eMLR - model fitting

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-07-31

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: 7f1b16f

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 7f1b16f. 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_rN_CESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rN_NorESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rP_rP*_aO_CESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rP_rP*_aO_NorESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rS_CESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rS_NorESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rT_CESM/
    Untracked:  docs_GV_2021_2R_ann_nafilled_rT_NorESM/
    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_rN_NorESM/
    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_rP_rP*_aO_NorESM/
    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_rS_NorESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rT_CESM/
    Untracked:  docs_GV_2021_2R_ann_standard_rT_CESM1/
    Untracked:  docs_GV_2021_2R_ann_standard_rT_NorESM/
    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	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
html	43bc7b4	Donghe-Zhu	2021-07-30	Build site.
html	f8c34a8	Donghe-Zhu	2021-07-30	Build site.
html	4f897c4	Donghe-Zhu	2021-07-30	Build site.
html	0f6e960	Donghe-Zhu	2021-07-30	Build site.
html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
html	f945f95	Donghe-Zhu	2021-07-30	Build site.
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:

• temp, oxygen, aou, nitrate, phosphate, phosphate_star

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
lm_rm_si <- lm_all %>%
  filter(str_detect(lm_coeff, "silicate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
  filter(str_detect(lm_coeff_filter, "silicate") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

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

lm_rm <- bind_rows(lm_rm_ph, lm_rm_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:

• 49

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]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	250	5.8249986	1602.5486485	95.824276	15.2723238	1982-1999 –> 2000-2009	10.9195390	5.0945404	4033.9524	219.712931	1	2
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	250	5.8288696	1602.8808106	54.267320	15.2964875	1982-1999 –> 2000-2009	10.9344484	5.1055788	4036.0031	130.380774	2	4
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	250	5.8384731	1603.7039204	72.396762	15.5853200	1982-1999 –> 2000-2009	10.9511378	5.1126647	4037.9274	167.902048	3	6
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	250	5.8395057	1601.7923418	52.667895	14.6826550	1982-1999 –> 2000-2009	11.0459913	5.2064856	4048.4542	124.680695	4	9
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	250	5.9058108	1609.4376419	137.395145	16.7311323	1982-1999 –> 2000-2009	11.1085549	5.2027441	4057.5287	355.131893	5	9
Atlantic	(-Inf,26]	3	cstar_tref ~ oxygen + aou + nitrate	250	6.0408958	1618.7454225	50.322614	16.4269098	1982-1999 –> 2000-2009	11.2540188	5.2131230	4066.4188	126.394199	6	12
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + aou + nitrate	250	6.0680142	1620.9849659	50.334169	16.9660037	1982-1999 –> 2000-2009	11.3163454	5.2483313	4074.0028	120.915534	7	14
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + oxygen + nitrate	250	6.1905220	1630.9789714	59.850492	18.7386977	1982-1999 –> 2000-2009	11.6035401	5.4130181	4108.5288	130.512728	8	16
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate	250	6.2164957	1633.0724416	66.918205	18.1311255	1982-1999 –> 2000-2009	11.9936963	5.7772007	4162.3215	153.976163	9	18
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + nitrate + phosphate	250	6.4492932	1651.4545373	13.258759	15.2579059	1982-1999 –> 2000-2009	12.4411097	5.9918165	4209.6651	28.162831	10	20
Atlantic	(-Inf,26]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	318	5.0874099	1949.0698899	61.539939	15.5569858	2000-2009 –> 2010-2019	10.9124085	5.8249986	3551.6185	157.364215	1	2
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	318	5.0899415	1949.3862975	34.671630	15.5444065	2000-2009 –> 2010-2019	10.9188111	5.8288696	3552.2671	88.938949	2	4
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	318	5.0916793	1949.6033994	39.948878	15.5986811	2000-2009 –> 2010-2019	10.9301524	5.8384731	3553.3073	112.345640	3	6
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	318	5.1560263	1955.5905956	33.734607	14.4887442	2000-2009 –> 2010-2019	10.9955319	5.8395057	3557.3829	86.402501	7	11
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	318	5.1439212	1956.0956778	41.167265	16.3809368	2000-2009 –> 2010-2019	11.0497321	5.9058108	3565.5333	104.614549	5	10
Atlantic	(-Inf,26]	3	cstar_tref ~ oxygen + aou + nitrate	318	5.1389619	1953.4821979	34.553541	16.5036402	2000-2009 –> 2010-2019	11.1798577	6.0408958	3572.2276	84.876155	4	10
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + aou + nitrate	318	5.1442305	1954.1339101	33.806311	16.6820501	2000-2009 –> 2010-2019	11.2122447	6.0680142	3575.1189	84.140480	6	13
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + oxygen + nitrate	318	5.2048648	1961.5865154	41.141258	17.2757277	2000-2009 –> 2010-2019	11.3953868	6.1905220	3592.5655	100.991750	8	16
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate	318	5.4730893	1993.5451989	36.934099	12.8624623	2000-2009 –> 2010-2019	11.6895850	6.2164957	3626.6176	103.852304	9	18
Atlantic	(-Inf,26]	3	cstar_tref ~ temp + nitrate + phosphate	318	6.2556493	2078.5413328	14.387038	15.8924519	2000-2009 –> 2010-2019	12.7049425	6.4492932	3729.9959	27.645797	10	20
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	931	4.0521388	5259.4574391	279.884929	15.7625035	1982-1999 –> 2000-2009	9.2259973	5.1738585	13460.7356	483.659400	5	6
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	931	4.0384316	5253.1481814	480.089040	15.5663876	1982-1999 –> 2000-2009	9.2313690	5.1929373	13464.2687	804.635434	1	5
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	931	4.0461514	5256.7041349	258.340233	15.3605715	1982-1999 –> 2000-2009	9.2370593	5.1909079	13466.7794	405.349387	3	6
Atlantic	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	931	4.0458653	5256.5724509	479.578689	15.4633545	1982-1999 –> 2000-2009	9.2671094	5.2212441	13482.2294	994.722224	2	8
Atlantic	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate_star	931	4.0461642	5254.7100046	91.440963	15.3767693	1982-1999 –> 2000-2009	9.4527503	5.4065862	13571.6418	204.131470	4	12
Atlantic	(26,26.5]	3	cstar_tref ~ temp + aou + nitrate	931	4.3377222	5384.2680773	64.740503	17.9944408	1982-1999 –> 2000-2009	9.5347814	5.1970592	13595.5102	151.618227	6	11
Atlantic	(26,26.5]	3	cstar_tref ~ temp + oxygen + nitrate	931	4.3663279	5396.5069943	67.866391	18.6689277	1982-1999 –> 2000-2009	9.5437878	5.1774599	13597.6458	156.984395	8	10
Atlantic	(26,26.5]	3	cstar_tref ~ oxygen + aou + nitrate	931	4.3501603	5389.5996049	121.071875	17.4987068	1982-1999 –> 2000-2009	9.5742452	5.2240848	13614.7110	300.062223	7	14
Atlantic	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate	931	4.5423869	5470.1123135	146.471575	22.6656183	1982-1999 –> 2000-2009	10.3791352	5.8367483	13991.7548	285.147016	9	18
Atlantic	(26,26.5]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	931	5.1119551	5690.0691125	260.964514	25.1346307	1982-1999 –> 2000-2009	11.0731911	5.9612360	14268.1437	450.202721	10	25
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1138	5.2505701	7015.8783561	264.633801	36.7837610	2000-2009 –> 2010-2019	9.2890018	4.0384316	12269.0265	744.722841	2	3
Atlantic	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	1138	5.2461334	7013.9543399	345.114815	36.8507275	2000-2009 –> 2010-2019	9.2919987	4.0458653	12270.5268	824.693505	1	3
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1138	5.2527843	7016.8379478	123.879015	37.0148484	2000-2009 –> 2010-2019	9.2989357	4.0461514	12273.5421	382.219247	3	6
Atlantic	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1138	5.2848861	7030.7051162	129.589382	36.6706926	2000-2009 –> 2010-2019	9.3370249	4.0521388	12290.1626	403.581899	6	11
Atlantic	(26,26.5]	3	cstar_tref ~ temp + aou + nitrate	1138	5.2656703	7020.4145467	59.490084	39.6263702	2000-2009 –> 2010-2019	9.6033925	4.3377222	12404.6826	124.230587	5	11
Atlantic	(26,26.5]	3	cstar_tref ~ oxygen + aou + nitrate	1138	5.2629018	7019.2175960	106.964658	39.8314226	2000-2009 –> 2010-2019	9.6130622	4.3501603	12408.8172	228.036533	4	11
Atlantic	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate_star	1138	5.6020426	7161.3509096	76.000593	48.5042605	2000-2009 –> 2010-2019	9.6482068	4.0461642	12416.0609	167.441556	8	12
Atlantic	(26,26.5]	3	cstar_tref ~ temp + oxygen + nitrate	1138	5.2943241	7032.7660960	61.379308	38.9554996	2000-2009 –> 2010-2019	9.6606520	4.3663279	12429.2731	129.245699	7	15
Atlantic	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate	1138	6.4114305	7468.4996895	98.713966	52.3178372	2000-2009 –> 2010-2019	10.9538174	4.5423869	12938.6120	245.185541	13	22
Atlantic	(26,26.5]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	1138	6.5509848	7517.5087237	122.622477	42.1459836	2000-2009 –> 2010-2019	11.6629399	5.1119551	13207.5778	336.333468	15	25
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1005	3.0442502	5101.7082857	639.729990	30.1595236	1982-1999 –> 2000-2009	6.6068087	3.5625584	12434.3027	896.846006	1	2
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1005	3.1386782	5163.1079640	650.062128	29.3966928	1982-1999 –> 2000-2009	6.7108538	3.5721757	12503.0406	922.720508	3	5
Atlantic	(26.5,26.75]	3	cstar_tref ~ oxygen + aou + nitrate	1005	3.1418196	5163.1187251	326.956526	21.0317463	1982-1999 –> 2000-2009	6.7592646	3.6174450	12535.3299	645.006096	4	8
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + nitrate	1005	3.2117427	5207.3619440	124.494132	20.4230235	1982-1999 –> 2000-2009	6.8272410	3.6154983	12578.1078	226.675115	5	8
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + oxygen + nitrate	1005	3.3000307	5261.8693308	121.663382	19.6423411	1982-1999 –> 2000-2009	6.9242017	3.6241710	12639.1368	224.508325	6	11
Atlantic	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	1005	3.0834202	5125.4057344	215.633211	34.3944442	1982-1999 –> 2000-2009	7.2183387	4.1349184	12861.5472	382.499745	2	8
Atlantic	(26.5,26.75]	3	cstar_tref ~ oxygen + aou + phosphate	1005	4.3826176	5832.1352653	774.698172	14.3082474	1982-1999 –> 2000-2009	8.5328030	4.1501854	13578.3085	1503.758022	11	18
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + phosphate	1005	4.4415812	5858.9974236	228.520068	14.5215723	1982-1999 –> 2000-2009	8.5959397	4.1543585	13607.9063	429.300213	12	20
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + phosphate_star	1005	4.4945718	5882.8359776	29.035775	14.6471379	1982-1999 –> 2000-2009	8.6614975	4.1669257	13639.9666	56.678971	13	22
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + phosphate + phosphate_star	1005	4.5093739	5889.4446625	47.361545	14.6839968	1982-1999 –> 2000-2009	8.6811494	4.1717756	13649.7416	91.644041	14	24
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1041	3.4024206	5515.6122258	363.965040	39.2011653	2000-2009 –> 2010-2019	6.4466709	3.0442502	10617.3205	1003.695031	1	2
Atlantic	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	1041	3.4178040	5523.0043533	170.927610	42.5486281	2000-2009 –> 2010-2019	6.5012242	3.0834202	10648.4101	386.560821	2	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1041	3.4726352	5558.1404038	375.349982	38.8260251	2000-2009 –> 2010-2019	6.6113134	3.1386782	10721.2484	1025.412110	3	6
Atlantic	(26.5,26.75]	3	cstar_tref ~ oxygen + aou + nitrate	1041	3.5490475	5601.4562222	286.212660	24.9697900	2000-2009 –> 2010-2019	6.6908671	3.1418196	10764.5749	613.169187	4	8
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + nitrate	1041	3.6173283	5641.1317918	101.137504	24.5440678	2000-2009 –> 2010-2019	6.8290710	3.2117427	10848.4937	225.631636	5	10
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + oxygen + nitrate	1041	3.6854023	5679.9485292	101.477987	23.8842022	2000-2009 –> 2010-2019	6.9854330	3.3000307	10941.8179	223.141369	6	12
Atlantic	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate	1041	4.1142592	5909.1332448	271.628940	55.8707856	2000-2009 –> 2010-2019	8.1261200	4.0118608	11563.6026	654.174589	8	15
Atlantic	(26.5,26.75]	3	cstar_tref ~ oxygen + nitrate + phosphate	1041	4.1300784	5917.1231129	314.108293	52.0425131	2000-2009 –> 2010-2019	8.3752530	4.2451746	11685.2133	787.858626	9	17
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + nitrate + phosphate	1041	4.0699197	5886.5736807	363.269784	46.3579887	2000-2009 –> 2010-2019	8.4112948	4.3413751	11699.7043	965.637579	7	16
Atlantic	(26.5,26.75]	2	cstar_tref ~ nitrate + phosphate	1041	4.1325448	5916.3660512	192.129527	53.2342619	2000-2009 –> 2010-2019	8.4743122	4.3417675	11727.6783	483.064128	10	20
Atlantic	(26.75,27]	3	cstar_tref ~ oxygen + aou + nitrate	1569	3.4464125	8345.3826819	419.420304	17.6998174	1982-1999 –> 2000-2009	6.8009204	3.3545079	19529.6681	1006.347340	1	2
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1569	3.4631005	8362.5406620	499.637952	29.6291828	1982-1999 –> 2000-2009	6.8472433	3.3841428	19586.2071	914.887049	2	4
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1569	3.5000374	8395.8328086	927.725315	27.3161248	1982-1999 –> 2000-2009	6.8860558	3.3860185	19621.8542	1727.345259	3	6
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + nitrate	1569	3.5769870	8462.0754274	80.398692	17.8627933	1982-1999 –> 2000-2009	6.9644976	3.3875106	19687.9693	185.968524	6	10
