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: 87514d4

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 87514d4. 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_RO_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_nafilled_rN_ORCA/
    Untracked:  docs_GV_2021_2R_mon_nafilled_rP_rP*_aO_ORCA/
    Untracked:  docs_GV_2021_2R_mon_nafilled_rS_ORCA/
    Untracked:  docs_GV_2021_2R_mon_nafilled_rT_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	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
html	3300527	Donghe-Zhu	2021-07-31	Build site.
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, 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:

• 26

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 ~ aou + nitrate + phosphate + phosphate_star	250	5.8249986	1602.5486485	95.824276	15.2723238	1982-1999 –> 2000-2009	10.9195390	5.0945404	4033.95239	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	4036.00307	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	4037.92739	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	4048.45417	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	4057.52867	355.131893	5	9
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	4074.00284	120.915534	6	12
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	4162.32152	153.976163	7	14
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	4209.66507	28.162831	8	16
Atlantic	(-Inf,26]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	250	6.5814065	1661.5935066	40.067382	17.2519897	1982-1999 –> 2000-2009	12.7772914	6.1958849	4246.39567	85.631736	9	18
Atlantic	(-Inf,26]	2	cstar_tref ~ nitrate + phosphate	250	6.6073385	1661.5597256	7.059971	18.3024424	1982-1999 –> 2000-2009	12.8765814	6.2692429	4253.70747	17.637518	10	20
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	318	5.0874099	1949.0698899	80.161140	15.5569858	2000-2009 –> 2010-2019	10.9124085	5.8249986	3551.61854	175.985417	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	3552.26711	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	3553.30732	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	3557.38294	86.402501	6	10
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	318	5.1439212	1956.0956778	86.320243	16.3809368	2000-2009 –> 2010-2019	11.0497321	5.9058108	3565.53332	223.715388	4	9
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	3575.11888	84.140480	5	11
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	3626.61764	103.852304	7	14
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	3729.99587	27.645797	8	16
Atlantic	(-Inf,26]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	318	6.3260673	2085.6606028	43.942269	14.1305743	2000-2009 –> 2010-2019	12.9074738	6.5814065	3747.25411	84.009651	9	18
Atlantic	(-Inf,26]	2	cstar_tref ~ nitrate + phosphate	318	6.3430520	2085.3658931	4.454717	14.4372385	2000-2009 –> 2010-2019	12.9503905	6.6073385	3746.92562	11.514689	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	13460.73557	483.659400	4	5
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	13464.26868	804.635434	1	4
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	13466.77939	405.349387	2	4
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	13571.64183	204.131470	3	8
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	13595.51022	151.618227	5	9
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	13991.75483	285.147016	6	12
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	14268.14372	450.202721	7	19
Atlantic	(26,26.5]	3	cstar_tref ~ temp + nitrate + phosphate	931	5.5512619	5843.5785934	279.004729	23.0140955	1982-1999 –> 2000-2009	11.4983814	5.9471196	14415.31353	441.337489	8	19
Atlantic	(26,26.5]	2	cstar_tref ~ nitrate + phosphate	931	5.6424593	5871.9194066	94.101779	19.3646664	1982-1999 –> 2000-2009	11.6133417	5.9708824	14452.31753	190.530442	9	22
Atlantic	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	931	5.9732032	5979.9851207	441.974108	26.5895956	1982-1999 –> 2000-2009	11.8879338	5.9147306	14537.11722	1263.356200	10	18
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	12269.02654	744.722841	1	2
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	12273.54208	382.219247	2	4
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1138	5.2848861	7030.7051162	158.724582	36.6706926	2000-2009 –> 2010-2019	9.3370249	4.0521388	12290.16256	438.609511	4	8
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	12404.68262	124.230587	3	8
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	12416.06091	167.441556	5	8
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	12938.61200	245.185541	10	16
Atlantic	(26,26.5]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1138	6.5509848	7517.5087237	157.015252	42.1459836	2000-2009 –> 2010-2019	11.6629399	5.1119551	13207.57784	417.979766	12	19
Atlantic	(26,26.5]	3	cstar_tref ~ temp + nitrate + phosphate	1138	6.4378158	7477.8470110	139.372823	31.9681912	2000-2009 –> 2010-2019	11.9890777	5.5512619	13321.42560	418.377552	11	19
Atlantic	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	1138	6.0951869	7353.3728139	493.151683	30.1030417	2000-2009 –> 2010-2019	12.0683902	5.9732032	13333.35793	935.125791	6	16
Atlantic	(26,26.5]	3	cstar_tref ~ temp + aou + phosphate	1138	6.1546621	7375.4737446	121.445532	30.5903685	2000-2009 –> 2010-2019	12.1839960	6.0293339	13372.87452	233.968087	7	18
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	12434.30266	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	12503.04057	922.720508	3	5
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	12578.10785	226.675115	4	7
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	12861.54724	382.499745	2	6
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	13607.90628	429.300213	9	14
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	13639.96658	56.678971	10	16
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	13649.74156	91.644041	11	18
Atlantic	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate	1005	4.0118608	5654.4693644	382.545649	46.8480022	1982-1999 –> 2000-2009	8.9676761	4.9558153	13883.54898	614.846243	5	14
Atlantic	(26.5,26.75]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1005	4.2451746	5768.0901737	529.968397	45.1200699	1982-1999 –> 2000-2009	9.3206412	5.0754666	14062.10791	802.612528	6	17
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + nitrate + phosphate	1005	4.3413751	5813.1306336	602.367795	39.3448244	1982-1999 –> 2000-2009	9.3282112	4.9868361	14059.19547	869.031698	7	17
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	10617.32051	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	10648.41009	386.560821	2	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1041	3.4726352	5558.1404038	375.349982	38.8260251	2000-2009 –> 2010-2019	6.6113134	3.1386782	10721.24837	1025.412110	3	6
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	10848.49374	225.631636	4	8
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	11563.60261	654.174589	6	11
Atlantic	(26.5,26.75]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1041	4.1300784	5917.1231129	348.316645	52.0425131	2000-2009 –> 2010-2019	8.3752530	4.2451746	11685.21329	878.285042	7	13
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	11699.70431	965.637579	5	12
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	11727.67834	483.064128	8	16
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + phosphate	1041	4.8484782	6251.0103140	200.059603	19.1524078	2000-2009 –> 2010-2019	9.2900594	4.4415812	12110.00774	428.579672	9	18
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + phosphate_star	1041	4.9060919	6275.6045525	32.503256	19.9393999	2000-2009 –> 2010-2019	9.4006637	4.4945718	12158.44053	61.539031	10	20
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	19586.20714	914.887049	1	2
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	19621.85422	1727.345259	2	4
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	19687.96930	185.968524	5	8
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1569	3.5553504	8445.0365745	512.621470	28.2578654	1982-1999 –> 2000-2009	6.9668918	3.4115414	19702.97326	928.269884	4	8
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	19877.63825	468.017779	3	8
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	20887.07035	745.235491	6	15
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	20927.84457	348.083856	10	16
