eMLR - model fitting

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Last updated: 2021-07-30

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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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

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Cache: none

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File paths: relative

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Repository version: 9c8a4c9

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The results in this page were generated with repository version 9c8a4c9. 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:

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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/README
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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	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.
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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.
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html	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
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html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
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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.
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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.
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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.
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html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
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html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
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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.
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html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
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html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
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html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
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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.
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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.
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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.
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html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
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html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
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html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
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html	1914a11	Donghe-Zhu	2021-03-24	Build site.
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html	8be810e	Donghe-Zhu	2021-03-23	Build site.
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html	bf19764	Donghe-Zhu	2021-03-22	Build site.
html	3ec9d3d	Donghe-Zhu	2021-03-22	Build site.
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html	183443b	Donghe-Zhu	2021-03-21	Build site.
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html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
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html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
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---

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, silicate, phosphate, phosphate_star

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

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

This results in a total number of MLR models of:

• 56

4 Fit all models

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

• cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

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

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

5.3 VIF threshold

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

• 1000

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

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

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	477	4.8915958	2882.160	362.521538	18.043546	1982-1999 –> 2000-2009	9.072544	4.1809487	7050.697	590.049243	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	477	5.0145913	2905.851	373.422189	16.947335	1982-1999 –> 2000-2009	9.209513	4.1949219	7079.253	608.695850	3	5
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	477	4.9750212	2896.293	197.322977	19.926476	1982-1999 –> 2000-2009	9.513181	4.5381597	7182.362	324.819457	2	7
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	477	5.1037370	2920.662	201.817646	18.960116	1982-1999 –> 2000-2009	9.637290	4.5335532	7205.250	331.630034	4	8
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	477	5.3468041	2967.047	373.465302	17.499937	1982-1999 –> 2000-2009	9.754350	4.4075455	7212.537	609.944671	5	8
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	477	5.4360151	2980.834	201.767119	18.342691	1982-1999 –> 2000-2009	10.156740	4.7207249	7324.407	331.950823	6	13
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	477	5.7331096	3033.598	397.980003	18.491974	1982-1999 –> 2000-2009	10.433799	4.7006891	7372.970	653.112574	7	13
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	477	5.8151311	3045.149	136.604666	18.690218	1982-1999 –> 2000-2009	10.751582	4.9364508	7453.873	253.505348	8	16
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	477	5.8636191	3053.071	253.496013	18.684594	1982-1999 –> 2000-2009	10.882093	5.0184741	7485.821	436.903044	9	18
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	477	6.2547629	3112.677	78.369715	17.681696	1982-1999 –> 2000-2009	12.239684	5.9849208	7800.206	162.178985	10	20
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	589	4.9797151	3576.639	230.841698	25.776713	2000-2009 –> 2010-2019	9.871311	4.8915958	6458.799	593.363236	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	589	5.0249301	3587.286	235.825161	25.049117	2000-2009 –> 2010-2019	10.039521	5.0145913	6493.137	609.247349	2	5
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	589	5.4314267	3676.923	192.227594	37.953122	2000-2009 –> 2010-2019	10.406448	4.9750212	6573.217	389.550571	5	7
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	589	5.4601459	3683.136	194.424362	36.898190	2000-2009 –> 2010-2019	10.563883	5.1037370	6603.797	396.242008	6	10
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	589	5.3021513	3650.546	235.664454	18.938210	2000-2009 –> 2010-2019	10.648955	5.3468041	6617.594	609.129756	4	9
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	589	5.1848436	3622.191	148.000924	29.239812	2000-2009 –> 2010-2019	10.999975	5.8151311	6667.340	284.605591	3	11
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	589	5.6945569	3732.653	193.071380	30.297093	2000-2009 –> 2010-2019	11.130572	5.4360151	6713.487	394.838499	9	15
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	589	5.5831060	3711.369	300.688315	14.155650	2000-2009 –> 2010-2019	11.316216	5.7331096	6744.967	698.668318	7	14
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	589	5.9797988	3790.229	280.488625	23.503017	2000-2009 –> 2010-2019	11.843418	5.8636191	6843.300	533.984638	10	19
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	589	5.6136958	3713.806	108.056040	41.263689	2000-2009 –> 2010-2019	11.868459	6.2547629	6826.483	186.425755	8	18
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	493	6.0807202	3192.925	183.050526	16.356802	1982-1999 –> 2000-2009	13.295388	7.2146678	8340.247	253.628069	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	493	6.1055608	3196.945	358.811574	16.564606	1982-1999 –> 2000-2009	13.334741	7.2291808	8347.306	478.655916	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	493	6.1219999	3199.596	199.338513	16.956925	1982-1999 –> 2000-2009	13.352847	7.2308469	8350.305	301.272658	3	6
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	493	6.3003813	3225.915	199.336122	20.795778	1982-1999 –> 2000-2009	13.542336	7.2419544	8376.945	293.873458	4	8
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	493	6.4290884	3245.854	154.206745	20.523804	1982-1999 –> 2000-2009	13.854328	7.4252391	8434.676	219.458528	6	11
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	493	6.3427354	3232.521	89.672063	16.773388	1982-1999 –> 2000-2009	14.229731	7.8869953	8512.562	120.051937	5	16
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	493	6.5055045	3257.505	825.922068	15.115280	1982-1999 –> 2000-2009	14.247532	7.7420272	8509.495	1089.177545	7	13
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	493	6.6012604	3271.912	38.830942	16.319585	1982-1999 –> 2000-2009	14.373895	7.7726346	8529.868	52.067220	9	16
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	493	6.5998305	3271.699	170.050033	16.027977	1982-1999 –> 2000-2009	14.381419	7.7815889	8531.396	220.625540	8	17
Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	493	6.6224095	3275.066	35.143977	16.501566	1982-1999 –> 2000-2009	14.403920	7.7815102	8534.748	49.477460	11	19
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	668	5.3807279	4157.954	36.279648	15.539019	2000-2009 –> 2010-2019	11.461448	6.0807202	7350.879	219.330174	3	4
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	668	5.3699794	4155.283	90.762698	15.440119	2000-2009 –> 2010-2019	11.475540	6.1055608	7352.227	449.574271	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	668	5.3610669	4153.064	62.844858	15.377278	2000-2009 –> 2010-2019	11.483067	6.1219999	7352.659	262.183371	1	4
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	668	5.6052343	4210.566	22.461324	17.434326	2000-2009 –> 2010-2019	11.947970	6.3427354	7443.087	112.133387	4	9
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	668	5.7154510	4236.581	59.594046	16.779179	2000-2009 –> 2010-2019	12.015832	6.3003813	7462.496	258.930168	5	9
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	668	6.1570094	4336.004	35.726394	17.486255	2000-2009 –> 2010-2019	12.586098	6.4290884	7581.858	189.933138	6	12
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	668	6.5072278	4409.914	300.073714	21.957984	2000-2009 –> 2010-2019	13.012732	6.5055045	7667.419	1125.995782	15	22
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	668	6.4923356	4406.853	55.628018	22.555834	2000-2009 –> 2010-2019	13.092166	6.5998305	7678.552	225.678051	14	22
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	668	6.4916467	4406.712	18.084659	22.612028	2000-2009 –> 2010-2019	13.092907	6.6012604	7678.624	56.915601	13	22
Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	668	6.4913178	4406.644	17.188876	22.664966	2000-2009 –> 2010-2019	13.113727	6.6224095	7681.710	52.332853	12	23
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	462	5.3540573	2875.437	73.899672	17.357671	1982-1999 –> 2000-2009	10.025938	4.6718804	7466.370	120.392445	2	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	462	5.3535300	2875.346	444.702694	17.331191	1982-1999 –> 2000-2009	10.027092	4.6735622	7466.836	811.819650	1	4
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	462	5.3596150	2876.396	89.304112	17.372561	1982-1999 –> 2000-2009	10.032888	4.6732729	7467.790	143.295445	4	6
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	462	5.3554644	2873.680	66.535142	17.495601	1982-1999 –> 2000-2009	10.078465	4.7230002	7479.437	89.958527	3	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	462	5.5055628	2899.221	400.573561	18.412362	1982-1999 –> 2000-2009	10.194431	4.6888681	7493.765	764.081421	5	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	462	5.5075431	2899.553	52.770645	18.450388	1982-1999 –> 2000-2009	10.195359	4.6878156	7493.750	98.710878	6	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	462	5.5104860	2900.046	49.825094	18.446629	1982-1999 –> 2000-2009	10.199402	4.6889163	7494.607	97.524273	7	14
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	462	5.5617387	2908.601	88.832354	18.487414	1982-1999 –> 2000-2009	10.236304	4.6745657	7498.422	124.046126	9	13
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + silicate	462	5.5358325	2902.287	10.975430	19.269631	1982-1999 –> 2000-2009	10.269161	4.7333281	7509.422	26.378973	8	18
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + silicate + phosphate	462	5.6747300	2925.184	15.493517	19.346179	1982-1999 –> 2000-2009	10.363698	4.6889681	7517.762	36.426873	10	18
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	460	5.3335775	2859.524	29.545056	15.853775	2000-2009 –> 2010-2019	10.693193	5.3596150	5735.919	118.849168	1	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	460	5.3407109	2860.754	91.831049	15.819227	2000-2009 –> 2010-2019	10.694241	5.3535300	5736.099	536.533743	2	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	460	5.3412446	2860.845	19.549661	15.817484	2000-2009 –> 2010-2019	10.695302	5.3540573	5736.282	93.449333	3	5
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	460	5.3415609	2858.900	19.077989	15.823370	2000-2009 –> 2010-2019	10.697025	5.3554644	5732.580	85.613131	4	7
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	460	5.4697501	2880.718	90.671546	16.877063	2000-2009 –> 2010-2019	10.975313	5.5055628	5779.938	491.245107	8	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	460	5.4664119	2880.156	18.185152	16.900623	2000-2009 –> 2010-2019	10.976898	5.5104860	5780.203	68.010246	6	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	460	5.4694372	2880.665	18.215025	16.879488	2000-2009 –> 2010-2019	10.976980	5.5075431	5780.218	70.985669	7	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	460	5.4261160	2873.349	25.176129	17.974880	2000-2009 –> 2010-2019	10.987855	5.5617387	5781.950	114.008483	5	14
