009	3.468822	1.6776328	42486.1366	85.875718	11	22
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5861	1.3291716	19982.3615	558.050059	5.524997	2000-2009 –> 2010-2019	2.840651	1.5114789	39888.5116	1068.638136	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5861	1.3478207	20145.6856	481.415400	4.829846	2000-2009 –> 2010-2019	2.888055	1.5402343	40256.4655	910.659723	3	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	5861	1.3478258	20143.7295	448.601246	4.827244	2000-2009 –> 2010-2019	2.888752	1.5409260	40257.3842	876.690055	4	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	5861	1.3428247	20100.1546	310.469930	6.971417	2000-2009 –> 2010-2019	2.985189	1.6423644	40906.0437	501.151760	2	6
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5861	1.3744189	20372.7568	53.273937	6.653865	2000-2009 –> 2010-2019	3.067844	1.6934253	41511.0786	93.982211	5	10
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + silicate + phosphate	5861	1.3766213	20389.5256	42.586175	6.432304	2000-2009 –> 2010-2019	3.073457	1.6968361	41547.6950	78.538752	6	12
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5861	1.4297441	20837.3593	572.770116	6.970462	2000-2009 –> 2010-2019	3.185593	1.7558485	42370.7289	1133.886395	7	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5861	1.4305796	20842.2074	58.443801	6.653719	2000-2009 –> 2010-2019	3.195829	1.7652490	42431.5537	102.354250	8	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	5861	1.4387325	20908.8218	61.836321	7.813278	2000-2009 –> 2010-2019	3.229922	1.7911892	42656.5646	101.113013	9	20
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	5861	1.4418074	20933.8478	279.205573	7.291624	2000-2009 –> 2010-2019	3.232957	1.7911499	42681.3525	426.754406	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	12018	0.6959099	25405.7148	283.813428	8.813133	1982-1999 –> 2000-2009	1.468658	0.7727484	52910.7898	406.733833	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	12018	0.7341394	26691.1288	228.916684	8.667605	1982-1999 –> 2000-2009	1.591614	0.8574751	56659.4201	338.591700	2	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	12018	0.7984891	28708.6914	228.401816	7.431749	1982-1999 –> 2000-2009	1.750052	0.9515626	61139.9714	320.939871	3	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	12018	0.8966181	31494.6713	124.375487	8.017241	1982-1999 –> 2000-2009	1.858745	0.9621271	64187.3595	222.514792	5	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	12018	0.8941182	31429.5627	270.894542	8.387408	1982-1999 –> 2000-2009	1.945458	1.0513393	66223.6866	401.679673	4	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	12018	0.9859412	33777.2921	209.352434	8.976910	1982-1999 –> 2000-2009	1.984046	0.9981049	67339.1696	273.478075	8	14
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	12018	0.9231409	32195.3659	867.407849	7.316971	1982-1999 –> 2000-2009	1.984543	1.0614017	67213.0170	1471.572039	6	15
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	12018	1.0165900	34513.0927	283.202415	9.924392	1982-1999 –> 2000-2009	1.999665	0.9830749	67715.7338	404.863264	11	16
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ nitrate + silicate + phosphate	12018	1.0303243	34833.6475	191.825256	10.984395	1982-1999 –> 2000-2009	2.028786	0.9984622	68401.9997	252.899558	12	19
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	12018	0.9727563	33453.6904	16.605833	8.468665	1982-1999 –> 2000-2009	2.103313	1.1305563	69965.7576	31.071458	7	17
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	16048	0.6738191	32884.9538	233.592411	5.192359	2000-2009 –> 2010-2019	1.369729	0.6959099	58290.6686	517.405839	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	16048	0.6937859	33822.2136	154.674451	4.754700	2000-2009 –> 2010-2019	1.427925	0.7341394	60513.3424	383.591134	2	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	16048	0.7004063	34125.0374	149.404001	4.325584	2000-2009 –> 2010-2019	1.498895	0.7984891	62833.7288	377.805818	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	16048	0.7943254	38165.7584	179.165691	5.130357	2000-2009 –> 2010-2019	1.688444	0.8941182	69595.3211	450.060233	4	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	16048	0.8001080	38396.5693	180.555433	6.137962	2000-2009 –> 2010-2019	1.696726	0.8966181	69891.2406	304.930920	5	10
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	16048	0.8597880	40705.5276	16.753573	7.050817	2000-2009 –> 2010-2019	1.832544	0.9727563	74159.2180	33.359406	6	13
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	16048	0.9291257	43194.8357	767.985506	7.297753	2000-2009 –> 2010-2019	1.852267	0.9231409	75390.2016	1635.393355	13	19
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	16048	0.8788105	41407.8982	16.611483	7.113866	2000-2009 –> 2010-2019	1.870647	0.9918366	75328.4850	33.004669	7	16
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	16048	0.9147788	42695.3644	115.800040	7.742235	2000-2009 –> 2010-2019	1.900720	0.9859412	76472.6566	325.152473	11	19