Atlantic	(26.75,27]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1569	4.1326113	8915.1670795	418.864056	48.1900701	1982-1999 –> 2000-2009	8.2793867	4.1467754	21000.56267	803.764885	7	18
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate_star	1569	4.3949246	9108.2823887	25.938935	23.2457211	1982-1999 –> 2000-2009	8.3598271	3.9649025	21003.06653	55.981248	11	18
Atlantic	(26.75,27]	3	cstar_tref ~ temp + phosphate + phosphate_star	1569	4.3979127	9110.4152094	37.593453	23.2246390	1982-1999 –> 2000-2009	8.3659435	3.9680308	21008.55125	79.415759	12	20
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	16047.98370	1249.308644	1	2
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	16182.31592	443.353187	3	5
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	16220.63640	1269.419669	2	5
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	16684.16176	154.280856	8	12
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	16733.25960	841.348278	4	9
Atlantic	(26.75,27]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1467	3.5321243	7875.5787504	515.479064	22.5568807	2000-2009 –> 2010-2019	7.6647356	4.1326113	16790.74583	934.343120	5	11
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	16837.69806	1040.642030	6	13
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	16850.82541	742.923809	7	15
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate	1467	4.8165224	8785.5667437	125.961399	17.9614208	2000-2009 –> 2010-2019	9.1382854	4.3217630	17841.17164	270.775408	9	18
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + phosphate_star	1467	4.8520944	8807.1559111	25.696014	18.0492237	2000-2009 –> 2010-2019	9.2470190	4.3949246	17915.43830	51.634950	12	22
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	25714.33823	811.840817	3	4
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	25737.79555	396.791422	4	6
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	25758.11515	1237.992011	2	5
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1898	3.4401213	10088.2742249	401.025995	10.6164586	1982-1999 –> 2000-2009	6.5100409	3.0699196	25785.87624	844.534952	1	5
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	26211.47327	743.651204	6	11
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	26430.60489	87.749869	5	12
Atlantic	(27,27.25]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1898	3.6339207	10294.3155568	314.494589	11.8702893	1982-1999 –> 2000-2009	6.9060329	3.2721122	26383.72221	728.930144	7	13
Atlantic	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate	1898	3.6809224	10343.0988800	330.335580	11.8069536	1982-1999 –> 2000-2009	7.1843786	3.5034561	26854.27753	741.619648	8	16
Atlantic	(27,27.25]	2	cstar_tref ~ nitrate + phosphate	1898	3.7012707	10362.0254987	308.064736	11.5834625	1982-1999 –> 2000-2009	7.6461758	3.9449051	27603.90327	718.838960	9	18
Atlantic	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate_star	1898	3.7395124	10403.0447660	26.015650	14.9151875	1982-1999 –> 2000-2009	7.7193602	3.9798477	27701.36897	59.207704	10	21
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1874	3.6515992	10184.4608025	411.955519	14.0856937	2000-2009 –> 2010-2019	7.0917205	3.4401213	20272.73503	812.981514	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	20277.96422	1156.852386	2	4
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	20321.77092	769.995823	3	6
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	20493.24954	672.763049	4	10
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	20496.43974	330.025976	7	11
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	20534.91429	686.672848	5	12
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	20660.39735	714.940616	6	14
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	20914.66304	664.943653	8	17
Atlantic	(27,27.25]	3	cstar_tref ~ temp + aou + nitrate	1874	4.4749610	10944.5507889	37.930423	14.0998787	2000-2009 –> 2010-2019	7.9996079	3.5246469	21122.96728	67.616388	9	14
Atlantic	(27,27.25]	3	cstar_tref ~ temp + nitrate + phosphate_star	1874	4.9821057	11346.9173237	28.188638	15.5955480	2000-2009 –> 2010-2019	8.7216182	3.7395124	21749.96209	54.204288	10	20
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	34593.86226	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	34628.96458	44.026491	2	6
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2834	3.0815140	14433.4300092	193.505334	13.0355018	1982-1999 –> 2000-2009	6.5447173	3.4632033	34691.32607	473.903186	3	5
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	2834	3.0887593	14444.7411129	21.991069	12.9422299	1982-1999 –> 2000-2009	6.5776053	3.4888459	34756.76170	51.338818	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	34819.70506	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	34874.13411	57.990395	6	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2834	3.1656393	14586.0918120	486.209356	13.3027668	1982-1999 –> 2000-2009	6.7496383	3.5839991	35104.83020	1333.443353	7	15
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	2834	3.1941519	14634.9144096	339.309023	13.1659138	1982-1999 –> 2000-2009	6.7845750	3.5904231	35165.27731	1011.839890	8	17
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	35163.79373	50.624122	9	12
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + phosphate	2834	3.5278619	15198.1458396	192.072799	14.5422872	1982-1999 –> 2000-2009	7.2328192	3.7049573	35967.41267	462.536215	13	24
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	29224.67349	360.820634	2	3
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2585	4.2708384	14853.7707254	186.150986	33.6220173	2000-2009 –> 2010-2019	7.3523524	3.0815140	29287.20073	379.656320	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	29344.32169	383.152191	4	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2585	4.3251675	14919.1231750	566.980687	28.7103639	2000-2009 –> 2010-2019	7.4908067	3.1656393	29505.21499	1053.190043	6	13
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	29430.17818	45.739134	15	17
Atlantic	(27.25,27.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	2585	4.4835225	15103.0267495	32.229689	22.2794764	2000-2009 –> 2010-2019	7.5722818	3.0887593	29547.76786	54.220758	16	20
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	29598.09300	43.967290	17	23
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	29770.98089	53.402331	3	12
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	29768.57588	742.083696	18	26
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	29907.98672	370.362581	12	22
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	48902.38587	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	49146.20870	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	49169.30839	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	49183.69237	24.011750	3	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3833	3.7189477	20958.4196799	223.250259	21.8081412	1982-1999 –> 2000-2009	7.0068052	3.2878575	49483.48037	488.978002	5	15
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	49475.57795	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	49531.97591	38.203868	7	18
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + phosphate + phosphate_star	3833	3.7823657	21086.0432753	21.231318	21.7961491	1982-1999 –> 2000-2009	7.0444852	3.2621195	49523.22104	41.510855	11	18
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	49487.93375	36.440314	14	19
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate	3833	3.8287952	21179.5725708	125.264659	29.0709829	1982-1999 –> 2000-2009	7.0676439	3.2388487	49538.51429	272.945889	15	21
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	41153.60611	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	41147.32817	267.433548	5	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3579	4.1189409	20301.5985955	255.611020	25.3660525	2000-2009 –> 2010-2019	7.8378886	3.7189477	41260.01828	478.861279	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	41291.08325	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	41322.16793	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	41343.20163	254.281358	3	12
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	41415.42028	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	41528.45560	38.106615	6	20
Atlantic	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	3579	4.1661276	20381.1346782	123.689305	27.8673081	2000-2009 –> 2010-2019	8.0048642	3.8387366	41580.58606	245.738788	8	24
Atlantic	(27.5,27.75]	2	cstar_tref ~ aou + nitrate	3579	4.2120395	20457.5864949	2.296038	21.0653008	2000-2009 –> 2010-2019	8.0533197	3.8412802	41660.11580	4.601305	11	28