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + silicate	460	5.4698798	2878.740	5.919791	16.879229	2000-2009 –> 2010-2019	11.005712	5.5358325	5781.026	16.895221	9	17
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + silicate + phosphate	460	5.4986886	2883.572	8.165380	17.641565	2000-2009 –> 2010-2019	11.173419	5.6747300	5808.757	23.658897	10	20
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1125	4.5139077	6597.729	139.353787	16.074277	1982-1999 –> 2000-2009	9.315725	4.8018176	14517.800	256.830256	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1125	4.5284166	6604.949	152.057767	16.266843	1982-1999 –> 2000-2009	9.338223	4.8098060	14529.419	308.452636	2	4
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	1125	4.6624123	6668.561	76.315146	17.406395	1982-1999 –> 2000-2009	9.518099	4.8556864	14616.150	100.101381	3	6
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1125	4.6694077	6671.934	139.208069	17.588698	1982-1999 –> 2000-2009	9.574172	4.9047640	14646.133	216.497089	4	8
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1125	4.6765250	6675.361	142.683373	17.679847	1982-1999 –> 2000-2009	9.585993	4.9094684	14652.097	224.358170	5	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1125	4.6780767	6676.108	538.805013	19.754274	1982-1999 –> 2000-2009	9.714161	5.0360842	14720.219	1032.099374	6	19
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + silicate	1125	4.8227925	6742.656	22.883074	19.015828	1982-1999 –> 2000-2009	9.730447	4.9076547	14716.414	44.747758	10	15
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1125	4.8524710	6758.460	100.859046	19.170974	1982-1999 –> 2000-2009	9.790436	4.9379648	14750.510	131.710467	11	18
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1125	4.7354056	6703.513	76.260568	18.990244	1982-1999 –> 2000-2009	9.798986	5.0635807	14762.032	139.594053	7	21
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1125	4.7506391	6710.740	101.516272	18.820003	1982-1999 –> 2000-2009	9.823745	5.0731063	14774.232	203.943905	8	23
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	823	4.9155658	4970.675	58.740405	15.819279	2000-2009 –> 2010-2019	9.429474	4.5139077	11568.403	198.094193	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	823	4.9221179	4972.867	77.717408	15.916930	2000-2009 –> 2010-2019	9.450534	4.5284166	11577.817	229.775174	2	4
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	823	5.0617418	5016.909	254.751924	16.791836	2000-2009 –> 2010-2019	9.739819	4.6780767	11693.016	793.556937	3	9
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	823	5.1105033	5032.689	50.456960	17.004617	2000-2009 –> 2010-2019	9.779911	4.6694077	11704.623	189.665030	6	10
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	823	5.1125898	5033.361	53.782875	17.032661	2000-2009 –> 2010-2019	9.789115	4.6765250	11708.722	196.466248	7	12
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	823	5.1325460	5039.773	18.555724	17.385986	2000-2009 –> 2010-2019	9.794958	4.6624123	11708.334	94.870870	8	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	823	5.0994374	5029.121	38.398037	16.474421	2000-2009 –> 2010-2019	9.834843	4.7354056	11732.634	114.658606	4	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	823	5.1084967	5032.043	60.454745	16.375246	2000-2009 –> 2010-2019	9.859136	4.7506391	11742.783	161.971017	5	13
Atlantic	(26.75,27]	3	cstar_tref ~ temp + aou + silicate	823	5.2126186	5063.254	11.245248	18.075605	2000-2009 –> 2010-2019	10.035411	4.8227925	11805.911	34.128322	9	19
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	823	5.2299261	5070.711	22.912704	18.382595	2000-2009 –> 2010-2019	10.082397	4.8524710	11829.170	123.771750	10	21
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1782	4.3125830	10280.015	646.436787	15.812142	1982-1999 –> 2000-2009	8.059952	3.7473693	24141.938	1418.438023	1	2
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1782	4.4286212	10372.644	439.193261	15.835442	1982-1999 –> 2000-2009	8.185669	3.7570479	24245.603	902.408352	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1782	4.4299103	10375.681	125.533823	15.023687	1982-1999 –> 2000-2009	8.287179	3.8572686	24383.691	256.957065	3	6
Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1782	4.4774136	10413.695	166.192995	15.218995	1982-1999 –> 2000-2009	8.369369	3.8919552	24466.950	334.155342	4	9
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1782	4.6067445	10513.183	93.596286	16.497387	1982-1999 –> 2000-2009	8.488952	3.8822071	24551.764	174.802542	5	9
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1782	4.6572360	10552.033	139.914990	16.693596	1982-1999 –> 2000-2009	8.575235	3.9179988	24636.995	264.114920	6	12
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	1782	4.8577045	10702.234	24.201598	17.376485	1982-1999 –> 2000-2009	9.370461	4.5127564	25501.463	45.568237	7	14
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1782	4.9406896	10762.604	119.594264	19.592330	1982-1999 –> 2000-2009	9.488544	4.5478541	25600.989	269.829548	9	17
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1782	4.9371255	10760.033	22.436581	19.194331	1982-1999 –> 2000-2009	9.507797	4.5706717	25623.710	51.963497	8	17
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	1782	4.9426200	10761.997	14.159889	19.488205	1982-1999 –> 2000-2009	9.513429	4.5708087	25623.826	20.675828	10	20
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1660	4.3350139	9594.402	617.849643	14.781956	2000-2009 –> 2010-2019	8.647597	4.3125830	19874.417	1264.286430	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1660	4.3903655	9636.525	112.322314	15.116678	2000-2009 –> 2010-2019	8.820276	4.4299103	20012.206	237.856137	2	5
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1660	4.4484787	9678.182	450.113549	15.129353	2000-2009 –> 2010-2019	8.877100	4.4286212	20050.826	889.306809	4	6
Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1660	4.4052471	9647.760	150.290001	15.214438	2000-2009 –> 2010-2019	8.882661	4.4774136	20061.455	316.482996	3	7
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1660	4.5433245	9748.224	90.117936	15.665621	2000-2009 –> 2010-2019	9.150069	4.6067445	20261.407	183.714222	6	11
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1660	4.5611680	9761.237	126.328986	15.770188	2000-2009 –> 2010-2019	9.218404	4.6572360	20313.271	266.243976	7	13
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	1660	4.6083814	9795.427	11.417018	24.182684	2000-2009 –> 2010-2019	9.466086	4.8577045	20497.661	35.618616	10	17
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1660	4.5390411	9745.092	63.319086	21.681389	2000-2009 –> 2010-2019	9.479731	4.9406896	20507.697	182.913351	5	14
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1660	4.5696640	9767.416	11.169069	22.818865	2000-2009 –> 2010-2019	9.506790	4.9371255	20527.448	33.605650	8	16
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	1660	4.6278482	9807.421	7.312442	23.123583	2000-2009 –> 2010-2019	9.570468	4.9426200	20569.418	21.472332	11	21
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3394	4.1332706	19278.395	139.920102	23.681118	1982-1999 –> 2000-2009	7.242085	3.1088146	46545.039	421.056263	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3394	4.1563100	19316.127	76.846921	24.080835	1982-1999 –> 2000-2009	7.291471	3.1351607	46672.848	166.401671	2	4
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3394	4.1849885	19362.804	93.229944	23.860453	1982-1999 –> 2000-2009	7.343270	3.1582813	46797.952	208.629168	3	6
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	3394	4.2497746	19465.081	20.700980	33.171508	1982-1999 –> 2000-2009	7.486052	3.2362769	47158.628	37.819377	4	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3394	4.3111159	19562.359	54.000188	36.920108	1982-1999 –> 2000-2009	7.505469	3.1943530	47116.727	109.970759	6	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3394	4.3029892	19549.551	18.214695	36.924200	1982-1999 –> 2000-2009	7.517292	3.2143026	47170.374	34.832814	5	10
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + silicate	3394	4.3113507	19560.728	11.935625	37.002488	1982-1999 –> 2000-2009	7.551488	3.2401371	47265.000	16.623353	7	14
Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3394	4.3935501	19690.929	21.893760	39.541227	1982-1999 –> 2000-2009	7.661123	3.2675728	47487.201	38.332643	8	16
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3394	4.4858645	19832.076	126.255595	23.321668	1982-1999 –> 2000-2009	7.880617	3.3947525	48035.918	404.342580	9	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	3394	4.5147012	19875.572	24.213336	43.726016	1982-1999 –> 2000-2009	7.910469	3.3957674	48082.605	41.499784	10	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3827	4.1457714	21759.224	228.145685	44.765854	2000-2009 –> 2010-2019	8.279042	4.1332706	41037.619	368.065787	2	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3827	4.1334062	21736.361	85.514714	47.876411	2000-2009 –> 2010-2019	8.289716	4.1563100	41052.488	162.361635	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3827	4.1543854	21775.111	99.510373	48.069084	2000-2009 –> 2010-2019	8.339374	4.1849885	41137.914	192.740317	7	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	3827	4.1491516	21763.462	10.415484	42.396664	2000-2009 –> 2010-2019	8.398926	4.2497746	41228.543	31.116464	5	9
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3827	4.1457882	21757.255	7.973865	42.915293	2000-2009 –> 2010-2019	8.448777	4.3029892	41306.805	26.188560	3	8
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3827	4.1472695	21759.989	29.332714	43.172202	2000-2009 –> 2010-2019	8.458385	4.3111159	41322.348	83.332902	4	10
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + silicate	3827	4.1506253	21764.180	6.617912	42.754776	2000-2009 –> 2010-2019	8.461976	4.3113507	41324.908	18.553537	6	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3827	4.1588609	21781.352	8.062568	45.042574	2000-2009 –> 2010-2019	8.552411	4.3935501	41472.281	29.956328	9	17
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	3827	4.1545978	21773.502	8.907005	48.733540	2000-2009 –> 2010-2019	8.669299	4.5147012	41649.074	33.120340	8	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3827	4.3836873	22184.327	69.971779	60.894611	2000-2009 –> 2010-2019	8.957930	4.5742428	42148.837	146.779871	10	25
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6000	5.5999837	37714.427	25.204815	43.284097	1982-1999 –> 2000-2009	9.256071	3.6560870	80402.584	59.482658	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6000	5.6092113	37734.184	45.206447	44.368018	1982-1999 –> 2000-2009	9.263204	3.6539924	80413.335	177.759567	3	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6000	5.5984041	37711.041	22.929464	42.342604	1982-1999 –> 2000-2009	9.274010	3.6756062	80482.880	66.502650	1	8
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	6000	5.7917623	38116.502	11.068708	62.658013	1982-1999 –> 2000-2009	9.448965	3.6572030	80807.456	26.324660	4	7
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6000	6.3123598	39149.377	13.721934	60.118264	1982-1999 –> 2000-2009	9.974284	3.6619243	81860.607	27.891387	8	12
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6000	6.4597639	39426.376	30.672637	46.376066	1982-1999 –> 2000-2009	10.125736	3.6659723	82154.969	76.890456	9	14
Atlantic	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + silicate	6000	6.4757019	39453.947	9.336897	39.583463	1982-1999 –> 2000-2009	10.144552	3.6688495	82192.869	13.604785	11	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6000	6.1321407	38801.789	22.713973	42.620283	1982-1999 –> 2000-2009	10.213832	4.0816917	83218.562	65.881449	5	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6000	6.1508017	38838.252	24.270421	42.510477	1982-1999 –> 2000-2009	10.228270	4.0774687	83238.756	55.998715	6	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6000	6.1821385	38899.233	43.929297	44.624986	1982-1999 –> 2000-2009	10.258278	4.0761392	83294.613	175.894095	7	18
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5322	5.4989625	33260.512	36.097311	45.481535	2000-2009 –> 2010-2019	11.098946	5.5999837	70974.939	61.302126	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5322	5.5168136	33295.010	102.912424	43.039500	2000-2009 –> 2010-2019	11.126025	5.6092113	71029.194	148.118871	4	7
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5322	5.5317754	33323.838	46.654171	45.564480	2000-2009 –> 2010-2019	11.130180	5.5984041	71034.879	69.583635	7	8
Atlantic	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5322	5.4934652	33249.866	660.470407	40.261835	2000-2009 –> 2010-2019	11.195599	5.7021334	71181.213	933.461321	1	5
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	5322	5.5265372	33311.754	7.626114	39.863146	2000-2009 –> 2010-2019	11.318300	5.7917623	71428.255	18.694822	6	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	5322	5.5038038	33267.879	8.028773	43.130767	2000-2009 –> 2010-2019	11.816164	6.3123598	72417.257	21.750706	3	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	5322	5.5189414	33297.114	30.843345	44.441939	2000-2009 –> 2010-2019	11.978705	6.4597639	72723.490	61.515982	5	16
Atlantic	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + silicate	5322	5.5814232	33414.942	2.921714	41.347252	2000-2009 –> 2010-2019	12.057125	6.4757019	72868.888	12.258611	11	24
Atlantic	(27.5,27.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	5322	5.5318076	33321.900	7.971205	45.756891	2000-2009 –> 2010-2019	12.200899	6.6690913	73130.965	23.669602	8	25
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	5322	5.5346659	33327.398	8.003911	47.430758	2000-2009 –> 2010-2019	12.424480	6.8898141	73527.190	24.633989	9	32
Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2856	4.0333410	16084.904	190.753219	27.999367	1982-1999 –> 2000-2009	7.386893	3.3535517	31593.985	805.905958	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2856	4.0830709	16154.901	22.205177	28.283436	1982-1999 –> 2000-2009	7.478867	3.3957965	31737.765	55.393422	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2856	4.0905516	16165.356	39.716933	28.042590	1982-1999 –> 2000-2009	7.486848	3.3962963	31749.088	165.809187	3	6
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	2856	4.1031938	16180.982	12.760011	27.082013	1982-1999 –> 2000-2009	7.499642	3.3964478	31762.977	26.485151	4	8
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2856	4.1351272	16227.264	22.441125	28.339342	1982-1999 –> 2000-2009	7.569257	3.4341296	31876.290	63.685093	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2856	4.3848513	16560.202	16.285641	31.194049	1982-1999 –> 2000-2009	7.839572	3.4547206	32242.463	30.894169	10	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2856	4.3516576	16516.798	160.614247	34.329111	1982-1999 –> 2000-2009	8.063907	3.7122495	32622.816	774.394507	6	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2856	4.3585099	16525.785	21.911587	34.134055	1982-1999 –> 2000-2009	8.080631	3.7221215	32647.456	52.441562	7	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2856	4.3630616	16531.747	38.864700	33.990925	1982-1999 –> 2000-2009	8.081962	3.7189005	32648.316	157.582200	8	20
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2856	4.4999097	16708.152	16.515816	32.864041	1982-1999 –> 2000-2009	8.082384	3.5824738	32604.436	30.768944	12	19
Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2326	5.1801430	14266.664	383.422645	25.855203	2000-2009 –> 2010-2019	9.213484	4.0333410	30351.568	574.175864	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2326	5.2386364	14318.899	33.990269	25.841704	2000-2009 –> 2010-2019	9.321707	4.0830709	30473.800	56.195446	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2326	5.2464608	14325.842	88.305561	25.581109	2000-2009 –> 2010-2019	9.337012	4.0905516	30491.198	128.022495	3	6
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	2326	5.2504495	14327.377	13.132659	25.244246	2000-2009 –> 2010-2019	9.353643	4.1031938	30508.360	25.892671	4	8
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2326	5.2724240	14348.807	41.130599	25.517141	2000-2009 –> 2010-2019	9.407551	4.1351272	30576.071	63.571724	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2326	5.3310577	14398.255	15.177044	35.074290	2000-2009 –> 2010-2019	9.715909	4.3848513	30958.458	31.462685	7	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2326	5.3202104	14388.780	14.287118	32.118046	2000-2009 –> 2010-2019	9.820120	4.4999097	31096.932	30.802934	6	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2326	5.8797497	14853.986	370.694831	36.001344	2000-2009 –> 2010-2019	10.231407	4.3516576	31370.784	531.309078	10	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2326	5.4584979	14508.154	15.407769	39.038193	2000-2009 –> 2010-2019	10.234417	4.7759189	31556.336	32.519448	8	23
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2326	5.9156774	14882.325	73.855959	35.596689	2000-2009 –> 2010-2019	10.278739	4.3630616	31414.072	112.720658	12	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	6304	3.7790126	34665.844	149.213983	16.693008	1982-1999 –> 2000-2009	7.606872	3.8278594	74126.979	549.435678	1	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6304	3.8588028	34929.278	138.759689	17.639675	1982-1999 –> 2000-2009	7.634902	3.7760996	74195.922	198.307327	2	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6304	3.8672245	34956.764	99.182743	18.537407	1982-1999 –> 2000-2009	7.649669	3.7824442	74247.392	258.978577	3	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6304	3.9315972	35164.906	102.740373	18.615272	1982-1999 –> 2000-2009	7.711263	3.7796656	74445.035	160.257797	6	8
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	6304	3.8686105	34959.282	53.056898	18.917078	1982-1999 –> 2000-2009	7.966379	4.0977683	75391.820	89.165221	4	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6304	3.9552519	35238.535	135.632531	22.628028	1982-1999 –> 2000-2009	8.229700	4.2744482	76274.121	181.176412	7	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6304	3.9696403	35284.317	91.551859	24.213588	1982-1999 –> 2000-2009	8.288705	4.3190648	76468.247	217.213682	8	20
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6304	4.0372760	35497.326	79.177128	23.227534	1982-1999 –> 2000-2009	8.302123	4.2648467	76500.786	118.330417	10	20
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	6304	3.8759386	34983.142	148.844730	22.807950	1982-1999 –> 2000-2009	8.303967	4.4280285	76523.015	473.609088	5	19
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	6304	4.4361527	36685.218	74.273584	28.050325	1982-1999 –> 2000-2009	8.387724	3.9515714	76598.757	130.954544	15	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4923	6.0397248	31691.506	270.037280	32.672021	2000-2009 –> 2010-2019	9.818737	3.7790126	66357.350	419.251263	4	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4923	6.0054319	31635.442	51.966168	34.880066	2000-2009 –> 2010-2019	9.864235	3.8588028	66564.720	190.725857	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4923	6.0024191	31630.501	115.882049	34.719345	2000-2009 –> 2010-2019	9.869644	3.8672245	66587.266	215.064793	1	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4923	6.0159639	31652.695	44.738073	34.871861	2000-2009 –> 2010-2019	9.947561	3.9315972	66817.600	147.478446	3	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	4923	6.2769292	32068.798	35.652668	33.795089	2000-2009 –> 2010-2019	10.145540	3.8686105	67028.080	88.709565	5	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4923	6.5807026	32534.126	231.320659	55.384303	2000-2009 –> 2010-2019	10.456641	3.8759386	67517.268	380.165389	11	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4923	6.5612636	32504.999	100.963090	57.754374	2000-2009 –> 2010-2019	10.530904	3.9696403	67789.316	192.514949	10	18
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4923	6.5816222	32535.502	45.736754	58.115133	2000-2009 –> 2010-2019	10.536874	3.9552519	67774.037	181.369286	12	19
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4923	6.6066194	32572.827	34.530116	58.406549	2000-2009 –> 2010-2019	10.643895	4.0372760	68070.153	113.707244	13	23
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4923	6.3297337	32151.281	44.606523	27.806325	2000-2009 –> 2010-2019	10.765886	4.4361527	68836.498	118.880107	6	21
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7932	4.2853219	45609.265	967.425339	34.979743	1982-1999 –> 2000-2009	8.649189	4.3638674	123640.090	1718.574437	1	3
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	7932	4.3215270	45740.731	75.245841	32.688423	1982-1999 –> 2000-2009	8.685445	4.3639182	123769.871	108.546691	2	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	7932	4.3274220	45762.356	34.951328	31.536171	1982-1999 –> 2000-2009	8.689894	4.3624717	123782.553	64.968252	3	4
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	7932	4.3409600	45811.908	78.542564	31.380558	1982-1999 –> 2000-2009	8.704844	4.3638843	123840.838	112.818013	4	7
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + silicate + phosphate_star	7932	4.3950614	46006.400	34.241138	30.322946	1982-1999 –> 2000-2009	8.760115	4.3650536	124040.556	64.248020	7	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7932	4.4707918	46279.421	587.615059	50.200150	1982-1999 –> 2000-2009	8.876951	4.4061592	124568.402	998.364039	10	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7932	4.4765168	46299.722	814.165258	48.749959	1982-1999 –> 2000-2009	8.906540	4.4300229	124734.400	1224.394348	11	18
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7932	4.3582864	45877.101	986.042600	38.575477	1982-1999 –> 2000-2009	8.907444	4.5491580	125029.599	1764.117590	5	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	7932	4.4624492	46249.790	22.725665	31.723938	1982-1999 –> 2000-2009	9.013233	4.5507841	125409.928	53.486595	8	21
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7932	4.4704250	46278.119	591.092350	49.153982	1982-1999 –> 2000-2009	9.039945	4.5695198	125549.081	1002.680750	9	23
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6361	4.7354444	37849.408	545.082899	20.694851	2000-2009 –> 2010-2019	9.020766	4.2853219	83458.673	1512.508238	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	6361	4.7666071	37930.853	26.992309	19.137274	2000-2009 –> 2010-2019	9.088134	4.3215270	83671.585	102.238151	4	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	6361	4.7637135	37923.128	21.236067	19.247307	2000-2009 –> 2010-2019	9.091136	4.3274220	83685.484	56.187395	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	6361	4.7616762	37917.686	28.054030	19.298510	2000-2009 –> 2010-2019	9.102636	4.3409600	83729.594	106.596594	2	6
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + silicate + phosphate_star	6361	4.7831849	37973.023	20.942087	18.953334	2000-2009 –> 2010-2019	9.178246	4.3950614	83979.422	55.183225	5	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6361	4.8200683	38074.746	561.193322	19.683612	2000-2009 –> 2010-2019	9.178355	4.3582864	83951.847	1547.235923	8	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6361	4.7913521	37996.727	337.350730	22.395078	2000-2009 –> 2010-2019	9.262144	4.4707918	84276.147	924.965790	6	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6361	4.7937097	38002.985	328.994974	21.508561	2000-2009 –> 2010-2019	9.270226	4.4765168	84302.707	1143.160231	7	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6361	4.8261688	38088.838	337.656890	20.283586	2000-2009 –> 2010-2019	9.296594	4.4704250	84366.956	928.749241	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	6361	4.8888931	38253.117	23.557312	17.897162	2000-2009 –> 2010-2019	9.351342	4.4624492	84502.907	46.282977	10	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1830	4.0605701	10334.159	43.203563	13.760016	1982-1999 –> 2000-2009	7.093497	3.0329274	24561.199	86.776692	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1830	4.1066920	10375.496	190.498987	14.211627	1982-1999 –> 2000-2009	7.099229	2.9925368	24527.164	387.934118	8	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1830	4.0285882	10305.218	167.031885	12.922889	1982-1999 –> 2000-2009	7.101400	3.0728121	24605.709	327.683159	2	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1830	4.1218749	10389.003	62.367923	14.644964	1982-1999 –> 2000-2009	7.116235	2.9943603	24544.095	115.775532	9	11
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1830	4.1354654	10401.051	189.598001	14.877763	1982-1999 –> 2000-2009	7.132590	2.9971243	24561.330	368.454075	11	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + silicate + phosphate_star	1830	4.2206556	10473.680	56.895249	17.177393	1982-1999 –> 2000-2009	7.234272	3.0136167	24662.811	103.756696	14	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1830	4.0706248	10343.210	772.334215	14.081008	1982-1999 –> 2000-2009	7.254530	3.1839052	24843.369	1586.380559	6	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	1830	4.2212182	10476.168	58.705338	14.053601	1982-1999 –> 2000-2009	7.283595	3.0623765	24757.534	119.431037	15	21
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1830	4.0403158	10315.857	759.494283	13.382484	1982-1999 –> 2000-2009	7.320106	3.2797897	24982.824	1487.835203	3	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1830	4.0224030	10299.594	777.321247	12.536776	1982-1999 –> 2000-2009	7.336417	3.3140137	25024.922	1515.801407	1	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1794	3.9885447	10066.886	519.770322	15.134590	2000-2009 –> 2010-2019	8.010948	4.0224030	20366.479	1297.091569	2	3
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1794	3.9811575	10060.234	518.359850	15.617472	2000-2009 –> 2010-2019	8.021473	4.0403158	20376.091	1277.854133	1	4
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1794	4.0063491	10082.866	126.718196	14.494583	2000-2009 –> 2010-2019	8.034937	4.0285882	20388.084	293.750081	4	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1794	3.9981255	10075.494	531.276347	16.369072	2000-2009 –> 2010-2019	8.068750	4.0706248	20418.704	1303.610562	3	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1794	4.0316399	10105.445	33.614963	15.000474	2000-2009 –> 2010-2019	8.092210	4.0605701	20439.604	76.818527	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1794	4.0688066	10138.370	164.105002	16.201351	2000-2009 –> 2010-2019	8.204272	4.1354654	20539.421	353.703003	6	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1794	4.1113983	10175.734	162.098042	15.328212	2000-2009 –> 2010-2019	8.218090	4.1066920	20551.230	352.597029	8	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1794	4.0964197	10162.638	40.615721	15.479858	2000-2009 –> 2010-2019	8.218295	4.1218749	20551.641	102.983644	7	16
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	1794	4.1817815	10234.637	72.733730	14.609013	2000-2009 –> 2010-2019	8.225587	4.0438053	20551.653	148.265241	10	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	1794	4.2046525	10254.207	25.738465	15.102396	2000-2009 –> 2010-2019	8.281264	4.0766111	20600.796	50.520876	12	19
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1773	5.1357195	10845.592	235.627297	12.675416	1982-1999 –> 2000-2009	8.449486	3.3137665	23853.733	384.145658	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	1773	5.1840619	10878.814	54.032103	12.903987	1982-1999 –> 2000-2009	8.517741	3.3336788	23916.707	107.548905	3	5
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + phosphate + phosphate_star	1773	5.1363533	10844.030	64.399630	12.662298	1982-1999 –> 2000-2009	8.556208	3.4198548	24006.663	160.766762	2	6
