eMLR - model fitting

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Last updated: 2021-06-24

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

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

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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

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

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Repository version: 62218ac

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 62218ac. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds

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.

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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.

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Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
Rmd	00a1322	Donghe-Zhu	2020-12-21	first build after creating model template
Rmd	d73ae35	Donghe-Zhu	2020-12-21	first version with lm error
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

• sal, temp, 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_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, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# 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"))

# lm_rm_o2 <- 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")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# 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:

• 112

4 Fit all models

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

• cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

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

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

5.3 VIF threshold

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

• 1000

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

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

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

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	132	1.3657779	470.894943	18.786360	6.1801910	1982-1999 –> 2000-2009	2.4001821	1.0344043	1103.772496	32.10282	9	10
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	132	1.3150203	460.896718	97.814677	5.9783579	1982-1999 –> 2000-2009	2.4979574	1.1829371	1150.932723	182.24318	1	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	132	1.3259931	463.090463	155.353014	5.9589261	1982-1999 –> 2000-2009	2.4996542	1.1736611	1149.772817	274.80012	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	132	1.3371082	465.294214	39.105018	6.1584437	1982-1999 –> 2000-2009	2.5094996	1.1723914	1151.515456	68.55356	4	7
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	132	1.3412436	466.109450	21.534592	6.2201575	1982-1999 –> 2000-2009	2.5137130	1.1724694	1152.359037	34.86311	6	10
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	132	1.3325783	464.398301	29.511185	6.2017406	1982-1999 –> 2000-2009	2.5155436	1.1829653	1154.444456	53.39685	3	11
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	132	1.3450680	466.861146	21.555496	6.2709668	1982-1999 –> 2000-2009	2.5177600	1.1726920	1153.191598	35.39211	8	13
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	132	1.3400242	465.869325	18.039044	6.2936616	1982-1999 –> 2000-2009	2.5236137	1.1835895	1156.140184	30.99571	5	14
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	132	1.3419909	466.256497	11.846773	6.3015063	1982-1999 –> 2000-2009	2.5262519	1.1842610	1156.768970	20.85223	7	17
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	132	1.4180449	478.809461	61.401293	6.9437726	1982-1999 –> 2000-2009	2.6079998	1.1899549	1169.365235	118.81288	11	24
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	102	0.9265923	287.910168	133.104809	3.0904949	2000-2009 –> 2010-2019	2.2525854	1.3259931	751.000631	288.45782	4	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	102	0.9217908	286.850310	34.242141	3.1696357	2000-2009 –> 2010-2019	2.2588990	1.3371082	752.144524	73.34716	1	5
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	102	0.9217979	286.851896	18.145531	3.1965476	2000-2009 –> 2010-2019	2.2630416	1.3412436	752.961346	39.68012	2	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	102	0.9222083	286.942687	18.931804	3.2119979	2000-2009 –> 2010-2019	2.2672763	1.3450680	753.803833	40.48730	3	11
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	102	0.9632985	295.835503	91.493712	3.1092124	2000-2009 –> 2010-2019	2.2783187	1.3150203	756.732221	189.30839	5	6
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	102	0.9662815	296.466241	27.757333	3.1680725	2000-2009 –> 2010-2019	2.2988598	1.3325783	760.864542	57.26852	6	9
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	102	0.9688069	296.998699	16.779079	3.2436548	2000-2009 –> 2010-2019	2.3088311	1.3400242	762.868025	34.81812	7	12
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	102	0.9695972	297.165050	10.908483	3.2808467	2000-2009 –> 2010-2019	2.3115881	1.3419909	763.421547	22.75526	8	15
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	102	1.0258449	308.668835	18.198946	3.4756641	2000-2009 –> 2010-2019	2.3916227	1.3657779	779.563778	36.98531	9	18
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	102	1.0410936	309.678885	45.716816	3.1183449	2000-2009 –> 2010-2019	2.4591385	1.4180449	788.488346	107.11811	13	24
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	827	3.7482763	4546.348047	360.498955	11.2615834	1982-1999 –> 2000-2009	6.9386011	3.1903248	11652.766547	665.66064	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	827	3.8057163	4571.502329	15.689514	11.2918468	1982-1999 –> 2000-2009	7.0672385	3.2615222	11738.616830	28.62860	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	827	3.8134019	4574.839179	11.987030	11.3012059	1982-1999 –> 2000-2009	7.0805458	3.2671439	11746.689625	22.84433	4	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	827	3.8262659	4580.409362	12.188629	11.3164701	1982-1999 –> 2000-2009	7.1075337	3.2812678	11764.122486	23.91229	5	11
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	827	3.9309847	4625.068337	361.442713	11.3361461	1982-1999 –> 2000-2009	7.1470920	3.2161072	11753.621450	664.41880	6	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	827	3.7550553	4549.336732	43.702555	10.8195754	1982-1999 –> 2000-2009	7.1573423	3.4022870	11832.649258	93.30801	2	12
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	827	3.9965319	4652.420512	12.467388	12.4595116	1982-1999 –> 2000-2009	7.2761171	3.2795852	11834.723109	22.83273	7	12
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	827	4.0105165	4658.198068	12.016426	13.2961652	1982-1999 –> 2000-2009	7.2995273	3.2890109	11848.392919	22.80151	8	15
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	827	4.0128427	4659.157167	11.787708	13.4105742	1982-1999 –> 2000-2009	7.3051101	3.2922674	11852.073491	22.47830	9	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	827	4.0567945	4677.174561	11.968526	13.6509424	1982-1999 –> 2000-2009	7.3832364	3.3264419	11898.489410	22.78681	10	19
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	714	3.3992117	3787.464422	261.728209	10.4662276	2000-2009 –> 2010-2019	7.1474880	3.7482763	8333.812469	622.22716	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	714	3.4893804	3824.850362	39.298633	11.0667468	2000-2009 –> 2010-2019	7.2444357	3.7550553	8374.187094	83.00119	7	9
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	714	3.4482733	3807.927764	11.227477	11.9470788	2000-2009 –> 2010-2019	7.2539897	3.8057163	8379.430093	26.91699	3	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	714	3.4513757	3809.211945	9.279153	12.0472767	2000-2009 –> 2010-2019	7.2647776	3.8134019	8384.051124	21.26618	4	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	714	3.4598108	3812.697697	9.361717	12.2316147	2000-2009 –> 2010-2019	7.2860768	3.8262659	8393.107059	21.55035	5	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	714	3.4363894	3802.997896	261.968330	13.3605170	2000-2009 –> 2010-2019	7.3673742	3.9309847	8428.066233	623.41104	2	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	714	3.4887575	3824.595441	10.846947	14.7556877	2000-2009 –> 2010-2019	7.4852894	3.9965319	8477.015953	23.31434	6	13
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	714	3.4961645	3827.624009	9.284035	14.9405643	2000-2009 –> 2010-2019	7.5066810	4.0105165	8485.822077	21.30046	8	16
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	714	3.4966908	3827.838935	9.142831	14.9385628	2000-2009 –> 2010-2019	7.5095335	4.0128427	8486.996102	20.93054	9	18
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	714	3.5016896	3829.878923	9.258796	14.9051602	2000-2009 –> 2010-2019	7.5584840	4.0567945	8507.053484	21.22732	10	20
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1052	3.0810190	5366.994497	312.737082	12.1450060	1982-1999 –> 2000-2009	6.5162975	3.4352786	14868.253230	581.64968	4	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1052	3.1256139	5397.229683	111.039180	12.5623897	1982-1999 –> 2000-2009	6.5974277	3.4718138	14936.319467	181.59669	7	9
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1052	3.0532215	5347.925710	22.591550	14.8242163	1982-1999 –> 2000-2009	6.6149200	3.5616985	14978.419300	50.00307	1	10
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1052	3.1468266	5411.460735	110.337731	12.7394159	1982-1999 –> 2000-2009	6.6393736	3.4925470	14971.842362	180.66292	9	12
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1052	3.0626259	5354.396402	22.739891	15.1896229	1982-1999 –> 2000-2009	6.6444653	3.5818394	15005.054798	50.36138	2	15
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1052	3.0657810	5356.562809	22.830878	15.2951286	1982-1999 –> 2000-2009	6.6537667	3.5879857	15013.352241	50.53044	3	17
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1052	3.1617005	5421.382143	111.838990	12.9373288	1982-1999 –> 2000-2009	6.6687809	3.5070805	14996.613604	182.62547	10	14
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1052	3.1448683	5408.150998	266.755707	13.2497316	1982-1999 –> 2000-2009	6.6828996	3.5380313	15012.803049	518.97404	8	14
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1052	3.0839358	5368.985416	116.693154	14.3976227	1982-1999 –> 2000-2009	6.7491524	3.6652167	15101.931132	188.16611	5	24
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	1052	3.1971246	5442.824536	18.028782	13.8106708	1982-1999 –> 2000-2009	6.7760522	3.5789276	15088.574783	36.09533	11	23
Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	947	3.8890999	5273.858204	352.623729	13.3327131	2000-2009 –> 2010-2019	6.9701188	3.0810190	10640.852701	665.36081	1	5
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	947	3.9258118	5291.653125	104.017068	13.8276947	2000-2009 –> 2010-2019	7.0514257	3.1256139	10688.882809	215.05625	2	9
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	947	4.0301092	5341.314419	25.797326	16.8596490	2000-2009 –> 2010-2019	7.0833307	3.0532215	10689.240130	48.38888	6	7
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	947	3.9430750	5299.963461	103.426543	14.0033817	2000-2009 –> 2010-2019	7.0899016	3.1468266	10711.424196	213.76427	3	12
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	947	4.0489602	5350.153031	26.019987	17.2694921	2000-2009 –> 2010-2019	7.1115861	3.0626259	10704.549434	48.75988	8	10
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	947	3.9567304	5306.511337	104.601308	14.2486839	2000-2009 –> 2010-2019	7.1184309	3.1617005	10727.893480	216.44030	4	14
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	947	4.0535160	5352.282908	26.121234	17.3574144	2000-2009 –> 2010-2019	7.1192970	3.0657810	10708.845716	48.95211	10	13
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	947	4.0473716	5349.409787	107.412569	15.3365843	2000-2009 –> 2010-2019	7.1313074	3.0839358	10718.395204	224.10572	7	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	947	4.0042193	5327.107876	297.262185	15.6054760	2000-2009 –> 2010-2019	7.1490876	3.1448683	10735.258874	564.01789	5	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	947	4.1165534	5379.510385	24.380439	17.3991057	2000-2009 –> 2010-2019	7.2071239	3.0905705	10751.017456	44.97243	20	26
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1622	1.8624265	6634.415958	322.583310	10.6164942	1982-1999 –> 2000-2009	3.5611355	1.6987090	17970.985110	686.12682	1	2
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1622	1.9084699	6711.639736	312.031248	15.0022297	1982-1999 –> 2000-2009	3.6549283	1.7464584	18207.270269	671.85650	3	5
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1622	1.9020642	6702.733032	33.895517	14.3354187	1982-1999 –> 2000-2009	3.6574841	1.7554199	18230.099883	77.49450	2	5
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1622	1.9414479	6769.216626	24.533085	14.3884953	1982-1999 –> 2000-2009	3.7345850	1.7931370	18420.095592	49.55709	4	8
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1622	1.9577380	6796.322442	24.525625	14.4082734	1982-1999 –> 2000-2009	3.7651753	1.8074373	18493.352475	49.55263	5	11
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1622	1.9816818	6835.757057	81.838311	10.3644059	1982-1999 –> 2000-2009	3.7788263	1.7971444	18499.606028	129.85604	8	13
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1622	2.0252563	6906.315260	81.568241	10.1735287	1982-1999 –> 2000-2009	3.8689784	1.8437222	18718.827338	121.82947	9	16