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	29211.75717	194.675512	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2432	3.8200781	13432.7944904	146.837870	28.9677330	1982-1999 –> 2000-2009	6.3583856	2.5383075	29296.13522	285.715913	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2432	3.8304495	13445.9822820	193.808538	30.7987523	1982-1999 –> 2000-2009	6.3966952	2.5662457	29383.14610	445.118749	3	7
Atlantic	(27.75,27.85]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2432	3.8344925	13449.1134769	73.774976	30.4078881	1982-1999 –> 2000-2009	6.4044185	2.5699260	29393.94201	130.406195	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	29487.66133	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	29533.80502	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	29450.00319	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	29512.56291	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	29791.62767	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	29893.12433	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	26007.71138	235.697293	1	2
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2443	3.2424091	12692.4165863	182.029860	20.0795711	2000-2009 –> 2010-2019	7.0624872	3.8200781	26125.21108	328.867729	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2443	3.2631071	12723.5074374	308.424026	23.7952663	2000-2009 –> 2010-2019	7.0935567	3.8304495	26169.48972	502.232564	3	6
Atlantic	(27.75,27.85]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2443	3.2669952	12727.3257554	98.785337	25.3481678	2000-2009 –> 2010-2019	7.1014877	3.8344925	26176.43923	172.560313	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	26319.22382	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	26446.93384	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	26489.20607	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	26607.67880	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	26906.93922	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	27140.51755	6.304135	10	20
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7870	4.6086016	46395.6237821	85.482165	32.5810846	1982-1999 –> 2000-2009	7.5565634	2.9479618	95533.65612	156.955127	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	95579.43102	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	95620.46397	109.716229	1	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7870	4.6081919	46394.2242760	135.079775	32.3611510	1982-1999 –> 2000-2009	7.5885557	2.9803638	95747.05826	456.370217	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	96830.00083	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	97108.06147	35.120289	5	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	7870	4.8020149	47040.7128496	26.763146	34.7949681	1982-1999 –> 2000-2009	8.0703768	3.2683619	98204.13243	53.613524	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	98918.40153	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	100121.13992	12.282704	8	19
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	100268.77081	3.232131	9	21
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	83680.23558	142.298500	3	4
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	6186	4.9243221	37290.3844278	348.234373	38.9051695	2000-2009 –> 2010-2019	9.5325140	4.6081919	83684.60870	483.314148	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	83685.98665	140.637231	4	6
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6186	4.9246420	37291.1881531	121.038833	38.9504205	2000-2009 –> 2010-2019	9.5332437	4.6086016	83686.81194	206.520998	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	83754.75185	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	84068.37041	121.775555	5	11
Atlantic	(27.85,27.95]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	6186	4.9541180	37363.0188329	59.945099	38.4585734	2000-2009 –> 2010-2019	9.7561329	4.8020149	84403.73168	86.708245	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	85167.53598	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	85216.81183	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	85560.86999	3.911962	11	20
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6329	1.9815411	26629.4122511	170.321052	8.4559333	1982-1999 –> 2000-2009	3.7594888	1.7779477	62524.62550	423.826727	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	63398.22306	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	64255.38176	385.164598	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	6329	2.1721325	27791.8538305	274.872669	16.2040659	1982-1999 –> 2000-2009	4.1895696	2.0174371	65960.68432	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	70394.64402	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	71384.22670	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	73599.78182	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	75866.69521	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	74935.57586	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	76300.88098	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	49057.26982	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	49188.97898	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	49604.87873	361.404070	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4623	2.8075054	22676.1175133	422.315357	14.0179583	2000-2009 –> 2010-2019	4.9796379	2.1721325	50467.97134	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	52830.55854	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	55542.43831	129.356175	6	12
Atlantic	(27.95,28.05]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	4623	3.3544922	24319.9432550	28.634887	26.5443551	2000-2009 –> 2010-2019	6.5594027	3.2049105	57033.43928	43.496379	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	57638.47805	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	57847.07475	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	58984.02689	48.439935	8	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2657	2.0125504	11268.8656840	117.536443	11.1715522	1982-1999 –> 2000-2009	3.5454372	1.5328868	26920.95135	323.490604	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	26945.66388	347.512834	2	7
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	26950.48714	311.778358	3	4
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	26990.16727	223.181998	5	14
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	27016.48630	201.035226	4	15
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	27026.42952	297.785590	6	13
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	27506.28203	258.421112	8	23
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	27682.25921	70.362349	7	24
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate_star	2657	2.4082149	12220.6382872	103.128061	20.1505222	1982-1999 –> 2000-2009	3.9555369	1.5473220	27950.13140	165.176332	11	24
Atlantic	(28.05,28.1]	2	cstar_tref ~ nitrate + phosphate_star	2657	2.4403343	12289.0449011	4.806319	20.6148482	1982-1999 –> 2000-2009	3.9969929	1.5566586	28067.50467	9.804118	12	26
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2675	1.9451692	11162.9380754	178.188851	21.8649401	2000-2009 –> 2010-2019	3.9577196	2.0125504	22431.80376	295.725294	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	22458.94211	394.534257	3	5
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	22473.80350	310.300243	2	5
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	22539.28041	171.119975	5	9
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	22595.23080	208.352654	7	12
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	22619.14284	68.267382	4	11
Atlantic	(28.05,28.1]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2675	1.9984404	11305.4850372	174.716589	24.2890196	2000-2009 –> 2010-2019	4.0478883	2.0494479	22668.89363	292.249269	8	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate	2675	2.0199403	11362.7347261	154.408638	25.0503930	2000-2009 –> 2010-2019	4.1380050	2.1180647	22901.14603	267.781319	10	18
Atlantic	(28.05,28.1]	2	cstar_tref ~ nitrate + phosphate	2675	2.0241092	11371.7649549	101.897962	25.0147516	2000-2009 –> 2010-2019	4.3078859	2.2837767	23308.46772	165.980183	12	21
Atlantic	(28.05,28.1]	2	cstar_tref ~ aou + nitrate	2675	2.0003047	11308.4734718	4.995259	26.8666536	2000-2009 –> 2010-2019	4.3398299	2.3395252	23373.33662	8.333663	9	19
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	23432.53337	911.875440	2	3