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	1773	5.1890694	10880.238	23.989390	12.885547	1982-1999 –> 2000-2009	8.617265	3.4281959	24054.968	74.218785	4	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1773	5.2961390	10954.660	69.618317	12.836989	1982-1999 –> 2000-2009	8.715044	3.4189048	24117.913	134.681256	6	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1773	5.2931314	10952.646	253.230855	12.986738	1982-1999 –> 2000-2009	8.734775	3.4416440	24148.819	684.229241	5	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	1773	5.3291941	10976.723	63.073229	13.085696	1982-1999 –> 2000-2009	8.767055	3.4378605	24167.434	122.855808	13	19
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	1773	5.3082546	10960.763	248.780211	13.127486	1982-1999 –> 2000-2009	8.776368	3.4681138	24192.983	621.353446	10	18
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1773	5.3058270	10961.141	241.962616	12.636920	1982-1999 –> 2000-2009	8.781943	3.4761160	24206.806	674.089370	7	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate_star	1773	5.3070186	10959.937	30.734331	13.103343	1982-1999 –> 2000-2009	8.806447	3.4994287	24236.796	92.071241	8	19
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1715	5.0576485	10438.652	127.625901	18.966526	2000-2009 –> 2010-2019	10.193368	5.1357195	21284.244	363.253198	1	2
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + phosphate + phosphate_star	1715	5.1494138	10498.327	67.416946	20.017893	2000-2009 –> 2010-2019	10.285767	5.1363533	21342.357	131.816576	3	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	1715	5.1472502	10498.886	36.296209	19.634643	2000-2009 –> 2010-2019	10.331312	5.1840619	21377.700	90.328312	2	5
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	1715	5.2149881	10541.730	29.681217	20.447395	2000-2009 –> 2010-2019	10.404058	5.1890694	21421.968	53.670607	4	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1715	5.2794559	10585.872	273.467311	20.400244	2000-2009 –> 2010-2019	10.572587	5.2931314	21538.518	526.698166	5	10
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	1715	5.2796622	10584.006	254.286645	20.476841	2000-2009 –> 2010-2019	10.587917	5.3082546	21544.769	503.066856	6	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1715	5.3451818	10628.310	40.938173	20.075474	2000-2009 –> 2010-2019	10.641321	5.2961390	21582.970	110.556490	7	13
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate_star	1715	5.3979850	10660.027	33.537522	20.767318	2000-2009 –> 2010-2019	10.705004	5.3070186	21619.965	64.271852	8	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1715	5.4805747	10714.109	237.455564	19.332254	2000-2009 –> 2010-2019	10.786402	5.3058270	21675.250	479.418181	10	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	1715	5.4717661	10708.592	38.280853	19.826448	2000-2009 –> 2010-2019	10.800960	5.3291941	21685.315	101.354083	9	22
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	1349	4.9906078	8177.487	57.035505	18.280426	1982-1999 –> 2000-2009	9.290414	4.2998065	18830.514	111.024204	5	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1349	5.0113970	8188.702	375.456807	18.501452	1982-1999 –> 2000-2009	9.297604	4.2862072	18830.015	617.011619	8	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1349	4.9889921	8176.613	173.266946	18.242537	1982-1999 –> 2000-2009	9.324888	4.3358963	18860.549	526.141606	3	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1349	4.9888259	8176.523	55.138915	18.254838	1982-1999 –> 2000-2009	9.356757	4.3679307	18887.680	99.124984	2	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	1349	4.9949870	8179.853	55.047284	18.354841	1982-1999 –> 2000-2009	9.412437	4.4174501	18932.699	107.453042	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1349	4.9885441	8176.371	184.425456	18.254223	1982-1999 –> 2000-2009	9.414504	4.4259595	18936.333	569.120900	1	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1349	5.0012522	8183.235	298.334999	18.532797	1982-1999 –> 2000-2009	9.423709	4.4224564	18940.269	487.742275	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + silicate + phosphate_star	1349	4.9905964	8175.481	43.997453	18.098858	1982-1999 –> 2000-2009	9.751126	4.7605295	19202.923	65.284583	4	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + silicate + phosphate	1349	5.5365360	8455.570	18.894979	20.825377	1982-1999 –> 2000-2009	9.976159	4.4396225	19224.930	67.894291	19	28
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + silicate	1349	5.6055631	8488.999	17.493195	21.110181	1982-1999 –> 2000-2009	9.997567	4.3920043	19218.481	65.398396	22	27
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1271	4.1736307	7250.917	236.852694	20.455579	2000-2009 –> 2010-2019	9.162175	4.9885441	15427.288	421.278150	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1271	4.1814964	7255.703	41.444108	20.573871	2000-2009 –> 2010-2019	9.170322	4.9888259	15432.226	96.583024	3	5
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1271	4.1813941	7255.641	224.107499	20.602543	2000-2009 –> 2010-2019	9.170386	4.9889921	15432.254	397.374445	2	5
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	1271	4.1835163	7256.930	47.512249	20.757673	2000-2009 –> 2010-2019	9.178503	4.9949870	15436.784	102.559533	4	10
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1271	4.1867336	7258.885	205.101937	20.901379	2000-2009 –> 2010-2019	9.187986	5.0012522	15442.120	503.436936	5	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	1271	4.2269185	7283.167	49.940700	21.347589	2000-2009 –> 2010-2019	9.217526	4.9906078	15460.654	106.976206	6	11
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + silicate + phosphate_star	1271	4.2384315	7288.081	24.570724	23.048186	2000-2009 –> 2010-2019	9.229028	4.9905964	15463.562	68.568177	7	11
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1271	4.2866889	7318.860	266.351541	22.070503	2000-2009 –> 2010-2019	9.298086	5.0113970	15507.562	641.808348	8	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + phosphate_star	1271	5.0309139	7723.801	235.779439	22.522751	2000-2009 –> 2010-2019	10.331268	5.3003543	16061.751	400.035413	11	22
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + silicate	1271	4.9264581	7670.467	13.773566	31.600337	2000-2009 –> 2010-2019	10.420286	5.4938279	16105.144	31.795222	9	26
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	3424	3.6312962	18560.001	7.310439	17.190721	1982-1999 –> 2000-2009	7.663916	4.0326199	39463.974	14.405881	1	2
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3424	3.6317711	18560.897	98.076117	17.242802	1982-1999 –> 2000-2009	7.690461	4.0586898	39512.722	167.427487	2	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	3424	3.6507658	18596.619	62.723612	17.144768	1982-1999 –> 2000-2009	7.696982	4.0462158	39525.587	95.325605	4	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3424	3.6682166	18629.275	5.943050	17.197372	1982-1999 –> 2000-2009	7.728018	4.0598015	39583.134	11.504827	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	3424	3.6772991	18646.210	60.352524	17.287078	1982-1999 –> 2000-2009	7.746493	4.0691941	39617.230	90.300667	6	14
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3424	3.6888238	18667.638	76.876694	17.323421	1982-1999 –> 2000-2009	7.747467	4.0586431	39619.378	134.113305	7	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	3424	3.6927649	18674.950	7.171479	17.408599	1982-1999 –> 2000-2009	7.776529	4.0837639	39672.512	14.379988	8	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate_star	3424	3.7182428	18720.035	27.351561	18.925893	1982-1999 –> 2000-2009	7.787350	4.0691070	39688.896	39.296417	10	17
Atlantic	(28.2, Inf]	3	cstar_tref ~ silicate + phosphate + phosphate_star	3424	3.7422297	18764.071	23.797442	19.543649	1982-1999 –> 2000-2009	7.828808	4.0865782	39764.748	34.033742	11	21
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	3424	3.6317863	18558.925	6.142423	17.253477	1982-1999 –> 2000-2009	7.901991	4.2702051	39886.004	11.270550	3	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2130	3.8445346	11793.418	110.722330	27.216749	2000-2009 –> 2010-2019	7.476306	3.6317711	30354.315	208.798447	2	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	2130	3.8456661	11794.672	12.283602	27.490215	2000-2009 –> 2010-2019	7.476962	3.6312962	30354.673	19.594040	4	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2130	3.8444349	11793.308	50.833258	27.260377	2000-2009 –> 2010-2019	7.495201	3.6507658	30389.927	113.556870	1	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2130	3.8456800	11794.687	10.058970	27.186543	2000-2009 –> 2010-2019	7.513897	3.6682166	30423.962	16.002020	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2130	3.8495733	11798.998	48.045199	27.153928	2000-2009 –> 2010-2019	7.526872	3.6772991	30445.207	108.397723	7	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	2130	3.8484349	11797.738	85.735500	27.310343	2000-2009 –> 2010-2019	7.537259	3.6888238	30465.376	162.612194	6	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	2130	3.8639264	11814.851	12.009339	27.310097	2000-2009 –> 2010-2019	7.556691	3.6927649	30489.802	19.180818	10	18
Atlantic	(28.2, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate_star	2130	3.8445655	11791.452	22.493169	27.185524	2000-2009 –> 2010-2019	7.562808	3.7182428	30511.487	49.844730	3	13
Atlantic	(28.2, Inf]	3	cstar_tref ~ silicate + phosphate + phosphate_star	2130	3.8496779	11797.113	19.219847	27.088329	2000-2009 –> 2010-2019	7.591907	3.7422297	30561.184	43.017289	8	19
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	2130	3.9906550	11950.328	8.281418	26.417951	2000-2009 –> 2010-2019	7.622441	3.6317863	30509.253	14.423840	13	16
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4992	11.7602220	38788.475	63.304203	42.474765	1982-1999 –> 2000-2009	23.752154	11.9919325	68013.819	97.013248	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4992	11.9114973	38916.083	67.202789	42.436712	1982-1999 –> 2000-2009	24.027663	12.1161652	68218.560	100.199515	3	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4992	11.8853865	38894.174	71.075136	42.827694	1982-1999 –> 2000-2009	24.028899	12.1435130	68213.524	110.705340	2	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	4992	11.9167389	38918.476	22.892634	42.120083	1982-1999 –> 2000-2009	24.106011	12.1892721	68263.974	43.528950	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4992	12.0257879	39009.423	14.092055	41.475811	1982-1999 –> 2000-2009	24.555236	12.5294483	68560.923	26.455081	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4992	12.1057659	39075.602	14.252747	42.597368	1982-1999 –> 2000-2009	24.721657	12.6158912	68678.558	24.463787	6	13
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate	4992	12.1701892	39128.593	25.614708	42.899409	1982-1999 –> 2000-2009	24.889237	12.7190482	68792.495	51.293514	7	16
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4992	12.4345084	39345.110	123.663025	43.266180	1982-1999 –> 2000-2009	25.018124	12.5836160	68930.895	321.525283	9	15
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4992	12.6628598	39524.796	63.302478	38.356585	1982-1999 –> 2000-2009	25.292244	12.6293838	69135.752	96.226815	11	19
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4992	12.8231241	39650.363	66.981030	38.180717	1982-1999 –> 2000-2009	25.597159	12.7740346	69346.550	99.327206	13	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5523	11.6587754	42817.224	65.028299	48.297594	2000-2009 –> 2010-2019	23.418997	11.7602220	81605.699	128.332501	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5523	11.7255059	42880.267	69.801985	48.510215	2000-2009 –> 2010-2019	23.610892	11.8853865	81774.441	140.877121	3	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5523	11.7249787	42879.771	58.126368	48.377625	2000-2009 –> 2010-2019	23.636476	11.9114973	81795.854	125.329157	2	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	5523	11.7257211	42878.470	29.872330	48.465613	2000-2009 –> 2010-2019	23.642460	11.9167389	81796.946	52.764964	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	5523	12.1457980	43267.272	17.243112	49.480504	2000-2009 –> 2010-2019	24.171586	12.0257879	82276.695	31.335167	6	11
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	5523	12.1800283	43298.359	13.350626	50.707480	2000-2009 –> 2010-2019	24.285794	12.1057659	82373.961	27.603373	7	13
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate	5523	12.2325334	43345.873	36.860179	51.602700	2000-2009 –> 2010-2019	24.402723	12.1701892	82474.466	62.474887	8	15
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5523	12.1071984	43234.112	148.211558	48.609890	2000-2009 –> 2010-2019	24.541707	12.4345084	82579.222	271.874583	5	14
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + silicate	5523	12.6434320	43708.820	6.069159	50.047066	2000-2009 –> 2010-2019	24.984739	12.3413069	82974.814	10.603945	13	21
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5523	12.3680419	43467.565	60.065085	45.415655	2000-2009 –> 2010-2019	25.030902	12.6628598	82992.361	123.367562	9	20
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3323	6.4146408	21796.408	82.193353	28.865800	1982-1999 –> 2000-2009	12.197507	5.7828658	44059.012	138.336830	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3323	6.4147441	21796.515	27.613336	28.892468	1982-1999 –> 2000-2009	12.202527	5.7877831	44065.077	43.495756	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3323	6.4391680	21821.772	46.919564	28.355895	1982-1999 –> 2000-2009	12.255538	5.8163700	44124.872	76.617456	4	7
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	3323	6.4147465	21794.518	10.488326	28.897850	1982-1999 –> 2000-2009	12.270394	5.8556478	44142.797	16.217762	3	7
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3323	6.6968657	22080.562	18.132979	24.860709	1982-1999 –> 2000-2009	12.664118	5.9672524	44561.190	23.987339	5	10
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3323	6.8144292	22196.221	57.248868	22.353268	1982-1999 –> 2000-2009	12.813318	5.9988892	44713.916	75.936005	6	12