Atlantic	(26.75,27]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1569	3.5553504	8445.0365745	898.924650	28.2578654	1982-1999 –> 2000-2009	6.9668918	3.4115414	19702.9733	1680.009025	5	10
Atlantic	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	1569	3.6584309	8532.7228642	76.409562	17.9575997	1982-1999 –> 2000-2009	7.0741036	3.4156727	19793.8031	177.316506	7	13
Atlantic	(26.75,27]	3	cstar_tref ~ aou + nitrate + phosphate_star	1569	3.5117209	8404.2903626	217.518679	37.6815184	1982-1999 –> 2000-2009	7.1023226	3.5906017	19877.6382	468.017779	4	11
Atlantic	(26.75,27]	3	cstar_tref ~ aou + nitrate + phosphate	1569	4.0804483	8875.3062229	379.822564	48.8757381	1982-1999 –> 2000-2009	8.1559993	4.0755511	20887.0703	745.235491	8	19
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate	1569	4.3217630	9055.6048972	144.814009	23.1121178	1982-1999 –> 2000-2009	8.2656890	3.9439260	20927.8446	348.083856	12	20
Atlantic	(26.75,27]	3	cstar_tref ~ oxygen + nitrate + phosphate	1569	4.1326113	8915.1670795	398.253558	48.1900701	1982-1999 –> 2000-2009	8.2793867	4.1467754	21000.5627	770.187703	9	22
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1467	3.3082308	7685.4430403	749.670693	22.5028318	2000-2009 –> 2010-2019	6.7713314	3.4631005	16047.9837	1249.308644	1	3
Atlantic	(26.75,27]	3	cstar_tref ~ aou + nitrate + phosphate_star	1467	3.4166149	7778.0255550	225.834508	21.8093835	2000-2009 –> 2010-2019	6.9283358	3.5117209	16182.3159	443.353187	3	6
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1467	3.4114651	7775.5998300	756.798199	22.3460615	2000-2009 –> 2010-2019	6.9668155	3.5553504	16220.6364	1269.419669	2	6
Atlantic	(26.75,27]	3	cstar_tref ~ oxygen + aou + nitrate	1467	3.8737660	8146.4681733	433.786039	20.0923799	2000-2009 –> 2010-2019	7.3201785	3.4464125	16491.8509	853.206343	8	9
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + nitrate	1467	3.9749025	8222.0863309	73.882164	19.9175800	2000-2009 –> 2010-2019	7.5518895	3.5769870	16684.1618	154.280856	9	14
Atlantic	(26.75,27]	3	cstar_tref ~ aou + nitrate + phosphate	1467	3.5109695	7857.9533796	461.525714	22.6320552	2000-2009 –> 2010-2019	7.5914177	4.0804483	16733.2596	841.348278	4	11
Atlantic	(26.75,27]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	1467	3.5321243	7875.5787504	495.219264	22.5568807	2000-2009 –> 2010-2019	7.6647356	4.1326113	16790.7458	893.472821	5	13
Atlantic	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	1467	4.0322704	8264.1286685	70.283850	19.7986314	2000-2009 –> 2010-2019	7.6907013	3.6584309	16796.8515	146.693411	10	16
Atlantic	(26.75,27]	3	cstar_tref ~ temp + nitrate + phosphate	1467	3.5611582	7899.5974509	586.649744	22.3931263	2000-2009 –> 2010-2019	7.7240826	4.1629244	16837.6981	1040.642030	6	15
Atlantic	(26.75,27]	2	cstar_tref ~ nitrate + phosphate	1467	3.5813683	7914.2012813	387.941524	22.0674593	2000-2009 –> 2010-2019	7.7449873	4.1636190	16850.8254	742.923809	7	17
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1898	3.4502424	10099.4259690	373.114136	10.6728325	1982-1999 –> 2000-2009	6.4793200	3.0290776	25714.3382	811.840817	3	4
Atlantic	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	1898	3.4537017	10103.2300185	968.662962	10.5514517	1982-1999 –> 2000-2009	6.4888464	3.0351447	25730.4963	1872.967813	4	6
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate_star	1898	3.4555325	10103.2417460	141.734927	10.3702526	1982-1999 –> 2000-2009	6.4952465	3.0397139	25737.7956	396.791422	5	8
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1898	3.4429789	10091.4261444	599.548061	10.6113968	1982-1999 –> 2000-2009	6.4975659	3.0545870	25758.1152	1237.992011	2	6
Atlantic	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1898	3.4401213	10088.2742249	582.723097	10.6164586	1982-1999 –> 2000-2009	6.5100409	3.0699196	25785.8762	1215.303617	1	6
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate	1898	3.6131348	10272.5402640	309.219304	11.7234217	1982-1999 –> 2000-2009	6.8064626	3.1933278	26211.4733	743.651204	9	15
Atlantic	(27,27.25]	3	cstar_tref ~ oxygen + aou + nitrate	1898	3.5239026	10177.6148356	224.407171	12.1419163	1982-1999 –> 2000-2009	6.8409440	3.3170414	26351.2196	658.272332	6	14
Atlantic	(27,27.25]	3	cstar_tref ~ temp + aou + nitrate	1898	3.5246469	10178.4164893	29.685965	11.9947943	1982-1999 –> 2000-2009	6.8841779	3.3595311	26430.6049	87.749869	7	16
Atlantic	(27,27.25]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	1898	3.6339207	10294.3155568	310.515751	11.8702893	1982-1999 –> 2000-2009	6.9060329	3.2721122	26383.7222	724.951306	10	17
Atlantic	(27,27.25]	3	cstar_tref ~ temp + oxygen + nitrate	1898	3.5292841	10183.4074360	28.269365	12.0422151	1982-1999 –> 2000-2009	6.9179042	3.3886201	26488.8243	84.544493	8	18
Atlantic	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1874	3.6515992	10184.4608025	409.954851	14.0856937	2000-2009 –> 2010-2019	7.0917205	3.4401213	20272.7350	810.980846	1	2
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1874	3.6536236	10186.5380745	557.304324	14.1188449	2000-2009 –> 2010-2019	7.0966025	3.4429789	20277.9642	1156.852386	2	4
Atlantic	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	1874	3.6574834	10190.4955377	577.043594	14.2801188	2000-2009 –> 2010-2019	7.1111851	3.4537017	20293.7256	1220.072255	3	7
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1874	3.6886961	10222.3449526	396.881686	14.0054395	2000-2009 –> 2010-2019	7.1389385	3.4502424	20321.7709	769.995823	4	7
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate	1874	3.6890547	10220.7092809	363.543745	16.5398411	2000-2009 –> 2010-2019	7.3021895	3.6131348	20493.2495	672.763049	5	14
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate_star	1874	3.8627979	10393.1979984	188.291049	12.0258526	2000-2009 –> 2010-2019	7.3183305	3.4555325	20496.4397	330.025976	8	13
Atlantic	(27,27.25]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1874	3.7086834	10240.5987319	372.178259	17.1508901	2000-2009 –> 2010-2019	7.3426040	3.6339207	20534.9143	686.672848	6	16
Atlantic	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate	1874	3.7853604	10317.2984736	384.605036	18.5802947	2000-2009 –> 2010-2019	7.4662829	3.6809224	20660.3974	714.940616	7	18
Atlantic	(27,27.25]	2	cstar_tref ~ nitrate + phosphate	1874	4.0328176	10552.6375397	356.878916	16.5084493	2000-2009 –> 2010-2019	7.7340883	3.7012707	20914.6630	664.943653	9	21
Atlantic	(27,27.25]	3	cstar_tref ~ oxygen + aou + nitrate	1874	4.4542849	10927.1933551	344.181409	13.8448589	2000-2009 –> 2010-2019	7.9781874	3.5239026	21104.8082	568.588580	10	16
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2834	3.0403381	14357.1822568	163.286595	13.0461726	1982-1999 –> 2000-2009	6.4938971	3.4535591	34593.8623	403.716917	1	2
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate_star	2834	3.0472143	14367.9869843	15.598023	12.9691321	1982-1999 –> 2000-2009	6.5127315	3.4655172	34628.9646	44.026491	2	6
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	2834	3.0815140	14433.4300092	193.505334	13.0355018	1982-1999 –> 2000-2009	6.5447173	3.4632033	34691.3261	473.903186	3	5
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + oxygen + phosphate	2834	3.0887593	14444.7411129	17.862407	12.9422299	1982-1999 –> 2000-2009	6.5776053	3.4888459	34756.7617	54.148366	4	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2834	3.0999049	14467.1569092	194.876532	13.1142748	1982-1999 –> 2000-2009	6.6064635	3.5065586	34819.7051	472.519733	5	11
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate	2834	3.1107702	14484.9886881	19.224822	13.0110569	1982-1999 –> 2000-2009	6.6351636	3.5243934	34874.1341	57.990395	6	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2834	3.1656393	14586.0918120	202.754857	13.3027668	1982-1999 –> 2000-2009	6.7496383	3.5839991	35104.8302	493.918260	7	16
Atlantic	(27.25,27.5]	3	cstar_tref ~ oxygen + aou + phosphate	2834	3.1941519	14634.9144096	137.665029	13.1659138	1982-1999 –> 2000-2009	6.7845750	3.5904231	35165.2773	406.260134	8	18
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate_star	2834	3.3498993	14904.7604253	21.492965	12.2998906	1982-1999 –> 2000-2009	6.8145310	3.4646317	35163.7937	50.624122	9	12
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + oxygen + nitrate	2834	3.5809772	15282.8468726	18.036495	12.6547027	1982-1999 –> 2000-2009	7.1497843	3.5688071	35767.2677	55.341766	17	25
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2585	4.2821877	14867.4912360	197.534039	31.6026716	2000-2009 –> 2010-2019	7.3225258	3.0403381	29224.6735	360.820634	3	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	2585	4.2708384	14853.7707254	235.256586	33.6220173	2000-2009 –> 2010-2019	7.3523524	3.0815140	29287.2007	428.761920	1	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2585	4.2902076	14877.1647792	188.275659	32.7931624	2000-2009 –> 2010-2019	7.3901125	3.0999049	29344.3217	383.152191	5	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2585	4.3251675	14919.1231750	321.842614	28.7103639	2000-2009 –> 2010-2019	7.4908067	3.1656393	29505.2150	527.810900	7	14
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate_star	2585	4.4482486	15062.1911979	30.141112	22.4730935	2000-2009 –> 2010-2019	7.4954629	3.0472143	29430.1782	45.739134	18	20
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + oxygen + phosphate	2585	4.4835225	15103.0267495	30.191508	22.2794764	2000-2009 –> 2010-2019	7.5722818	3.0887593	29547.7679	48.053915	19	23
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate	2585	4.4922704	15113.1043071	24.742469	22.2627512	2000-2009 –> 2010-2019	7.6030406	3.1107702	29598.0930	43.967290	20	26
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate_star	2585	4.2827918	14866.2204615	31.909366	30.8661940	2000-2009 –> 2010-2019	7.6326910	3.3498993	29770.9809	53.402331	4	13
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	2585	4.5101683	15133.6614687	402.774673	22.1081612	2000-2009 –> 2010-2019	7.7043202	3.1941519	29768.5759	742.083696	21	29
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate	2585	4.3570866	14955.1369615	179.417902	22.2625673	2000-2009 –> 2010-2019	7.7355285	3.3784419	29907.9867	370.362581	15	25
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3833	3.6356366	20784.7345942	127.870607	20.3693967	1982-1999 –> 2000-2009	6.8031754	3.1675388	48902.3859	285.877217	1	2
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3833	3.6736384	20864.4482400	152.624484	21.3009890	1982-1999 –> 2000-2009	6.8891041	3.2154657	49146.2087	337.344050	2	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3833	3.7061937	20932.0840486	173.209060	22.1725177	1982-1999 –> 2000-2009	6.9085817	3.2023880	49169.3084	382.384922	4	6
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate_star	3833	3.7045000	20926.5799576	11.768728	19.5271994	1982-1999 –> 2000-2009	6.9133086	3.2088086	49183.6924	24.011750	3	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3833	3.7189477	20958.4196799	137.976394	21.8081412	1982-1999 –> 2000-2009	7.0068052	3.2878575	49483.4804	308.915325	5	16
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate	3833	3.7530470	21026.3894731	14.157652	21.1255780	1982-1999 –> 2000-2009	7.0187539	3.2657068	49475.5780	30.153396	8	16
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + nitrate	3833	3.7206602	20959.9488231	18.025524	24.1511600	1982-1999 –> 2000-2009	7.0232830	3.3026228	49531.9759	38.203868	7	19
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + oxygen + nitrate	3833	3.7596659	21039.8973379	16.902888	25.9826653	1982-1999 –> 2000-2009	7.0396773	3.2800114	49536.8484	36.244703	9	19
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + oxygen + phosphate	3833	3.7823657	21086.0432753	12.955210	21.7961491	1982-1999 –> 2000-2009	7.0444852	3.2621195	49523.2210	27.999987	12	19
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	3833	3.8215662	21165.0848572	18.448513	29.6843410	1982-1999 –> 2000-2009	7.0497353	3.2281691	49487.9338	36.440314	17	22
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3579	4.1117883	20289.1578676	166.195240	27.7434226	2000-2009 –> 2010-2019	7.7854267	3.6736384	41153.6061	318.819724	1	3
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3579	4.1541893	20362.5935744	139.562941	26.8570119	2000-2009 –> 2010-2019	7.7898258	3.6356366	41147.3282	267.433548	5	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3579	4.1189409	20301.5985955	155.191720	25.3660525	2000-2009 –> 2010-2019	7.8378886	3.7189477	41260.0183	293.168114	2	7
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3579	4.1521038	20358.9992030	219.563912	29.3584211	2000-2009 –> 2010-2019	7.8582974	3.7061937	41291.0833	392.772972	4	8
Atlantic	(27.5,27.75]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	3579	4.1568616	20365.1966735	150.405886	31.2424727	2000-2009 –> 2010-2019	7.8760769	3.7192153	41322.1679	264.202825	7	13
Atlantic	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + phosphate	3579	4.1189428	20299.6019213	139.805217	25.3238625	2000-2009 –> 2010-2019	7.8804249	3.7614821	41343.2016	254.281358	3	13
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + nitrate	3579	4.2096188	20455.4714579	16.699706	22.4029208	2000-2009 –> 2010-2019	7.9302790	3.7206602	41415.4203	34.725230	10	17
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	3579	4.1558013	20363.3707466	19.658102	27.9101770	2000-2009 –> 2010-2019	7.9773675	3.8215662	41528.4556	38.106615	6	23
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + oxygen + nitrate	3579	4.2385769	20504.5430194	16.039960	24.0864660	2000-2009 –> 2010-2019	7.9982428	3.7596659	41544.4404	32.942848	13	22