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1622	1.9731903	6821.826688	84.043459	13.0038515	1982-1999 –> 2000-2009	3.8881284	1.9149381	18854.531005	133.66873	6	17
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	1622	2.0375528	6923.951970	29.424337	15.3476823	1982-1999 –> 2000-2009	3.8893292	1.8517763	18759.789331	65.46994	10	18
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	1622	1.9738825	6820.964402	32.501222	13.5593755	1982-1999 –> 2000-2009	3.8903140	1.9164316	18856.198309	73.32535	7	19
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1561	2.4190997	7201.886719	34.880855	16.4381275	2000-2009 –> 2010-2019	4.3211639	1.9020642	13904.619751	68.77637	2	4
Atlantic	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1561	2.4875082	7288.946929	298.628876	21.8060294	2000-2009 –> 2010-2019	4.3499347	1.8624265	13923.362887	621.21219	5	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1561	2.3931499	7168.215879	103.793836	12.8081839	2000-2009 –> 2010-2019	4.3663402	1.9731903	13990.042567	187.83729	1	7
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	1561	2.4291910	7212.883014	34.076590	16.1196990	2000-2009 –> 2010-2019	4.4030734	1.9738825	14033.847416	66.57781	3	10
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1561	2.4796378	7279.053324	24.863036	16.7471027	2000-2009 –> 2010-2019	4.4210857	1.9414479	14048.269951	49.39612	4	8
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1561	2.5057363	7311.741104	24.860252	19.6149460	2000-2009 –> 2010-2019	4.4634743	1.9577380	14108.063545	49.38588	6	11
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1561	2.5081453	7314.741035	97.877386	10.7901905	2000-2009 –> 2010-2019	4.4898271	1.9816818	14150.498092	179.71570	7	15
Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1561	2.6360791	7468.057668	267.915280	21.7630948	2000-2009 –> 2010-2019	4.5445490	1.9084699	14179.697404	579.94653	12	15
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1561	2.5442908	7359.411937	97.266600	10.6109096	2000-2009 –> 2010-2019	4.5695471	2.0252563	14265.727197	178.83484	8	17
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1561	2.5883737	7413.041066	98.991071	11.0638620	2000-2009 –> 2010-2019	4.6437199	2.0553461	14367.198890	181.72248	11	22
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1542	1.7107017	6045.817237	193.208114	10.4291358	1982-1999 –> 2000-2009	3.2100851	1.4993834	16274.175152	396.37299	1	3
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1542	1.7857073	6178.154562	204.880550	12.4308875	1982-1999 –> 2000-2009	3.2483558	1.4626485	16267.603775	430.66029	2	3
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1542	1.8126279	6224.300761	31.781924	12.5483949	1982-1999 –> 2000-2009	3.3141129	1.5014850	16460.502542	68.51281	4	7
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1542	1.7907339	6184.823534	175.233152	12.5334952	1982-1999 –> 2000-2009	3.3344782	1.5437443	16574.460106	375.30355	3	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1542	1.8230126	6241.918802	31.910348	12.5170905	1982-1999 –> 2000-2009	3.3362547	1.5132422	16521.799684	63.77057	5	9
Atlantic	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1542	1.9191536	6400.417408	481.314775	15.7376812	1982-1999 –> 2000-2009	3.4678351	1.5486815	16809.935207	1056.69135	7	13
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1542	1.9483958	6447.054111	152.782405	11.0669440	1982-1999 –> 2000-2009	3.6207741	1.6723782	17286.891474	312.66997	9	17
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1542	1.9576620	6461.686272	142.605859	11.3537940	1982-1999 –> 2000-2009	3.6669017	1.7092397	17423.614562	214.00047	10	22
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1542	2.0590336	6617.384636	178.869288	10.4317826	1982-1999 –> 2000-2009	3.6788804	1.6198467	17278.496911	257.12826	17	24
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1542	2.0608949	6618.171073	132.096872	10.6198338	1982-1999 –> 2000-2009	3.7426896	1.6817948	17487.451432	195.65358	18	28
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1356	2.2545483	6066.880710	170.603888	9.1237990	2000-2009 –> 2010-2019	3.9652500	1.7107017	12112.697947	363.81200	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1356	2.3246411	6149.911351	174.749723	9.9148916	2000-2009 –> 2010-2019	4.2174424	1.8928013	12507.688323	344.49421	2	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1356	2.4475109	6289.595324	161.344621	12.5484149	2000-2009 –> 2010-2019	4.2332182	1.7857073	12467.749886	366.22517	3	5
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1356	2.4669870	6309.090657	137.539508	12.8673492	2000-2009 –> 2010-2019	4.2577208	1.7907339	12493.914190	312.77266	5	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1356	2.4789572	6324.217964	25.336980	12.4645428	2000-2009 –> 2010-2019	4.2915851	1.8126279	12548.518725	57.11890	7	11
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1356	2.4870929	6333.103883	25.548153	12.4336824	2000-2009 –> 2010-2019	4.3101055	1.8230126	12575.022685	57.45850	8	13
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1356	2.4726757	6317.337228	132.278497	16.0566437	2000-2009 –> 2010-2019	4.4325332	1.9598575	12782.480130	283.42085	6	17
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1356	2.5024068	6347.751355	25.104476	13.0349679	2000-2009 –> 2010-2019	4.4470179	1.9446112	12786.809150	56.69420	9	17
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1356	2.4556204	6298.566308	144.478689	12.5498331	2000-2009 –> 2010-2019	4.4654221	2.0098018	12841.316058	281.06903	4	18
Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1356	2.5279391	6375.282016	24.846787	13.1511850	2000-2009 –> 2010-2019	4.5389829	2.0110438	12917.937001	56.05461	10	25
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1405	1.9068013	5814.867438	515.110073	15.0790186	1982-1999 –> 2000-2009	3.4635186	1.5567174	15493.868342	997.59838	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1405	1.9249785	5841.527930	585.510237	17.8749453	1982-1999 –> 2000-2009	3.4825132	1.5575347	15523.254017	1099.67690	3	5
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1405	1.9135996	5824.868078	692.671709	10.4944121	1982-1999 –> 2000-2009	3.4950185	1.5814190	15585.607525	1293.68556	2	5
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1405	2.0608607	6033.194962	201.471308	17.7374208	1982-1999 –> 2000-2009	3.8682668	1.8074061	16487.430833	401.92534	4	13
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1405	2.1968612	6212.770439	569.066488	17.2703749	1982-1999 –> 2000-2009	3.9194246	1.7225635	16417.379400	1080.26863	9	13
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1405	2.1961050	6211.803046	343.806365	17.0172321	1982-1999 –> 2000-2009	3.9250379	1.7289329	16435.574755	654.98350	8	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1405	2.2227861	6243.736820	393.015631	18.7844834	1982-1999 –> 2000-2009	3.9870070	1.7642209	16570.411770	728.74696	13	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1405	2.2199686	6240.172792	341.966528	17.8442099	1982-1999 –> 2000-2009	3.9939580	1.7739893	16595.516329	649.77079	11	18
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1405	2.2202838	6242.571730	476.302166	10.2338708	1982-1999 –> 2000-2009	4.0009576	1.7806738	16619.442132	881.16949	12	20
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1405	2.1979742	6212.193818	196.359760	17.2682145	1982-1999 –> 2000-2009	4.0132766	1.8153024	16687.063440	390.81415	10	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1252	2.5680816	5928.692650	794.011664	10.0133333	2000-2009 –> 2010-2019	4.4816812	1.9135996	11753.560729	1486.68337	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1252	2.5887119	5948.727751	564.578253	10.9947906	2000-2009 –> 2010-2019	4.4955131	1.9068013	11763.595189	1079.68833	2	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1252	2.6098948	5969.134157	671.531814	12.8844428	2000-2009 –> 2010-2019	4.5348734	1.9249785	11810.662087	1257.04205	3	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1252	2.6404711	5998.299274	205.610030	13.7091408	2000-2009 –> 2010-2019	4.7013318	2.0608607	12031.494236	407.08134	4	8
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1252	2.6619965	6018.629394	935.680539	11.5305832	2000-2009 –> 2010-2019	4.7896563	2.1276598	12141.460418	1780.56809	5	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1252	2.6623154	6016.929320	599.756127	11.6022334	2000-2009 –> 2010-2019	4.7974571	2.1351418	12147.624463	1091.79961	6	12
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	1252	2.6931643	6045.776965	19.323235	15.4703263	2000-2009 –> 2010-2019	4.8638718	2.1707075	12222.893642	36.01137	7	14
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1252	2.8796386	6215.414725	624.908467	15.3416170	2000-2009 –> 2010-2019	5.0764997	2.1968612	12428.185164	1193.97495	13	22
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1252	2.8592596	6197.631157	589.677021	10.9569596	2000-2009 –> 2010-2019	5.0795435	2.2202838	12440.202887	1065.97919	12	24
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1252	2.8939415	6227.821076	412.973470	16.2523934	2000-2009 –> 2010-2019	5.0900465	2.1961050	12439.624122	756.77983	14	22
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1663	1.9320805	6923.884456	73.087304	17.2792009	1982-1999 –> 2000-2009	3.5564976	1.6244172	18708.954148	149.88846	2	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1663	1.9319959	6923.738869	71.473041	17.2902596	1982-1999 –> 2000-2009	3.5575991	1.6256032	18713.320691	146.76610	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1663	1.9321451	6923.995654	67.247809	17.2701813	1982-1999 –> 2000-2009	3.5581488	1.6260038	18715.100474	136.77676	3	6
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1663	1.9910903	7021.947163	21.122418	15.2283721	1982-1999 –> 2000-2009	3.6526307	1.6615404	18944.705666	42.07490	6	10
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1663	1.9910039	7021.802745	20.590748	15.2468489	1982-1999 –> 2000-2009	3.6536112	1.6626074	18948.529624	41.04812	5	10
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1663	1.9911259	7022.006655	19.932283	15.2170671	1982-1999 –> 2000-2009	3.6542566	1.6631307	18950.678995	39.77838	7	13
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1663	1.9323120	6922.283061	65.598517	17.2161503	1982-1999 –> 2000-2009	3.6610697	1.7287577	19090.206601	132.11161	4	11
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + temp + phosphate_star	1663	1.9911483	7020.044084	18.407090	15.1983017	1982-1999 –> 2000-2009	3.7466184	1.7554700	19280.760087	37.03509	8	17
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1663	2.0368929	7099.590901	235.798595	17.2244976	1982-1999 –> 2000-2009	3.7911974	1.7543046	19360.201255	476.18512	9	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	1663	2.0832980	7172.514621	19.142968	15.3311628	1982-1999 –> 2000-2009	3.8577139	1.7744159	19501.592065	38.40264	10	20
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1532	2.1555008	6714.850357	65.418363	18.3567751	2000-2009 –> 2010-2019	4.0876458	1.9321451	13638.846011	132.66617	1	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1532	2.1585259	6719.147482	72.287274	18.4206062	2000-2009 –> 2010-2019	4.0906063	1.9320805	13643.031939	145.37458	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1532	2.1651196	6728.492965	70.463074	18.5354073	2000-2009 –> 2010-2019	4.0971155	1.9319959	13652.231834	141.93612	3	4
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1532	2.2058892	6783.652111	62.524907	19.6908682	2000-2009 –> 2010-2019	4.1382012	1.9323120	13705.935172	128.12342	7	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1532	2.1810028	6748.888161	19.563898	16.6635191	2000-2009 –> 2010-2019	4.1721287	1.9911259	13770.894816	39.49618	4	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1532	2.1844764	6753.764187	20.692038	16.7159164	2000-2009 –> 2010-2019	4.1755667	1.9910903	13775.711350	41.81446	5	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1532	2.1919425	6764.218478	20.252407	16.8071620	2000-2009 –> 2010-2019	4.1829463	1.9910039	13786.021223	40.84315	6	11
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + temp + phosphate_star	1532	2.2376108	6825.399930	18.271533	17.8664984	2000-2009 –> 2010-2019	4.2287592	1.9911483	13845.444014	36.67862	8	16
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1532	2.3316669	6955.559225	245.804233	18.4462869	2000-2009 –> 2010-2019	4.3685597	2.0368929	14055.150126	481.60283	10	19
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1532	2.2890357	6897.019903	793.478419	16.7021885	2000-2009 –> 2010-2019	4.3943763	2.1053406	14104.540902	1613.72109	9	21
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	634	1.8593621	2599.670111	190.914561	12.2376820	1982-1999 –> 2000-2009	3.7139353	1.8545732	7257.102370	362.35888	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	634	1.8697541	2606.737250	123.244606	12.2233774	1982-1999 –> 2000-2009	3.7294263	1.8596722	7270.429680	221.80166	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	634	1.8744222	2609.899011	91.765166	12.2787477	1982-1999 –> 2000-2009	3.7394854	1.8650632	7280.191367	162.96597	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	634	1.8753315	2610.514000	130.106996	12.2827036	1982-1999 –> 2000-2009	3.7410503	1.8657188	7281.607688	234.46459	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	634	1.9551163	2661.344231	15.508824	13.2518028	1982-1999 –> 2000-2009	3.8671370	1.9120207	7386.330346	29.95202	5	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	634	1.9694509	2670.607093	16.959777	13.2780974	1982-1999 –> 2000-2009	3.8921825	1.9227316	7408.329831	33.05422	6	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	634	1.9706513	2671.379734	16.274856	13.2949688	1982-1999 –> 2000-2009	3.8953675	1.9247162	7411.454600	31.63205	7	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	634	1.9712260	2671.749496	17.176711	13.2967032	1982-1999 –> 2000-2009	3.8965280	1.9253020	7412.518194	35.76559	8	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	634	1.9737688	2673.384084	56.786388	12.8300091	1982-1999 –> 2000-2009	3.9314646	1.9576958	7452.195322	102.47917	10	19