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	23450.66796	876.595786	1	5
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	23481.56998	280.563890	3	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2691	1.1991662	8626.2409314	209.305328	5.0876887	1982-1999 –> 2000-2009	2.5399762	1.3408100	23486.54714	568.658840	4	7
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	23652.15164	153.095317	6	16
Atlantic	(28.1,28.15]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2691	1.2027655	8640.3706912	93.828747	5.1433739	1982-1999 –> 2000-2009	2.5727883	1.3700228	23685.58894	403.469123	5	17
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	24026.41648	40.271427	8	19
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate	2691	1.2512403	8853.0234887	133.388618	5.5498911	1982-1999 –> 2000-2009	2.7259788	1.4747384	24536.96251	488.856928	7	24
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	2691	1.5601481	10040.5372865	65.884132	8.8620914	1982-1999 –> 2000-2009	2.9023241	1.3421760	24907.67403	142.243288	10	15
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	2691	1.8431706	10937.7513847	24.006737	11.9950667	1982-1999 –> 2000-2009	3.1878634	1.3446928	25821.13430	68.368031	14	21
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	19460.07068	699.141987	2	3
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	19466.88606	791.613789	1	3
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2931	1.5478801	10890.8453656	281.150453	12.5574415	2000-2009 –> 2010-2019	2.7470463	1.1991662	19517.08630	490.455780	3	7
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	19686.62796	123.663380	8	14
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	19755.79449	226.911510	11	14
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	19895.67110	34.620257	5	13
Atlantic	(28.1,28.15]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2931	1.6431885	11239.1129352	256.153208	12.8072346	2000-2009 –> 2010-2019	2.8459540	1.2027655	19879.48363	349.981955	13	18
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate	2931	1.6620174	11305.9023366	280.701091	14.6016269	2000-2009 –> 2010-2019	2.9132578	1.2512403	20158.92583	414.089708	14	21
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	2931	1.5508976	10900.2619042	69.298773	14.5384585	2000-2009 –> 2010-2019	3.1110458	1.5601481	20940.79919	135.182905	4	14
Atlantic	(28.1,28.15]	2	cstar_tref ~ nitrate + phosphate	2931	1.6624765	11305.5213785	141.623491	14.3938627	2000-2009 –> 2010-2019	3.2027074	1.5402309	21274.90837	186.825990	15	24
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	5992.84823	944.467166	1	2
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	6063.76045	15.679393	3	5
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	6102.96015	137.722861	4	7
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	6206.03175	787.606672	2	6
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	6261.82719	4.531741	5	11
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	6284.74820	39.749074	6	11
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	6444.14524	3.930169	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + phosphate_star	1875	0.7234298	4116.9502996	6.040171	4.2628010	1982-1999 –> 2000-2009	1.2416498	0.5182201	7453.54586	14.310009	8	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + phosphate + phosphate_star	1875	0.7277393	4139.2228344	23.296828	4.3537714	1982-1999 –> 2000-2009	1.2499889	0.5222497	7509.65204	36.503408	10	19
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + phosphate	1875	0.7294763	4148.1632414	11.149767	4.4060147	1982-1999 –> 2000-2009	1.2543036	0.5248272	7540.09749	17.446913	11	21
Atlantic	(28.15,28.2]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	1484	0.5914902	2662.8828258	207.726477	2.4188999	2000-2009 –> 2010-2019	1.2347218	0.6432316	6339.21303	1049.417692	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	6371.87831	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	6426.14179	148.311687	4	8
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	6480.64483	15.762127	5	8
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	6546.83366	47.335749	6	12
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	6614.30705	5.190451	9	14
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	6638.52989	4.786887	8	15
Atlantic	(28.15,28.2]	2	cstar_tref ~ temp + nitrate	1484	0.6162209	2782.4529389	1.044722	2.8601875	2000-2009 –> 2010-2019	1.3421168	0.7258959	6910.16488	2.071668	7	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + phosphate_star	1484	0.7291030	3283.6989419	5.646095	3.3688120	2000-2009 –> 2010-2019	1.4525328	0.7234298	7400.64924	11.686266	10	18
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + phosphate + phosphate_star	1484	0.7308575	3290.8323280	20.316576	3.3938554	2000-2009 –> 2010-2019	1.4585967	0.7277393	7430.05516	43.613405	11	21
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	3368.54827	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	3377.66372	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	3401.03125	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	3401.74219	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	5214.96225	249.818195	6	9
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	5222.01798	3.860838	7	11
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	5262.17987	7.606825	8	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + phosphate + phosphate_star	3027	0.5836805	5340.7712941	14.108403	4.8630588	1982-1999 –> 2000-2009	0.8224534	0.2387729	5265.30724	22.937254	9	17
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	5729.79141	107.665395	11	18
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	5758.83153	3.155498	12	22
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	3200.11414	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	3203.74673	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	3207.72475	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	3243.09039	450.900598	4	6
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + phosphate + phosphate_star	1525	0.2405928	-7.4185024	51.550359	2.6122828	2000-2009 –> 2010-2019	0.8211381	0.5805453	5300.74651	243.167034	7	13
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	5314.55528	4.564065	8	15
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	5313.85797	8.917030	6	14
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + phosphate + phosphate_star	1525	0.2390244	-27.3656194	7.739538	2.6062936	2000-2009 –> 2010-2019	0.8227049	0.5836805	5313.40567	21.847941	5	14
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	6109.11921	98.494531	9	20
Atlantic	(28.2, Inf]	3	cstar_tref ~ temp + aou + nitrate	1525	0.4295503	1760.4626711	3.356635	1.8804013	2000-2009 –> 2010-2019	0.9148609	0.4853106	5983.87922	7.533078	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	56390.66701	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	56404.82389	136.522748	3	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4291	10.8229527	32628.8149923	88.268345	123.6512378	1982-1999 –> 2000-2009	21.8577458	11.0347930	56469.92394	185.458932	1	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4291	10.9920004	32761.8243345	106.966459	124.2613570	1982-1999 –> 2000-2009	21.8797657	10.8877653	56519.25939	262.641404	5	8
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	56780.81388	75.789171	4	9
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	58648.73615	131.142796	6	16
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	59313.39141	70.340802	9	16
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	59308.62212	17.878290	8	16
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + phosphate + phosphate_star	4291	13.4635092	34500.3846038	17.253496	45.7344353	1982-1999 –> 2000-2009	26.3912721	12.9277630	59327.11794	34.480610	7	16
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + phosphate + phosphate_star	4291	13.6286668	34605.0199837	100.276777	45.1986719	1982-1999 –> 2000-2009	26.4052599	12.7765931	59358.37989	252.421177	10	16
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	74800.63880	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	74805.12071	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	74812.74606	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	75065.79334	221.483912	4	9
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5555	11.0667392	42484.2264844	102.234193	132.2824900	2000-2009 –> 2010-2019	21.8896919	10.8229527	75113.04148	190.502538	5	6