Atlantic	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + nitrate	3579	4.2120390	20459.5856635	61.884772	21.0868505	2000-2009 –> 2010-2019	8.0019857	3.7899466	41560.9784	134.638314	11	26
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2432	3.7672697	13365.0860086	107.823250	29.2105095	1982-1999 –> 2000-2009	6.2993109	2.5320411	29211.7572	194.675512	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2432	3.8200781	13432.7944904	110.414021	28.9677330	1982-1999 –> 2000-2009	6.3583856	2.5383075	29296.1352	199.585005	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2432	3.8304495	13445.9822820	121.576905	30.7987523	1982-1999 –> 2000-2009	6.3966952	2.5662457	29383.1461	283.678635	3	7
Atlantic	(27.75,27.85]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	2432	3.8344925	13449.1134769	67.070476	30.4078881	1982-1999 –> 2000-2009	6.4044185	2.5699260	29393.9420	114.586550	4	9
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2432	3.8858812	13515.8663835	102.777443	31.1917650	1982-1999 –> 2000-2009	6.4653387	2.5794575	29487.6613	187.631384	6	12
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate	2432	3.8737642	13498.6756716	72.023515	31.3534557	1982-1999 –> 2000-2009	6.4783324	2.6045682	29533.8050	124.973241	5	13
Atlantic	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate	2432	3.9416079	13583.1246384	64.889777	24.8615651	1982-1999 –> 2000-2009	6.4820006	2.5403927	29450.0032	108.788879	9	12
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate_star	2432	3.9057204	13538.6361498	102.687167	30.3564993	1982-1999 –> 2000-2009	6.4867587	2.5810383	29512.5629	181.517353	7	14
Atlantic	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate_star	2432	3.9368747	13577.2803256	12.370106	33.1557495	1982-1999 –> 2000-2009	6.6115857	2.6747110	29791.6277	27.175684	8	17
Atlantic	(27.75,27.85]	2	cstar_tref ~ nitrate + phosphate_star	2432	3.9658600	13610.9603309	2.737343	32.3239363	1982-1999 –> 2000-2009	6.6684044	2.7025445	29893.1243	5.427720	10	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2443	3.2095348	12642.6253763	127.874043	19.2679875	2000-2009 –> 2010-2019	6.9768046	3.7672697	26007.7114	235.697293	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2443	3.2424091	12692.4165863	130.549017	20.0795711	2000-2009 –> 2010-2019	7.0624872	3.8200781	26125.2111	240.963038	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2443	3.2631071	12723.5074374	162.911193	23.7952663	2000-2009 –> 2010-2019	7.0935567	3.8304495	26169.4897	284.488098	3	6
Atlantic	(27.75,27.85]	3	cstar_tref ~ oxygen + nitrate + phosphate	2443	3.2669952	12727.3257554	79.990812	25.3481678	2000-2009 –> 2010-2019	7.1014877	3.8344925	26176.4392	147.061288	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2443	3.3168730	12803.3574369	123.918581	23.2956143	2000-2009 –> 2010-2019	7.2027542	3.8858812	26319.2238	226.696024	5	11
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate	2443	3.4181112	12948.2581640	91.137490	35.0790209	2000-2009 –> 2010-2019	7.2918754	3.8737642	26446.9338	163.161005	6	11
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate_star	2443	3.4197288	12950.5699201	123.017492	21.3304596	2000-2009 –> 2010-2019	7.3254492	3.9057204	26489.2061	225.704659	7	14
Atlantic	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate	2443	3.4719046	13024.5541571	69.249455	21.4118512	2000-2009 –> 2010-2019	7.4135125	3.9416079	26607.6788	134.139233	8	17
Atlantic	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate_star	2443	3.6956188	13329.6588951	13.472517	22.7254349	2000-2009 –> 2010-2019	7.6324936	3.9368747	26906.9392	25.842623	9	17
Atlantic	(27.75,27.85]	2	cstar_tref ~ nitrate + phosphate_star	2443	3.8515275	13529.5572157	3.566792	16.1058808	2000-2009 –> 2010-2019	7.8173874	3.9658600	27140.5175	6.304135	10	20
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	7870	4.6086016	46395.6237821	59.615571	32.5810846	1982-1999 –> 2000-2009	7.5565634	2.9479618	95533.6561	103.622013	4	5
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7870	4.6080955	46393.8949668	62.105678	32.5828686	1982-1999 –> 2000-2009	7.5631925	2.9550971	95579.4310	107.820653	2	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7870	4.6065666	46388.6719324	63.668733	32.4851022	1982-1999 –> 2000-2009	7.5686281	2.9620615	95620.4640	109.716229	1	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	7870	4.6081919	46394.2242760	135.079775	32.3611510	1982-1999 –> 2000-2009	7.5885557	2.9803638	95747.0583	438.460603	3	7
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate_star	7870	4.7102388	46736.9781836	52.172913	32.2263314	1982-1999 –> 2000-2009	7.8053251	3.0950863	96830.0008	85.108936	6	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate	7870	4.6151988	46416.1391814	20.722642	32.1744284	1982-1999 –> 2000-2009	7.8060705	3.1908717	97108.0615	35.120289	5	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ oxygen + nitrate + phosphate	7870	4.8020149	47040.7128496	22.019360	34.7949681	1982-1999 –> 2000-2009	8.0703768	3.2683619	98204.1324	41.503158	7	14
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate	7870	4.9855473	47631.0822397	27.568756	34.4285031	1982-1999 –> 2000-2009	8.2745824	3.2890352	98918.4015	51.966088	10	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	7870	4.8059841	47053.7178413	4.680399	35.4583343	1982-1999 –> 2000-2009	8.4068874	3.6009033	100121.1399	12.282704	8	21
Atlantic	(27.85,27.95]	2	cstar_tref ~ nitrate + phosphate_star	7870	4.8219404	47103.8892352	1.917877	36.2419509	1982-1999 –> 2000-2009	8.4411160	3.6191757	100268.7708	3.232131	9	23
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6186	4.9247915	37291.5636522	78.629767	38.8759880	2000-2009 –> 2010-2019	9.5313581	4.6065666	83680.2356	142.298500	3	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	6186	4.9243221	37290.3844278	262.113713	38.9051695	2000-2009 –> 2010-2019	9.5325140	4.6081919	83684.6087	397.193488	1	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6186	4.9250017	37292.0916853	78.531553	38.9649785	2000-2009 –> 2010-2019	9.5330972	4.6080955	83685.9867	140.637231	4	6
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	6186	4.9246420	37291.1881531	78.079397	38.9504205	2000-2009 –> 2010-2019	9.5332437	4.6086016	83686.8119	137.694968	2	6
Atlantic	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate	6186	4.9443547	37338.6126725	26.282924	39.1979686	2000-2009 –> 2010-2019	9.5595534	4.6151988	83754.7519	47.005566	6	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate_star	6186	4.9414699	37331.3922288	69.602642	38.9485894	2000-2009 –> 2010-2019	9.6517087	4.7102388	84068.3704	121.775555	5	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ oxygen + nitrate + phosphate	6186	4.9541180	37363.0188329	40.882427	38.4585734	2000-2009 –> 2010-2019	9.7561329	4.8020149	84403.7317	62.901788	7	14
Atlantic	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate	6186	5.0240556	37536.4537404	53.349108	44.1326568	2000-2009 –> 2010-2019	10.0096029	4.9855473	85167.5360	80.917864	8	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	6186	5.2850779	38163.0939852	6.275906	36.0696002	2000-2009 –> 2010-2019	10.0910621	4.8059841	85216.8118	10.956305	9	17
Atlantic	(27.85,27.95]	2	cstar_tref ~ nitrate + phosphate_star	6186	5.4129986	38456.9807568	1.994085	35.0761327	2000-2009 –> 2010-2019	10.2349389	4.8219404	85560.8700	3.911962	11	20
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	6329	1.9815411	26629.4122511	121.547280	8.4559333	1982-1999 –> 2000-2009	3.7594888	1.7779477	62524.6255	320.602346	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6329	2.0007141	26751.2994103	141.844382	9.5542807	1982-1999 –> 2000-2009	3.8545185	1.8538044	63398.2231	366.481092	2	4
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6329	2.0543486	27086.1625103	152.652448	12.0844657	1982-1999 –> 2000-2009	3.9627564	1.9084078	64255.3818	385.164598	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	6329	2.1721325	27791.8538305	274.872669	16.2040659	1982-1999 –> 2000-2009	4.1895696	2.0174371	65960.6843	1270.426898	4	8
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate	6329	2.5138639	29639.3340562	18.812832	24.6326860	1982-1999 –> 2000-2009	4.8434633	2.3295994	70394.6440	35.209198	5	11
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	6329	3.0174197	31950.4451310	53.191880	29.0480567	1982-1999 –> 2000-2009	5.1820409	2.1646213	71384.2267	147.360474	6	11
Atlantic	(27.95,28.05]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	6329	3.2049105	32713.4960294	14.861493	32.8569504	1982-1999 –> 2000-2009	5.5515304	2.3466199	73599.7818	64.175001	7	15
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	6329	3.2147720	32752.3848629	3.961627	32.7069091	1982-1999 –> 2000-2009	5.8707426	2.6559706	75866.6952	11.166780	8	18
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate	6329	3.5825225	34123.3819064	16.712677	34.0578654	1982-1999 –> 2000-2009	5.9194988	2.3369763	74935.5759	69.682118	10	17
Atlantic	(27.95,28.05]	2	cstar_tref ~ nitrate + phosphate_star	6329	3.2326994	32820.7770836	2.311261	33.4056553	1982-1999 –> 2000-2009	5.9435222	2.7108228	76300.8810	3.608973	9	20
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4623	2.7331254	22427.8575735	252.495031	8.9103404	2000-2009 –> 2010-2019	4.7146666	1.9815411	49057.2698	422.816082	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4623	2.7360304	22437.6795727	192.697288	8.8154524	2000-2009 –> 2010-2019	4.7367444	2.0007141	49188.9790	334.541670	2	4
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4623	2.7601157	22518.7162222	208.751622	10.9516538	2000-2009 –> 2010-2019	4.8144643	2.0543486	49604.8787	361.404070	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	4623	2.8075054	22676.1175133	422.315357	14.0179583	2000-2009 –> 2010-2019	4.9796379	2.1721325	50467.9713	697.188026	4	8
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate	4623	2.9689964	23191.2244792	20.571688	21.1892797	2000-2009 –> 2010-2019	5.4828603	2.5138639	52830.5585	39.384519	5	10
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	4623	3.1005176	23591.9931825	76.164295	20.6447883	2000-2009 –> 2010-2019	6.1179372	3.0174197	55542.4383	129.356175	6	12
Atlantic	(27.95,28.05]	3	cstar_tref ~ oxygen + nitrate + phosphate	4623	3.3544922	24319.9432550	19.300061	26.5443551	2000-2009 –> 2010-2019	6.5594027	3.2049105	57033.4393	32.619117	7	14
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	4623	3.5663130	24886.0931914	4.010835	32.1930117	2000-2009 –> 2010-2019	6.7810850	3.2147720	57638.4781	7.972462	9	17
Atlantic	(27.95,28.05]	2	cstar_tref ~ nitrate + phosphate_star	4623	3.6215872	25026.2976625	2.804055	32.8294231	2000-2009 –> 2010-2019	6.8542866	3.2326994	57847.0747	5.115316	10	19
Atlantic	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate	4623	3.5565108	24860.6449854	31.727258	25.8712480	2000-2009 –> 2010-2019	7.1390332	3.5825225	58984.0269	48.439935	8	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2657	2.0125504	11268.8656840	200.835483	11.1715522	1982-1999 –> 2000-2009	3.5454372	1.5328868	26920.9513	349.929662	1	4
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2657	2.0192139	11286.4311020	198.809594	11.2049719	1982-1999 –> 2000-2009	3.5533944	1.5341806	26945.6639	347.512834	2	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2657	2.0256364	11303.3066190	166.827192	11.3644769	1982-1999 –> 2000-2009	3.5576360	1.5319996	26950.4871	311.778358	4	5
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2657	2.0242862	11299.7633306	229.962733	11.2483386	1982-1999 –> 2000-2009	3.5578855	1.5335993	26955.7856	376.453449	3	8
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate	2657	2.0331476	11320.9746441	82.173554	11.5566074	1982-1999 –> 2000-2009	3.5694954	1.5363479	26990.1673	223.181998	6	17
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate_star	2657	2.0256374	11301.3090489	66.746141	11.3683515	1982-1999 –> 2000-2009	3.5703470	1.5447096	27016.4863	201.035226	5	18
Atlantic	(28.05,28.1]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2657	2.0494479	11363.4085925	117.532680	11.9250171	1982-1999 –> 2000-2009	3.5846770	1.5352291	27026.4295	297.785590	7	16
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate	2657	2.1180647	11538.4113074	113.372680	12.8654623	1982-1999 –> 2000-2009	3.7095422	1.5914775	27506.2820	258.421112	11	28
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + oxygen + nitrate	2657	2.0692405	11414.4825452	28.432391	13.5475274	1982-1999 –> 2000-2009	3.7123884	1.6431479	27653.0422	69.935685	8	28
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	2657	2.0807122	11443.8615303	29.032242	13.7128146	1982-1999 –> 2000-2009	3.7238286	1.6431165	27682.2592	70.362349	9	28
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2675	1.9451692	11162.9380754	195.890683	21.8649401	2000-2009 –> 2010-2019	3.9577196	2.0125504	22431.8038	396.726166	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2675	1.9486529	11172.5110114	195.724662	22.0186511	2000-2009 –> 2010-2019	3.9678667	2.0192139	22458.9421	394.534257	4	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2675	1.9479194	11170.4968835	143.473051	22.1111532	2000-2009 –> 2010-2019	3.9735558	2.0256364	22473.8035	310.300243	3	7
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2675	1.9542220	11187.7793325	194.698202	22.2770025	2000-2009 –> 2010-2019	3.9785083	2.0242862	22487.5427	424.660935	6	9
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate_star	2675	1.9733798	11237.9713622	104.373833	22.2528400	2000-2009 –> 2010-2019	3.9990172	2.0256374	22539.2804	171.119975	8	13