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	634	1.9728048	2672.764601	156.457894	11.9746232	1982-1999 –> 2000-2009	3.9497894	1.9769846	7473.930359	298.67027	9	21
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	543	2.4054810	2508.203602	160.728014	10.4960743	2000-2009 –> 2010-2019	4.2648431	1.8593621	5107.873713	351.64257	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	543	2.4172964	2513.524865	102.999604	10.5072862	2000-2009 –> 2010-2019	4.2870505	1.8697541	5120.262114	226.24421	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	543	2.4248573	2516.916384	74.847256	10.5285411	2000-2009 –> 2010-2019	4.2992795	1.8744222	5126.815395	166.61242	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	543	2.4261931	2517.514480	109.238979	10.5324371	2000-2009 –> 2010-2019	4.3015246	1.8753315	5128.028480	239.34597	4	8
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	543	2.4683630	2534.228159	125.182526	10.3601642	2000-2009 –> 2010-2019	4.4411677	1.9728048	5206.992760	281.64042	5	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	543	2.5564613	2572.312911	46.448146	11.1099127	2000-2009 –> 2010-2019	4.5302301	1.9737688	5245.696995	103.23453	7	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	543	2.5424393	2566.339889	330.578755	11.8062114	2000-2009 –> 2010-2019	4.5448303	2.0023909	5257.979530	660.91432	6	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	543	2.6530529	2612.589406	14.450225	12.0916627	2000-2009 –> 2010-2019	4.6081692	1.9551163	5273.933637	29.95905	13	18
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	543	2.6069198	2595.539182	175.899759	11.7139214	2000-2009 –> 2010-2019	4.6260926	2.0191729	5299.761561	383.18304	9	23
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	543	2.6704951	2619.705814	16.092860	12.1090542	2000-2009 –> 2010-2019	4.6399459	1.9694509	5290.312907	33.05264	16	22
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	527	2.9607230	2653.608128	121.648355	22.0142359	1982-1999 –> 2000-2009	6.3393325	3.3786095	7703.137406	233.67388	1	2
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	527	2.9607539	2651.619122	75.821471	22.0188911	1982-1999 –> 2000-2009	6.3400830	3.3793291	7699.555189	143.73923	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	527	2.9750791	2658.706444	154.783993	22.0938309	1982-1999 –> 2000-2009	6.3669661	3.3918870	7715.727072	308.47118	7	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	527	2.9754922	2656.852812	85.103768	22.0769067	1982-1999 –> 2000-2009	6.3674061	3.3919139	7711.888563	167.67635	8	13
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	527	2.9744333	2658.477637	74.075457	22.1362692	1982-1999 –> 2000-2009	6.3688017	3.3943684	7716.895078	141.43139	3	9
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	527	2.9744348	2658.478169	131.149283	22.1416289	1982-1999 –> 2000-2009	6.3691680	3.3947332	7717.100868	251.17771	4	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	527	2.9745606	2656.522748	41.855541	22.1465187	1982-1999 –> 2000-2009	6.3700380	3.3954774	7713.564067	78.98874	5	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	527	2.9804038	2658.591191	475.663180	22.0013578	1982-1999 –> 2000-2009	6.3707765	3.3903727	7712.758890	982.27551	9	12
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	527	2.9746686	2656.561029	84.081753	22.1559236	1982-1999 –> 2000-2009	6.3707831	3.3961145	7713.960718	158.64290	6	15
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	527	3.1334083	2713.357080	156.584625	23.0562117	1982-1999 –> 2000-2009	6.6875925	3.5541842	7859.649513	309.97836	10	24
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	473	2.8819125	2357.613466	111.194534	18.3759969	2000-2009 –> 2010-2019	5.8426355	2.9607230	5011.221594	232.84289	1	2
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	473	2.9016857	2362.081949	77.432865	18.3141630	2000-2009 –> 2010-2019	5.8624397	2.9607539	5013.701072	153.25434	6	8
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	473	2.8918721	2360.877124	69.126092	18.5169264	2000-2009 –> 2010-2019	5.8663054	2.9744333	5019.354761	143.20155	2	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	473	2.8919576	2360.905089	120.233184	18.5211203	2000-2009 –> 2010-2019	5.8663924	2.9744348	5019.383258	251.38247	4	8
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	473	2.8919220	2360.893443	134.348543	18.4889807	2000-2009 –> 2010-2019	5.8670011	2.9750791	5019.599887	289.13254	3	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	473	2.9044065	2362.968546	81.950958	18.4376915	2000-2009 –> 2010-2019	5.8798987	2.9754922	5019.821358	167.05473	7	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	473	2.8995094	2361.372175	494.029007	18.4204972	2000-2009 –> 2010-2019	5.8799133	2.9804038	5019.963367	969.69219	5	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	473	2.9121966	2365.502493	43.104607	18.4613355	2000-2009 –> 2010-2019	5.8867572	2.9745606	5022.025241	84.96015	8	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	473	2.9135553	2365.943748	85.816139	18.4667008	2000-2009 –> 2010-2019	5.8882240	2.9746686	5022.504777	169.89789	9	15
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	473	3.0179187	2401.236639	137.266143	19.6593991	2000-2009 –> 2010-2019	6.1513270	3.1334083	5114.593720	293.85077	10	20
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	604	2.7662778	2957.220950	776.277171	23.5192964	1982-1999 –> 2000-2009	5.6288137	2.8625359	8633.942634	1721.40393	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	604	2.7911698	2966.042365	765.059723	23.1177158	1982-1999 –> 2000-2009	5.6615336	2.8703639	8647.023236	1699.80049	2	4
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	604	2.7997875	2971.766333	776.945108	24.5589106	1982-1999 –> 2000-2009	5.6925610	2.8927734	8672.571865	1725.95709	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	604	2.8032784	2971.271587	773.570692	24.4060432	1982-1999 –> 2000-2009	5.6960589	2.8927805	8670.082682	1720.30025	4	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	604	3.4061238	3208.572256	92.480105	29.1071805	1982-1999 –> 2000-2009	6.9337348	3.5276110	9364.122416	197.32711	5	11
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	604	3.4061292	3206.574178	41.274558	29.1438293	1982-1999 –> 2000-2009	6.9369271	3.5307979	9362.194053	86.91604	6	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	604	3.4093706	3207.723214	42.746092	28.0258830	1982-1999 –> 2000-2009	6.9407487	3.5313780	9363.719625	92.74877	7	15
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	604	3.4120783	3206.682229	31.364024	28.2577816	1982-1999 –> 2000-2009	6.9566806	3.5446022	9369.245606	64.49755	8	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	604	3.4963036	3238.138942	485.705915	28.0219716	1982-1999 –> 2000-2009	6.9656531	3.4693495	9353.518682	1148.40177	9	14
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate	604	3.7422189	3318.249639	438.074628	28.5187222	1982-1999 –> 2000-2009	7.4271675	3.6849486	9569.812854	1024.06229	10	20
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	497	2.7027697	2412.736308	919.445791	26.0461090	2000-2009 –> 2010-2019	5.4690475	2.7662778	5369.957258	1695.72296	1	2
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	497	2.7317278	2423.329582	920.418178	27.0267195	2000-2009 –> 2010-2019	5.5315153	2.7997875	5395.095916	1697.36329	2	5
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	497	2.7409773	2424.689548	904.138369	24.5981749	2000-2009 –> 2010-2019	5.5321470	2.7911698	5390.731912	1669.19809	4	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	497	2.7395888	2424.185899	916.272041	26.3649584	2000-2009 –> 2010-2019	5.5428673	2.8032784	5395.457486	1689.84273	3	7
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	497	3.2340965	2591.132004	99.550748	32.5407217	2000-2009 –> 2010-2019	6.6402203	3.4061238	5799.704260	192.03085	5	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	497	3.2417751	2591.489232	47.643052	30.5147554	2000-2009 –> 2010-2019	6.6479043	3.4061292	5798.063410	88.91761	6	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	497	3.2492481	2593.777965	48.354648	29.6081521	2000-2009 –> 2010-2019	6.6586187	3.4093706	5801.501180	91.10074	7	14
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	497	3.2492893	2591.790570	37.914360	29.5464460	2000-2009 –> 2010-2019	6.6613676	3.4120783	5798.472799	69.27838	8	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	497	3.3531693	2625.071422	511.637956	27.2458403	2000-2009 –> 2010-2019	6.8494729	3.4963036	5863.210364	997.34387	9	18
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	497	3.4312491	2647.951722	735.179064	28.9449427	2000-2009 –> 2010-2019	7.0742059	3.6429568	5935.726617	1470.47594	10	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	342	0.1215520	-456.916582	90.608079	0.5535128	1982-1999 –> 2000-2009	0.2513951	0.1298431	-1197.374078	170.57459	1	2
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	342	0.1259833	-432.424754	125.383186	0.5468298	1982-1999 –> 2000-2009	0.2579433	0.1319601	-1153.281301	229.15064	3	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	342	0.1260161	-432.246528	145.977316	0.5471528	1982-1999 –> 2000-2009	0.2582371	0.1322210	-1150.709136	259.58785	4	7
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	342	0.1259755	-432.466691	33.519698	0.5471486	1982-1999 –> 2000-2009	0.2582517	0.1322762	-1150.423507	62.60219	2	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	342	0.1268544	-429.711055	30.912277	0.5494039	1982-1999 –> 2000-2009	0.2646591	0.1378046	-1100.042799	55.65801	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	342	0.1689523	-233.692948	70.921239	0.7328637	1982-1999 –> 2000-2009	0.3353324	0.1663801	-675.637845	130.85010	6	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	342	0.1876577	-161.870814	66.594505	0.8354837	1982-1999 –> 2000-2009	0.3699543	0.1822966	-493.087122	116.44342	7	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	342	0.1902108	-152.627690	33.086317	0.8320848	1982-1999 –> 2000-2009	0.3737950	0.1835842	-475.313557	57.82718	8	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	342	0.1916949	-147.311659	75.348205	0.8370006	1982-1999 –> 2000-2009	0.3758200	0.1841251	-466.431602	131.48678	9	18
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	342	0.2360077	-3.067512	83.331368	1.0418339	1982-1999 –> 2000-2009	0.4456488	0.2096411	-162.892075	156.80278	13	24
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	292	0.1559675	-242.474737	102.738138	0.6858566	2000-2009 –> 2010-2019	0.2775195	0.1215520	-699.391319	193.34622	1	2
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	292	0.1600955	-227.219010	151.666364	0.7185827	2000-2009 –> 2010-2019	0.2860787	0.1259833	-659.643764	277.04955	2	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	292	0.1606950	-225.036120	40.478678	0.7081280	2000-2009 –> 2010-2019	0.2866706	0.1259755	-657.502810	73.99838	3	5
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	292	0.1608535	-224.460547	169.515003	0.7073055	2000-2009 –> 2010-2019	0.2868696	0.1260161	-656.707075	315.49232	4	8
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	292	0.1701290	-193.719570	34.957970	0.9870945	2000-2009 –> 2010-2019	0.2969835	0.1268544	-623.430625	65.87025	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	292	0.2162847	-53.537284	80.543956	1.2007626	2000-2009 –> 2010-2019	0.3852370	0.1689523	-287.230232	151.46519	6	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	292	0.2345754	-6.127143	79.731123	1.3213013	2000-2009 –> 2010-2019	0.4222331	0.1876577	-167.997956	146.32563	10	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	292	0.2390881	5.000928	36.872270	1.3162426	2000-2009 –> 2010-2019	0.4292989	0.1902108	-147.626762	69.95859	11	19
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	292	0.2415855	11.069397	91.106961	1.3258193	2000-2009 –> 2010-2019	0.4332803	0.1916949	-136.242262	166.45517	12	21
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	292	0.2301376	-17.281324	76.227979	0.9679503	2000-2009 –> 2010-2019	0.4611167	0.2309791	-37.080281	146.89842	7	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate	488	0.1579697	-404.179739	635.459735	0.8189255	1982-1999 –> 2000-2009	0.3306823	0.1727126	-984.281643	1403.02476	2	3
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	488	0.1614509	-382.904978	667.431709	0.8303940	1982-1999 –> 2000-2009	0.3362443	0.1747934	-941.977137	1481.37852	3	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	488	0.1655155	-358.637829	868.500016	0.8617783	1982-1999 –> 2000-2009	0.3422962	0.1767807	-897.858266	1851.66721	4	7