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	77391.26568	129.518777	6	12
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ aou + phosphate + phosphate_star	5555	12.9844556	44257.7019973	104.475836	48.5425741	2000-2009 –> 2010-2019	26.6131223	13.6286668	78862.72198	204.752612	7	17
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	78906.26510	59.009441	8	17
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + phosphate_star	5555	13.3463131	44563.0854055	9.406367	88.7637504	2000-2009 –> 2010-2019	26.8261848	13.4798717	79073.89361	18.479725	9	17
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + phosphate + phosphate_star	5555	13.5077308	44696.6498331	18.391166	96.8782058	2000-2009 –> 2010-2019	26.9712399	13.4635092	79197.03444	35.644661	10	17
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3503	10.2950147	26288.6917071	574.539487	44.7479165	1982-1999 –> 2000-2009	18.8401064	8.5450917	51507.39005	1046.461978	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	51566.97819	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	51708.79990	48.640447	2	5
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3503	10.3280754	26311.1542431	50.101664	67.2839730	1982-1999 –> 2000-2009	19.2479569	8.9198815	51833.42253	91.156687	4	8
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	3503	11.5342163	27082.9809087	548.200885	50.9164598	1982-1999 –> 2000-2009	21.1463347	9.6121184	53131.82447	998.561019	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	53169.07615	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	53284.09594	36.322859	7	14
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	3503	11.6125299	27130.3886376	43.089978	67.6082811	1982-1999 –> 2000-2009	21.4363016	9.8237717	53333.26381	64.190276	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	53762.04074	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	54182.94638	55.149397	10	20
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3222	11.4184375	24848.2579984	355.942643	53.3932700	2000-2009 –> 2010-2019	21.7134522	10.2950147	51136.94971	930.482130	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	51261.81448	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	51448.83598	47.393803	3	5
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3222	12.2824558	25318.2995402	41.021478	83.2506649	2000-2009 –> 2010-2019	22.6105312	10.3280754	51629.45378	91.123142	4	8
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	3222	13.0810962	25722.2474899	333.065750	62.1290234	2000-2009 –> 2010-2019	24.6153125	11.5342163	52805.22840	881.266635	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	52900.08687	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	53129.69987	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	53101.28003	37.393310	8	15
Indo-Pacific	(26,26.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	3222	13.7316503	26035.0086781	22.484159	82.1058001	2000-2009 –> 2010-2019	25.3441802	11.6125299	53165.39732	65.574137	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	53596.04905	42.413052	10	20
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3262	9.1143238	23686.1982325	63.165954	33.7764580	1982-1999 –> 2000-2009	17.4327566	8.3184328	45884.84884	109.297852	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	45891.70166	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	45914.78984	355.002199	1	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3262	9.1269092	23695.2005904	913.719016	33.9675173	1982-1999 –> 2000-2009	17.4992407	8.3723316	45934.35914	1880.215585	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	46028.36629	34.666613	7	13
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	3262	9.1366418	23700.1538790	19.348099	34.4975702	1982-1999 –> 2000-2009	17.6619166	8.5252748	46050.85351	33.161226	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	46078.86760	95.654718	13	18
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	46195.05077	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	46299.50770	5.597713	11	20
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ temp + phosphate + phosphate_star	3262	9.3390734	23843.1217282	58.228867	31.6325973	1982-1999 –> 2000-2009	18.1047900	8.7657165	46368.26453	98.168642	14	24
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	44171.76479	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	44178.07471	62.744542	3	5
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2648	11.5699679	20493.4924800	54.235244	33.4433550	2000-2009 –> 2010-2019	20.6842917	9.1143238	44179.69071	117.401198	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	44186.83222	38.950227	4	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2648	11.5814245	20498.7340079	898.115229	33.3559073	2000-2009 –> 2010-2019	20.7083337	9.1269092	44193.93460	1811.834245	8	12
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	44215.46840	29.573369	5	13
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	44221.01847	33.245620	6	15
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	44218.52259	2.616750	7	17
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	2648	11.6636529	20534.2028812	10.033270	36.6788396	2000-2009 –> 2010-2019	20.8002947	9.1366418	44234.35676	29.381369	9	15
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	2648	11.6961154	20548.9223069	10.396729	37.2726390	2000-2009 –> 2010-2019	20.8455278	9.1494125	44258.18867	30.895733	10	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	50985.93873	45.600293	1	2
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + phosphate + phosphate_star	4020	6.3962664	26338.2099299	14.184860	21.6732602	1982-1999 –> 2000-2009	11.9721790	5.5759126	51026.95529	29.649530	2	4
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	51045.18778	33.874593	3	7
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	51052.12420	160.989488	4	7
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	51064.15042	30.627619	5	10
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	51106.13415	22.030624	6	13
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	51111.63691	134.759686	7	13
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	51114.47101	2.087544	8	17
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + nitrate + phosphate	4020	6.5080969	26477.5642938	16.493782	21.0330220	1982-1999 –> 2000-2009	12.1033411	5.5952442	51193.53379	26.094306	9	17
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4020	6.5084483	26479.9984816	320.988702	21.4626738	1982-1999 –> 2000-2009	12.1531668	5.6447185	51267.21505	694.902990	10	21
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3855	7.0374158	25996.0844046	13.855326	26.3621628	2000-2009 –> 2010-2019	13.4065967	6.3691809	52302.17602	36.024101	1	2
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + phosphate + phosphate_star	3855	7.0399701	25996.8823220	10.233646	26.8216151	2000-2009 –> 2010-2019	13.4362365	6.3962664	52335.09225	24.418506	2	4
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	52390.95808	28.072949	3	6
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	52442.71119	18.671079	4	10
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	52467.95720	127.776607	5	9
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	52518.43048	117.316218	6	13
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3855	7.3285174	26308.5876903	235.782934	24.0162270	2000-2009 –> 2010-2019	13.8369657	6.5084483	52788.58617	556.771636	7	17
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	52880.06561	528.929611	8	19
Indo-Pacific	(26.75,27]	3	cstar_tref ~ temp + aou + nitrate	3855	7.5191824	26504.6127603	10.104613	19.8260125	2000-2009 –> 2010-2019	13.9340361	6.4148536	52866.15265	27.528463	9	14
Indo-Pacific	(26.75,27]	2	cstar_tref ~ temp + aou	3855	7.5299983	26513.6950939	1.000899	20.7480382	2000-2009 –> 2010-2019	13.9775332	6.4475349	52914.09183	2.088384	10	18
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	5165	4.4636723	30123.0238988	706.749243	16.8062238	1982-1999 –> 2000-2009	7.9923356	3.5286633	57078.31283	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	57159.21655	194.607601	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5165	4.5244664	30262.7664872	27.629016	16.7654346	1982-1999 –> 2000-2009	8.0864150	3.5619486	57312.44864	42.321947	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	57328.31964	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	57315.33607	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	57396.91171	13.105461	5	11