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	16048	0.9118349	42591.9064	18.042745	6.910384	2000-2009 –> 2010-2019	1.927514	1.0156792	77083.4532	33.584337	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	6262	1.3322113	21377.1729	279.694432	8.701024	1982-1999 –> 2000-2009	2.305445	0.9732337	42376.8465	615.366080	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6262	1.3386473	21437.5314	388.771801	9.128419	1982-1999 –> 2000-2009	2.361257	1.0226098	43183.4007	838.293411	8	10
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	6262	1.3330981	21385.5065	392.315188	8.598127	1982-1999 –> 2000-2009	2.373137	1.0400394	43386.2029	879.258264	3	6
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6262	1.3408335	21455.9685	50.903456	9.282297	1982-1999 –> 2000-2009	2.390002	1.0491688	43586.4410	75.285102	12	16
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6262	1.3324604	21379.5141	330.628646	8.719082	1982-1999 –> 2000-2009	2.397944	1.0654835	43744.6472	724.646648	2	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6262	1.3387199	21436.2102	49.138784	9.144860	1982-1999 –> 2000-2009	2.423136	1.0844163	44064.9142	58.494912	10	18
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6262	1.3641674	21674.0431	315.476498	9.932919	1982-1999 –> 2000-2009	2.431554	1.0673862	44066.0780	710.086064	14	20
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	6262	1.3331230	21383.7405	277.922945	8.618042	1982-1999 –> 2000-2009	2.435893	1.1027704	44265.5098	483.224023	4	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6262	1.3342785	21394.5913	56.556566	8.968515	1982-1999 –> 2000-2009	2.442947	1.1086686	44356.7904	76.451395	6	19
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	6262	1.3650586	21680.2215	71.859080	10.067375	1982-1999 –> 2000-2009	2.451280	1.0862211	44333.9994	92.331212	15	24
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6665	1.4147471	23553.3048	529.665142	7.154664	2000-2009 –> 2010-2019	2.747208	1.3324604	44932.8188	860.293788	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6665	1.4214636	23616.4393	511.504736	7.037169	2000-2009 –> 2010-2019	2.760111	1.3386473	45053.9707	900.276537	6	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6665	1.4214828	23614.6186	28.893936	7.047925	2000-2009 –> 2010-2019	2.760203	1.3387199	45050.8288	78.032720	7	17
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	6665	1.4325168	23719.6909	428.359166	6.694481	2000-2009 –> 2010-2019	2.764728	1.3322113	45096.8639	708.053597	14	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6665	1.4325320	23717.8324	32.212842	6.687602	2000-2009 –> 2010-2019	2.773366	1.3408335	45173.8009	83.116298	15	27
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6665	1.4138494	23544.8438	508.582871	7.092253	2000-2009 –> 2010-2019	2.778017	1.3641674	45218.8869	824.059369	1	16
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6665	1.4450719	23834.0111	40.267642	6.792267	2000-2009 –> 2010-2019	2.779350	1.3342785	45228.6024	96.824208	20	26
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	6665	1.4220950	23620.3586	49.630108	7.016164	2000-2009 –> 2010-2019	2.787154	1.3650586	45300.5801	121.489188	8	24
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	6665	1.4631130	24001.4004	563.930207	6.578203	2000-2009 –> 2010-2019	2.796211	1.3330981	45386.9069	956.245395	23	26
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	6665	1.4636860	24004.6198	242.748039	6.632473	2000-2009 –> 2010-2019	2.797917	1.3342311	45398.7663	461.622134	26	31

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	5.419676	1207.296
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	7.158125	1237.757
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	9.880333	6839.751
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	9.063933	5025.952
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	6.750425	9940.674
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.593402	8122.726
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	4.954510	14995.758
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	5.548988	13345.669
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	4.600895	20350.317
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	4.910092	18143.530
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.818152	40012.807
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.595694	35089.773
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	5.044220	76980.909
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	5.018053	59507.528
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	2.683817	20318.900
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	3.388688	18351.691
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	3.528468	22673.882
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	4.227126	20629.867