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	488	0.1575972	-404.483992	132.956475	0.7137493	1982-1999 –> 2000-2009	0.3432218	0.1856246	-855.982799	341.01393	1	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	488	0.1665030	-352.832235	40.716585	0.7150339	1982-1999 –> 2000-2009	0.3534200	0.1869170	-794.147157	91.53054	5	10
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	488	0.1691760	-335.288074	53.064751	0.7575177	1982-1999 –> 2000-2009	0.3577159	0.1885399	-759.422278	122.21330	6	12
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	488	0.1694736	-333.572873	165.227949	0.7435453	1982-1999 –> 2000-2009	0.3585537	0.1890801	-752.683317	406.00096	8	15
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	488	0.1694907	-333.474227	34.497247	0.7433412	1982-1999 –> 2000-2009	0.3585763	0.1890856	-752.533883	85.92455	9	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	488	0.1694167	-335.900619	51.616437	0.7862557	1982-1999 –> 2000-2009	0.3590533	0.1896366	-751.850137	106.53517	7	19
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	488	0.1713627	-324.753380	45.763190	0.8215913	1982-1999 –> 2000-2009	0.3604964	0.1891337	-745.366028	105.77572	10	19
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate	433	0.1584444	-354.675621	651.528421	0.7337558	2000-2009 –> 2010-2019	0.3164141	0.1579697	-758.855360	1286.98816	1	3
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	433	0.1651893	-316.573780	162.347976	0.7793522	2000-2009 –> 2010-2019	0.3227864	0.1575972	-721.057772	295.30445	3	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	433	0.1632178	-328.971272	687.427151	0.7523321	2000-2009 –> 2010-2019	0.3246687	0.1614509	-711.876250	1354.85886	2	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	433	0.1674914	-306.588393	896.047170	0.7676861	2000-2009 –> 2010-2019	0.3330069	0.1655155	-665.226223	1764.54719	4	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	433	0.1681763	-303.054053	987.894555	0.7667401	2000-2009 –> 2010-2019	0.3372825	0.1691062	-640.745210	1670.24581	5	11
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	433	0.1684943	-299.418488	60.679037	0.7489568	2000-2009 –> 2010-2019	0.3376703	0.1691760	-634.706563	113.74379	6	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	433	0.1685446	-301.159981	57.095788	0.7436929	2000-2009 –> 2010-2019	0.3379612	0.1694167	-637.060599	108.71223	7	15
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	433	0.1715558	-285.824530	53.706849	0.7248663	2000-2009 –> 2010-2019	0.3380588	0.1665030	-638.656765	94.42343	13	18
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	433	0.1695413	-294.053806	199.151446	0.7477854	2000-2009 –> 2010-2019	0.3390148	0.1694736	-627.626680	364.37940	8	17
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	433	0.1695527	-293.995490	40.222467	0.7475556	2000-2009 –> 2010-2019	0.3390434	0.1694907	-627.469716	74.71971	9	19
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	947	0.1559297	-818.245609	285.212424	1.3463547	1982-1999 –> 2000-2009	0.3025785	0.1466488	-2605.036437	741.52453	1	2
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	947	0.1600195	-769.208303	912.422351	1.0179810	1982-1999 –> 2000-2009	0.3159144	0.1558948	-2336.135892	1646.80599	2	4
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	947	0.1756097	-593.126996	71.563906	1.5216637	1982-1999 –> 2000-2009	0.3429923	0.1673826	-1904.377629	231.73860	3	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	947	0.2117713	-238.488474	575.080155	1.6272327	1982-1999 –> 2000-2009	0.3930662	0.1812948	-1262.625762	1116.03141	12	16
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	947	0.2151459	-208.545575	285.460481	1.6462007	1982-1999 –> 2000-2009	0.3990953	0.1839494	-1180.410035	501.27937	13	19
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	947	0.2180818	-182.874623	635.113523	1.6601861	1982-1999 –> 2000-2009	0.4047475	0.1866657	-1102.026982	1145.28454	14	21
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	947	0.2050033	-300.007433	929.549810	1.4827109	1982-1999 –> 2000-2009	0.4131810	0.2081777	-826.935233	1841.91509	6	14
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	947	0.2050029	-300.011390	867.691177	1.4825263	1982-1999 –> 2000-2009	0.4131868	0.2081839	-826.831306	1763.56055	5	14
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	947	0.2050105	-301.941029	43.789546	1.4867291	1982-1999 –> 2000-2009	0.4132286	0.2082181	-830.169622	177.55474	7	17
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	947	0.2049227	-300.751928	869.834317	1.4666517	1982-1999 –> 2000-2009	0.4137040	0.2087812	-817.268806	1768.59791	4	15
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	829	0.1460176	-823.439096	286.717798	1.2047407	2000-2009 –> 2010-2019	0.3019472	0.1559297	-1641.684705	571.93022	1	2
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	829	0.1465077	-817.882409	954.455966	0.8285965	2000-2009 –> 2010-2019	0.3065273	0.1600195	-1587.090712	1866.87832	2	4
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	829	0.1682058	-588.896301	77.728101	1.4615930	2000-2009 –> 2010-2019	0.3438155	0.1756097	-1182.023297	149.29201	3	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	829	0.1922396	-367.463099	928.425545	1.3318911	2000-2009 –> 2010-2019	0.3971623	0.2049227	-668.215027	1798.25986	4	8
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	829	0.1924129	-365.969383	925.870498	1.3463355	2000-2009 –> 2010-2019	0.3974157	0.2050029	-665.980773	1793.56167	5	10
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	829	0.1924180	-365.925219	941.552780	1.3470979	2000-2009 –> 2010-2019	0.3974213	0.2050033	-665.932652	1871.10259	7	13
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	829	0.1926988	-365.507110	43.291447	1.3919784	2000-2009 –> 2010-2019	0.3977093	0.2050105	-667.448139	87.08099	10	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	829	0.1924138	-367.961778	166.231442	1.3415144	2000-2009 –> 2010-2019	0.3977211	0.2053074	-667.162010	327.61563	6	14
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	829	0.1925077	-367.152589	279.801720	1.2897411	2000-2009 –> 2010-2019	0.3981941	0.2056865	-662.859053	544.54389	8	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	829	0.1925966	-366.386883	61.979070	1.0116489	2000-2009 –> 2010-2019	0.3986716	0.2060750	-658.518984	121.83966	9	19
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	901	0.2396607	-5.286093	454.032226	3.1181194	1982-1999 –> 2000-2009	0.4430827	0.2034220	-492.022623	926.16533	2	3
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	901	0.2330218	-55.908214	459.606342	1.8632101	1982-1999 –> 2000-2009	0.4574401	0.2244183	-260.334757	950.51316	1	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	901	0.2730272	231.599795	464.130272	3.8366938	1982-1999 –> 2000-2009	0.5072944	0.2342672	152.613654	865.90047	4	7
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	901	0.2731537	230.434437	153.121985	3.7848668	1982-1999 –> 2000-2009	0.5081408	0.2349871	158.265910	321.99718	5	9
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	901	0.2691029	205.511456	123.743722	2.6156918	1982-1999 –> 2000-2009	0.5144559	0.2453529	259.405480	266.54846	3	8
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	901	0.2798112	273.827716	46.292695	3.5696668	1982-1999 –> 2000-2009	0.5281953	0.2483841	361.010105	102.50250	6	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	901	0.2994446	396.029033	39.119780	4.3491141	1982-1999 –> 2000-2009	0.5676817	0.2682371	704.207967	82.43023	7	14
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	901	0.3026788	413.387374	32.855836	4.2038323	1982-1999 –> 2000-2009	0.5811241	0.2784453	826.910817	70.45669	8	16
Atlantic	(28.2, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	901	0.4139633	981.602772	523.302353	7.9668245	1982-1999 –> 2000-2009	0.7645093	0.3505460	2060.923399	1089.04690	9	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	901	0.4140013	979.768448	483.303110	7.9367678	1982-1999 –> 2000-2009	0.7664749	0.3524736	2072.849343	973.10113	10	21
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	805	0.1727420	-530.598409	695.088971	0.9893626	2000-2009 –> 2010-2019	0.4124027	0.2396607	-535.884501	1149.12120	2	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	805	0.1649700	-602.715181	448.243176	1.1738734	2000-2009 –> 2010-2019	0.4379972	0.2730272	-371.115386	912.37345	1	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	805	0.1774747	-487.082101	225.423235	1.0677327	2000-2009 –> 2010-2019	0.4506283	0.2731537	-256.647664	378.54522	3	8
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	805	0.1871867	-399.303446	236.914658	1.3156545	2000-2009 –> 2010-2019	0.4562896	0.2691029	-193.791990	360.65838	4	7
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	805	0.2343627	-39.434292	697.224766	2.1248160	2000-2009 –> 2010-2019	0.4673845	0.2330218	-95.342507	1156.83111	16	17
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	805	0.1977305	-313.077820	84.421702	1.3698437	2000-2009 –> 2010-2019	0.4775417	0.2798112	-39.250104	130.71440	6	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	805	0.1875907	-397.832585	58.103236	1.2743115	2000-2009 –> 2010-2019	0.4870353	0.2994446	-1.803552	97.22302	5	12
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	805	0.2107403	-212.486073	53.121854	1.9020409	2000-2009 –> 2010-2019	0.5134191	0.3026788	200.901301	85.97769	10	18
Atlantic	(28.2, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	805	0.2087257	-223.951275	593.510948	1.7897594	2000-2009 –> 2010-2019	0.6226890	0.4139633	757.651497	1116.81330	7	16
Atlantic	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	805	0.2103522	-211.454162	555.143217	1.7864160	2000-2009 –> 2010-2019	0.6260369	0.4156848	777.626952	1134.59272	8	20
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3968	5.4541611	24737.158462	155.889183	38.4629291	1982-1999 –> 2000-2009	11.2740566	5.8198955	69452.342651	349.98137	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3968	5.5335128	24851.786291	30.699235	38.5193418	1982-1999 –> 2000-2009	11.4302210	5.8967081	69751.271919	59.57866	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3968	5.5704291	24904.554697	19.502089	39.1015973	1982-1999 –> 2000-2009	11.5052853	5.9348562	69894.681132	32.90048	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3968	5.5920995	24935.367851	22.845011	38.3749381	1982-1999 –> 2000-2009	11.5446647	5.9525653	69967.373586	39.73970	4	8
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3968	5.7447935	25149.157121	155.646669	17.1896486	1982-1999 –> 2000-2009	11.7484480	6.0036545	70301.286939	349.95151	5	10
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3968	5.8296108	25265.469360	22.135967	18.3966850	1982-1999 –> 2000-2009	11.9213987	6.0917878	70622.440589	47.32932	6	12
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3968	5.8482054	25288.742353	155.506245	17.4262467	1982-1999 –> 2000-2009	11.9465017	6.0982963	70658.722909	349.29565	7	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3968	5.8795024	25333.098979	6.406079	18.7307930	1982-1999 –> 2000-2009	12.0171815	6.1376791	70795.561530	13.18732	9	17
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3968	5.8843795	25339.679242	9.042416	18.7978653	1982-1999 –> 2000-2009	12.0310710	6.1466916	70822.766219	18.19831	11	20
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	3968	5.9437787	25417.386692	21.255921	18.6492809	1982-1999 –> 2000-2009	12.1347596	6.1909810	70999.389635	45.19309	13	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3660	5.7631456	23221.488762	172.443414	30.1946798	2000-2009 –> 2010-2019	11.2173066	5.4541611	47958.647224	328.33260	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3660	5.8740010	23360.953641	23.180132	29.7426898	2000-2009 –> 2010-2019	11.4075139	5.5335128	48212.739932	53.87937	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3660	5.9311477	23431.823862	11.480781	30.0867693	2000-2009 –> 2010-2019	11.5015768	5.5704291	48336.378560	30.98287	4	7
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3660	5.9405763	23443.451050	14.210036	29.5315930	2000-2009 –> 2010-2019	11.5326758	5.5920995	48378.818901	37.05505	5	9
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3660	5.9012781	23394.866820	172.961895	18.9231353	2000-2009 –> 2010-2019	11.6460716	5.7447935	48544.023941	328.60856	3	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3660	5.9838777	23494.613722	172.015004	19.2881446	2000-2009 –> 2010-2019	11.8320831	5.8482054	48783.356075	327.52125	6	13
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3660	6.0045479	23521.855733	21.256767	17.5928589	2000-2009 –> 2010-2019	11.8341588	5.8296108	48787.325093	43.39273	8	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3660	5.9946010	23509.719601	5.642835	17.9064875	2000-2009 –> 2010-2019	11.8729519	5.8783509	48841.264209	12.26617	7	15
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3660	6.0080468	23524.119910	5.575856	21.4244045	2000-2009 –> 2010-2019	11.8908618	5.8828149	48859.688887	12.19830	9	19
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3660	6.0635857	23593.475732	7.239799	17.3209595	2000-2009 –> 2010-2019	11.9430880	5.8795024	48926.574711	13.64588	10	19