Indo-Pacific	(27,27.25]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	5165	4.6424195	30526.6196720	16.291023	16.3652184	1982-1999 –> 2000-2009	8.2415540	3.5991345	57678.71910	22.942148	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	57886.68615	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	57860.06821	29.440751	14	22
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + phosphate + phosphate_star	5165	4.6368692	30514.2619483	428.171137	16.4037982	1982-1999 –> 2000-2009	8.3332180	3.6963489	57934.32199	732.246564	7	18
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4817	4.9599442	29109.8884058	518.579322	16.6882699	2000-2009 –> 2010-2019	9.4236165	4.4636723	59232.91230	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	59284.24911	177.334579	1	3
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4817	4.9602563	29110.4945837	16.942196	16.5936585	2000-2009 –> 2010-2019	9.4847228	4.5244664	59373.26107	44.571212	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	59402.59129	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	59458.02531	60.063321	4	10
Indo-Pacific	(27,27.25]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	4817	4.9625684	29112.9840780	8.948220	16.6419505	2000-2009 –> 2010-2019	9.6049879	4.6424195	59639.60375	25.239243	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	59621.57244	11.999907	15	20
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	59769.86606	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	59773.72342	110.576568	10	18
Indo-Pacific	(27,27.25]	3	cstar_tref ~ temp + phosphate + phosphate_star	4817	5.0287232	29240.5642094	5.018060	16.4503296	2000-2009 –> 2010-2019	9.6884281	4.6597049	59805.57472	10.146742	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	68049.91240	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	68463.29842	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	68542.37900	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	69724.20957	19.297912	4	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	6886	3.8438514	38095.2729540	710.410985	11.0615095	1982-1999 –> 2000-2009	7.0654492	3.2215978	70040.90676	1037.284394	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	70443.85801	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	70686.79629	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	70712.49594	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	72343.19953	8.753057	13	22
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	72937.31388	68.444417	15	25
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	70743.11452	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	71039.43834	82.346737	3	5
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6263	3.7152781	34225.4171862	30.785769	13.8231334	2000-2009 –> 2010-2019	7.2310329	3.5157548	71093.94406	83.127303	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	71951.29433	18.591034	5	9
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ aou + phosphate + phosphate_star	6263	3.6825131	34112.4603185	394.039134	15.3544833	2000-2009 –> 2010-2019	7.5263645	3.8438514	72207.73327	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	72593.10748	152.424842	6	12
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + phosphate + phosphate_star	6263	3.7573894	34364.5960276	5.089425	15.4171357	2000-2009 –> 2010-2019	7.6895155	3.9321261	72772.56808	11.682010	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	72804.41495	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	74413.45934	27.736432	9	18
Indo-Pacific	(27.25,27.5]	2	cstar_tref ~ temp + phosphate	6263	3.9226992	34901.9101155	1.000074	15.7108309	2000-2009 –> 2010-2019	8.2561092	4.3334101	74646.16953	2.017139	13	24
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	62737.46390	1573.477723	1	2
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ aou + phosphate + phosphate_star	7603	2.0469690	32479.3517122	413.709106	11.0711324	1982-1999 –> 2000-2009	4.1419097	2.0949407	62940.95905	655.359952	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	63866.32000	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	63988.00094	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	64179.20426	164.128856	5	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7603	2.1506408	33232.6144343	112.889919	11.9057595	1982-1999 –> 2000-2009	4.3357233	2.1850825	64290.56835	153.187508	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	64288.02035	9.783590	6	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + phosphate + phosphate_star	7603	2.1549746	33261.2259364	3.950717	11.8109801	1982-1999 –> 2000-2009	4.3463052	2.1913306	64357.46276	8.005382	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	64907.55023	10.046789	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + nitrate + phosphate	7603	2.3390419	34507.5468264	53.719268	12.6300877	1982-1999 –> 2000-2009	4.9140163	2.5749745	67879.83705	70.087862	12	22
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7518	2.1757597	33035.8134616	989.175598	17.0578738	2000-2009 –> 2010-2019	4.2100848	2.0343252	65422.94879	1965.300844	1	2
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ aou + phosphate + phosphate_star	7518	2.1915556	33142.5802989	347.246865	15.1472555	2000-2009 –> 2010-2019	4.2385246	2.0469690	65621.93201	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	66638.23365	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	66765.30189	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	66917.59772	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	67031.97870	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	67037.59838	10.985997	7	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + phosphate + phosphate_star	7518	2.2956389	33840.2438566	4.806628	12.0190385	2000-2009 –> 2010-2019	4.4506135	2.1549746	67101.46979	8.757345	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	67448.37668	11.225606	9	18
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ temp + aou + nitrate	7518	2.4810914	35008.3508921	88.177044	12.4890637	2000-2009 –> 2010-2019	4.7787798	2.2976885	69244.65641	208.199089	11	21
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3643	1.0298586	10564.7513486	858.571783	5.3518372	1982-1999 –> 2000-2009	2.3113912	1.2815326	21648.93375	1421.866425	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	21681.14098	1320.383495	2	4
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	21689.81378	1400.107231	3	6
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	21841.80647	1422.451302	5	9
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	21916.68505	194.443183	4	13
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ aou + phosphate + phosphate_star	3643	1.1119499	11121.5407483	450.511447	5.5338113	1982-1999 –> 2000-2009	2.4199103	1.3079605	22339.30192	703.634502	6	11
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	22362.98189	186.964464	7	13
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	22392.63635	4.283506	8	15
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + phosphate + phosphate_star	3643	1.1192709	11169.3543990	1.890942	5.5217621	1982-1999 –> 2000-2009	2.4299438	1.3106729	22400.87532	4.386111	9	17
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate_star	3643	1.1630602	11448.9701635	1.880159	5.5309397	1982-1999 –> 2000-2009	2.5075204	1.3444603	22849.54296	4.336389	10	20
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	23145.49381	1830.384640	1	2
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	23190.19114	1748.913716	3	5
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	23195.60153	1805.267045	2	5
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	23232.36945	249.876740	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3950	1.1982946	12650.7197273	941.200159	14.2493009	2000-2009 –> 2010-2019	2.2514778	1.0531831	23378.64562	1820.692295	5	10
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	24354.70129	847.360999	6	12
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	24401.53281	235.176333	7	14
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	24438.68664	4.060285	8	16
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + phosphate + phosphate_star	3950	1.2977025	13278.3181004	2.130926	7.8784600	2000-2009 –> 2010-2019	2.4169734	1.1192709	24447.67250	4.021868	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate_star	3950	1.3312433	13479.9097911	2.136871	7.1613436	2000-2009 –> 2010-2019	2.4943035	1.1630602	24928.87995	4.017030	10	20