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	6.848666	37388.639
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	7.418585	29310.750
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	2.266323	12060.190
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	2.744684	10205.907
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	2.238537	17586.118
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.453152	15098.139
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.893377	27674.256
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.983289	23056.528
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	1.520532	37756.496
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	1.639238	32580.448
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	18.493102	37472.940
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	15.692410	48803.076
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	10.155917	37418.330
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	10.404852	37150.980
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	9.653220	33050.725
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	10.225936	33513.758
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	9.015328	44588.330
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	9.524257	44565.535
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	8.232949	52525.009
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	8.440088	55294.958
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	6.394070	64880.666
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.142603	67857.916
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	5.312740	68354.938
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	6.309245	73149.476
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	4.245206	24055.252
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	4.944881	25466.722
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	3.814916	26497.753
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	4.215862	28841.901
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.859619	29631.426
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.868202	34869.285
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	3.462670	18258.130
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	3.531388	19857.875
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	3.199603	40678.985
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	3.058825	41450.738
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	1.871488	64175.691
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.706541	69955.832
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	2.401260	43736.483
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	2.774426	45184.203

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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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	phosphate	phosphate_star	sal	silicate
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	7	10	8	7	7
(26,26.5]	10	7	8	6	7	7
(26.5,26.75]	9	7	7	7	7	7
(26.75,27]	7	6	7	7	8	9
(27,27.25]	8	5	8	7	10	7
(27.25,27.5]	10	6	7	5	8	6
(27.5,27.75]	8	3	6	7	9	8
(27.75,27.85]	6	2	6	7	8	7
(27.85,27.95]	8	4	5	7	8	7
(27.95,28.05]	7	3	6	7	8	7
(28.05,28.1]	6	4	4	6	10	5
(28.1,28.15]	6	6	4	6	9	4
(28.15,28.2]	8	9	2	5	7	6
(28.2, Inf]	8	8	4	6	9	6
total	107.00	77.00	84.00	91.00	115.00	93.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	6	6	9	10	7	7
(26,26.5]	10	8	7	7	7	6
(26.5,26.75]	10	7	8	7	7	6
(26.75,27]	7	6	7	7	8	9
(27,27.25]	7	6	6	7	10	9
(27.25,27.5]	10	8	6	6	8	7
(27.5,27.75]	7	5	8	6	10	6
(27.75,27.85]	6	2	6	7	8	7
(27.85,27.95]	7	3	5	7	8	8
(27.95,28.05]	7	3	6	7	8	6
(28.05,28.1]	5	5	5	5	9	5
(28.1,28.15]	5	5	5	5	10	5
(28.15,28.2]	8	9	2	5	7	6
(28.2, Inf]	7	9	3	6	9	5
total	102.00	82.00	83.00	92.00	116.00	92.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	6	9	10	6	5
(26,26.5]	10	5	10	7	6	5
(26.5,26.75]	8	5	10	6	6	6
(26.75,27]	8	6	10	6	6	5
(27,27.25]	9	6	9	6	6	6
(27.25,27.5]	8	5	8	4	8	8
(27.5,27.75]	6	5	6	6	10	8
(27.75,27.85]	8	7	5	5	10	7
(27.85,27.95]	7	9	5	4	10	7
(27.95,28.05]	5	6	4	7	10	9
(28.05,28.1]	5	4	6	4	10	8
(28.1,28.2]	4	6	7	6	9	10
(28.2,28.3]	5	7	9	5	6	10
(28.3, Inf]	7	6	6	8	10	8
total	98.00	83.00	104.00	84.00	113.00	102.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	10	6	7	10	5	5
(26,26.5]	10	5	9	8	6	6
(26.5,26.75]	8	6	7	8	6	8
(26.75,27]	8	5	10	6	6	6
(27,27.25]	9	6	9	6	6	6
(27.25,27.5]	8	5	8	4	8	8
(27.5,27.75]	6	6	7	6	10	7
(27.75,27.85]	9	7	5	4	10	6
(27.85,27.95]	8	8	5	4	10	7
(27.95,28.05]	5	5	3	6	10	9
(28.05,28.1]	5	5	3	5	10	8
(28.1,28.2]	5	6	6	5	10	10
(28.2,28.3]	5	6	7	7	8	10
(28.3, Inf]	6	7	6	8	10	8
total	102.00	83.00	92.00	87.00	115.00	104.00

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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
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