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4273	3.7218078	23371.483311	828.064300	14.9457759	1982-1999 –> 2000-2009	7.5809457	3.8591379	67451.895083	1624.71648	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4273	3.8073100	23565.591792	53.179796	14.9408964	1982-1999 –> 2000-2009	7.7370250	3.9297150	67934.378446	103.76023	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4273	3.8931226	23756.070597	18.921829	16.8403038	1982-1999 –> 2000-2009	7.8935455	4.0004230	68408.618889	36.66029	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4273	3.9050559	23782.226015	19.180126	17.4470713	1982-1999 –> 2000-2009	7.9199260	4.0148701	68492.135439	37.22065	4	8
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4273	3.9475630	23874.747798	56.192946	17.8910917	1982-1999 –> 2000-2009	8.0385059	4.0909429	68883.333148	108.64893	5	10
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4273	3.9732798	23930.241113	12.053423	23.2137348	1982-1999 –> 2000-2009	8.0702519	4.0969721	68962.260164	23.13046	6	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4273	3.9834719	23952.134854	17.256864	24.3522072	1982-1999 –> 2000-2009	8.0873207	4.1038488	69010.839695	33.12235	7	14
Indo-Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4273	3.9911918	23968.680871	413.821602	15.6442465	1982-1999 –> 2000-2009	8.1494477	4.1582559	69236.954083	803.86422	8	17
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4273	4.1281785	24257.077436	50.736128	26.6558114	1982-1999 –> 2000-2009	8.2836807	4.1555023	69514.810049	98.53617	9	17
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4273	4.1497277	24301.571848	883.821681	26.5134787	1982-1999 –> 2000-2009	8.3499034	4.2001756	69729.452120	1740.75644	10	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3963	4.0665424	22379.045033	741.945356	18.8626575	2000-2009 –> 2010-2019	7.7883503	3.7218078	45750.528344	1570.00966	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3963	4.1988112	22632.742964	45.874568	14.9617786	2000-2009 –> 2010-2019	8.0061212	3.8073100	46198.334756	99.05436	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3963	4.2967268	22815.453859	17.207304	18.7625698	2000-2009 –> 2010-2019	8.1898494	3.8931226	46571.524456	36.12913	6	9
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3963	4.2549085	22737.935469	49.042060	19.1718668	2000-2009 –> 2010-2019	8.2024715	3.9475630	46612.683268	105.23501	3	8
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3963	4.3047395	22830.220703	17.426465	19.1712229	2000-2009 –> 2010-2019	8.2097953	3.9050559	46612.446719	36.60659	8	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3963	4.2881259	22799.572294	10.595054	25.4079638	2000-2009 –> 2010-2019	8.2614058	3.9732798	46729.813407	22.64848	5	11
Indo-Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3963	4.2837965	22791.565858	365.550847	16.5708903	2000-2009 –> 2010-2019	8.2749883	3.9911918	46760.246728	779.37245	4	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3963	4.2978424	22817.511509	15.397235	26.5173305	2000-2009 –> 2010-2019	8.2813143	3.9834719	46769.646363	32.65410	7	14
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3963	4.4163544	23033.109950	806.915439	36.3964311	2000-2009 –> 2010-2019	8.5660821	4.1497277	47334.681798	1690.73712	9	19
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3963	4.4537167	23099.881811	45.594730	36.6641495	2000-2009 –> 2010-2019	8.5818952	4.1281785	47356.959248	96.33086	10	19
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3609	2.8438980	17799.976063	114.160954	19.4857722	1982-1999 –> 2000-2009	5.6164380	2.7725400	48385.549562	228.68454	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3609	2.8832110	17899.071782	834.804748	18.7553611	1982-1999 –> 2000-2009	5.7607408	2.8775298	48950.587333	1679.27296	2	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3609	2.9647472	18100.361254	49.907245	19.5585502	1982-1999 –> 2000-2009	5.8088539	2.8441067	49005.416524	96.24670	3	5
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3609	2.9774748	18131.281709	54.156362	19.4762263	1982-1999 –> 2000-2009	5.8341253	2.8566505	49091.504799	104.51597	4	7
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3609	2.9842249	18147.626728	118.102060	19.2952534	1982-1999 –> 2000-2009	5.9154738	2.9312489	49431.012890	232.61194	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3609	3.0228438	18238.435772	830.805228	19.1300063	1982-1999 –> 2000-2009	6.0432321	3.0203883	49895.360779	1651.35032	6	13
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3609	3.1068723	18438.342333	22.822730	19.3261748	1982-1999 –> 2000-2009	6.1154598	3.0085875	50048.192486	43.72097	8	14
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3609	3.0938017	18405.912232	114.103980	19.6841008	1982-1999 –> 2000-2009	6.1413326	3.0475309	50174.988231	228.61279	7	16
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3609	3.1222687	18474.023574	34.413379	19.4531531	1982-1999 –> 2000-2009	6.1462065	3.0239378	50147.671661	66.65026	9	17
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3609	3.2023616	18654.845803	21.620083	20.2917656	1982-1999 –> 2000-2009	6.3109841	3.1086225	50672.736074	42.05601	10	20
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3141	3.0384285	15909.212521	829.192704	19.8688015	2000-2009 –> 2010-2019	5.9216395	2.8832110	33808.284303	1663.99745	1	3
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3141	3.1784937	16192.323143	109.855641	21.6471603	2000-2009 –> 2010-2019	6.0223916	2.8438980	33992.299206	224.01660	3	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3141	3.1437688	16123.315040	109.774450	20.7021711	2000-2009 –> 2010-2019	6.1279937	2.9842249	34270.941768	227.87651	2	7
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3141	3.2799758	16389.757963	45.628966	21.9457290	2000-2009 –> 2010-2019	6.2447230	2.9647472	34490.119218	95.53621	7	10
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3141	3.2868842	16402.975356	49.171625	21.8920364	2000-2009 –> 2010-2019	6.2643590	2.9774748	34534.257065	103.32799	8	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3141	3.2483596	16326.911069	815.768643	21.2993006	2000-2009 –> 2010-2019	6.2712034	3.0228438	34565.346841	1646.57387	4	10
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3141	3.2544356	16340.650370	21.020364	21.0132116	2000-2009 –> 2010-2019	6.3613078	3.1068723	34778.992703	43.84309	5	13
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3141	3.2654966	16361.965114	32.031917	20.9877509	2000-2009 –> 2010-2019	6.3877653	3.1222687	34835.988689	66.44530	6	15
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3141	3.3090535	16443.203815	109.505963	22.0342575	2000-2009 –> 2010-2019	6.4028552	3.0938017	34849.116047	223.60994	9	16
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3141	3.3966583	16607.351818	20.739191	22.3532145	2000-2009 –> 2010-2019	6.5990199	3.2023616	35262.197620	42.35927	10	20
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3926	2.8022621	19246.418093	110.899457	15.1737558	1982-1999 –> 2000-2009	5.2215900	2.4193279	50928.017118	219.90654	1	2
Indo-Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3926	2.8945714	19500.902015	702.525112	21.7315071	1982-1999 –> 2000-2009	5.4475182	2.5529467	51921.895333	1378.03823	2	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3926	2.9123107	19546.875810	641.556342	19.9106266	1982-1999 –> 2000-2009	5.5002639	2.5879532	52153.185098	1243.10912	3	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3926	2.9427978	19630.646016	48.195306	13.3883279	1982-1999 –> 2000-2009	5.5580916	2.6152938	52383.498347	100.16955	4	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3926	2.9542987	19661.273120	55.325889	13.2404753	1982-1999 –> 2000-2009	5.5966250	2.6423263	52555.561133	115.42367	5	10
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3926	2.9549582	19663.025798	111.380952	13.6872853	1982-1999 –> 2000-2009	5.6243849	2.6694267	52697.659919	225.37681	6	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3926	2.9922843	19759.588587	110.688565	13.0857134	1982-1999 –> 2000-2009	5.7383825	2.7460982	53181.699555	219.45847	7	14
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3926	3.1283906	20110.858170	26.537696	14.9544723	1982-1999 –> 2000-2009	6.0440243	2.9156336	54358.917623	58.55825	10	18
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3926	3.0916230	20018.027938	28.465539	11.5951101	1982-1999 –> 2000-2009	6.0802834	2.9886604	54606.335148	59.57229	8	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3926	3.0920414	20017.090523	27.410019	11.4409743	1982-1999 –> 2000-2009	6.0963747	3.0043333	54675.336972	57.37304	9	20
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3588	3.0194149	18126.235561	107.901831	17.5121832	2000-2009 –> 2010-2019	5.8216770	2.8022621	37372.653654	218.80129	1	2
Indo-Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3588	3.0224937	18133.549007	711.522871	27.5575081	2000-2009 –> 2010-2019	5.9170652	2.8945714	37634.451022	1414.04798	2	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3588	3.0532868	18204.287951	647.277141	25.0619475	2000-2009 –> 2010-2019	5.9655975	2.9123107	37751.163761	1288.83348	3	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3588	3.0867350	18284.472233	109.402927	19.8316967	2000-2009 –> 2010-2019	6.0416932	2.9549582	37947.498031	220.78388	4	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3588	3.1605048	18451.954112	107.304521	19.0894540	2000-2009 –> 2010-2019	6.1527892	2.9922843	38211.542699	217.99309	5	12
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3588	3.2308635	18611.952808	54.553428	18.4333120	2000-2009 –> 2010-2019	6.1736612	2.9427978	38242.598824	102.74873	6	10
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3588	3.2429329	18638.710059	62.814418	18.3672300	2000-2009 –> 2010-2019	6.1972316	2.9542987	38299.983178	118.14031	7	12
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3588	3.3100210	18785.648564	30.685042	16.7398002	2000-2009 –> 2010-2019	6.4016440	3.0916230	38803.676502	59.15058	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3588	3.3178110	18800.517206	29.277233	16.8032762	2000-2009 –> 2010-2019	6.4098524	3.0920414	38817.607729	56.68725	9	18
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3588	3.3374536	18844.876420	31.673494	21.3830592	2000-2009 –> 2010-2019	6.4658442	3.1283906	38955.734590	58.21119	10	20
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3674	1.8769974	15067.200280	76.660909	10.9999638	1982-1999 –> 2000-2009	3.3256136	1.4486162	38574.376721	156.46625	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3674	1.9690488	15419.001935	46.705102	11.6314660	1982-1999 –> 2000-2009	3.5488374	1.5797886	40064.143875	92.58832	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3674	1.9868574	15485.160678	53.665682	11.6805207	1982-1999 –> 2000-2009	3.5904635	1.6036061	40326.748148	105.64541	3	6
Indo-Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3674	2.0930440	15867.736128	464.917053	12.2681600	1982-1999 –> 2000-2009	3.8057685	1.7127245	41573.546277	1047.72218	6	10
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3674	2.0787044	15817.221141	82.680479	10.1383495	1982-1999 –> 2000-2009	3.8109343	1.7322300	41671.695125	173.60075	4	10
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3674	2.0800998	15820.152242	73.492170	10.2679207	1982-1999 –> 2000-2009	3.8226831	1.7425833	41750.856884	148.79008	5	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3674	2.1291146	15991.289673	381.178436	13.4993701	1982-1999 –> 2000-2009	3.8422099	1.7130953	41697.941185	815.76218	7	12
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3674	2.1860737	16187.283426	23.534296	11.0568886	1982-1999 –> 2000-2009	4.0192272	1.8331535	42785.171672	48.35581	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3674	2.1900269	16198.559031	17.970607	10.8302913	1982-1999 –> 2000-2009	4.0534459	1.8634190	43009.421809	35.02928	9	19
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3674	2.2029063	16243.645570	36.985873	11.1013879	1982-1999 –> 2000-2009	4.0557557	1.8528494	42981.832331	72.24591	10	19
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3205	2.1832894	14114.533322	84.554917	11.7292871	2000-2009 –> 2010-2019	4.0602868	1.8769974	29181.733602	161.21583	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3205	2.3237562	14514.211372	51.318552	12.2693981	2000-2009 –> 2010-2019	4.2928050	1.9690488	29933.213307	98.02365	5	7
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3205	2.3425669	14565.891034	58.651976	12.2929940	2000-2009 –> 2010-2019	4.3294243	1.9868574	30051.051712	112.31766	7	10
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3205	2.3114541	14480.186202	91.161633	11.1260008	2000-2009 –> 2010-2019	4.3901584	2.0787044	30297.407343	173.84211	3	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3205	2.3115154	14478.356193	80.271484	11.1500588	2000-2009 –> 2010-2019	4.3916152	2.0800998	30298.508435	153.76365	4	9
Indo-Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3205	2.3017768	14453.293540	550.117029	13.0312106	2000-2009 –> 2010-2019	4.3948208	2.0930440	30321.029669	1015.03408	2	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3205	2.3279110	14523.662028	447.737592	13.3879650	2000-2009 –> 2010-2019	4.4570256	2.1291146	30514.951701	828.91603	6	13
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3205	2.4484076	14849.152591	26.899560	11.9265764	2000-2009 –> 2010-2019	4.6344813	2.1860737	31036.436017	50.43386	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3205	2.4558523	14866.613540	20.241694	11.6492323	2000-2009 –> 2010-2019	4.6458792	2.1900269	31065.172571	38.21230	9	18