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + oxygen + nitrate	2675	1.9471851	11166.4797362	39.216086	21.2422823	2000-2009 –> 2010-2019	4.0164256	2.0692405	22580.9623	67.648477	2	10
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate	2675	1.9868091	11274.2561563	126.179100	23.7751614	2000-2009 –> 2010-2019	4.0199567	2.0331476	22595.2308	208.352654	10	16
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	2675	1.9503911	11175.2813103	39.235140	21.4332850	2000-2009 –> 2010-2019	4.0311033	2.0807122	22619.1428	68.267382	5	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ oxygen + nitrate + phosphate	2675	1.9984404	11305.4850372	128.654983	24.2890196	2000-2009 –> 2010-2019	4.0478883	2.0494479	22668.8936	214.003408	11	18
Atlantic	(28.05,28.1]	3	cstar_tref ~ oxygen + aou + nitrate	2675	1.9551986	11188.4522187	119.600947	21.8205643	2000-2009 –> 2010-2019	4.0537380	2.0985394	22677.6493	215.658987	7	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2691	1.1964690	8614.1221333	434.989408	5.0589925	1982-1999 –> 2000-2009	2.5265514	1.3300824	23404.7658	883.625925	2	3
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2691	1.1965350	8614.4186347	445.390257	5.0605726	1982-1999 –> 2000-2009	2.5308374	1.3343024	23432.5334	911.875440	3	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2691	1.1896988	8583.5812798	386.916611	4.9914468	1982-1999 –> 2000-2009	2.5315575	1.3418588	23450.6680	876.595786	1	6
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate	2691	1.1965558	8612.5125567	56.343047	5.0609554	1982-1999 –> 2000-2009	2.5390291	1.3424733	23481.5700	280.563890	4	11
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2691	1.1991662	8626.2409314	448.588472	5.0876887	1982-1999 –> 2000-2009	2.5399762	1.3408100	23486.5471	919.652879	5	9
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate_star	2691	1.2124055	8683.3346685	32.503184	4.9938728	1982-1999 –> 2000-2009	2.5704113	1.3580058	23652.1516	153.095317	7	18
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	2691	1.2027655	8640.3706912	66.706115	5.1433739	1982-1999 –> 2000-2009	2.5727883	1.3700228	23685.5889	311.682111	6	19
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + aou + nitrate	2691	1.2785189	8969.0969817	36.781072	5.5257552	1982-1999 –> 2000-2009	2.6491055	1.3705865	24017.8827	112.724460	9	23
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + nitrate	2691	1.2838711	8991.5805033	11.100217	5.5161637	1982-1999 –> 2000-2009	2.6522547	1.3683836	24026.4165	40.271427	10	22
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + oxygen + nitrate	2691	1.2878073	9008.0558314	10.747109	5.5039601	1982-1999 –> 2000-2009	2.6620540	1.3742466	24079.9687	40.115345	11	29
Atlantic	(28.1,28.15]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2931	1.5201076	10784.7125371	337.052544	12.3606897	2000-2009 –> 2010-2019	2.7165766	1.1964690	19398.8347	772.041952	1	3
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2931	1.5440940	10876.4894048	312.225376	11.5432926	2000-2009 –> 2010-2019	2.7337928	1.1896988	19460.0707	699.141987	4	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2931	1.5377794	10852.4674264	346.223532	12.4155695	2000-2009 –> 2010-2019	2.7343144	1.1965350	19466.8861	791.613789	2	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	2931	1.5478801	10890.8453656	348.694849	12.5574415	2000-2009 –> 2010-2019	2.7470463	1.1991662	19517.0863	797.283322	5	10
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate_star	2931	1.5783974	11003.2932936	91.160196	8.3573070	2000-2009 –> 2010-2019	2.7908029	1.2124055	19686.6280	123.663380	11	18
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate	2931	1.6165443	11143.2819345	170.568463	11.9561952	2000-2009 –> 2010-2019	2.8131002	1.1965558	19755.7945	226.911510	14	18
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + aou + nitrate	2931	1.5390472	10855.2984053	49.669161	8.2916564	2000-2009 –> 2010-2019	2.8175661	1.2785189	19824.3954	86.450233	3	12
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + nitrate	2931	1.5519109	10904.0905943	23.520039	8.8986119	2000-2009 –> 2010-2019	2.8357821	1.2838711	19895.6711	34.620257	7	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	2931	1.6431885	11239.1129352	189.940228	12.8072346	2000-2009 –> 2010-2019	2.8459540	1.2027655	19879.4836	256.646343	16	22
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + oxygen + nitrate	2931	1.5610287	10938.4301997	23.180670	9.1641976	2000-2009 –> 2010-2019	2.8488360	1.2878073	19946.4860	33.927779	9	20
Atlantic	(28.15,28.2]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1875	0.6432316	3676.3302038	841.691215	4.6913686	1982-1999 –> 2000-2009	1.0535222	0.4102906	5992.8482	944.467166	1	2
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + oxygen + nitrate	1875	0.6497484	3714.1320002	12.801205	4.5686298	1982-1999 –> 2000-2009	1.0607692	0.4110208	6038.4165	22.424108	3	5
Atlantic	(28.15,28.2]	3	cstar_tref ~ oxygen + aou + nitrate	1875	0.6506881	3719.5515247	83.213155	4.6071259	1982-1999 –> 2000-2009	1.0624674	0.4117793	6051.8895	122.072519	4	7
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + nitrate	1875	0.6507583	3719.9558737	10.085090	4.6047730	1982-1999 –> 2000-2009	1.0636200	0.4128617	6063.7605	15.679393	5	9
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate_star	1875	0.6507852	3720.1110553	115.222932	4.5893506	1982-1999 –> 2000-2009	1.0673540	0.4165687	6102.9602	137.722861	6	12
Atlantic	(28.15,28.2]	2	cstar_tref ~ oxygen + nitrate	1875	0.6585750	3762.7313693	1.773293	4.8378949	1982-1999 –> 2000-2009	1.0744593	0.4158843	6136.3979	2.959779	8	13
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	1875	0.6488510	3708.9489488	704.444280	4.5883845	1982-1999 –> 2000-2009	1.0764577	0.4276067	6206.0318	787.606672	2	9
Atlantic	(28.15,28.2]	2	cstar_tref ~ aou + nitrate	1875	0.6508239	3718.3339605	2.940899	4.5944921	1982-1999 –> 2000-2009	1.0831961	0.4323722	6261.8272	4.531741	7	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + phosphate_star	1875	0.6586980	3765.4312778	25.870882	4.6162394	1982-1999 –> 2000-2009	1.0884868	0.4297889	6284.7482	39.749074	9	17
Atlantic	(28.15,28.2]	2	cstar_tref ~ nitrate + phosphate_star	1875	0.6699315	3826.8454519	2.674128	4.9831271	1982-1999 –> 2000-2009	1.1096717	0.4397401	6444.1452	3.930169	10	20
Atlantic	(28.15,28.2]	3	cstar_tref ~ oxygen + nitrate + phosphate	1484	0.5914902	2662.8828258	180.424799	2.4188999	2000-2009 –> 2010-2019	1.2347218	0.6432316	6339.2130	976.441348	1	2
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	1484	0.5914995	2662.9293660	146.770126	2.4154343	2000-2009 –> 2010-2019	1.2403505	0.6488510	6371.8783	851.214406	2	4
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + phosphate_star	1484	0.6001520	2706.0307358	33.088755	2.4530978	2000-2009 –> 2010-2019	1.2509372	0.6507852	6426.1418	148.311687	4	10
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + oxygen + nitrate	1484	0.6113006	2760.6594701	9.420285	2.5092096	2000-2009 –> 2010-2019	1.2610490	0.6497484	6474.7915	22.221490	5	8
Atlantic	(28.15,28.2]	3	cstar_tref ~ oxygen + aou + nitrate	1484	0.6113290	2760.7975798	25.669673	2.5031508	2000-2009 –> 2010-2019	1.2620172	0.6506881	6480.3491	108.882828	7	11
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + nitrate	1484	0.6113067	2760.6889514	5.677037	2.5077329	2000-2009 –> 2010-2019	1.2620650	0.6507583	6480.6448	15.762127	6	11
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + phosphate_star	1484	0.6155878	2781.4023799	21.464866	2.6095910	2000-2009 –> 2010-2019	1.2742858	0.6586980	6546.8337	47.335749	8	17
Atlantic	(28.15,28.2]	2	cstar_tref ~ oxygen + nitrate	1484	0.6291539	2844.0994257	1.298543	3.1368333	2000-2009 –> 2010-2019	1.2877289	0.6585750	6606.8308	3.071836	11	19
Atlantic	(28.15,28.2]	2	cstar_tref ~ aou + nitrate	1484	0.6402467	2895.9730862	2.249552	2.8949144	2000-2009 –> 2010-2019	1.2910706	0.6508239	6614.3070	5.190451	12	19
Atlantic	(28.15,28.2]	2	cstar_tref ~ nitrate + phosphate_star	1484	0.6223200	2811.6844335	2.112759	3.2421864	2000-2009 –> 2010-2019	1.2922515	0.6699315	6638.5299	4.786887	10	20
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3027	0.4281722	3467.0705798	556.741465	4.6629769	1982-1999 –> 2000-2009	0.6660155	0.2378433	3368.5483	1121.418454	1	2
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3027	0.4287818	3475.6839757	242.416427	4.8559194	1982-1999 –> 2000-2009	0.6666437	0.2378619	3377.6637	483.515572	2	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3027	0.4290190	3479.0312553	255.964735	4.9210022	1982-1999 –> 2000-2009	0.6676233	0.2386044	3401.0312	516.221665	3	9
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3027	0.4292217	3481.8912299	240.823853	4.9710332	1982-1999 –> 2000-2009	0.6677462	0.2385246	3401.7422	482.669996	4	9
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + phosphate + phosphate_star	3027	0.5805453	5308.1650077	191.616676	4.8447589	1982-1999 –> 2000-2009	0.8186598	0.2381145	5214.9622	249.818195	8	11
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + aou + phosphate_star	3027	0.5812029	5315.0186759	2.153085	4.8510280	1982-1999 –> 2000-2009	0.8193249	0.2381220	5222.0180	3.860838	9	13
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + aou + phosphate	3027	0.5831686	5335.4586820	4.439127	4.8599755	1982-1999 –> 2000-2009	0.8220227	0.2388541	5262.1799	7.606825	10	19
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + oxygen + phosphate	3027	0.5836805	5340.7712941	4.568778	4.8630588	1982-1999 –> 2000-2009	0.8224534	0.2387729	5265.3072	8.423562	11	19
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + phosphate_star	3027	0.6306239	5809.0837280	82.721145	5.3330723	1982-1999 –> 2000-2009	0.8692546	0.2386306	5729.7914	107.665395	13	20
Atlantic	(28.2, Inf]	2	cstar_tref ~ aou + phosphate_star	3027	0.6312978	5813.5500634	1.917785	5.3766712	1982-1999 –> 2000-2009	0.8709177	0.2396198	5758.8315	3.155498	14	24
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1525	0.2197513	-281.7770909	209.965877	2.6482467	2000-2009 –> 2010-2019	0.6489730	0.4292217	3200.1141	450.789730	1	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1525	0.2202196	-275.2845287	280.653509	2.6513754	2000-2009 –> 2010-2019	0.6492385	0.4290190	3203.7467	536.618244	2	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1525	0.2213734	-259.3458337	690.639035	2.6560849	2000-2009 –> 2010-2019	0.6495456	0.4281722	3207.7247	1247.380501	3	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1525	0.2233237	-232.5935822	208.484171	2.6468596	2000-2009 –> 2010-2019	0.6521055	0.4287818	3243.0904	450.900598	4	6
Atlantic	(28.2, Inf]	3	cstar_tref ~ oxygen + aou + phosphate_star	1525	0.2405928	-7.4185024	18.006335	2.6122828	2000-2009 –> 2010-2019	0.8211381	0.5805453	5300.7465	53.413950	7	15
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + aou + phosphate_star	1525	0.2411420	-0.4633911	2.410980	2.6063914	2000-2009 –> 2010-2019	0.8223450	0.5812029	5314.5553	4.564065	8	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + aou + phosphate	1525	0.2394766	-21.6007117	4.477903	2.6086633	2000-2009 –> 2010-2019	0.8226452	0.5831686	5313.8580	8.917030	6	16
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + oxygen + phosphate_star	1525	0.2390244	-27.3656194	2.422318	2.6062936	2000-2009 –> 2010-2019	0.8227049	0.5836805	5313.4057	4.572501	5	16
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + phosphate_star	1525	0.2661102	300.0354774	15.773386	2.2112278	2000-2009 –> 2010-2019	0.8967341	0.6306239	6109.1192	98.494531	9	22
Atlantic	(28.2, Inf]	3	cstar_tref ~ oxygen + aou + nitrate	1525	0.4281510	1750.5105335	13.276475	1.8842979	2000-2009 –> 2010-2019	0.9116926	0.4835416	5951.8193	47.243013	16	21
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4291	10.8428068	32644.5437224	68.794894	125.0126104	1982-1999 –> 2000-2009	21.7108464	10.8680397	56390.6670	137.389501	2	3
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4291	10.8486120	32649.1372496	68.973481	122.9958736	1982-1999 –> 2000-2009	21.7333260	10.8847140	56404.8239	136.522748	3	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	4291	10.8229527	32628.8149923	67.847689	123.6512378	1982-1999 –> 2000-2009	21.8577458	11.0347930	56469.9239	136.571496	1	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4291	10.9920004	32761.8243345	80.065378	124.2613570	1982-1999 –> 2000-2009	21.8797657	10.8877653	56519.2594	207.815845	6	9
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + oxygen + nitrate	4291	10.8704479	32664.3936276	28.908064	109.6277656	1982-1999 –> 2000-2009	22.3843401	11.5138922	56768.6241	68.813812	5	10
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + nitrate	4291	10.8542250	32651.5764217	33.171094	118.3566579	1982-1999 –> 2000-2009	22.4143670	11.5601420	56780.8139	75.789171	4	10
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ oxygen + aou + nitrate	4291	10.9944620	32761.7459835	75.512448	121.1967757	1982-1999 –> 2000-2009	22.6717965	11.6773345	56953.9037	184.107222	7	14
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	4291	12.0334232	33536.6692783	64.755383	158.0530583	1982-1999 –> 2000-2009	25.5662501	13.5328269	58648.7362	131.142796	8	20
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + phosphate	4291	13.5448534	34552.0795530	27.626607	44.2482730	1982-1999 –> 2000-2009	26.3377440	12.7928906	59313.3914	70.340802	11	20
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + phosphate_star	4291	13.4798717	34510.8082066	9.073359	42.8030198	1982-1999 –> 2000-2009	26.3478402	12.8679685	59308.6221	17.878290	10	20