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + silicate	3323	6.9720078	22346.154	4.442951	19.203525	1982-1999 –> 2000-2009	13.007462	6.0354540	44904.448	8.052406	8	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3323	6.9531195	22330.125	18.056548	22.068908	1982-1999 –> 2000-2009	13.210975	6.2578553	45144.085	24.791200	7	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	3323	7.1756034	22539.450	16.666594	26.110130	1982-1999 –> 2000-2009	14.144907	6.9693033	46108.232	23.131739	9	18
Indo-Pacific	(26,26.5]	3	cstar_tref ~ nitrate + silicate + phosphate	3323	7.1865232	22547.557	11.403822	28.007009	1982-1999 –> 2000-2009	15.312691	8.1261676	47190.892	17.716668	10	23
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2796	7.4958524	19212.949	22.191447	21.835959	2000-2009 –> 2010-2019	13.910597	6.4147441	41009.464	49.804782	1	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2796	7.4994108	19215.603	72.624017	21.727146	2000-2009 –> 2010-2019	13.914052	6.4146408	41012.011	154.817370	2	3
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	2796	7.5027732	19216.109	9.202048	21.492959	2000-2009 –> 2010-2019	13.917520	6.4147465	41010.627	19.690374	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2796	7.5495298	19252.850	45.647549	21.538167	2000-2009 –> 2010-2019	13.988698	6.4391680	41074.622	92.567113	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2796	7.6199164	19302.744	11.125333	20.830666	2000-2009 –> 2010-2019	14.316782	6.6968657	41383.307	29.258312	5	10
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2796	7.7270863	19380.845	34.235425	19.408897	2000-2009 –> 2010-2019	14.541515	6.8144292	41577.065	91.484292	6	12
Indo-Pacific	(26,26.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2796	7.8148072	19443.970	11.180888	19.364608	2000-2009 –> 2010-2019	14.767927	6.9531195	41774.095	29.237436	7	14
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + silicate	2796	8.0617629	19615.948	4.316522	19.899272	2000-2009 –> 2010-2019	15.033771	6.9720078	41962.102	8.759473	10	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2796	7.9506811	19540.361	11.583304	22.262472	2000-2009 –> 2010-2019	15.126285	7.1756034	42079.811	28.249897	8	17
Indo-Pacific	(26,26.5]	3	cstar_tref ~ nitrate + silicate + phosphate	2796	8.0001557	19573.050	10.064156	22.031174	2000-2009 –> 2010-2019	15.186679	7.1865232	42120.607	21.467978	9	19
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2979	5.1555399	18239.584	38.730978	20.046542	1982-1999 –> 2000-2009	9.720946	4.5654057	36318.876	69.481570	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2979	5.1700466	18256.325	21.539669	20.208435	1982-1999 –> 2000-2009	9.760815	4.5907686	36369.689	37.381313	2	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2979	5.1739993	18260.878	64.073606	20.256709	1982-1999 –> 2000-2009	9.764407	4.5904079	36373.759	120.341364	4	7
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2979	5.1729524	18257.673	12.549906	19.889018	1982-1999 –> 2000-2009	9.771942	4.5989900	36380.040	19.035168	3	9
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2979	5.1740300	18258.914	32.922379	20.216288	1982-1999 –> 2000-2009	9.779679	4.6056492	36390.180	53.688305	5	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2979	5.2014682	18290.426	12.433001	18.665648	1982-1999 –> 2000-2009	9.791416	4.5899476	36400.690	18.976848	6	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2979	5.2086594	18298.657	9.578297	20.222670	1982-1999 –> 2000-2009	9.799474	4.5908148	36410.083	14.381616	7	12
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + silicate	2979	5.2385363	18330.735	2.941337	21.961058	1982-1999 –> 2000-2009	9.860575	4.6220386	36481.847	5.467988	8	16
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2979	5.6983508	18834.009	12.113997	24.116340	1982-1999 –> 2000-2009	10.783572	5.0852214	37574.463	18.188919	9	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2979	6.0235993	19164.727	37.460100	19.526793	1982-1999 –> 2000-2009	12.793767	6.7701673	39665.233	65.416480	10	20
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2811	5.8214036	17894.658	27.460807	18.451504	2000-2009 –> 2010-2019	10.976944	5.1555399	36134.242	66.191785	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2811	5.8367801	17909.488	13.312044	18.464869	2000-2009 –> 2010-2019	11.006827	5.1700466	36165.813	34.851713	4	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2811	5.8354673	17908.224	47.191777	18.468791	2000-2009 –> 2010-2019	11.009467	5.1739993	36169.102	111.265383	2	6
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2811	5.8370945	17907.791	8.233970	18.474498	2000-2009 –> 2010-2019	11.010047	5.1729524	36165.464	20.783875	5	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2811	5.8364126	17907.134	23.274991	18.484355	2000-2009 –> 2010-2019	11.010443	5.1740300	36166.048	56.197369	3	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2811	5.8405385	17911.107	6.936662	18.433529	2000-2009 –> 2010-2019	11.049198	5.2086594	36209.765	16.514959	6	13
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2811	5.8555623	17925.550	8.103450	18.544709	2000-2009 –> 2010-2019	11.057030	5.2014682	36215.976	20.536452	8	14
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + silicate	2811	5.8539638	17922.016	2.719203	18.458926	2000-2009 –> 2010-2019	11.092500	5.2385363	36252.750	5.660540	7	15
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2811	6.1047037	18159.805	8.177892	24.031354	2000-2009 –> 2010-2019	11.803055	5.6983508	36993.815	20.291889	9	18
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ nitrate + silicate + phosphate	2811	6.7411873	18715.376	5.608325	31.087847	2000-2009 –> 2010-2019	13.731561	6.9903732	38764.945	12.266733	10	29
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3976	4.5145899	23283.563	72.010704	18.056864	1982-1999 –> 2000-2009	9.186231	4.6716409	45749.608	122.061790	1	2
Indo-Pacific	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3976	4.5636019	23367.427	9.360014	17.321869	1982-1999 –> 2000-2009	9.235479	4.6718767	45831.855	16.091269	6	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3976	4.5242607	23300.579	42.142366	18.271765	1982-1999 –> 2000-2009	9.237343	4.7130821	45833.603	64.952713	2	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3976	4.5300223	23310.699	95.843804	18.318800	1982-1999 –> 2000-2009	9.237700	4.7076779	45835.022	167.146619	3	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3976	4.5378066	23322.352	9.570088	17.055684	1982-1999 –> 2000-2009	9.278751	4.7409441	45898.078	16.340903	5	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3976	4.5335937	23314.966	26.112132	17.652745	1982-1999 –> 2000-2009	9.285324	4.7517300	45907.926	44.278042	4	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	3976	4.6287853	23480.205	10.395264	19.228285	1982-1999 –> 2000-2009	9.348544	4.7197584	46021.964	16.168208	7	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + nitrate + silicate	3976	4.7842022	23740.818	2.762945	20.310064	1982-1999 –> 2000-2009	9.555842	4.7716402	46363.490	5.399097	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	3976	4.9317061	23984.286	10.147280	23.640923	1982-1999 –> 2000-2009	9.825125	4.8934193	46800.084	16.709121	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3976	5.5260839	24889.180	229.163163	25.291653	1982-1999 –> 2000-2009	11.153264	5.6271802	48764.592	412.494830	17	27
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4030	4.7405098	23993.171	57.914170	20.042351	2000-2009 –> 2010-2019	9.255100	4.5145899	47276.734	129.924873	1	2
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4030	4.7509855	24010.962	26.893244	20.285355	2000-2009 –> 2010-2019	9.275246	4.5242607	47311.541	69.035610	4	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4030	4.7505294	24010.188	82.844412	20.186682	2000-2009 –> 2010-2019	9.280552	4.5300223	47320.888	178.688215	3	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	4030	4.7539621	24014.010	23.376950	20.261652	2000-2009 –> 2010-2019	9.287556	4.5335937	47328.976	49.489081	7	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4030	4.7528155	24012.066	7.384794	20.376765	2000-2009 –> 2010-2019	9.290622	4.5378066	47334.418	16.954882	6	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	4030	4.7431858	23995.719	7.199981	19.948644	2000-2009 –> 2010-2019	9.306788	4.5636019	47363.147	16.559995	2	8
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	4030	4.7511675	24009.271	8.058060	20.383012	2000-2009 –> 2010-2019	9.379953	4.6287853	47489.476	18.453324	5	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + nitrate + silicate	4030	4.7560678	24015.580	2.797762	19.683611	2000-2009 –> 2010-2019	9.540270	4.7842022	47756.398	5.560706	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	4030	4.8272624	24137.338	7.774649	20.269922	2000-2009 –> 2010-2019	9.758969	4.9317061	48121.624	17.921929	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	4030	5.2302445	24783.576	8.901993	25.665917	2000-2009 –> 2010-2019	10.821624	5.5913793	49766.165	21.172370	10	29
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6516	3.5043493	34847.798	47.927231	14.278097	1982-1999 –> 2000-2009	7.419697	3.9153478	66653.282	82.457832	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6516	3.5048571	34849.687	54.426893	14.512624	1982-1999 –> 2000-2009	7.429197	3.9243403	66681.369	100.400917	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	6516	3.5048739	34847.749	12.148772	14.562270	1982-1999 –> 2000-2009	7.456332	3.9514578	66756.073	20.114410	3	7
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6516	3.5170811	34895.060	22.118537	14.474725	1982-1999 –> 2000-2009	7.463079	3.9459981	66789.594	36.202397	4	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	6516	3.5900407	35160.634	9.421894	20.042093	1982-1999 –> 2000-2009	7.914241	4.3241999	68098.386	20.104886	5	11
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6516	3.6579210	35404.742	20.453264	21.200249	1982-1999 –> 2000-2009	8.208987	4.5510660	68926.448	35.697351	6	17
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	6516	3.7869746	35856.594	7.489083	13.457085	1982-1999 –> 2000-2009	8.213158	4.4261831	69060.552	17.169602	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	6516	4.0511592	36735.415	331.845767	15.245656	1982-1999 –> 2000-2009	8.281587	4.2304276	69422.794	565.814303	15	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6516	3.7069245	35578.167	10.063629	23.302230	1982-1999 –> 2000-2009	8.379331	4.6724063	69400.364	17.820320	7	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	6516	4.2002110	37206.283	14.609892	16.416175	1982-1999 –> 2000-2009	8.608174	4.4079632	70363.134	22.645802	19	26
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6632	3.5465513	35626.702	26.902147	15.790984	2000-2009 –> 2010-2019	7.050901	3.5043493	70474.500	74.829378	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6632	3.5467783	35627.551	38.896379	15.881376	2000-2009 –> 2010-2019	7.051635	3.5048571	70477.238	93.323272	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	6632	3.5469098	35626.043	7.621287	16.015967	2000-2009 –> 2010-2019	7.051784	3.5048739	70473.792	19.770059	3	6
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6632	3.5519885	35647.021	16.249068	15.883665	2000-2009 –> 2010-2019	7.069070	3.5170811	70542.081	38.367605	4	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	6632	3.6153880	35879.683	8.232974	18.940045	2000-2009 –> 2010-2019	7.205429	3.5900407	71040.317	17.654868	5	10
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6632	3.6623195	36050.755	13.521277	19.679779	2000-2009 –> 2010-2019	7.320240	3.6579210	71455.497	33.974542	6	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6632	3.7117830	36228.700	6.783837	21.114939	2000-2009 –> 2010-2019	7.418708	3.7069245	71806.867	16.847466	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	6632	3.8328765	36654.517	6.444768	15.624951	2000-2009 –> 2010-2019	7.619851	3.7869746	72511.111	13.933850	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	6632	3.9948472	37203.511	10.195927	31.049355	2000-2009 –> 2010-2019	7.906676	3.9118288	73482.831	25.992248	10	19
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	6632	4.0261786	37305.135	3.003792	31.137524	2000-2009 –> 2010-2019	7.944975	3.9187962	73605.645	6.776167	11	21
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8624	3.2731918	44939.937	57.821043	21.398414	1982-1999 –> 2000-2009	6.705750	3.4325584	87930.905	118.600636	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8624	3.2741364	44944.914	25.519646	21.372131	1982-1999 –> 2000-2009	6.706099	3.4319620	87933.067	54.548410	3	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8624	3.2717342	44932.254	15.384731	21.424430	1982-1999 –> 2000-2009	6.708914	3.4371800	87945.025	29.094153	1	4
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	8624	3.3052846	45106.225	11.476966	21.147822	1982-1999 –> 2000-2009	6.745229	3.4399441	88130.022	27.027341	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8624	3.3298161	45233.765	799.528471	21.698708	1982-1999 –> 2000-2009	6.899995	3.5701789	88859.710	1624.213577	8	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8624	3.3240427	45203.834	23.193462	21.846856	1982-1999 –> 2000-2009	6.920208	3.5961657	88947.298	47.690929	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8624	3.3233033	45199.997	30.386182	21.884188	1982-1999 –> 2000-2009	6.922980	3.5996771	88959.276	75.131293	6	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8624	3.3229497	45198.162	8.616995	21.902695	1982-1999 –> 2000-2009	6.928628	3.6056783	88984.432	20.136454	5	13
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate	8624	3.4330003	45758.132	1.998090	21.268037	1982-1999 –> 2000-2009	7.090419	3.6574188	89773.273	4.025935	11	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	8624	3.3828415	45506.266	17.452703	22.386244	1982-1999 –> 2000-2009	7.104099	3.7212575	89803.801	45.009534	9	19