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3205	2.4661176	14895.350971	40.909292	11.9428412	2000-2009 –> 2010-2019	4.6690238	2.2029063	31138.996540	77.89516	10	20
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2896	1.7175130	11365.253399	112.602377	16.1914752	1982-1999 –> 2000-2009	3.2691406	1.5516276	31463.143681	222.35991	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2896	1.7722606	11546.998144	31.026034	16.0139316	1982-1999 –> 2000-2009	3.3707712	1.5985107	31966.619876	61.01697	3	5
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2896	1.7489147	11468.193552	765.887071	16.5348758	1982-1999 –> 2000-2009	3.3713387	1.6224240	32046.302650	1511.89491	2	6
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2896	1.7802698	11573.114538	34.536171	15.9980464	1982-1999 –> 2000-2009	3.3870896	1.6068198	32048.771166	67.85204	4	7
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2896	1.7813623	11576.667843	170.523345	15.8872447	1982-1999 –> 2000-2009	3.4110745	1.6297121	32205.219275	326.55407	5	10
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2896	1.7823479	11577.871565	92.186446	16.2142200	1982-1999 –> 2000-2009	3.4199134	1.6375655	32256.380025	181.57688	6	12
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2896	1.8180159	11694.635168	32.735619	15.5440987	1982-1999 –> 2000-2009	3.4718723	1.6538565	32482.133642	63.71499	7	14
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2896	1.8238561	11713.211737	40.507797	15.5456261	1982-1999 –> 2000-2009	3.4830117	1.6591556	32535.284934	77.20272	9	17
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2896	1.8201203	11699.335829	13.042604	16.0316248	1982-1999 –> 2000-2009	3.4838939	1.6637736	32549.449531	25.67694	8	17
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2896	1.8257696	11717.285150	17.853446	16.0148453	1982-1999 –> 2000-2009	3.4945937	1.6688242	32600.157964	34.42280	10	20
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2748	1.9942026	11606.068733	123.661686	14.3976598	2000-2009 –> 2010-2019	3.7117156	1.7175130	22971.322132	236.26406	2	3
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2748	1.9829579	11572.990598	852.121539	14.9958891	2000-2009 –> 2010-2019	3.7318726	1.7489147	23041.184150	1618.00861	1	3
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2748	2.0326969	11711.147560	195.876312	14.4929294	2000-2009 –> 2010-2019	3.8140592	1.7813623	23287.815404	366.39966	3	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2748	2.0327031	11709.164442	101.347224	14.5233361	2000-2009 –> 2010-2019	3.8150511	1.7823479	23287.036008	193.53367	4	10
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2748	2.0569013	11776.204720	31.814699	14.1534950	2000-2009 –> 2010-2019	3.8291618	1.7722606	23323.202865	62.84073	5	8
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2748	2.0651483	11798.196637	35.476789	14.1354049	2000-2009 –> 2010-2019	3.8454181	1.7802698	23371.311175	70.01296	6	10
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2748	2.0818851	11842.558859	36.508853	14.0609763	2000-2009 –> 2010-2019	3.8999009	1.8180159	23537.194026	69.24447	7	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2748	2.0821297	11841.204630	13.877741	14.2557662	2000-2009 –> 2010-2019	3.9022500	1.8201203	23540.540459	26.92035	8	16
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2748	2.0885603	11860.152640	47.653045	14.0860340	2000-2009 –> 2010-2019	3.9124164	1.8238561	23573.364377	88.16084	9	18
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2748	2.0886989	11858.517297	19.327417	14.2341955	2000-2009 –> 2010-2019	3.9144684	1.8257696	23575.802448	37.18086	10	20
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2723	1.3522020	9384.784548	188.151906	9.1341918	1982-1999 –> 2000-2009	2.6386408	1.2864388	25582.311275	368.10075	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2723	1.3627150	9426.962215	408.755006	9.0976799	1982-1999 –> 2000-2009	2.6477558	1.2850407	25613.956729	817.16763	2	3
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2723	1.3711789	9458.682728	176.297760	9.2861773	1982-1999 –> 2000-2009	2.6576180	1.2864391	25654.211766	344.41681	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2723	1.3791250	9492.151868	20.005099	9.1564316	1982-1999 –> 2000-2009	2.6852822	1.3061572	25837.018373	39.70383	4	9
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2723	1.3845693	9513.608438	22.777232	9.1606606	1982-1999 –> 2000-2009	2.6951847	1.3106154	25891.479231	45.21443	5	13
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2723	1.4004507	9575.719911	54.436285	9.1547375	1982-1999 –> 2000-2009	2.7061545	1.3057039	25917.223971	108.50710	6	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2723	1.4100831	9611.049659	14.908810	9.3608622	1982-1999 –> 2000-2009	2.7175297	1.3074467	25963.473616	30.00917	8	14
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2723	1.4073477	9602.474845	70.631022	9.1539785	1982-1999 –> 2000-2009	2.7177743	1.3104266	25978.950245	139.57996	7	14
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2723	1.4183054	9642.713510	19.497539	9.3762454	1982-1999 –> 2000-2009	2.7308349	1.3125295	26032.719655	37.59808	9	18
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2723	1.4595224	9800.722167	11.907508	8.1343387	1982-1999 –> 2000-2009	2.9543056	1.4947832	27452.150713	23.67022	10	20
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2441	1.6590377	9412.710404	198.261090	12.7293206	2000-2009 –> 2010-2019	3.0112396	1.3522020	18797.494952	386.41300	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2441	1.6724329	9451.969880	436.297534	12.6034657	2000-2009 –> 2010-2019	3.0351479	1.3627150	18878.932095	845.05254	2	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2441	1.6807951	9474.319076	183.641838	12.9257445	2000-2009 –> 2010-2019	3.0519739	1.3711789	18933.001804	359.93960	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2441	1.6879660	9497.103307	21.086804	12.8628452	2000-2009 –> 2010-2019	3.0670910	1.3791250	18989.255175	41.09190	4	8
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2441	1.6932558	9512.378748	23.976520	12.8858354	2000-2009 –> 2010-2019	3.0778251	1.3845693	19025.987186	46.75375	5	10
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2441	1.7110324	9563.365100	56.650582	12.7553103	2000-2009 –> 2010-2019	3.1114831	1.4004507	19139.085010	111.08687	6	12
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2441	1.7172277	9581.009972	73.565115	12.7572422	2000-2009 –> 2010-2019	3.1245754	1.4073477	19183.484817	144.19614	8	15
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2441	1.7210949	9589.991883	15.578867	13.1207987	2000-2009 –> 2010-2019	3.1311780	1.4100831	19201.041542	30.48768	9	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2441	1.7288501	9611.940620	20.188392	13.1568368	2000-2009 –> 2010-2019	3.1471555	1.4183054	19254.654130	39.68593	10	19
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2441	1.7171852	9580.889181	11.191548	11.2987755	2000-2009 –> 2010-2019	3.1767076	1.4595224	19381.611348	23.09906	7	17
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	921	0.6191785	1744.700510	283.666893	4.0189969	1982-1999 –> 2000-2009	1.2369673	0.6177888	4859.388058	555.86916	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	921	0.6212641	1750.894617	34.874037	4.0434930	1982-1999 –> 2000-2009	1.2413031	0.6200390	4877.608954	75.27721	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	921	0.6219272	1752.859514	40.278535	4.0500497	1982-1999 –> 2000-2009	1.2426852	0.6207580	4883.407682	86.28335	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	921	0.6639961	1873.424386	514.080798	4.0377585	1982-1999 –> 2000-2009	1.3281413	0.6641452	5227.459190	1029.19991	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	921	0.6641816	1871.938962	272.367209	3.9721358	1982-1999 –> 2000-2009	1.3287194	0.6645378	5225.928576	540.66309	5	10
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	921	0.6709957	1892.740511	70.091089	4.0580578	1982-1999 –> 2000-2009	1.3426334	0.6716377	5283.885452	145.77535	6	12
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	921	0.6711890	1891.271142	34.547103	3.9908356	1982-1999 –> 2000-2009	1.3432507	0.6720616	5282.503286	74.80227	7	14
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	921	0.6731397	1898.616891	80.955899	4.0647492	1982-1999 –> 2000-2009	1.3471233	0.6739836	5301.295631	167.54987	8	16
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	921	0.6733532	1897.200784	39.873305	3.9940913	1982-1999 –> 2000-2009	1.3477436	0.6743905	5299.876027	85.69776	9	18
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	921	0.8026324	2222.705404	450.998297	5.7586803	1982-1999 –> 2000-2009	1.5384634	0.7358310	5915.809216	918.14784	11	21
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	834	0.7690682	1942.813256	292.102277	3.8761420	2000-2009 –> 2010-2019	1.3882466	0.6191785	3687.513767	575.76917	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	834	0.7726321	1950.525060	30.406151	3.8860176	2000-2009 –> 2010-2019	1.3938962	0.6212641	3701.419677	65.28019	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	834	0.7737292	1952.891899	35.510800	3.8889206	2000-2009 –> 2010-2019	1.3956564	0.6219272	3705.751412	75.78934	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	834	0.8493168	2108.366590	557.138781	4.8208576	2000-2009 –> 2010-2019	1.5133128	0.6639961	3981.790976	1071.21958	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	834	0.8551381	2117.760339	286.058388	4.9180345	2000-2009 –> 2010-2019	1.5193197	0.6641816	3989.699301	558.42560	5	10
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	834	0.8590932	2127.457123	70.325398	4.8754304	2000-2009 –> 2010-2019	1.5300889	0.6709957	4020.197634	140.41649	6	12
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	834	0.8622192	2133.515509	82.222330	4.8936277	2000-2009 –> 2010-2019	1.5353589	0.6731397	4032.132400	163.17823	7	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	834	0.8648286	2136.555906	30.285370	4.9706540	2000-2009 –> 2010-2019	1.5360176	0.6711890	4027.827048	64.83247	8	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	834	0.8677933	2142.264183	35.354559	4.9865296	2000-2009 –> 2010-2019	1.5411465	0.6733532	4039.464968	75.22786	9	18
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	834	0.9169694	2236.205355	327.896342	3.4469841	2000-2009 –> 2010-2019	1.7149441	0.7979746	4448.190357	672.41461	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1464	0.6143049	2741.943188	539.956191	4.1872944	1982-1999 –> 2000-2009	1.1716332	0.5573283	6950.993258	1041.82858	1	2
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1464	0.6179878	2759.445012	36.004735	4.2592390	1982-1999 –> 2000-2009	1.1781413	0.5601535	6993.918784	69.36683	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1464	0.6187600	2763.101112	42.342369	4.2738666	1982-1999 –> 2000-2009	1.1795705	0.5608106	7003.469025	81.31715	3	6
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1464	0.6206775	2772.161023	335.501557	3.0353152	1982-1999 –> 2000-2009	1.1971364	0.5764589	7150.904273	695.26071	4	9
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1464	0.6243687	2789.522363	83.734310	3.0900723	1982-1999 –> 2000-2009	1.2031570	0.5787883	7188.542292	178.95116	5	11
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1464	0.6256694	2795.615687	86.417358	3.1288872	1982-1999 –> 2000-2009	1.2052818	0.5796124	7201.789373	184.77240	6	13
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1464	0.6421286	2869.645744	309.661127	4.4076598	1982-1999 –> 2000-2009	1.2289026	0.5867739	7335.563235	628.95622	7	17
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1464	0.6598148	2951.201259	533.252821	3.8130401	1982-1999 –> 2000-2009	1.2333669	0.5735521	7304.526368	1026.83098	10	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1464	0.6457888	2886.288091	10.951706	4.4895402	1982-1999 –> 2000-2009	1.2349188	0.5891300	7372.354260	21.26078	8	20
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1464	0.6467200	2890.506913	12.498466	4.5104447	1982-1999 –> 2000-2009	1.2365068	0.5897869	7382.175850	24.29473	9	22
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1423	0.6911833	3001.128477	328.865838	4.5083074	2000-2009 –> 2010-2019	1.3118608	0.6206775	5773.289500	664.36739	1	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1423	0.6941363	3013.261761	61.358765	4.5051536	2000-2009 –> 2010-2019	1.3185050	0.6243687	5802.784124	145.09308	2	7
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1423	0.6952023	3017.629071	65.101759	4.5039274	2000-2009 –> 2010-2019	1.3208717	0.6256694	5813.244759	151.51912	3	9
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1423	0.7141158	3094.021963	538.087778	5.1758969	2000-2009 –> 2010-2019	1.3284207	0.6143049	5835.965151	1078.04397	4	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1423	0.7171479	3106.080385	35.163377	5.2427963	2000-2009 –> 2010-2019	1.3351357	0.6179878	5865.525397	71.16811	5	7
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1423	0.7177523	3108.478111	41.303065	5.2554099	2000-2009 –> 2010-2019	1.3365123	0.6187600	5871.579222	83.64543	6	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1423	0.7331261	3166.793943	317.082280	5.5196626	2000-2009 –> 2010-2019	1.3752548	0.6421286	6036.439687	626.74341	7	14