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5555	10.7446651	42156.0950788	74.604901	124.8132265	2000-2009 –> 2010-2019	21.5874719	10.8428068	74800.6388	143.399796	2	4
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5555	10.7445571	42155.9834572	67.234052	125.2480733	2000-2009 –> 2010-2019	21.5931691	10.8486120	74805.1207	136.207533	1	4
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + nitrate	5555	10.7515092	42161.1696431	35.522328	130.3310951	2000-2009 –> 2010-2019	21.6057342	10.8542250	74812.7461	68.693422	3	7
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	5555	10.8886324	42303.9690022	114.517453	115.6199720	2000-2009 –> 2010-2019	21.8806328	10.9920004	75065.7933	221.483912	4	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	5555	11.0667392	42484.2264844	77.941140	132.2824900	2000-2009 –> 2010-2019	21.8896919	10.8229527	75113.0415	145.788829	6	7
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ oxygen + aou + nitrate	5555	10.9354351	42349.6209136	73.511918	129.7661877	2000-2009 –> 2010-2019	21.9298971	10.9944620	75111.3669	149.024366	5	12
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + oxygen + nitrate	5555	11.0984599	42514.0256182	33.088751	119.5170756	2000-2009 –> 2010-2019	21.9689078	10.8704479	75178.4192	61.996815	7	12
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	5555	12.5217832	43854.5964001	64.763394	162.8274162	2000-2009 –> 2010-2019	24.5552064	12.0334232	77391.2657	129.518777	8	16
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ oxygen + aou + phosphate_star	5555	12.9844556	44257.7019973	63.467042	48.5425741	2000-2009 –> 2010-2019	26.6131223	13.6286668	78862.7220	123.857396	9	21
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + phosphate	5555	13.0977087	44354.1855428	31.382834	67.8351294	2000-2009 –> 2010-2019	26.6425620	13.5448534	78906.2651	59.009441	10	21
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3503	10.2950147	26288.6917071	380.847926	44.7479165	1982-1999 –> 2000-2009	18.8401064	8.5450917	51507.3901	747.936005	3	4
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3503	10.2610566	26265.5441945	104.114179	53.6103582	1982-1999 –> 2000-2009	18.9067047	8.6456482	51566.9782	193.234712	1	3
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3503	10.2834268	26280.8014521	26.125820	61.8878868	1982-1999 –> 2000-2009	19.0851952	8.8017684	51708.7999	48.640447	2	5
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	3503	10.3280754	26311.1542431	26.286447	67.2839730	1982-1999 –> 2000-2009	19.2479569	8.9198815	51833.4225	48.326337	4	8
Indo-Pacific	(26,26.5]	3	cstar_tref ~ oxygen + aou + phosphate	3503	11.5342163	27082.9809087	323.589881	50.9164598	1982-1999 –> 2000-2009	21.1463347	9.6121184	53131.8245	633.379758	5	10
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + aou + phosphate	3503	11.5383669	27085.5015706	102.867083	56.5762315	1982-1999 –> 2000-2009	21.1978071	9.6594402	53169.0761	182.874241	6	12
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + aou + phosphate_star	3503	11.5887311	27116.0157538	24.413504	65.3223928	1982-1999 –> 2000-2009	21.3642875	9.7755564	53284.0959	36.322859	7	14
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + oxygen + phosphate	3503	11.6125299	27130.3886376	99.351220	67.6082811	1982-1999 –> 2000-2009	21.4363016	9.8237717	53333.2638	172.883605	8	16
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate	3503	11.8450044	27269.2582722	48.083939	54.5621433	1982-1999 –> 2000-2009	22.0798569	10.2348525	53762.0407	89.308508	9	18
Indo-Pacific	(26,26.5]	2	cstar_tref ~ aou + phosphate	3503	12.2345157	27493.9367256	25.771307	56.2317526	1982-1999 –> 2000-2009	22.7603082	10.5257925	54182.9464	55.149397	10	20
Indo-Pacific	(26,26.5]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3222	11.4184375	24848.2579984	275.598745	53.3932700	2000-2009 –> 2010-2019	21.7134522	10.2950147	51136.9497	656.446671	1	4
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3222	11.6837429	24996.2702869	67.705364	66.2567595	2000-2009 –> 2010-2019	21.9447995	10.2610566	51261.8145	171.819543	2	3
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3222	11.9993597	25168.0345255	21.267984	75.9293396	2000-2009 –> 2010-2019	22.2827866	10.2834268	51448.8360	47.393803	3	5
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	3222	12.2824558	25318.2995402	21.602378	83.2506649	2000-2009 –> 2010-2019	22.6105312	10.3280754	51629.4538	47.888826	4	8
Indo-Pacific	(26,26.5]	3	cstar_tref ~ oxygen + aou + phosphate	3222	13.0810962	25722.2474899	219.161567	62.1290234	2000-2009 –> 2010-2019	24.6153125	11.5342163	52805.2284	542.751448	5	10
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + aou + phosphate	3222	13.2698882	25814.5853039	58.446645	70.0809347	2000-2009 –> 2010-2019	24.8082551	11.5383669	52900.0869	161.313728	6	12
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + phosphate	3222	13.3646551	25860.4415953	28.103451	71.7436959	2000-2009 –> 2010-2019	25.2096595	11.8450044	53129.6999	76.187390	7	16
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + aou + phosphate_star	3222	13.6260570	25985.2642723	12.979807	79.9939429	2000-2009 –> 2010-2019	25.2147881	11.5887311	53101.2800	37.393310	8	15
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + oxygen + phosphate_star	3222	13.7316503	26035.0086781	12.776638	82.1058001	2000-2009 –> 2010-2019	25.3441802	11.6125299	53165.3973	36.925977	9	17
Indo-Pacific	(26,26.5]	2	cstar_tref ~ aou + phosphate	3222	13.8796971	26102.1123247	16.641745	72.6801147	2000-2009 –> 2010-2019	26.1142128	12.2345157	53596.0491	42.413052	10	20
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	3262	9.1143238	23686.1982325	181.923696	33.7764580	1982-1999 –> 2000-2009	17.4327566	8.3184328	45884.8488	352.829278	3	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3262	9.1120372	23684.5613371	35.860507	33.8617714	1982-1999 –> 2000-2009	17.4417374	8.3297002	45891.7017	60.158720	2	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3262	9.1033678	23678.3512948	176.601337	33.9847751	1982-1999 –> 2000-2009	17.4720693	8.3687015	45914.7898	355.002199	1	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3262	9.1269092	23695.2005904	611.128643	33.9675173	1982-1999 –> 2000-2009	17.4992407	8.3723316	45934.3591	1358.510967	4	8
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	3262	9.1494125	23709.2663678	20.499004	34.6271658	1982-1999 –> 2000-2009	17.6318431	8.4824306	46028.3663	34.666613	7	13
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ oxygen + nitrate + phosphate	3262	9.1366418	23700.1538790	30.687391	34.4975702	1982-1999 –> 2000-2009	17.6619166	8.5252748	46050.8535	52.233443	6	13
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate	3262	9.3366318	23841.4158867	55.271068	35.8350656	1982-1999 –> 2000-2009	17.7093547	8.3727229	46078.8676	95.654718	15	20
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	3262	9.1297596	23695.2378278	26.577047	32.8079148	1982-1999 –> 2000-2009	17.8601467	8.7303870	46195.0508	40.872150	5	13
Indo-Pacific	(26.5,26.75]	2	cstar_tref ~ nitrate + phosphate_star	3262	9.2660850	23789.9339094	3.469444	32.5829415	1982-1999 –> 2000-2009	18.0128581	8.7467731	46299.5077	5.597713	13	22
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + oxygen + phosphate	3262	9.3390734	23843.1217282	181.735943	31.6325973	1982-1999 –> 2000-2009	18.1047900	8.7657165	46368.2645	336.085871	16	26
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2648	11.5697953	20493.4134912	184.651784	33.4964706	2000-2009 –> 2010-2019	20.6731632	9.1033678	44171.7648	361.253121	1	2
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2648	11.5700135	20493.5133722	26.884034	33.4584150	2000-2009 –> 2010-2019	20.6820508	9.1120372	44178.0747	62.744542	3	5
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	2648	11.5699679	20493.4924800	31.952072	33.4433550	2000-2009 –> 2010-2019	20.6842917	9.1143238	44179.6907	67.960683	2	5
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	2648	11.5701905	20491.5943932	12.373179	33.6080884	2000-2009 –> 2010-2019	20.6999502	9.1297596	44186.8322	38.950227	4	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	2648	11.5814245	20498.7340079	735.773282	33.3559073	2000-2009 –> 2010-2019	20.7083337	9.1269092	44193.9346	1346.901925	9	13
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + nitrate + phosphate	2648	11.5702983	20491.6437274	9.533886	33.2669148	2000-2009 –> 2010-2019	20.7401505	9.1698522	44215.4684	29.573369	5	13
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + oxygen + nitrate	2648	11.5711086	20492.0145992	12.020319	33.1703719	2000-2009 –> 2010-2019	20.7481658	9.1770572	44220.9634	33.736467	6	15
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + aou + nitrate	2648	11.5712151	20492.0633254	11.913745	33.1715658	2000-2009 –> 2010-2019	20.7482812	9.1770662	44221.0185	33.245620	7	17
Indo-Pacific	(26.5,26.75]	2	cstar_tref ~ temp + nitrate	2648	11.5744804	20491.5576233	1.061719	33.6071209	2000-2009 –> 2010-2019	20.7515604	9.1770800	44218.5226	2.616750	8	19
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	2648	11.6636529	20534.2028812	9.346571	36.6788396	2000-2009 –> 2010-2019	20.8002947	9.1366418	44234.3568	28.694670	11	17
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4020	6.3691809	26306.0916136	22.168775	21.8981251	1982-1999 –> 2000-2009	11.9373735	5.5681926	50985.9387	45.600293	1	2
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	4020	6.3876773	26327.4063604	17.887160	21.4529863	1982-1999 –> 2000-2009	11.9571337	5.5694564	51007.0386	31.173602	2	4
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + phosphate_star	4020	6.3962664	26338.2099299	10.887248	21.6732602	1982-1999 –> 2000-2009	11.9721790	5.5759126	51026.9553	22.388056	3	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4020	6.3996551	26344.4683319	17.814405	21.8815768	1982-1999 –> 2000-2009	11.9826424	5.5829873	51045.1878	33.874593	4	10
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + oxygen	4020	6.4095936	26352.9445719	1.010838	21.3120945	1982-1999 –> 2000-2009	11.9856975	5.5761039	51039.9598	2.047417	6	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4020	6.4093952	26356.6957429	73.848339	21.7080817	1982-1999 –> 2000-2009	11.9886285	5.5792332	51052.1242	160.989488	5	10
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + nitrate	4020	6.4148536	26361.5398945	17.423850	21.4753433	1982-1999 –> 2000-2009	12.0006034	5.5857497	51064.1504	30.627619	7	14
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate_star	4020	6.4385400	26391.1723086	10.787503	21.5965327	1982-1999 –> 2000-2009	12.0330674	5.5945275	51106.1341	22.030624	8	17
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate	4020	6.4457584	26400.1811040	71.744471	21.4245385	1982-1999 –> 2000-2009	12.0377928	5.5920344	51111.6369	134.759686	9	17
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + aou	4020	6.4475349	26400.3967402	1.087485	21.3002146	1982-1999 –> 2000-2009	12.0428536	5.5953187	51114.4710	2.087544	10	21
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	3855	7.0374158	25996.0844046	61.055651	26.3621628	2000-2009 –> 2010-2019	13.4065967	6.3691809	52302.1760	140.239834	1	2
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + phosphate_star	3855	7.0399701	25996.8823220	8.331550	26.8216151	2000-2009 –> 2010-2019	13.4362365	6.3962664	52335.0923	19.218798	2	5
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3855	7.0835747	26046.4897467	10.258544	26.0014243	2000-2009 –> 2010-2019	13.4832298	6.3996551	52390.9581	28.072949	3	7
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate_star	3855	7.0900541	26051.5388863	7.883576	26.7228936	2000-2009 –> 2010-2019	13.5285941	6.4385400	52442.7112	18.671079	4	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3855	7.1433345	26111.2614541	53.928268	25.3605317	2000-2009 –> 2010-2019	13.5527297	6.4093952	52467.9572	127.776607	5	10
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate	3855	7.1516667	26118.2493716	45.571747	26.1691920	2000-2009 –> 2010-2019	13.5974251	6.4457584	52518.4305	117.316218	6	15
Indo-Pacific	(26.75,27]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3855	7.3285174	26308.5876903	227.449815	24.0162270	2000-2009 –> 2010-2019	13.8369657	6.5084483	52788.5862	497.674548	7	19
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + oxygen + nitrate	3855	7.4970471	26481.8822182	10.234763	19.9512831	2000-2009 –> 2010-2019	13.8847244	6.3876773	52809.2886	28.121923	9	11
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + oxygen	3855	7.5042202	26487.2555351	1.053884	20.7037376	2000-2009 –> 2010-2019	13.9138138	6.4095936	52840.2001	2.064722	10	16
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + phosphate + phosphate_star	3855	7.3527026	26331.9899290	214.884220	25.3540656	2000-2009 –> 2010-2019	13.9181270	6.5654244	52880.0656	528.929611	8	22
Indo-Pacific	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	5165	4.4636723	30123.0238988	706.749243	16.8062238	1982-1999 –> 2000-2009	7.9923356	3.5286633	57078.3128	1320.182456	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5165	4.4933617	30191.5047548	102.783729	16.7690475	1982-1999 –> 2000-2009	8.0263878	3.5330261	57159.2165	194.607601	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	5165	4.5244664	30262.7664872	27.629016	16.7654346	1982-1999 –> 2000-2009	8.0864150	3.5619486	57312.4486	41.700666	3	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5165	4.5276337	30269.9952923	27.439258	16.7915601	1982-1999 –> 2000-2009	8.0926454	3.5650117	57328.3196	40.993445	4	9
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate	5165	4.5627124	30347.7205043	37.794717	16.4480884	1982-1999 –> 2000-2009	8.0964075	3.5336951	57315.3361	54.033281	6	9