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8100	3.5359416	43461.074	10.424969	21.143545	2000-2009 –> 2010-2019	6.807676	3.2717342	88393.329	25.809700	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8100	3.5471702	43512.437	50.817395	21.164143	2000-2009 –> 2010-2019	6.820362	3.2731918	88452.374	108.638439	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8100	3.5472072	43512.606	16.617874	21.128834	2000-2009 –> 2010-2019	6.821344	3.2741364	88457.520	42.137520	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	8100	3.5472335	43510.726	10.744865	21.142628	2000-2009 –> 2010-2019	6.852518	3.3052846	88616.951	22.221831	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8100	3.6200550	43839.929	6.681649	21.843048	2000-2009 –> 2010-2019	6.943005	3.3229497	89038.091	15.298645	7	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8100	3.6266345	43869.347	26.753329	21.864388	2000-2009 –> 2010-2019	6.949938	3.3233033	89069.344	57.139511	8	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8100	3.6304768	43886.501	14.483014	21.831493	2000-2009 –> 2010-2019	6.954519	3.3240427	89090.335	37.676476	9	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	8100	3.5771695	43646.868	17.930746	21.379741	2000-2009 –> 2010-2019	6.960011	3.3828415	89153.134	35.383449	5	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8100	3.6567961	44003.520	502.176988	21.935288	2000-2009 –> 2010-2019	6.986612	3.3298161	89237.285	1301.705460	12	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	8100	3.5925323	43716.293	14.709567	21.694272	2000-2009 –> 2010-2019	6.997337	3.4048046	89334.180	33.413879	6	16
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	8212	3.3244172	43048.706	717.654006	16.931115	1982-1999 –> 2000-2009	6.479404	3.1549862	78690.065	1406.953469	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8212	3.3370568	43111.032	16.539157	16.957434	1982-1999 –> 2000-2009	6.491942	3.1548856	78751.948	31.558836	2	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8212	3.3392507	43121.826	40.619624	16.950647	1982-1999 –> 2000-2009	6.495889	3.1566388	78770.450	79.749196	3	7
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8212	3.3498869	43174.057	59.627794	17.079123	1982-1999 –> 2000-2009	6.512643	3.1627557	78849.540	112.969719	4	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	8212	3.4499410	43655.424	12.443346	21.557451	1982-1999 –> 2000-2009	6.604927	3.1549862	79294.783	22.741635	6	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	8212	3.3950449	43391.981	13.494857	19.510021	1982-1999 –> 2000-2009	6.677936	3.2828913	79582.698	25.463981	5	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	8212	3.5462476	44107.624	30.776037	23.730025	1982-1999 –> 2000-2009	6.711277	3.1650297	79791.079	56.071663	12	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8212	3.4963409	43874.846	657.970079	18.898381	1982-1999 –> 2000-2009	6.813805	3.3174638	80210.908	1309.213150	7	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8212	3.5079732	43929.398	10.957102	18.920989	1982-1999 –> 2000-2009	6.822633	3.3146594	80253.727	22.221348	8	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8212	3.5099773	43938.778	39.034915	18.924976	1982-1999 –> 2000-2009	6.826499	3.3165221	80270.901	76.951039	9	19
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	8664	3.3684463	45645.384	555.764275	16.720185	2000-2009 –> 2010-2019	6.692864	3.3244172	88694.090	1273.418281	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8664	3.3921945	45767.121	13.136938	17.398254	2000-2009 –> 2010-2019	6.729251	3.3370568	88878.153	29.676095	2	4
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8664	3.3928142	45770.286	33.077679	17.383638	2000-2009 –> 2010-2019	6.732065	3.3392507	88892.112	73.697302	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8664	3.4106397	45861.088	49.183856	17.766218	2000-2009 –> 2010-2019	6.760527	3.3498869	89035.144	108.811650	5	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	8664	3.3955403	45782.204	11.268266	17.330377	2000-2009 –> 2010-2019	6.790585	3.3950449	89174.185	24.763123	4	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8664	3.6094273	46840.706	535.898627	19.348029	2000-2009 –> 2010-2019	7.105768	3.4963409	90715.552	1193.868707	6	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	8664	3.6690170	47124.446	9.480219	22.626145	2000-2009 –> 2010-2019	7.118958	3.4499410	90779.870	21.923565	11	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8664	3.6423067	46997.838	9.165281	19.352823	2000-2009 –> 2010-2019	7.150280	3.5079732	90927.235	20.122383	8	16
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8664	3.6405093	46989.284	30.035010	19.324939	2000-2009 –> 2010-2019	7.150487	3.5099773	90928.063	69.069925	7	16
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8664	3.6634920	47098.333	30.633342	19.395552	2000-2009 –> 2010-2019	7.183861	3.5203694	91085.666	64.219157	10	20
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3473	2.1777368	15275.923	684.510868	10.635193	1982-1999 –> 2000-2009	4.144298	1.9665610	28288.698	1330.529634	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3473	2.2248286	15424.523	109.522426	10.709657	1982-1999 –> 2000-2009	4.221179	1.9963501	28530.571	199.538933	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3473	2.2303158	15441.634	22.111664	10.583673	1982-1999 –> 2000-2009	4.232091	2.0017751	28564.517	41.781051	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3473	2.2561516	15521.633	57.911911	10.575838	1982-1999 –> 2000-2009	4.283718	2.0275666	28723.941	107.280297	4	9
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	3473	2.2836922	15603.909	14.094809	11.206277	1982-1999 –> 2000-2009	4.351544	2.0678523	28926.275	26.467807	5	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3473	2.3413818	15777.196	674.760188	12.483198	1982-1999 –> 2000-2009	4.367995	2.0266128	28974.584	1307.676107	6	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3473	2.3864667	15909.674	102.101982	12.466345	1982-1999 –> 2000-2009	4.441656	2.0551898	29193.933	188.910947	7	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3473	2.3940371	15931.674	17.460724	12.376459	1982-1999 –> 2000-2009	4.455181	2.0611439	29233.881	32.688240	8	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3473	2.4147441	15991.494	44.508596	12.349419	1982-1999 –> 2000-2009	4.497781	2.0830373	29359.252	82.039366	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	3473	2.5064779	16248.477	1.154988	11.780020	1982-1999 –> 2000-2009	4.659845	2.1533671	29820.243	2.244630	10	20
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4002	2.1245931	17402.841	627.964473	12.807873	2000-2009 –> 2010-2019	4.302330	2.1777368	32678.764	1312.475341	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4002	2.1822093	17617.008	85.245817	13.367972	2000-2009 –> 2010-2019	4.407038	2.2248286	33041.531	194.768243	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4002	2.1927437	17655.554	18.920302	13.475942	2000-2009 –> 2010-2019	4.423060	2.2303158	33097.187	41.031966	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4002	2.2217339	17760.680	50.341410	13.690015	2000-2009 –> 2010-2019	4.477886	2.2561516	33282.314	108.253321	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4002	2.2614779	17900.596	611.836350	12.474958	2000-2009 –> 2010-2019	4.602860	2.3413818	33677.792	1286.596538	5	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	4002	2.4005279	18378.196	13.821194	14.841619	2000-2009 –> 2010-2019	4.684220	2.2836922	33982.105	27.916003	9	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4002	2.3175878	18096.761	76.128663	13.041094	2000-2009 –> 2010-2019	4.704054	2.3864667	34006.436	178.230645	6	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4002	2.3305053	18141.249	13.029604	13.166440	2000-2009 –> 2010-2019	4.724543	2.3940371	34072.923	30.490328	7	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4002	2.3547318	18224.024	35.050821	13.357845	2000-2009 –> 2010-2019	4.769476	2.4147441	34215.519	79.559417	8	17
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	4002	2.6816533	19262.598	1.323048	14.950658	2000-2009 –> 2010-2019	5.188131	2.5064779	35511.075	2.478035	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4668	1.7378758	18420.877	666.737851	7.967306	1982-1999 –> 2000-2009	3.339063	1.6011873	34788.202	1342.126088	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4668	1.7540841	18505.546	592.313267	7.632603	1982-1999 –> 2000-2009	3.355938	1.6018542	34874.475	1207.749126	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4668	1.7581113	18528.956	144.785784	7.982536	1982-1999 –> 2000-2009	3.369849	1.6117377	34953.116	284.656693	3	6
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4668	1.7623832	18551.613	18.760609	7.956595	1982-1999 –> 2000-2009	3.376127	1.6137440	34986.539	38.121358	4	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4668	1.7751929	18617.225	135.391897	7.751115	1982-1999 –> 2000-2009	3.387734	1.6125413	35043.699	269.803408	6	10
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4668	1.7726702	18605.949	38.309801	8.104361	1982-1999 –> 2000-2009	3.394231	1.6215612	35082.694	79.275384	5	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4668	1.7799989	18642.467	14.392018	7.825470	1982-1999 –> 2000-2009	3.394538	1.6145395	35079.657	30.828293	7	13
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4668	1.7900665	18695.122	30.422896	7.968009	1982-1999 –> 2000-2009	3.412638	1.6225714	35175.258	65.271216	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	4668	1.9088748	19295.064	13.354263	8.581988	1982-1999 –> 2000-2009	3.587038	1.6781629	36066.732	24.306251	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	4668	1.9739234	19605.906	1.092558	8.524753	1982-1999 –> 2000-2009	3.652635	1.6787117	36378.403	2.125750	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4844	1.8210833	19567.969	572.387049	8.501178	2000-2009 –> 2010-2019	3.558959	1.7378758	37988.847	1239.124900	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4844	1.8241665	19582.358	522.231460	8.480165	2000-2009 –> 2010-2019	3.578251	1.7540841	38087.904	1114.544727	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4844	1.8634002	19790.516	124.766056	8.570269	2000-2009 –> 2010-2019	3.621511	1.7581113	38319.472	269.551841	3	6
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4844	1.8737951	19844.410	18.382632	8.435407	2000-2009 –> 2010-2019	3.636178	1.7623832	38396.023	37.143241	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4844	1.8666835	19805.571	123.614477	8.550311	2000-2009 –> 2010-2019	3.641876	1.7751929	38422.796	259.006374	4	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4844	1.8773391	19860.716	13.862997	8.415920	2000-2009 –> 2010-2019	3.657338	1.7799989	38503.183	28.255015	6	13
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4844	1.8913378	19934.688	37.960861	8.441959	2000-2009 –> 2010-2019	3.664008	1.7726702	38540.636	76.270661	7	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4844	1.8945146	19948.946	28.630817	8.398465	2000-2009 –> 2010-2019	3.684581	1.7900665	38644.069	59.053713	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	4844	2.1407213	21132.628	11.711632	8.883310	2000-2009 –> 2010-2019	4.049596	1.9088748	40427.692	25.065894	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	4844	2.1776112	21296.154	1.166695	8.770528	2000-2009 –> 2010-2019	4.151535	1.9739234	40902.060	2.259253	10	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	6705	1.7333837	26418.477	774.281170	7.390790	1982-1999 –> 2000-2009	3.506409	1.7730249	55247.316	1443.804915	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6705	1.7388500	26460.699	217.637282	7.609951	1982-1999 –> 2000-2009	3.516172	1.7773224	55324.564	436.737911	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6705	1.7410623	26477.750	16.546019	7.682608	1982-1999 –> 2000-2009	3.518985	1.7779233	55346.505	33.910535	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6705	1.7446460	26505.323	24.388809	7.783709	1982-1999 –> 2000-2009	3.527201	1.7825555	55411.725	51.293758	4	9
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	6705	1.7785353	26761.311	654.990627	7.618076	1982-1999 –> 2000-2009	3.578793	1.8002580	55808.685	1255.628519	5	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6705	1.7819304	26786.886	205.009484	7.809023	1982-1999 –> 2000-2009	3.585322	1.8033918	55859.423	420.565446	6	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6705	1.7833159	26797.308	15.613943	7.869709	1982-1999 –> 2000-2009	3.587058	1.8037424	55872.658	32.714389	7	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6705	1.7861156	26818.345	24.123403	7.973200	1982-1999 –> 2000-2009	3.593941	1.8078252	55926.406	50.988691	8	18
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	6705	1.8689379	27426.181	13.268704	8.144298	1982-1999 –> 2000-2009	3.650707	1.7817688	56324.196	21.352801	9	13
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	6705	1.8831897	27526.053	2.964441	8.221322	1982-1999 –> 2000-2009	3.688710	1.8055205	56613.658	5.896262	10	19
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	7539	2.0260616	32055.237	626.697164	9.287682	2000-2009 –> 2010-2019	3.759445	1.7333837	58473.714	1400.978334	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7539	2.0588260	32297.120	186.788571	9.776627	2000-2009 –> 2010-2019	3.797676	1.7388500	58757.819	404.425853	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	7539	2.0652552	32344.132	12.832071	9.851629	2000-2009 –> 2010-2019	3.806318	1.7410623	58821.882	29.378090	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7539	2.0775013	32433.274	19.886323	9.991108	2000-2009 –> 2010-2019	3.822147	1.7446460	58938.598	44.275132	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7539	2.0957700	32563.285	550.710899	9.795977	2000-2009 –> 2010-2019	3.874305	1.7785353	59324.596	1205.701526	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7539	2.1245255	32768.759	182.668031	10.234962	2000-2009 –> 2010-2019	3.906456	1.7819304	59555.646	387.677516	7	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7539	2.1297812	32806.013	12.549105	10.294582	2000-2009 –> 2010-2019	3.913097	1.7833159	59603.322	28.163048	8	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7539	2.1425350	32896.036	19.883167	10.447842	2000-2009 –> 2010-2019	3.928651	1.7861156	59714.381	44.006569	9	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	7539	2.1209939	32743.674	10.576269	9.787476	2000-2009 –> 2010-2019	3.989932	1.8689379	60169.855	23.844973	6	15