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1423	0.7361216	3178.398673	11.001015	5.5948176	2000-2009 –> 2010-2019	1.3819104	0.6457888	6064.686763	21.95272	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1423	0.7368381	3181.167385	12.573181	5.6131486	2000-2009 –> 2010-2019	1.3835580	0.6467200	6071.674298	25.07165	9	18
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1423	0.7523382	3242.414775	541.369080	5.4533900	2000-2009 –> 2010-2019	1.4121530	0.6598148	6193.616034	1074.62190	10	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1093	0.6006663	2001.561094	607.980059	4.3551901	1982-1999 –> 2000-2009	1.1573126	0.5566463	5587.950523	1165.55012	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1093	0.6020102	2006.446269	43.139124	4.4366276	1982-1999 –> 2000-2009	1.1601305	0.5581203	5604.175850	83.20172	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1093	0.6022920	2007.469402	49.968572	4.4538313	1982-1999 –> 2000-2009	1.1607367	0.5584447	5607.690383	96.55539	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1093	0.6182203	2064.529475	43.811681	6.7924182	1982-1999 –> 2000-2009	1.1822840	0.5640637	5707.680440	85.25022	4	8
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1093	0.6871538	2295.618763	450.601627	6.9496675	1982-1999 –> 2000-2009	1.3041881	0.6170343	6323.648977	864.90240	6	11
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1093	0.6869932	2295.107738	396.341449	6.7958008	1982-1999 –> 2000-2009	1.3043009	0.6173077	6325.037894	761.49487	5	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1093	0.6871852	2293.718574	38.076488	7.0509836	1982-1999 –> 2000-2009	1.3047162	0.6175310	6323.199679	72.78853	7	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	1093	0.6948331	2317.912840	587.337602	3.9730422	1982-1999 –> 2000-2009	1.3311984	0.6363653	6476.220589	1123.70459	8	16
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1093	0.7072444	2356.615163	40.877748	4.0219629	1982-1999 –> 2000-2009	1.3555926	0.6483482	6594.915675	78.12573	15	24
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	1093	0.7021402	2340.781469	271.316718	3.6814786	1982-1999 –> 2000-2009	1.3583226	0.6561824	6630.584950	513.07069	9	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	936	0.7267401	2072.736032	659.150552	4.8723768	2000-2009 –> 2010-2019	1.3274064	0.6006663	4074.297127	1267.13061	1	2
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	936	0.7282725	2076.679313	44.921386	4.9593272	2000-2009 –> 2010-2019	1.3302827	0.6020102	4083.125581	88.06051	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	936	0.7285749	2077.456357	52.039586	4.9767019	2000-2009 –> 2010-2019	1.3308669	0.6022920	4084.925759	102.00816	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	936	0.7582667	2152.232909	45.107572	7.3861919	2000-2009 –> 2010-2019	1.3764870	0.6182203	4216.762384	88.91925	4	8
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	936	0.7917665	2233.162071	434.397288	3.5483674	2000-2009 –> 2010-2019	1.4941227	0.7023562	4576.615871	890.98692	5	15
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	936	0.7920915	2233.930326	435.778557	3.5439849	2000-2009 –> 2010-2019	1.4947019	0.7026104	4578.175263	893.54119	6	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	936	0.8003696	2251.392879	518.540105	4.6281116	2000-2009 –> 2010-2019	1.5052508	0.7048812	4600.691409	968.42497	7	19
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	936	0.8013518	2253.688722	7.357696	4.7263143	2000-2009 –> 2010-2019	1.5069437	0.7055919	4605.190263	14.83917	8	21
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	936	0.8016466	2254.377185	8.572124	4.7551558	2000-2009 –> 2010-2019	1.5074754	0.7058288	4606.612635	17.24821	9	23
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	936	0.8201475	2297.089437	326.840772	4.1315079	2000-2009 –> 2010-2019	1.5222877	0.7021402	4637.870905	598.15749	10	19
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	848	0.4401723	1028.800589	34.029327	2.7781964	1982-1999 –> 2000-2009	0.8675318	0.4273595	2798.144729	71.20679	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	848	0.4441279	1043.973684	660.688646	3.0344397	1982-1999 –> 2000-2009	0.8715442	0.4274163	2813.727697	1244.42868	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	848	0.4443387	1044.778524	40.987981	3.0315984	1982-1999 –> 2000-2009	0.8719633	0.4276246	2816.036080	84.65568	3	6
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	848	0.4443861	1044.959519	48.447853	3.0309062	1982-1999 –> 2000-2009	0.8720593	0.4276732	2816.568036	100.07100	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	848	0.4647962	1119.118685	599.569464	3.0274455	1982-1999 –> 2000-2009	0.9291837	0.4643876	3142.890410	1116.94901	5	12
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	848	0.4921480	1218.096781	897.646997	3.0223663	1982-1999 –> 2000-2009	0.9556015	0.4634536	3237.655548	1578.24295	6	11
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	848	0.4954054	1227.285206	33.204177	3.2039019	1982-1999 –> 2000-2009	0.9589443	0.4635389	3245.412427	68.66377	8	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	848	0.5104588	1278.052538	658.490006	3.5500942	1982-1999 –> 2000-2009	0.9846100	0.4741511	3366.033697	1242.18260	11	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	848	0.5147713	1292.320541	40.705468	3.5816625	1982-1999 –> 2000-2009	0.9928349	0.4780636	3405.661298	83.56642	13	22
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	848	0.5158347	1295.820510	48.150815	3.5876444	1982-1999 –> 2000-2009	0.9949016	0.4790669	3415.631265	98.89010	14	24
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	786	0.4783315	1085.297829	45.482352	3.0272493	2000-2009 –> 2010-2019	0.9185037	0.4401723	2114.098418	79.51168	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	786	0.4857860	1109.607601	731.822191	3.3656147	2000-2009 –> 2010-2019	0.9299139	0.4441279	2153.581285	1392.51084	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	786	0.4861139	1110.668247	51.848413	3.3635784	2000-2009 –> 2010-2019	0.9304525	0.4443387	2155.446771	92.83639	3	6
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	786	0.4861721	1110.856727	61.781921	3.3634628	2000-2009 –> 2010-2019	0.9305583	0.4443861	2155.816247	110.22977	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	786	0.4914923	1125.965461	657.645873	3.6655475	2000-2009 –> 2010-2019	0.9562884	0.4647962	2245.084146	1257.21534	5	10
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	786	0.5108536	1188.702777	892.638328	3.3344223	2000-2009 –> 2010-2019	1.0050287	0.4941750	2413.770653	1778.54058	6	13
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	786	0.5186413	1212.486189	908.762583	3.6348440	2000-2009 –> 2010-2019	1.0239494	0.5053081	2475.338515	1868.04928	7	16
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	786	0.5206773	1216.645263	34.809143	3.8268475	2000-2009 –> 2010-2019	1.0272385	0.5065611	2481.698033	61.67583	8	18
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	786	0.5445173	1289.022550	868.509839	3.0996456	2000-2009 –> 2010-2019	1.0366653	0.4921480	2507.119331	1766.15684	11	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	786	0.5285651	1240.281050	38.451291	4.0827681	2000-2009 –> 2010-2019	1.0426377	0.5140726	2530.297952	69.76045	9	21
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1806	0.6344541	3495.780995	29.673886	3.3446037	1982-1999 –> 2000-2009	1.2540440	0.6195899	9837.603545	54.39690	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1806	0.6507968	3587.642958	44.739835	3.8746034	1982-1999 –> 2000-2009	1.2861445	0.6353477	10098.486957	84.77196	3	5
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1806	0.6508098	3587.715296	36.444248	3.8750561	1982-1999 –> 2000-2009	1.2861718	0.6353620	10098.710694	69.02591	4	7
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1806	0.6509154	3588.301589	412.156231	3.8764230	1982-1999 –> 2000-2009	1.2863576	0.6354421	10100.145112	797.27465	5	9
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1806	0.6668419	3675.615396	481.878562	3.1812667	1982-1999 –> 2000-2009	1.3123092	0.6454673	10292.807368	933.63890	6	11
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1806	0.6504097	3585.494067	526.482082	3.4394366	1982-1999 –> 2000-2009	1.3155902	0.6651804	10405.150072	1006.08445	2	11
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1806	0.6717065	3701.868895	459.011868	3.1713851	1982-1999 –> 2000-2009	1.3215811	0.6498746	10364.858025	931.10113	7	13
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1806	0.6729646	3708.628299	377.707242	3.1999387	1982-1999 –> 2000-2009	1.3234193	0.6504546	10377.620970	765.04602	8	15
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1806	0.6891212	3792.320572	14.115262	3.8399083	1982-1999 –> 2000-2009	1.3438068	0.6546856	10502.948312	26.77853	9	17
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1806	0.6961432	3828.939878	453.412095	2.8605529	1982-1999 –> 2000-2009	1.3955526	0.6994094	10984.293470	872.49677	12	25
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1641	0.6114720	3056.585932	35.220124	3.8912708	2000-2009 –> 2010-2019	1.2459261	0.6344541	6552.366926	64.89401	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1641	0.6256342	3131.732974	596.788108	2.7445176	2000-2009 –> 2010-2019	1.2760439	0.6504097	6717.227040	1123.27019	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1641	0.6279966	3144.102626	53.015655	4.0088480	2000-2009 –> 2010-2019	1.2787934	0.6507968	6731.745585	97.75549	3	6
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1641	0.6279997	3144.118705	42.908425	4.0086629	2000-2009 –> 2010-2019	1.2788095	0.6508098	6731.834001	79.35267	4	8
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1641	0.6280292	3144.272746	470.315841	4.0074130	2000-2009 –> 2010-2019	1.2789446	0.6509154	6732.574335	882.47207	5	10
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1641	0.6446900	3230.205365	536.437237	3.7661093	2000-2009 –> 2010-2019	1.3115319	0.6668419	6905.820761	1018.31580	6	12
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1641	0.6499484	3256.866033	511.525360	3.7557888	2000-2009 –> 2010-2019	1.3216548	0.6717065	6958.734928	970.53723	7	14
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1641	0.6513465	3263.918673	418.610930	3.7963215	2000-2009 –> 2010-2019	1.3243112	0.6729646	6972.546971	796.31817	8	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1641	0.6628656	3319.453586	5.098748	4.2520677	2000-2009 –> 2010-2019	1.3525576	0.6896920	7114.764762	9.55651	9	20
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1641	0.6662518	3338.176680	209.472896	3.1089861	2000-2009 –> 2010-2019	1.3554626	0.6892108	7132.967004	391.98724	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5006	0.5220932	7713.522928	255.023987	3.1815671	1982-1999 –> 2000-2009	1.0407929	0.5186996	21394.720587	496.18139	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5006	0.5313540	7889.556290	92.651909	3.3246368	1982-1999 –> 2000-2009	1.0619912	0.5306372	21978.590234	195.78888	2	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5006	0.5343441	7945.739755	324.406086	3.1321167	1982-1999 –> 2000-2009	1.0791627	0.5448186	22507.505474	655.26766	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5006	0.5353027	7963.685142	188.348562	3.1370685	1982-1999 –> 2000-2009	1.0814911	0.5461884	22570.460400	384.47386	4	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	5006	0.5360991	7976.568930	253.085458	3.2148506	1982-1999 –> 2000-2009	1.0839249	0.5478258	22634.997712	490.73839	5	10
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5006	0.5365902	7987.737229	157.482726	3.1340147	1982-1999 –> 2000-2009	1.0845359	0.5479456	22652.085685	322.47410	6	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	5006	0.5471946	8181.670060	61.682787	3.3285228	1982-1999 –> 2000-2009	1.1074190	0.5602244	23241.238782	122.25803	7	14
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5006	0.5725557	8637.268744	115.833320	3.3312677	1982-1999 –> 2000-2009	1.1460570	0.5735013	24118.666779	245.40425	8	16
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	5006	0.5932094	8992.068503	124.063257	3.3604097	1982-1999 –> 2000-2009	1.1971461	0.6039367	25400.301761	246.17817	9	18
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	5006	0.5967965	9050.426908	122.762840	3.3411972	1982-1999 –> 2000-2009	1.2075199	0.6107235	25656.959036	242.65886	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4367	0.5309577	6877.750021	269.929866	3.1645054	2000-2009 –> 2010-2019	1.0530509	0.5220932	14591.272949	524.95385	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4367	0.5375613	6985.706687	89.646748	3.2899732	2000-2009 –> 2010-2019	1.0689153	0.5313540	14875.262977	182.29866	2	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4367	0.5414987	7049.446704	316.278493	3.1388657	2000-2009 –> 2010-2019	1.0758429	0.5343441	14995.186459	640.68458	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4367	0.5423365	7062.948216	175.799654	3.1429243	2000-2009 –> 2010-2019	1.0776392	0.5353027	15026.633358	364.14822	5	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	4367	0.5422272	7059.187668	268.041957	3.1879102	2000-2009 –> 2010-2019	1.0783263	0.5360991	15035.756598	521.12742	4	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4367	0.5435783	7082.923529	146.966689	3.1405378	2000-2009 –> 2010-2019	1.0801685	0.5365902	15070.660758	304.44941	6	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	4367	0.5510553	7200.243216	61.228886	3.2871663	2000-2009 –> 2010-2019	1.0982500	0.5471946	15381.913277	122.91167	7	14