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate_star	5165	4.5367756	30288.8318138	5.948652	16.9397879	1982-1999 –> 2000-2009	8.1201864	3.5834108	57396.9117	13.105461	5	11
Indo-Pacific	(27,27.25]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	5165	4.6424195	30526.6196720	17.658235	16.3652184	1982-1999 –> 2000-2009	8.2415540	3.5991345	57678.7191	24.800900	10	17
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + aou + phosphate	5165	4.6414977	30524.5682540	67.507337	16.3741256	1982-1999 –> 2000-2009	8.3166054	3.6751077	57886.6861	110.605771	8	17
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate_star	5165	4.6929856	30638.5275207	21.238911	16.4057672	1982-1999 –> 2000-2009	8.3170648	3.6240791	57860.0682	29.440751	14	22
Indo-Pacific	(27,27.25]	3	cstar_tref ~ oxygen + aou + phosphate	5165	4.6368692	30514.2619483	428.171137	16.4037982	1982-1999 –> 2000-2009	8.3332180	3.6963489	57934.3220	732.246564	7	18
Indo-Pacific	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4817	4.9599442	29109.8884058	518.579322	16.6882699	2000-2009 –> 2010-2019	9.4236165	4.4636723	59232.9123	1225.328565	2	3
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4817	4.9511257	29092.7443515	74.550850	16.6209141	2000-2009 –> 2010-2019	9.4444874	4.4933617	59284.2491	177.334579	1	3
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	4817	4.9602563	29110.4945837	78.314210	16.5936585	2000-2009 –> 2010-2019	9.4847228	4.5244664	59373.2611	185.796427	3	6
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4817	4.9716487	29132.5959985	16.919584	16.6274256	2000-2009 –> 2010-2019	9.4992824	4.5276337	59402.5913	44.358842	7	11
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate	4817	4.9611884	29110.3048042	22.268604	16.7211802	2000-2009 –> 2010-2019	9.5239009	4.5627124	59458.0253	60.063321	4	10
Indo-Pacific	(27,27.25]	3	cstar_tref ~ oxygen + nitrate + phosphate	4817	4.9625684	29112.9840780	15.993640	16.6419505	2000-2009 –> 2010-2019	9.6049879	4.6424195	59639.6038	44.221125	5	15
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate_star	4817	5.0770681	29332.7406212	6.051255	17.1679411	2000-2009 –> 2010-2019	9.6138436	4.5367756	59621.5724	11.999907	16	21
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + phosphate_star	4817	4.9720319	29131.3385372	11.735924	16.6120337	2000-2009 –> 2010-2019	9.6650176	4.6929856	59769.8661	32.974835	8	22
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + aou + phosphate	4817	5.0332095	29249.1551673	43.069231	16.4711746	2000-2009 –> 2010-2019	9.6747072	4.6414977	59773.7234	110.576568	10	18
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + oxygen + phosphate_star	4817	5.0287232	29240.5642094	5.422120	16.4503296	2000-2009 –> 2010-2019	9.6884281	4.6597049	59805.5747	10.949936	9	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6886	3.4620297	36656.4492049	269.021524	14.1554943	1982-1999 –> 2000-2009	6.5421061	3.0800764	68049.9124	435.157185	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6886	3.5041763	36823.0965739	51.671092	15.0293146	1982-1999 –> 2000-2009	6.6464791	3.1423028	68463.2984	69.833559	2	4
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6886	3.5157548	36868.5268776	52.341535	15.1985666	1982-1999 –> 2000-2009	6.6666409	3.1508861	68542.3790	74.966437	3	6
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate_star	6886	3.7383095	37711.8422382	9.893237	12.2575966	1982-1999 –> 2000-2009	6.9773823	3.2390727	69724.2096	19.297912	4	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ oxygen + aou + phosphate_star	6886	3.8438514	38095.2729540	797.910089	11.0615095	1982-1999 –> 2000-2009	7.0654492	3.2215978	70040.9068	1169.573954	5	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate	6886	3.9026705	38304.4175809	98.381166	11.0973036	1982-1999 –> 2000-2009	7.1752813	3.2726108	70443.8580	142.489154	6	12
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	6886	3.9321261	38407.9720493	6.592585	11.2253909	1982-1999 –> 2000-2009	7.2419237	3.3097976	70686.7963	12.535324	7	14
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate_star	6886	3.9369897	38424.9960648	8.240032	11.3062485	1982-1999 –> 2000-2009	7.2491158	3.3121261	70712.4959	15.057403	8	16
Indo-Pacific	(27.25,27.5]	2	cstar_tref ~ temp + phosphate_star	6886	4.3550124	39812.7432555	3.420143	16.3027369	1982-1999 –> 2000-2009	7.7335649	3.3785525	72343.1995	8.753057	16	25
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + phosphate	6886	4.3680134	39855.7954032	46.510722	13.8010800	1982-1999 –> 2000-2009	7.9003383	3.5323250	72937.3139	68.444417	19	29
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6263	3.6743507	34086.6653142	186.081224	13.6019843	2000-2009 –> 2010-2019	7.1363804	3.4620297	70743.1145	455.102749	1	2
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6263	3.7125873	34216.3417668	30.675646	13.7945210	2000-2009 –> 2010-2019	7.2167636	3.5041763	71039.4383	82.346737	3	5
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	6263	3.7152781	34225.4171862	198.412624	13.8231334	2000-2009 –> 2010-2019	7.2310329	3.5157548	71093.9441	491.628946	4	7
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate_star	6263	3.7200372	34239.4520957	8.697797	14.1953239	2000-2009 –> 2010-2019	7.4583468	3.7383095	71951.2943	18.591034	5	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ oxygen + aou + phosphate	6263	3.6825131	34112.4603185	394.039134	15.3544833	2000-2009 –> 2010-2019	7.5263645	3.8438514	72207.7333	1104.450118	2	7
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate	6263	3.7346889	34288.6898943	54.043676	15.3989297	2000-2009 –> 2010-2019	7.6373594	3.9026705	72593.1075	152.424842	6	12
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + oxygen + phosphate	6263	3.7573894	34364.5960276	57.031261	15.4171357	2000-2009 –> 2010-2019	7.6895155	3.9321261	72772.5681	161.429373	7	14
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + aou + phosphate_star	6263	3.7618384	34379.4188867	6.442404	15.4527077	2000-2009 –> 2010-2019	7.6988281	3.9369897	72804.4150	14.682435	8	16
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate	6263	3.8684062	34729.3302451	8.848990	16.5585495	2000-2009 –> 2010-2019	8.1823107	4.3139046	74413.4593	27.736432	9	19
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ oxygen + aou + nitrate	6263	3.9231446	34905.3322795	278.831076	16.6152245	2000-2009 –> 2010-2019	8.2237999	4.3006553	74547.0985	836.694549	14	23
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7603	2.0343252	32387.1353237	976.125246	11.1453702	1982-1999 –> 2000-2009	4.1125121	2.0781870	62737.4639	1573.477723	1	2
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + phosphate_star	7603	2.0469690	32479.3517122	465.713653	11.0711324	1982-1999 –> 2000-2009	4.1419097	2.0949407	62940.9590	745.424836	2	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7603	2.1241990	33044.5005606	207.927765	11.6461931	1982-1999 –> 2000-2009	4.2730128	2.1488138	63866.3200	346.275068	3	6
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate	7603	2.1318809	33097.3916603	95.483931	11.5497424	1982-1999 –> 2000-2009	4.2915039	2.1596230	63988.0009	149.193863	4	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7603	2.1421652	33172.5697834	122.448472	11.8857921	1982-1999 –> 2000-2009	4.3193137	2.1771485	64179.2043	164.128856	5	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	7603	2.1506408	33232.6144343	218.122379	11.9057595	1982-1999 –> 2000-2009	4.3357233	2.1850825	64290.5683	367.833167	7	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate_star	7603	2.1499153	33225.4839780	4.942654	11.7895231	1982-1999 –> 2000-2009	4.3360175	2.1861023	64288.0204	9.783590	6	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + oxygen + phosphate	7603	2.1549746	33261.2259364	100.244930	11.8109801	1982-1999 –> 2000-2009	4.3463052	2.1913306	64357.4628	158.828439	8	16
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	7603	2.1823658	33453.2864453	4.849405	11.5038396	1982-1999 –> 2000-2009	4.4300187	2.2476529	64907.5502	10.046789	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + nitrate	7603	2.2306733	33786.2060721	784.812211	13.2532771	1982-1999 –> 2000-2009	4.8446018	2.6139284	67370.3224	1057.104327	10	21
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	7518	2.1757597	33035.8134616	989.175598	17.0578738	2000-2009 –> 2010-2019	4.2100848	2.0343252	65422.9488	1965.300844	1	2
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + phosphate	7518	2.1915556	33142.5802989	347.246865	15.1472555	2000-2009 –> 2010-2019	4.2385246	2.0469690	65621.9320	760.955971	2	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7518	2.2580090	33593.7330921	231.581837	14.2023120	2000-2009 –> 2010-2019	4.3822080	2.1241990	66638.2337	439.509602	3	6
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate	7518	2.2694778	33667.9102301	83.653735	12.6921554	2000-2009 –> 2010-2019	4.4013587	2.1318809	66765.3019	179.137666	4	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7518	2.2808442	33745.0279328	90.111375	13.4955811	2000-2009 –> 2010-2019	4.4230094	2.1421652	66917.5977	212.559847	5	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7518	2.2891015	33799.3642664	88.767281	13.0077537	2000-2009 –> 2010-2019	4.4397423	2.1506408	67031.9787	201.657200	6	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + aou + phosphate_star	7518	2.2913482	33812.1144013	6.043343	12.0753465	2000-2009 –> 2010-2019	4.4412634	2.1499153	67037.5984	10.985997	7	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + oxygen + phosphate_star	7518	2.2956389	33840.2438566	6.050082	12.0190385	2000-2009 –> 2010-2019	4.4506135	2.1549746	67101.4698	11.000393	8	16
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate_star	7518	2.3194024	33995.0902303	6.376202	11.4982055	2000-2009 –> 2010-2019	4.5017682	2.1823658	67448.3767	11.225606	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ oxygen + aou + nitrate	7518	2.4247880	34663.2082187	555.088629	13.3977283	2000-2009 –> 2010-2019	4.6554614	2.2306733	68449.4143	1339.900840	10	20
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	3643	1.0298586	10564.7513486	853.654197	5.3518372	1982-1999 –> 2000-2009	2.3113912	1.2815326	21648.9337	1408.279704	1	2
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3643	1.0343757	10596.6386658	789.227038	5.3659637	1982-1999 –> 2000-2009	2.3159700	1.2815943	21681.1410	1320.383495	3	5
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3643	1.0353295	10603.3542164	847.618504	5.3507958	1982-1999 –> 2000-2009	2.3173016	1.2819720	21689.8138	1400.107231	4	7
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3643	1.0531831	10727.9258942	879.492136	5.6292083	1982-1999 –> 2000-2009	2.3404587	1.2872755	21841.8065	1422.451302	6	10
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + oxygen + nitrate	3643	1.0321825	10579.1737026	106.782561	5.2306485	1982-1999 –> 2000-2009	2.3475046	1.3153221	21834.2133	198.874099	2	11
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	3643	1.0401331	10635.0806626	105.320141	5.7540000	1982-1999 –> 2000-2009	2.3607264	1.3205933	21916.6851	194.443183	5	15
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ oxygen + aou + nitrate	3643	1.0678831	10826.9177766	509.494257	7.2483128	1982-1999 –> 2000-2009	2.4060241	1.3381411	22196.1985	865.915062	7	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ oxygen + aou + phosphate	3643	1.1119499	11121.5407483	450.511447	5.5338113	1982-1999 –> 2000-2009	2.4199103	1.3079605	22339.3019	703.634502	8	13
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + phosphate	3643	1.1153156	11143.5616397	100.016267	5.5341347	1982-1999 –> 2000-2009	2.4236029	1.3082872	22362.9819	186.964464	9	15
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + phosphate_star	3643	1.1184588	11164.0659595	1.858414	5.5228772	1982-1999 –> 2000-2009	2.4285496	1.3100908	22392.6363	4.283506	10	17
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3950	1.1877272	12580.7424605	971.812857	12.6534655	2000-2009 –> 2010-2019	2.2175858	1.0298586	23145.4938	1830.384640	1	2
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + oxygen + nitrate	3950	1.1896745	12591.6845990	149.488337	11.9357961	2000-2009 –> 2010-2019	2.2218570	1.0321825	23170.8583	256.270898	4	6
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3950	1.1896546	12593.5524722	959.686678	13.1307051	2000-2009 –> 2010-2019	2.2240303	1.0343757	23190.1911	1748.913716	3	6
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3950	1.1894581	12592.2473169	957.648541	13.1445617	2000-2009 –> 2010-2019	2.2247876	1.0353295	23195.6015	1805.267045	2	6
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	3950	1.1905188	12597.2887841	144.556599	12.6155355	2000-2009 –> 2010-2019	2.2306519	1.0401331	23232.3694	249.876740	5	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	3950	1.1982946	12650.7197273	941.200159	14.2493009	2000-2009 –> 2010-2019	2.2514778	1.0531831	23378.6456	1775.440531	6	12
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ oxygen + aou + nitrate	3950	1.1983026	12648.7720158	534.247298	14.2027474	2000-2009 –> 2010-2019	2.2661856	1.0678831	23475.6898	1043.741554	7	14
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ aou + phosphate + phosphate_star	3950	1.2903058	13233.1605462	396.849552	9.7030474	2000-2009 –> 2010-2019	2.4022557	1.1119499	24354.7013	847.360999	8	16