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	27044.40488	956.212719	1	2
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	27137.51973	818.390791	2	5
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4823	1.0056707	13753.6261698	524.844826	10.3321525	1982-1999 –> 2000-2009	2.1787387	1.1730680	27142.35276	891.277340	4	6
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	27202.60038	8.487604	8	12
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	27465.00126	8.599979	7	12
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	27462.94041	7.103166	6	12
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	27471.19977	137.328975	3	10
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ aou + phosphate + phosphate_star	4823	1.0070007	13764.3744675	625.699679	11.6463107	1982-1999 –> 2000-2009	2.2447307	1.2377300	27605.78609	1012.125560	5	13
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	4823	1.2906664	16158.3418977	65.976589	14.4886813	1982-1999 –> 2000-2009	3.0168983	1.7262319	32818.73043	128.588986	9	18
Indo-Pacific	(27.85,27.95]	2	cstar_tref ~ temp + aou	4823	2.2585518	21553.9068173	1.016324	17.2085521	1982-1999 –> 2000-2009	4.8522231	2.5936713	41662.34420	2.048858	11	22
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	27856.85585	1118.468975	2	3
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ aou + phosphate + phosphate_star	5595	0.8508242	14080.1810659	557.665400	4.6930783	2000-2009 –> 2010-2019	1.8578249	1.0070007	27844.55553	1183.365078	1	6
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	27916.76324	159.715091	3	6
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	27971.20427	962.646550	4	6
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	27997.99626	1049.779212	6	10
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	28011.51691	7.427475	5	11
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	28038.50380	8.378077	7	14
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	28305.83176	8.311215	8	16
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	5595	1.0535421	16471.5697252	83.589734	6.2813997	2000-2009 –> 2010-2019	2.3442086	1.2906664	32629.91162	149.566323	9	18
Indo-Pacific	(27.85,27.95]	2	cstar_tref ~ temp + aou	5595	1.8142903	22551.7423709	1.093445	9.2162688	2000-2009 –> 2010-2019	4.0728421	2.2585518	44105.64919	2.109769	10	21
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	53306.13346	964.230004	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8638	1.1690587	27224.0737081	462.821364	7.3886348	1982-1999 –> 2000-2009	2.4129041	1.2438455	53787.31243	856.657230	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	53857.72279	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	54653.01173	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	55701.70425	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	55866.54482	21.491300	6	12
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + phosphate + phosphate_star	8638	1.1750795	27310.8197980	16.724111	7.0846427	1982-1999 –> 2000-2009	2.5866096	1.4115301	55923.09289	28.879797	7	14
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	63069.11494	183.534946	8	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate	8638	1.6052463	32699.9187446	453.774151	7.6441035	1982-1999 –> 2000-2009	3.2969412	1.6916949	64248.56832	798.357304	10	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	8638	1.6784091	33469.8958990	461.973171	8.0714290	1982-1999 –> 2000-2009	3.5155449	1.8371358	66356.15436	788.928912	14	23
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	51693.08293	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	51858.30180	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	52158.79001	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	52219.10879	20.617294	4	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	9866	0.8598958	25032.0662080	578.271879	5.8116261	2000-2009 –> 2010-2019	2.0289544	1.1690587	52256.13992	1041.093243	5	9
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + phosphate + phosphate_star	9866	0.8601667	25036.2818632	9.691508	5.8625485	2000-2009 –> 2010-2019	2.0352462	1.1750795	52347.10166	26.415619	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	52482.70169	26.108466	7	12
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	56444.59188	203.751168	8	16
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	65112.35915	715.873899	10	19
Indo-Pacific	(27.95,28.05]	2	cstar_tref ~ temp + aou	9866	1.2497976	32406.3676832	1.142639	8.9004364	2000-2009 –> 2010-2019	2.9553254	1.7055278	66151.16824	2.249407	9	26
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	32682.19704	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	32888.66144	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	32891.76838	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	33973.09735	38.718929	8	13
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	34496.73938	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	34611.05138	30.929859	4	12
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ temp + phosphate + phosphate_star	5759	1.0483232	16896.8911603	19.460508	6.9819868	1982-1999 –> 2000-2009	2.2397662	1.1914430	34652.45321	39.476453	6	15
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	35242.91900	894.884753	10	14
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	36253.96735	559.287179	9	20
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	5759	1.2507763	18930.6527557	637.440046	5.5550863	1982-1999 –> 2000-2009	2.4098656	1.1590893	36379.74483	907.874056	13	19
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	35950.99162	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	35989.34966	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	36101.32748	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	36201.72004	24.297955	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8070	0.8019010	19350.4383260	605.882406	6.1214988	2000-2009 –> 2010-2019	1.8481919	1.0462909	36226.97868	1271.785253	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	36284.10083	29.138642	6	12
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	36655.99948	150.694894	7	14
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	36694.85160	29.610930	8	16
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate_star	8070	0.9494617	22074.6467440	310.874377	4.5732299	2000-2009 –> 2010-2019	2.0842847	1.1348230	39884.73924	645.327378	9	18
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + nitrate + phosphate	8070	1.0668731	23956.4423903	584.808788	6.6231878	2000-2009 –> 2010-2019	2.2694139	1.2025409	42434.11847	1203.963958	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	54336.36132	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	54646.12434	647.253314	3	4
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8973	1.1878268	28565.2338015	761.203495	6.0468635	1982-1999 –> 2000-2009	2.0676756	0.8798487	54656.66759	1257.248249	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	54659.46379	569.906304	4	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8973	1.1942018	28661.2918462	443.906652	5.9457826	1982-1999 –> 2000-2009	2.0816578	0.8874560	54926.64239	633.379003	5	13
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	55111.57639	217.069139	7	12
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	8973	1.2008497	28758.9163108	422.367025	5.6016906	1982-1999 –> 2000-2009	2.1196784	0.9188287	55724.10056	602.782502	6	20
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	55594.74214	46.923212	8	14
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	55815.21742	17.329351	9	16
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + phosphate + phosphate_star	8973	1.2721785	29794.4255674	221.600643	7.5532823	1982-1999 –> 2000-2009	2.1727564	0.9005779	56354.29568	448.755648	10	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	61102.42728	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	61735.98876	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	61797.58125	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	61888.76726	670.371088	6	10
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	10751	1.1343276	33232.1289216	305.927737	7.6159783	2000-2009 –> 2010-2019	2.3285294	1.1942018	61893.42077	749.834389	3	8
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	10751	1.1345250	33233.8706651	288.934599	7.6747179	2000-2009 –> 2010-2019	2.3353747	1.2008497	61992.78698	711.301623	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	62851.41529	223.112370	7	14