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	7539	2.1689503	33078.796	2.154665	10.187015	2000-2009 –> 2010-2019	4.052140	1.8831897	60604.849	5.119107	10	20
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3580	1.3649629	12401.271	513.016739	9.643991	1982-1999 –> 2000-2009	2.883685	1.5187215	27410.967	947.818836	1	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3580	1.3682046	12418.255	145.177583	9.720955	1982-1999 –> 2000-2009	2.887466	1.5192612	27430.852	303.018998	2	9
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3580	1.3694755	12424.903	34.541169	9.744434	1982-1999 –> 2000-2009	2.887785	1.5183097	27432.385	76.549120	3	4
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3580	1.3765091	12459.583	423.676002	9.820567	1982-1999 –> 2000-2009	2.895236	1.5187270	27467.308	789.948119	5	9
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3580	1.3731933	12444.314	34.555915	9.803680	1982-1999 –> 2000-2009	2.896869	1.5236752	27480.596	76.603364	4	24
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3580	1.3792204	12473.672	145.177390	9.884934	1982-1999 –> 2000-2009	2.898522	1.5193019	27484.487	302.851628	6	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3580	1.3805114	12480.370	20.167819	9.908723	1982-1999 –> 2000-2009	2.898861	1.5183499	27486.068	44.525530	7	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3580	1.3843407	12500.204	22.242666	9.969916	1982-1999 –> 2000-2009	2.908053	1.5237119	27534.681	49.588607	8	29
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3580	1.3877684	12517.910	503.815266	9.899015	1982-1999 –> 2000-2009	2.908668	1.5209000	27537.308	936.664846	9	20
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	3580	1.3879341	12516.765	407.657443	9.908452	1982-1999 –> 2000-2009	2.910661	1.5227265	27543.962	746.802905	10	27
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5001	1.6416881	19164.465	429.689461	14.987627	2000-2009 –> 2010-2019	3.006651	1.3649629	31565.736	942.706200	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5001	1.6447947	19183.374	120.227965	15.185906	2000-2009 –> 2010-2019	3.012999	1.3682046	31601.629	265.405548	3	5
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5001	1.6444296	19181.154	27.661926	15.162314	2000-2009 –> 2010-2019	3.013905	1.3694755	31606.057	62.203095	2	5
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5001	1.6473841	19199.108	27.674103	15.297829	2000-2009 –> 2010-2019	3.020577	1.3731933	31643.422	62.230018	5	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	5001	1.6642433	19298.947	371.928559	15.740550	2000-2009 –> 2010-2019	3.040752	1.3765091	31758.530	795.604561	6	11
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5001	1.6664243	19312.047	112.454328	15.880375	2000-2009 –> 2010-2019	3.045645	1.3792204	31785.718	257.631718	8	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5001	1.6663233	19311.440	17.587359	15.873080	2000-2009 –> 2010-2019	3.046835	1.3805114	31791.811	37.755179	7	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	5001	1.6472436	19196.255	16.133189	15.274144	2000-2009 –> 2010-2019	3.048235	1.4009912	31782.064	45.879708	4	21
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5001	1.6694191	19330.005	17.591193	16.013442	2000-2009 –> 2010-2019	3.053760	1.3843407	31830.209	39.833858	10	18
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	5001	1.6735170	19354.527	429.660757	15.765627	2000-2009 –> 2010-2019	3.061285	1.3877684	31872.437	933.476023	11	20
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6734	1.3073231	22733.441	258.157360	8.243434	1982-1999 –> 2000-2009	2.934355	1.6270318	49743.529	464.633501	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6734	1.3079617	22740.018	258.688197	8.261753	1982-1999 –> 2000-2009	2.935017	1.6270555	49750.313	465.310773	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	6734	1.3080713	22741.146	339.097226	8.256446	1982-1999 –> 2000-2009	2.935164	1.6270928	49751.766	612.854335	3	6
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6734	1.3084373	22744.914	319.080446	8.271245	1982-1999 –> 2000-2009	2.935550	1.6271129	49755.708	590.104304	4	8
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6734	1.3208861	22870.446	295.597623	8.679993	1982-1999 –> 2000-2009	2.954744	1.6338577	49937.840	548.022354	11	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	6734	1.3087161	22745.784	256.484958	8.158572	1982-1999 –> 2000-2009	2.957336	1.6486196	49940.594	463.067457	5	11
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	6734	1.3097237	22756.148	4.877604	8.291068	1982-1999 –> 2000-2009	2.962897	1.6531736	49990.035	9.209377	6	13
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	6734	1.3101929	22760.972	7.325717	8.303242	1982-1999 –> 2000-2009	2.963390	1.6531975	49995.063	13.913792	7	15
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	6734	1.3103229	22762.309	186.756065	8.298406	1982-1999 –> 2000-2009	2.963566	1.6532427	49996.788	317.308717	8	17
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	6734	1.3106384	22765.552	46.555925	8.311506	1982-1999 –> 2000-2009	2.963889	1.6532509	50000.101	98.269401	9	19
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8313	1.4524356	29810.791	241.903955	11.412542	2000-2009 –> 2010-2019	2.759759	1.3073231	52544.232	500.061316	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8313	1.4525583	29812.196	243.026198	11.418514	2000-2009 –> 2010-2019	2.760520	1.3079617	52552.214	501.714395	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	8313	1.4527557	29814.455	313.108762	11.425263	2000-2009 –> 2010-2019	2.760827	1.3080713	52555.602	652.205988	4	7
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8313	1.4527282	29814.140	301.265995	11.425648	2000-2009 –> 2010-2019	2.761166	1.3084373	52559.054	620.346441	3	7
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	8313	1.4613766	29910.825	4.355745	11.534144	2000-2009 –> 2010-2019	2.771100	1.3097237	52666.973	9.233349	6	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	8313	1.4614706	29911.895	7.251643	11.537074	2000-2009 –> 2010-2019	2.771663	1.3101929	52672.867	14.577361	7	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	8313	1.4618030	29915.675	195.480706	11.544382	2000-2009 –> 2010-2019	2.772126	1.3103229	52677.984	382.236771	9	17
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	8313	1.4617130	29914.652	32.918919	11.543891	2000-2009 –> 2010-2019	2.772351	1.3106384	52680.203	79.474844	8	17
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	8313	1.4539296	29825.884	257.297247	11.295290	2000-2009 –> 2010-2019	2.774816	1.3208861	52696.330	552.894870	5	16
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + silicate + phosphate	8313	1.4678239	29982.015	32.885761	11.264658	2000-2009 –> 2010-2019	2.788753	1.3209292	52850.901	77.848738	10	22
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3695	0.9507492	10126.724	156.305257	6.362687	1982-1999 –> 2000-2009	3.128881	2.1781317	26502.609	318.422611	4	5
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3695	0.9508696	10127.660	168.788832	6.369012	1982-1999 –> 2000-2009	3.130552	2.1796827	26508.845	353.240577	6	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3695	0.9516827	10131.976	144.782557	6.433840	1982-1999 –> 2000-2009	3.132020	2.1803374	26513.398	304.688343	7	10
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3695	0.9518394	10133.193	159.510784	6.442250	1982-1999 –> 2000-2009	3.133712	2.1818723	26519.855	341.069030	8	12
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3695	0.9500673	10121.422	153.138079	6.335522	1982-1999 –> 2000-2009	3.134929	2.1848621	26520.280	307.597630	3	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3695	0.9507911	10125.050	142.547920	6.398519	1982-1999 –> 2000-2009	3.137640	2.1868489	26528.676	292.101288	5	11
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3695	0.9494048	10116.266	143.160065	6.275976	1982-1999 –> 2000-2009	3.145179	2.1957737	26552.219	297.506645	1	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3695	0.9497791	10117.180	143.063813	6.321348	1982-1999 –> 2000-2009	3.147197	2.1974174	26556.704	292.089431	2	11
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3695	0.9644449	10230.418	155.141702	6.853601	1982-1999 –> 2000-2009	3.160051	2.1956065	26663.803	317.217120	9	16
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	3695	0.9659974	10240.305	144.109617	6.959094	1982-1999 –> 2000-2009	3.164323	2.1983260	26680.907	303.945116	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4446	1.1137655	13589.285	252.906021	18.278279	2000-2009 –> 2010-2019	2.063170	0.9494048	23705.551	396.066086	1	2
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4446	1.1138550	13587.999	252.788570	18.313045	2000-2009 –> 2010-2019	2.063634	0.9497791	23705.179	395.852384	2	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4446	1.1171839	13616.535	249.950585	18.366882	2000-2009 –> 2010-2019	2.067251	0.9500673	23737.957	403.088664	3	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4446	1.1173276	13615.678	249.774810	18.411080	2000-2009 –> 2010-2019	2.068119	0.9507911	23740.728	392.322730	4	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4446	1.1191235	13631.959	266.197659	18.400004	2000-2009 –> 2010-2019	2.069873	0.9507492	23758.683	422.502916	5	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4446	1.1195000	13634.949	316.801683	18.406768	2000-2009 –> 2010-2019	2.070370	0.9508696	23762.609	485.590514	7	13
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4446	1.1193050	13631.401	252.571589	18.449698	2000-2009 –> 2010-2019	2.070988	0.9516827	23763.377	397.354146	6	13
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4446	1.1196955	13634.503	308.675175	18.458487	2000-2009 –> 2010-2019	2.071535	0.9518394	23767.696	468.185959	8	16
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	4446	1.1355313	13759.380	262.965451	18.455452	2000-2009 –> 2010-2019	2.099976	0.9644449	23989.799	418.107153	9	18
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	4446	1.1366559	13766.183	246.819446	18.583876	2000-2009 –> 2010-2019	2.102653	0.9659974	24006.487	390.929063	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	825	1.4296964	2945.061	592.202814	8.593306	1982-1999 –> 2000-2009	3.358627	1.9289307	7330.916	982.142110	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	825	1.4523221	2970.969	281.253395	8.706896	1982-1999 –> 2000-2009	3.390509	1.9381873	7366.905	541.612257	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	825	1.4582249	2977.661	267.226157	8.706109	1982-1999 –> 2000-2009	3.400227	1.9420020	7377.739	518.660990	3	6
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	825	1.4956874	3019.515	278.781509	8.870585	1982-1999 –> 2000-2009	3.476324	1.9806365	7461.079	542.138876	4	10
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	825	1.5348247	3060.135	225.528594	7.230015	1982-1999 –> 2000-2009	3.517664	1.9828393	7502.040	466.844621	5	12
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	825	1.6081240	3137.111	249.433023	7.253052	1982-1999 –> 2000-2009	3.580267	1.9721434	7567.625	506.487585	7	11
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	825	1.5998476	3128.597	234.817862	7.014371	1982-1999 –> 2000-2009	3.583794	1.9839462	7571.677	479.929724	6	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	825	1.6099825	3139.017	566.566505	5.931608	1982-1999 –> 2000-2009	3.590110	1.9801274	7578.039	949.374616	9	14
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate	825	1.6082445	3135.235	225.491075	7.294515	1982-1999 –> 2000-2009	3.597527	1.9892823	7581.971	466.304105	8	17
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	825	1.6449154	3174.435	276.206560	6.106852	1982-1999 –> 2000-2009	3.635120	1.9902049	7624.148	528.829785	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1167	0.8947448	3066.223	343.157138	10.465994	2000-2009 –> 2010-2019	2.324441	1.4296964	6011.284	935.359952	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1167	0.8948861	3066.591	381.889349	10.681369	2000-2009 –> 2010-2019	2.347208	1.4523221	6037.560	663.142745	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1167	0.9086730	3102.275	310.694346	10.732601	2000-2009 –> 2010-2019	2.366898	1.4582249	6079.937	577.920503	4	7
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1167	0.9891319	3300.298	364.611007	11.081639	2000-2009 –> 2010-2019	2.484819	1.4956874	6319.813	643.392516	9	13
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1167	0.8949292	3064.704	332.034624	10.612749	2000-2009 –> 2010-2019	2.503053	1.6081240	6201.815	581.467647	3	10
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1167	0.9171670	3121.992	334.508759	11.713674	2000-2009 –> 2010-2019	2.527150	1.6099825	6261.009	901.075265	6	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1167	0.9148514	3116.091	334.212087	11.856388	2000-2009 –> 2010-2019	2.559767	1.6449154	6290.527	610.418647	5	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1167	0.9306665	3156.095	287.210187	11.975020	2000-2009 –> 2010-2019	2.582262	1.6515954	6337.217	552.663140	8	19
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1167	1.0071139	3340.347	306.938129	12.872640	2000-2009 –> 2010-2019	2.606961	1.5998476	6468.945	541.755991	10	16
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1167	1.0237566	3378.602	341.403271	12.710347	2000-2009 –> 2010-2019	2.729377	1.7056202	6612.833	619.410163	12	25