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + phosphate	3950	1.2943645	13257.9711732	135.160066	8.4082371	2000-2009 –> 2010-2019	2.4096801	1.1153156	24401.5328	235.176333	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + phosphate_star	3950	1.2970953	13274.6206798	2.201871	7.9670343	2000-2009 –> 2010-2019	2.4155541	1.1184588	24438.6866	4.060285	10	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	4823	0.9896221	13598.4530825	616.596637	10.8991432	1982-1999 –> 2000-2009	2.1561898	1.1665677	26940.0919	1020.922550	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4823	0.9985894	13685.4651655	602.655401	10.4953567	1982-1999 –> 2000-2009	2.1675412	1.1689518	27044.4049	956.212719	2	4
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4823	1.0048829	13746.0667620	484.115078	10.3764190	1982-1999 –> 2000-2009	2.1783284	1.1734455	27137.5197	818.390791	3	7
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	4823	1.0056707	13753.6261698	523.948857	10.3321525	1982-1999 –> 2000-2009	2.1787387	1.1730680	27142.3528	879.944521	5	8
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	4823	1.0099875	13792.9430246	4.504099	10.0245952	1982-1999 –> 2000-2009	2.1862342	1.1762466	27202.6004	8.487604	9	14
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + phosphate + phosphate_star	4823	1.0085501	13779.2046473	4.511839	10.5977557	1982-1999 –> 2000-2009	2.2237580	1.2152079	27465.0013	8.599979	8	14
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + phosphate_star	4823	1.0076685	13770.7693550	3.771438	10.6509663	1982-1999 –> 2000-2009	2.2237909	1.2161224	27462.9404	7.103166	7	14
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + phosphate	4823	1.0049535	13744.7448917	75.877091	10.8935210	1982-1999 –> 2000-2009	2.2260061	1.2210525	27471.1998	137.328975	4	12
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ oxygen + aou + phosphate_star	4823	1.0070007	13764.3744675	562.839162	11.6463107	1982-1999 –> 2000-2009	2.2447307	1.2377300	27605.7861	911.865574	6	15
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + oxygen + nitrate	4823	1.2685132	15991.3386959	66.367259	14.0383927	1982-1999 –> 2000-2009	2.9612043	1.6926911	32485.4563	130.118610	10	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	5595	0.8495152	14064.9510200	561.798177	4.5934733	2000-2009 –> 2010-2019	1.8391373	0.9896221	27663.4041	1178.394814	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5595	0.8576344	14171.3906864	515.813574	4.6405605	2000-2009 –> 2010-2019	1.8562238	0.9985894	27856.8559	1118.468975	3	5
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ oxygen + aou + phosphate	5595	0.8508242	14080.1810659	540.571175	4.6930783	2000-2009 –> 2010-2019	1.8578249	1.0070007	27844.5555	1103.410337	2	8
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + phosphate	5595	0.8578358	14172.0183476	83.838000	4.5999691	2000-2009 –> 2010-2019	1.8627893	1.0049535	27916.7632	159.715091	4	8
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5595	0.8617636	14225.1375045	478.531471	4.6752366	2000-2009 –> 2010-2019	1.8666465	1.0048829	27971.2043	962.646550	5	8
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5595	0.8632460	14244.3700909	524.934386	4.6682665	2000-2009 –> 2010-2019	1.8689167	1.0056707	27997.9963	1049.779212	7	12
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + phosphate_star	5595	0.8631208	14240.7475559	3.656036	4.5722473	2000-2009 –> 2010-2019	1.8707893	1.0076685	28011.5169	7.427475	6	13
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + phosphate + phosphate_star	5595	0.8645530	14259.2991562	3.866238	4.5657939	2000-2009 –> 2010-2019	1.8731030	1.0085501	28038.5038	8.378077	8	16
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + nitrate + phosphate_star	5595	0.8843693	14512.8887390	3.807116	4.7552441	2000-2009 –> 2010-2019	1.8943568	1.0099875	28305.8318	8.311215	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + oxygen + nitrate	5595	1.0325006	16245.8189695	85.137768	6.1725359	2000-2009 –> 2010-2019	2.3010138	1.2685132	32237.1577	151.505027	10	20
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8638	1.1512844	26959.3942451	600.709122	7.3424935	1982-1999 –> 2000-2009	2.3786357	1.2273513	53306.1335	964.230004	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	8638	1.1690587	27224.0737081	462.821364	7.3886348	1982-1999 –> 2000-2009	2.4129041	1.2438455	53787.3124	829.904900	4	6
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8638	1.1673960	27199.4856527	426.611740	7.3226013	1982-1999 –> 2000-2009	2.4185488	1.2511528	53857.7228	772.838840	3	6
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	8638	1.1706789	27245.9999974	16.715349	7.5194480	1982-1999 –> 2000-2009	2.4811124	1.3104335	54653.0117	28.050235	5	9
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate	8638	1.1611885	27105.3775244	120.073076	6.9424916	1982-1999 –> 2000-2009	2.5713314	1.4101429	55701.7042	207.599216	2	7
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate_star	8638	1.1717066	27261.1605631	13.049977	7.0516869	1982-1999 –> 2000-2009	2.5826373	1.4109307	55866.5448	21.491300	6	12
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + oxygen + phosphate_star	8638	1.1750795	27310.8197980	14.356326	7.0846427	1982-1999 –> 2000-2009	2.5866096	1.4115301	55923.0929	23.299109	7	14
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + oxygen + nitrate	8638	1.3288651	29435.5850047	99.055764	7.6183394	1982-1999 –> 2000-2009	3.2316737	1.9028086	62891.4728	194.142198	8	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	8638	1.3319882	29476.1402890	92.544301	7.9054603	1982-1999 –> 2000-2009	3.2509490	1.9189608	63069.1149	183.534946	9	20
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ oxygen + aou + nitrate	8638	1.3399266	29578.7963098	862.483415	8.3076996	1982-1999 –> 2000-2009	3.2838518	1.9439252	63381.3954	1644.292005	10	22
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	9866	0.8469907	24733.6886854	595.736444	5.7922314	2000-2009 –> 2010-2019	1.9982751	1.1512844	51693.0829	1196.445566	1	2
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate	9866	0.8479027	24752.9242802	118.869687	5.8853488	2000-2009 –> 2010-2019	2.0090912	1.1611885	51858.3018	238.942762	2	4
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	9866	0.8567307	24959.3043552	522.155997	5.8525316	2000-2009 –> 2010-2019	2.0241267	1.1673960	52158.7900	948.767737	3	6
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + phosphate_star	9866	0.8567587	24957.9482296	7.567317	5.8686626	2000-2009 –> 2010-2019	2.0284653	1.1717066	52219.1088	20.617294	4	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	9866	0.8598958	25032.0662080	560.818293	5.8116261	2000-2009 –> 2010-2019	2.0289544	1.1690587	52256.1399	1023.639657	5	9
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + oxygen + phosphate	9866	0.8601667	25036.2818632	121.416201	5.8625485	2000-2009 –> 2010-2019	2.0352462	1.1750795	52347.1017	246.782916	6	13
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	9866	0.8689480	25236.7016961	9.393117	5.5285066	2000-2009 –> 2010-2019	2.0396269	1.1706789	52482.7017	26.108466	7	12
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + oxygen + nitrate	9866	0.9478865	26952.4279659	115.966620	7.0073854	2000-2009 –> 2010-2019	2.2767515	1.3288651	56388.0130	215.022384	8	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	9866	0.9486565	26968.4515884	111.206867	7.1430511	2000-2009 –> 2010-2019	2.2806448	1.3319882	56444.5919	203.751168	9	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	9866	1.2870899	32988.5322475	416.475340	7.6189526	2000-2009 –> 2010-2019	2.8396897	1.5525998	65112.3592	715.873899	13	23
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5759	1.0342069	16742.7404736	819.612262	6.6425122	1982-1999 –> 2000-2009	2.0461200	1.0119131	32682.1970	1155.141306	1	2
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5759	1.0408951	16816.9867427	619.448521	6.5925181	1982-1999 –> 2000-2009	2.0648986	1.0240035	32888.6614	881.802859	3	6
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5759	1.0462909	16876.5403585	665.902847	6.7676889	1982-1999 –> 2000-2009	2.0651152	1.0188243	32891.7684	951.890476	5	7
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate_star	5759	1.0598709	17023.0720122	19.816434	7.2490227	1982-1999 –> 2000-2009	2.1681438	1.1082729	33973.0974	38.718929	9	14
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	5759	1.0353604	16753.5801814	106.416301	6.8045149	1982-1999 –> 2000-2009	2.2254767	1.1901162	34496.7394	209.742408	2	9
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate_star	5759	1.0449285	16859.5318790	16.633555	6.9354802	1982-1999 –> 2000-2009	2.2359388	1.1910104	34611.0514	30.929859	4	12
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + oxygen + phosphate_star	5759	1.0483232	16896.8911603	19.097783	6.9819868	1982-1999 –> 2000-2009	2.2397662	1.1914430	34652.4532	35.903630	7	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate	5759	1.2025409	18477.6760845	619.155170	5.7921209	1982-1999 –> 2000-2009	2.2925692	1.0900283	35242.9190	894.884753	12	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate_star	5759	1.1348230	17810.0924964	334.453002	5.4151273	1982-1999 –> 2000-2009	2.4022604	1.2674374	36253.9674	559.287179	11	22
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ oxygen + nitrate + phosphate	5759	1.2507763	18930.6527557	631.644473	5.5550863	1982-1999 –> 2000-2009	2.4098656	1.1590893	36379.7448	903.085146	15	21
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8070	0.7948676	19208.2511501	711.200100	5.9903227	2000-2009 –> 2010-2019	1.8290745	1.0342069	35950.9916	1530.812362	1	2
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	8070	0.7963227	19235.7694751	76.155504	6.1792460	2000-2009 –> 2010-2019	1.8316831	1.0353604	35989.3497	182.571805	2	4
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8070	0.7986237	19284.3407375	582.910143	5.9912373	2000-2009 –> 2010-2019	1.8395188	1.0408951	36101.3275	1202.358664	3	6
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate_star	8070	0.8015905	19342.1881602	7.664401	6.2905937	2000-2009 –> 2010-2019	1.8465190	1.0449285	36201.7200	24.297955	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	8070	0.8019010	19350.4383260	705.317430	6.1214988	2000-2009 –> 2010-2019	1.8481919	1.0462909	36226.9787	1510.878891	5	10
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + phosphate + phosphate_star	8070	0.8038296	19387.2096709	9.678133	6.3396369	2000-2009 –> 2010-2019	1.8521529	1.0483232	36284.1008	29.138642	6	13
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ oxygen + aou + nitrate	8070	0.8093269	19497.2135307	691.691751	4.6978897	2000-2009 –> 2010-2019	1.8570882	1.0477613	36387.9287	1556.355126	7	13
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	8070	0.8171230	19651.9431882	64.637680	5.0848707	2000-2009 –> 2010-2019	1.8752455	1.0581225	36655.9995	150.694894	8	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate_star	8070	0.8181279	19671.7795892	9.794496	6.7037765	2000-2009 –> 2010-2019	1.8779988	1.0598709	36694.8516	29.610930	9	18
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + oxygen + nitrate	8070	0.8215574	19739.2951742	71.697160	5.2581947	2000-2009 –> 2010-2019	1.8872357	1.0656783	36825.3066	170.398486	10	20
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8973	1.1655545	28225.5434042	408.896499	5.5531885	1982-1999 –> 2000-2009	2.0462479	0.8806934	54336.3613	589.885075	1	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8973	1.1879547	28567.1658793	443.526046	5.9612701	1982-1999 –> 2000-2009	2.0672603	0.8793056	54646.1243	647.253314	3	4
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate	8973	1.1878268	28565.2338015	449.685025	6.0468635	1982-1999 –> 2000-2009	2.0676756	0.8798487	54656.6676	691.035946	2	4
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	8973	1.1880395	28566.4470702	395.551673	5.9977382	1982-1999 –> 2000-2009	2.0680443	0.8800048	54659.4638	569.906304	4	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	8973	1.1942018	28661.2918462	443.906652	5.9457826	1982-1999 –> 2000-2009	2.0816578	0.8874560	54926.6424	645.914862	5	14
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + nitrate + phosphate_star	8973	1.2172660	29002.5865551	129.495435	7.1334086	1982-1999 –> 2000-2009	2.0979669	0.8807009	55111.5764	217.069139	7	12
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ oxygen + nitrate + phosphate	8973	1.2008497	28758.9163108	422.367025	5.6016906	1982-1999 –> 2000-2009	2.1196784	0.9188287	55724.1006	602.782502	6	22
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ oxygen + aou + nitrate	8973	1.2423852	29369.1472060	203.323637	7.5950507	1982-1999 –> 2000-2009	2.1252386	0.8828534	55527.4525	394.423482	8	15
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ temp + aou + nitrate	8973	1.2487996	29461.5632825	23.215948	7.6574780	1982-1999 –> 2000-2009	2.1305556	0.8817560	55594.7421	46.923212	9	15
Indo-Pacific	(28.1,28.2]	2	cstar_tref ~ aou + nitrate	8973	1.2596599	29614.9571208	8.051891	7.5303530	1982-1999 –> 2000-2009	2.1444363	0.8847764	55815.2174	17.329351	11	19
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	10751	1.1157408	32876.8838799	297.561780	7.2957203	2000-2009 –> 2010-2019	2.2812953	1.1655545	61102.4273	706.458279	1	2
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate	10751	1.1309928	33168.8228810	305.911062	7.6570838	2000-2009 –> 2010-2019	2.3189475	1.1879547	61735.9888	749.437108	2	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	10751	1.1343391	33232.3474444	564.361169	7.7243550	2000-2009 –> 2010-2019	2.3221659	1.1878268	61797.5812	1325.564664	4	6
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + nitrate + phosphate	10751	1.1392015	33322.3201851	274.819415	7.8253285	2000-2009 –> 2010-2019	2.3272410	1.1880395	61888.7673	670.371088	6	10