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	63487.16182	41.219793	9	17
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	63639.10698	17.510125	10	19
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ temp + nitrate + phosphate	10751	1.1683093	33864.8177994	305.897086	6.0400954	2000-2009 –> 2010-2019	2.4488106	1.2805012	63776.26579	748.582948	8	20
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	3300.06279	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	3312.15871	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	3321.27192	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	3495.60097	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	3544.80523	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	3737.68251	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	3886.92841	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	6302.43539	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	6316.08217	53.670837	8	20
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + phosphate + phosphate_star	1590	0.7633444	3663.4781982	187.689051	5.1067381	1982-1999 –> 2000-2009	1.2481387	0.4847943	6316.90824	412.892428	10	20
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1726	0.3454669	1241.1883788	376.416084	1.3970504	2000-2009 –> 2010-2019	0.8554494	0.5099825	3624.06837	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	3637.45233	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	3636.86353	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	3753.18193	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	3778.04439	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	4357.30898	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	4844.68197	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	7566.09933	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	7581.74483	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	7599.99151	38.325954	10	19
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	-347.07341	717.030522	6	7
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	126.69904	395.661016	9	11
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	-301.65130	553.893825	5	8
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	-248.06256	96.822120	7	11
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ temp + phosphate + phosphate_star	146	0.0081337	-980.6964698	130.916723	0.0370228	1982-1999 –> 2000-2009	0.8848711	0.8767374	-345.02455	492.442651	2	8
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	-353.66595	669.577827	1	8
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	-301.56576	607.154469	4	9
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	-266.60585	83.064914	3	14
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ aou + phosphate	146	0.0272618	-629.5321996	126.355546	0.0718910	1982-1999 –> 2000-2009	0.9782624	0.9510006	43.65499	299.863386	8	18
Indo-Pacific	(28.3, Inf]	2	cstar_tref ~ temp + nitrate	146	0.1163327	-205.8497572	40.638993	0.3661509	1982-1999 –> 2000-2009	1.0244715	0.9081387	444.92432	139.686084	12	21
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	-1144.22861	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	-1057.29957	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	-531.08337	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	11.6364696	4115.9958
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	11.6271272	3620.6021
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	10.3133941	13922.3583
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	10.6034783	12782.7323
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	8.0918357	13327.9465
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.8465983	11378.0120
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	7.6193857	20330.3738
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	7.7328900	16810.4237
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	6.9128761	26418.1475
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	7.5211983	20684.5064
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.6952142	34976.6068
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.5299122	29538.4993
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	6.9724876	49344.2299
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	7.8993771	41370.1983
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	3.6766888	27305.6363
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	4.0782828	22737.0047
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	2.6753021	24048.1246
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.8727803	20003.6254
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.1288251	6585.9617
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.3098929	6715.8418
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.7690662	4600.2076
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.7700291	4619.0240
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	24.0644417	57852.1736
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	24.0165015	76802.8521
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	20.7333604	44205.7852
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	12.0251648	51096.7347
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	13.6671474	52590.6221
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	7.6033011	72426.5244
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	4.3500333	64343.5387
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	4.4267353	66923.0094
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	2.3855375	22112.3718
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	2.3287300	23871.3775
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.5498250	29301.2880
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	2.1367701	30067.8788
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	2.7495215	57676.9360
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	2.2239446	55272.3346
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.2150154	34407.2599
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	1.9154083	37242.4177
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.0996279	55182.5192
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.3609717	62416.4922
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	0.8875618	-154.8371
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
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
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
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
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	phosphate	phosphate_star	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	10	7	5	5
(26,26.5]	6	9	7	5	5
(26.5,26.75]	6	7	6	6	7
(26.75,27]	7	7	6	6	7
(27,27.25]	5	10	6	5	6
(27.25,27.5]	7	6	7	7	7
(27.5,27.75]	6	7	6	6	9
(27.75,27.85]	5	10	6	7	5
(27.85,27.95]	5	10	6	7	5
(27.95,28.05]	5	10	6	7	5
(28.05,28.1]	5	10	5	6	6
(28.1,28.15]	6	9	6	5	7
(28.15,28.2]	6	7	4	6	5
(28.2, Inf]	8	5	6	8	6
total	83.00	117.00	84.00	86.00	85.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	6	10	7	5	5
(26,26.5]	7	8	7	5	6
(26.5,26.75]	6	8	6	5	6
(26.75,27]	6	8	6	5	6
(27,27.25]	5	10	6	5	6
(27.25,27.5]	6	6	7	7	8
(27.5,27.75]	7	10	5	6	5
(27.75,27.85]	5	10	6	7	5
(27.85,27.95]	5	10	6	7	5
(27.95,28.05]	5	10	6	7	5
(28.05,28.1]	6	10	6	4	5
(28.1,28.15]	5	10	6	5	6
(28.15,28.2]	5	8	3	6	5
(28.2, Inf]	8	6	6	7	7
total	82.00	124.00	83.00	81.00	80.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	6	6	7	7
(26,26.5]	8	5	8	6	6
(26.5,26.75]	5	9	6	8	5
(26.75,27]	7	6	6	5	9
(27,27.25]	7	8	7	7	5
(27.25,27.5]	6	5	6	7	8
(27.5,27.75]	6	6	7	7	8
(27.75,27.85]	7	6	6	7	8
(27.85,27.95]	7	5	5	6	9
(27.95,28.05]	6	7	6	6	8
(28.05,28.1]	6	7	6	7	7
(28.1,28.2]	8	9	6	6	4
(28.2,28.3]	5	7	10	5	5
(28.3, Inf]	5	5	4	5	6
total	91.00	91.00	89.00	89.00	95.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	8	6	6	7	7
(26,26.5]	8	5	8	6	6
(26.5,26.75]	5	10	5	6	7
(26.75,27]	8	5	6	6	8
(27,27.25]	6	8	7	7	6
(27.25,27.5]	5	5	7	6	9
(27.5,27.75]	7	6	6	7	8
(27.75,27.85]	7	6	6	7	8
(27.85,27.95]	7	5	5	6	9
(27.95,28.05]	7	6	4	6	9
(28.05,28.1]	7	7	5	6	8
(28.1,28.2]	7	10	6	5	5
(28.2,28.3]	5	8	9	5	5
(28.3, Inf]	0	1	2	2	1
total	87.00	88.00	82.00	82.00	96.00

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
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
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
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
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