5.4.2 per fitting unit

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

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	10.165078	7316.738
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	10.868876	6654.212
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	13.901614	8446.755
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	12.328149	7524.951
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	10.162274	7488.816
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	10.887594	5765.297
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	9.618999	14668.501
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	9.779560	11707.141
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	8.784659	24877.693
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	9.161918	20267.581
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	7.538933	47233.229
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	8.485584	41368.082
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	9.818720	81806.663
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	11.634642	72031.627
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	7.756996	32148.559
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	9.691399	30879.758
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	8.008130	75477.207
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	10.257992	67334.229
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	8.823360	124436.532
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	9.183958	83992.532
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	7.197187	24707.096
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	8.137583	20478.370
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	8.672233	24090.282
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	10.530869	21507.306
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	9.524516	18986.439
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	9.436557	15576.934
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	7.756801	39633.418
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	7.536035	30450.519
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	24.598838	68615.505
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	24.172628	82264.446
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	13.007944	44901.452
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	14.470382	41500.371
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	10.182659	36836.486
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	11.374707	36523.792
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	9.534360	46300.622
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	9.519668	47706.937
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	7.937378	68215.200
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	7.363927	71586.988
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	6.873232	88726.681
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	6.909332	88884.254
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	6.643695	79446.610
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	6.941465	89911.007
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	4.365529	28961.589
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	4.628360	33756.565
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	3.426979	35242.877
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	3.724383	38823.268
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.575330	55773.514
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.885017	59396.466
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.897581	27480.861
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	3.035064	31723.761
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.950591	49886.174
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.769308	52645.636
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	3.141448	26554.729
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	2.074757	23793.806
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	3.513017	7496.214
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	2.503194	6262.094

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
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
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	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	8	10	6	8	5	6
(26,26.5]	7	6	6	6	10	8
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	6	7	5	6	7	10
(27,27.25]	8	10	5	5	7	7
(27.25,27.5]	7	10	6	4	9	6
(27.5,27.75]	8	10	5	5	7	7
(27.75,27.85]	8	10	6	6	7	7
(27.85,27.95]	7	9	7	7	6	8
(27.95,28.05]	5	6	6	7	7	10
(28.05,28.1]	6	5	6	7	7	8
(28.1,28.15]	7	3	5	7	6	8
(28.15,28.2]	7	4	4	6	10	6
(28.2, Inf]	6	5	4	7	10	5
total	96.00	100.00	77.00	85.00	108.00	106.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	8	10	6	8	5	6
(26,26.5]	7	6	6	6	10	8
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	6	7	5	6	7	10
(27,27.25]	8	10	5	5	7	7
(27.25,27.5]	7	9	5	5	10	6
(27.5,27.75]	7	10	6	5	10	5
(27.75,27.85]	7	10	7	6	8	6
(27.85,27.95]	7	9	7	7	6	8
(27.95,28.05]	5	6	6	7	7	10
(28.05,28.1]	7	4	8	7	5	7
(28.1,28.15]	7	3	5	7	6	8
(28.15,28.2]	5	5	3	7	9	8
(28.2, Inf]	6	5	4	7	10	5
total	93.00	99.00	79.00	87.00	110.00	104.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	7	7	6	7	8	9
(26,26.5]	6	10	6	4	10	5
(26.5,26.75]	6	10	6	5	9	6
(26.75,27]	7	9	6	5	10	5
(27,27.25]	6	8	7	6	10	6
(27.25,27.5]	5	10	8	6	5	8
(27.5,27.75]	9	10	6	6	7	6
(27.75,27.85]	8	10	6	6	5	8
(27.85,27.95]	8	10	6	6	5	8
(27.95,28.05]	8	10	6	6	5	8
(28.05,28.1]	8	8	8	8	5	6
(28.1,28.2]	7	6	8	7	10	6
(28.2,28.3]	8	10	8	6	5	6
(28.3, Inf]	6	10	9	5	8	5
total	99.00	128.00	96.00	83.00	102.00	92.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	6	6	6	9	9
(26,26.5]	6	10	6	4	10	5
(26.5,26.75]	6	10	6	4	10	5
(26.75,27]	6	10	5	5	10	6
(27,27.25]	6	10	5	5	10	6
(27.25,27.5]	6	10	8	6	6	7
(27.5,27.75]	8	10	6	7	6	7
(27.75,27.85]	8	10	6	6	5	8
(27.85,27.95]	8	10	6	6	5	8
(27.95,28.05]	8	10	6	6	5	8
(28.05,28.1]	8	9	7	7	6	7
(28.1,28.2]	8	5	8	6	10	6
(28.2,28.3]	8	10	8	6	5	6
(28.3, Inf]	7	10	8	7	6	6
total	100.00	130.00	91.00	81.00	103.00	94.00

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
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
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