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	10751	1.1343276	33232.1289216	305.927737	7.6159783	2000-2009 –> 2010-2019	2.3285294	1.1942018	61893.4208	749.834389	3	8
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ oxygen + nitrate + phosphate_star	10751	1.1345250	33233.8706651	367.299613	7.6747179	2000-2009 –> 2010-2019	2.3353747	1.2008497	61992.7870	982.310698	5	11
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + nitrate + phosphate_star	10751	1.1674409	33848.8287379	93.616935	8.6581767	2000-2009 –> 2010-2019	2.3847069	1.2172660	62851.4153	223.112370	7	14
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ oxygen + aou + nitrate	10751	1.1768389	34021.2297235	159.364892	8.9909496	2000-2009 –> 2010-2019	2.4192242	1.2423852	63390.3769	362.688529	9	17
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ temp + aou + nitrate	10751	1.1770781	34025.5985338	18.003845	9.0137956	2000-2009 –> 2010-2019	2.4258777	1.2487996	63487.1618	41.219793	10	19
Indo-Pacific	(28.1,28.2]	2	cstar_tref ~ aou + nitrate	10751	1.1771083	34024.1498620	9.458234	9.0100344	2000-2009 –> 2010-2019	2.4367682	1.2596599	63639.1070	17.510125	11	22
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1590	0.5113386	2391.3245429	405.312939	4.5928913	1982-1999 –> 2000-2009	0.8176347	0.3062961	3300.0628	1280.200299	3	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1590	0.5099825	2382.8799938	403.515787	4.5710033	1982-1999 –> 2000-2009	0.8179370	0.3079545	3312.1587	1277.895034	1	3
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1590	0.5106326	2386.9306987	409.556783	4.5833181	1982-1999 –> 2000-2009	0.8189972	0.3083646	3321.2719	1284.500522	2	5
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + nitrate + phosphate	1590	0.5374687	2547.8112579	263.592207	4.8917815	1982-1999 –> 2000-2009	0.8470882	0.3096195	3495.6010	568.673532	6	10
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1590	0.5322860	2516.9979249	401.982683	4.7157146	1982-1999 –> 2000-2009	0.8484873	0.3162013	3544.8052	1219.948151	5	10
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	1590	0.5228851	2460.3330226	379.877593	4.6012853	1982-1999 –> 2000-2009	0.8605247	0.3376396	3737.6825	1147.320551	4	10
Indo-Pacific	(28.2,28.3]	2	cstar_tref ~ nitrate + phosphate	1590	0.5380477	2549.2346705	56.638779	4.8665995	1982-1999 –> 2000-2009	0.8812665	0.3432188	3886.9284	93.083735	7	14
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + phosphate + phosphate_star	1590	0.7603772	3651.0931375	16.294930	5.0739061	1982-1999 –> 2000-2009	1.2449055	0.4845283	6302.4354	39.702631	9	18
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + aou + phosphate	1590	0.7584216	3642.9040051	22.865783	5.0757127	1982-1999 –> 2000-2009	1.2457392	0.4873176	6316.0822	53.670837	8	20
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ oxygen + aou + phosphate	1590	0.7633444	3663.4781982	187.689051	5.1067381	1982-1999 –> 2000-2009	1.2481387	0.4847943	6316.9082	412.892428	10	20
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate	1726	0.3454669	1241.1883788	376.416084	1.3970504	2000-2009 –> 2010-2019	0.8554494	0.5099825	3624.0684	779.931871	1	2
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1726	0.3464022	1250.5216347	384.199555	1.3941241	2000-2009 –> 2010-2019	0.8570348	0.5106326	3637.4523	793.756339	3	5
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1726	0.3459026	1245.5389850	404.435698	1.3915583	2000-2009 –> 2010-2019	0.8572412	0.5113386	3636.8635	809.748637	2	5
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	1726	0.3508790	1292.8489083	341.064954	1.4368152	2000-2009 –> 2010-2019	0.8737641	0.5228851	3753.1819	720.942547	5	9
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1726	0.3476613	1261.0464698	373.583566	1.3461600	2000-2009 –> 2010-2019	0.8799473	0.5322860	3778.0444	775.566249	4	9
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + nitrate + phosphate	1726	0.4075274	1809.4977193	294.316424	1.3022343	2000-2009 –> 2010-2019	0.9449961	0.5374687	4357.3090	557.908631	6	12
Indo-Pacific	(28.2,28.3]	2	cstar_tref ~ nitrate + phosphate	1726	0.4694026	2295.4472993	56.124442	1.9099459	2000-2009 –> 2010-2019	1.0074503	0.5380477	4844.6820	112.763220	7	14
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate_star	1726	0.7406183	3871.6440085	223.203508	2.1489802	2000-2009 –> 2010-2019	1.5114349	0.7708166	7566.0993	389.714016	8	21
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + aou + phosphate	1726	0.7551764	3938.8408215	30.099729	2.5939264	2000-2009 –> 2010-2019	1.5135980	0.7584216	7581.7448	52.965512	9	17
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ temp + phosphate + phosphate_star	1726	0.7573799	3948.8983738	22.031024	2.5713513	2000-2009 –> 2010-2019	1.5177570	0.7603772	7599.9915	38.325954	10	19
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + oxygen + nitrate	146	0.0120250	-866.5336770	529.477223	0.0612419	1982-1999 –> 2000-2009	0.7193751	0.7073501	-335.1971	1059.032757	8	9
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + nitrate	146	0.0115292	-878.8275559	363.588467	0.0561748	1982-1999 –> 2000-2009	0.7194874	0.7079581	-347.0734	717.030522	6	8
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ oxygen + nitrate	146	0.0136536	-831.4461590	192.705338	0.0612490	1982-1999 –> 2000-2009	0.8091873	0.7955338	-245.0106	342.622206	9	13
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ aou + nitrate	146	0.0521879	-439.9180216	245.471543	0.1320669	1982-1999 –> 2000-2009	0.8159334	0.7637455	126.6990	395.661016	11	14
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + nitrate + phosphate_star	146	0.0104122	-908.5849832	143.698218	0.0465467	1982-1999 –> 2000-2009	0.8368092	0.8263970	-301.6513	553.893825	5	10
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ nitrate + phosphate_star	146	0.0119869	-869.4602099	52.791978	0.0471682	1982-1999 –> 2000-2009	0.8668590	0.8548721	-248.0626	96.822120	7	13
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + oxygen + phosphate_star	146	0.0081337	-980.6964698	301.392138	0.0370228	1982-1999 –> 2000-2009	0.8848711	0.8767374	-345.0245	763.546334	2	10
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + phosphate	146	0.0078819	-989.8789141	249.897132	0.0344203	1982-1999 –> 2000-2009	0.8855959	0.8777140	-353.6660	669.577827	1	10
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + aou + phosphate_star	146	0.0094426	-937.1276917	300.719818	0.0490098	1982-1999 –> 2000-2009	0.8859816	0.8765390	-301.5658	607.154469	4	11
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ phosphate + phosphate_star	146	0.0091441	-948.5052796	37.493278	0.0392492	1982-1999 –> 2000-2009	0.9773465	0.9682023	-266.6058	83.064914	3	16
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ phosphate + phosphate_star	32	0.0100306	-195.7233291	632.543825	0.0292969	2000-2009 –> 2010-2019	0.0191747	0.0091441	-1144.2286	670.037103	2	3
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ nitrate + phosphate_star	32	0.0113456	-187.8393577	782.616915	0.0328582	2000-2009 –> 2010-2019	0.0233325	0.0119869	-1057.2996	835.408893	3	5
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ temp + phosphate	32	0.0092723	-200.7540833	929.172950	0.0240067	2000-2009 –> 2010-2019	0.0852284	0.0759560	-531.0834	960.886215	1	4

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	11.3568382	4083.4803
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	11.2988653	3587.6635
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	9.6519426	13651.3420
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	9.8359032	12490.8282
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	7.5518098	13002.7388
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.3451560	11121.8064
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	7.3343110	20061.5591
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	7.3954475	16563.6329
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	6.6826541	26059.2466
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	7.3580129	20537.0668
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.6869107	34956.5923
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.5299122	29538.4993
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	6.9696910	49344.0633
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	7.8935815	41356.6700
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	6.4651231	29495.3765
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	7.2917808	26438.9351
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	7.9081298	97393.1116
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	9.7433212	84290.9715
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	4.9077132	69862.0719
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	5.8180118	53819.5115
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	3.6084632	27164.7555
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	4.0045779	22553.3251
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	2.5774565	23671.8093
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.7883771	19683.1336
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.0740004	6158.3025
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.2656478	6497.9520
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.7690662	4600.2076
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.7697122	4615.8180
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	23.2904022	57355.8766
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	23.0266395	76004.7379
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	20.6064859	52747.9838
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	23.9857978	52417.4795
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	17.6826713	46064.6610
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	20.7236242	44202.0627
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	11.9937972	51055.3597
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	13.6558443	52577.5466
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	8.1622820	57495.0341
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	9.5622994	59536.1379
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	7.1198282	70194.4370
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.6000702	72416.6173
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	4.3430919	64292.5872
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	4.4144034	66843.4852
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	2.3671439	21990.3712
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	2.2864066	23598.3770
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.2746522	27795.7353
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	1.9090801	28384.3789
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	2.7198254	57243.7505
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	2.1560872	54296.0191
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.2150154	34407.2599
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	1.8544708	36331.8555
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.0948762	55099.8348
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.3580131	62377.9033
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.9630719	4353.3936
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.0818673	5037.9437
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.8401447	-261.7158
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.0425785	-910.8705

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
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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	oxygen	phosphate	phosphate_star	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	7	10	3	5	3	6
(26,26.5]	7	10	3	5	4	5
(26.5,26.75]	7	6	3	4	5	7
(26.75,27]	7	9	4	5	2	6
(27,27.25]	7	10	5	3	4	5
(27.25,27.5]	6	6	5	5	4	8
(27.5,27.75]	6	7	3	5	4	9
(27.75,27.85]	5	10	3	5	5	5
(27.85,27.95]	5	10	3	6	4	5
(27.95,28.05]	5	10	2	5	6	5
(28.05,28.1]	6	10	3	6	3	6
(28.1,28.15]	7	10	5	4	3	5
(28.15,28.2]	5	10	3	2	4	3
(28.2, Inf]	8	5	1	6	7	6
total	88.00	123.00	46.00	66.00	58.00	81.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	7	10	4	3	4	6
(26,26.5]	7	10	5	3	4	5
(26.5,26.75]	5	10	4	4	3	5
(26.75,27]	5	10	3	4	4	5
(27,27.25]	6	10	3	6	4	4
(27.25,27.5]	6	6	3	5	6	8
(27.5,27.75]	6	10	3	5	4	6
(27.75,27.85]	5	10	3	6	4	5
(27.85,27.95]	5	10	3	6	4	5
(27.95,28.05]	5	10	2	6	5	5
(28.05,28.1]	7	10	5	5	2	5
(28.1,28.15]	7	10	5	4	3	5
(28.15,28.2]	5	10	4	2	3	3
(28.2, Inf]	8	6	3	4	7	6
total	84.00	132.00	50.00	63.00	57.00	73.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	8	4	3	4	7
(26,26.5]	8	5	4	7	3	6
(26.5,26.75]	5	9	4	6	4	5
(26.75,27]	6	5	3	3	4	10
(27,27.25]	7	8	4	4	6	5
(27.25,27.5]	6	5	1	5	7	8
(27.5,27.75]	7	6	4	5	5	7
(27.75,27.85]	8	7	4	5	3	7
(27.85,27.95]	6	6	4	4	6	8
(27.95,28.05]	6	7	4	2	5	9
(28.05,28.1]	6	7	2	5	6	7
(28.1,28.2]	8	10	4	5	2	4
(28.2,28.3]	5	7	1	10	4	5
(28.3, Inf]	4	6	3	2	5	6
total	90.00	96.00	46.00	66.00	64.00	94.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	8	8	4	4	4	6
(26,26.5]	8	5	4	6	4	6
(26.5,26.75]	4	10	4	3	4	8
(26.75,27]	6	5	5	5	4	8
(27,27.25]	6	8	4	5	5	6
(27.25,27.5]	6	6	4	6	3	8
(27.5,27.75]	7	6	4	5	5	7
(27.75,27.85]	8	7	3	5	4	7
(27.85,27.95]	6	6	3	6	5	8
(27.95,28.05]	6	7	3	3	5	9
(28.05,28.1]	6	7	3	4	4	9
(28.1,28.2]	8	10	3	4	4	4
(28.2,28.3]	5	8	1	9	4	5
(28.3, Inf]	0	1	0	2	2	1
total	84.00	94.00	45.00	67.00	57.00	92.00

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
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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