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4367	0.5753295	7578.745814	111.196197	3.2841557	2000-2009 –> 2010-2019	1.1478852	0.5725557	16216.014558	227.02952	8	16
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4367	0.5915089	7820.972644	123.999153	3.2892492	2000-2009 –> 2010-2019	1.1847183	0.5932094	16813.041148	248.06241	9	18
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	4367	0.5949128	7869.089087	122.871399	3.4906373	2000-2009 –> 2010-2019	1.1917092	0.5967965	16919.515995	245.63424	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1000	0.1904999	-464.329973	309.268753	1.4991383	1982-1999 –> 2000-2009	0.3820705	0.1915705	-1277.601910	629.25503	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1000	0.1945832	-421.913459	273.211500	1.3521869	1982-1999 –> 2000-2009	0.3952250	0.2006418	-1071.314208	553.65123	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1000	0.2199234	-177.074654	507.178552	0.9596272	1982-1999 –> 2000-2009	0.4317172	0.2117937	-634.882658	1012.23748	4	7
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1000	0.2199239	-177.070574	52.207317	0.9596838	1982-1999 –> 2000-2009	0.4317827	0.2118588	-633.790175	103.48624	5	9
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1000	0.2199182	-177.122302	52.117161	0.9602852	1982-1999 –> 2000-2009	0.4318568	0.2119386	-632.508189	103.29141	3	8
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1000	0.2199271	-179.041377	49.122700	0.9612244	1982-1999 –> 2000-2009	0.4322118	0.2122848	-630.647268	96.68115	6	12
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1000	0.2199447	-176.880819	121.443512	0.9690623	1982-1999 –> 2000-2009	0.4330622	0.2131174	-612.620643	228.76810	7	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1000	0.2204653	-174.152749	46.105818	0.9452689	1982-1999 –> 2000-2009	0.4344771	0.2140118	-597.060103	89.97095	8	16
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1000	0.2298478	-88.799141	59.506234	1.0682490	1982-1999 –> 2000-2009	0.4498963	0.2200485	-411.178018	117.86866	9	18
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1000	0.2299135	-90.226757	54.918456	1.0617310	1982-1999 –> 2000-2009	0.4508128	0.2208993	-400.938353	107.49969	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	933	0.2086301	-262.641700	208.392733	1.6726665	2000-2009 –> 2010-2019	0.4032133	0.1945832	-684.555159	481.60423	1	3
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	933	0.2182123	-178.848300	221.724404	1.6502816	2000-2009 –> 2010-2019	0.4087122	0.1904999	-643.178273	530.99316	2	3
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	933	0.2428113	20.471354	93.816881	0.9628422	2000-2009 –> 2010-2019	0.4627561	0.2199447	-156.409465	215.26039	3	10
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	933	0.2440460	29.935384	517.284788	0.9944846	2000-2009 –> 2010-2019	0.4639694	0.2199234	-147.139270	1024.46334	4	8
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	933	0.2441364	30.627020	42.484666	0.9991899	2000-2009 –> 2010-2019	0.4640546	0.2199182	-146.495282	94.60183	5	8
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	933	0.2442017	31.125550	42.551247	1.0011499	2000-2009 –> 2010-2019	0.4641255	0.2199239	-145.945024	94.75856	6	11
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	933	0.2444664	31.147174	33.323574	1.0163136	2000-2009 –> 2010-2019	0.4649317	0.2204653	-143.005575	79.42939	7	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	933	0.2452732	37.295630	36.267343	1.0365303	2000-2009 –> 2010-2019	0.4652003	0.2199271	-141.745746	85.39004	8	14
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	933	0.2499096	74.239427	47.922458	1.0314363	2000-2009 –> 2010-2019	0.4797574	0.2298478	-14.559714	107.42869	9	18
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	933	0.2508649	79.358141	39.593758	1.0630735	2000-2009 –> 2010-2019	0.4807784	0.2299135	-10.868616	94.51221	10	20
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	75	0.6879835	170.742219	42.175762	1.3700229	1982-1999 –> 2000-2009	1.5670237	0.8790402	512.405754	86.83324	1	2
SO	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	75	0.6994504	173.221727	30.292161	1.6571891	1982-1999 –> 2000-2009	1.5977620	0.8983116	520.393579	65.14097	2	4
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	75	0.7086903	175.190288	22.708488	1.7794301	1982-1999 –> 2000-2009	1.6240073	0.9153169	527.125513	52.56564	3	6
SO	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	75	0.7637307	186.409779	357.281161	2.2106354	1982-1999 –> 2000-2009	1.7742873	1.0105566	563.487489	618.73374	4	8
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	75	0.8208577	197.229950	50.491448	2.0662165	1982-1999 –> 2000-2009	1.8842703	1.0634126	587.257067	99.38314	5	10
SO	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	75	0.9234878	214.901124	25.919221	2.2967184	1982-1999 –> 2000-2009	2.0724473	1.1489595	624.581126	60.97378	6	12
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	75	0.9670168	221.809871	22.058274	2.3731416	1982-1999 –> 2000-2009	2.1541398	1.1871230	639.789565	54.96948	8	15
SO	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	75	0.9262806	213.354072	41.343023	2.8174863	1982-1999 –> 2000-2009	2.1605397	1.2342591	639.224067	83.64255	7	15
SO	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	75	1.0787118	238.205908	152.984593	2.6395808	1982-1999 –> 2000-2009	2.3777771	1.2990653	679.074132	271.44766	10	19
SO	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	75	1.0424642	231.078883	21.689401	2.9718195	1982-1999 –> 2000-2009	2.3992657	1.3568014	680.992303	48.16811	9	19
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	63	0.9806197	190.320364	42.060200	2.8417259	2000-2009 –> 2010-2019	1.6686032	0.6879835	361.062582	84.23596	1	2
SO	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	63	1.0444468	198.265660	35.689196	2.9617956	2000-2009 –> 2010-2019	1.7438972	0.6994504	371.487387	65.98136	2	4
SO	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	63	1.0739092	201.770747	27.323051	3.0315434	2000-2009 –> 2010-2019	1.7825996	0.7086903	376.961035	50.03154	3	6
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	63	1.1364892	208.907183	44.507248	3.5739478	2000-2009 –> 2010-2019	1.9573469	0.8208577	406.137133	94.99870	4	9
SO	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	63	1.1956054	215.296487	398.881669	3.3641723	2000-2009 –> 2010-2019	1.9593361	0.7637307	401.706265	756.16283	6	10
SO	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	63	1.1364998	206.908363	42.015158	3.5705400	2000-2009 –> 2010-2019	2.0627805	0.9262806	420.262435	83.35818	5	12
SO	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	63	1.2733165	223.230997	26.499491	3.8748743	2000-2009 –> 2010-2019	2.1968043	0.9234878	438.132121	52.41871	7	13
SO	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	63	1.3295174	228.673072	28.517833	4.0405901	2000-2009 –> 2010-2019	2.2965342	0.9670168	450.482944	50.57611	9	17
SO	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	63	1.2733796	221.237238	24.239948	3.8654890	2000-2009 –> 2010-2019	2.3158438	1.0424642	452.316122	45.92935	8	17
SO	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	63	1.3298531	226.704883	27.099940	4.0189676	2000-2009 –> 2010-2019	2.4272894	1.0974363	465.492186	48.89711	10	21
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	235	1.6373347	912.643880	71.291987	8.0709707	1982-1999 –> 2000-2009	3.4133242	1.7759895	2644.865278	118.56417	1	2
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	235	1.7484980	943.516967	45.108303	8.1235731	1982-1999 –> 2000-2009	3.6198279	1.8713299	2720.813739	76.77791	2	4
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	235	1.8174215	961.687916	57.712101	8.4277997	1982-1999 –> 2000-2009	3.7638853	1.9464638	2772.917268	100.71161	5	8
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	235	1.8081776	959.291259	72.557075	8.9304440	1982-1999 –> 2000-2009	3.9632060	2.1550284	2858.263246	120.88425	3	7
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	235	1.8140562	958.816812	71.278683	8.9586846	1982-1999 –> 2000-2009	4.0102663	2.1962102	2872.105863	118.53618	4	9
SO	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	235	1.9330697	990.682456	54.534118	9.0414701	1982-1999 –> 2000-2009	4.2004663	2.2673966	2933.468507	94.14090	6	13
SO	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	235	2.0291417	1013.479181	407.023288	9.5986931	1982-1999 –> 2000-2009	4.2435943	2.2144526	2935.898707	721.78741	10	16
SO	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	235	1.9405803	990.505020	45.017564	9.0626426	1982-1999 –> 2000-2009	4.2510962	2.3105159	2947.529892	76.68413	7	15
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	235	1.9990124	1006.448152	59.379226	9.3852112	1982-1999 –> 2000-2009	4.3371569	2.3381445	2975.719458	103.70757	8	17
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	235	2.0129939	1007.723979	57.700562	9.4356038	1982-1999 –> 2000-2009	4.4077548	2.3947609	2995.619272	100.60712	9	19
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	237	1.7648479	955.839450	63.701654	6.0501860	2000-2009 –> 2010-2019	3.4021826	1.6373347	1868.483330	134.99364	1	2
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	237	1.8492911	977.993195	37.720763	6.1211558	2000-2009 –> 2010-2019	3.5977891	1.7484980	1921.510162	82.82907	2	4
SO	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	237	1.9127001	993.973395	58.098656	6.3411425	2000-2009 –> 2010-2019	3.7301215	1.8174215	1955.661310	115.81076	3	8
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	237	1.9962699	1014.243777	63.010670	6.5341878	2000-2009 –> 2010-2019	3.8044475	1.8081776	1973.535036	135.56774	4	7
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	237	1.9964386	1012.283828	62.952558	6.5280759	2000-2009 –> 2010-2019	3.8104948	1.8140562	1971.100640	134.23124	5	9
SO	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	237	2.0970524	1037.589388	43.130598	6.6295782	2000-2009 –> 2010-2019	4.0301221	1.9330697	2028.271844	97.66472	6	12
SO	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	237	2.0975588	1035.703836	37.468967	6.6170098	2000-2009 –> 2010-2019	4.0381391	1.9405803	2026.208856	82.48653	7	14
SO	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	237	2.1277325	1044.473822	395.099365	7.1156463	2000-2009 –> 2010-2019	4.1568743	2.0291417	2057.953003	802.12265	8	18
SO	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	237	2.1679308	1053.345345	57.843338	6.9187682	2000-2009 –> 2010-2019	4.1669432	1.9990124	2059.793497	117.22256	9	17
SO	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	237	2.1705111	1051.909170	57.677989	6.8958437	2000-2009 –> 2010-2019	4.1835050	2.0129939	2059.633149	115.37855	10	19
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	840	2.4541119	3906.061852	77.225855	11.7644333	1982-1999 –> 2000-2009	5.1959651	2.7418532	11498.943459	137.46959	1	2
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	840	2.5098400	3943.784635	76.439247	11.2227368	1982-1999 –> 2000-2009	5.2941116	2.7842717	11584.596050	136.71532	2	4
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	840	2.5766156	3987.897677	105.359552	11.1543045	1982-1999 –> 2000-2009	5.4200485	2.8434329	11694.351525	198.31661	6	9
SO	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	840	2.5703240	3983.790431	75.569610	12.6584839	1982-1999 –> 2000-2009	5.4243464	2.8540224	11701.849575	140.77658	4	8
SO	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	840	2.5774413	3986.435942	74.390248	12.5507739	1982-1999 –> 2000-2009	5.4412479	2.8638067	11713.179807	133.29422	7	12
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	840	2.5775442	3988.503024	31.627337	6.5665266	1982-1999 –> 2000-2009	5.4533352	2.8757910	11730.284407	58.82889	8	14
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	840	2.5659566	3980.933385	27.142938	7.7886264	1982-1999 –> 2000-2009	5.4853610	2.9194044	11769.706696	50.17716	3	11
SO	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	840	2.5734420	3985.827142	30.602962	7.6968317	1982-1999 –> 2000-2009	5.4960371	2.9225952	11778.010753	55.93751	5	15
SO	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	840	2.5886419	3993.720820	25.052686	7.1966161	1982-1999 –> 2000-2009	5.5143992	2.9257573	11787.280453	46.51235	9	20
SO	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	840	2.6457255	4032.364867	75.843981	11.7967396	1982-1999 –> 2000-2009	5.5579616	2.9122362	11813.463030	142.58971	11	18
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	788	2.3842080	3619.581524	27.983633	6.8353276	2000-2009 –> 2010-2019	4.9617522	2.5775442	7608.084548	59.61097	1	9
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	788	2.5243856	3709.619515	86.608238	19.0667198	2000-2009 –> 2010-2019	4.9784975	2.4541119	7615.681368	163.83409	6	7
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	788	2.4282542	3648.431102	24.401442	7.7319913	2000-2009 –> 2010-2019	4.9942108	2.5659566	7629.364487	51.54438	2	5
SO	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	788	2.4285486	3648.622139	26.951833	7.6593246	2000-2009 –> 2010-2019	5.0019906	2.5734420	7634.449281	57.55480	3	8
SO	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	788	2.4285993	3646.655025	23.385154	7.6806407	2000-2009 –> 2010-2019	5.0172412	2.5886419	7640.375845	48.43784	4	13
SO	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	788	2.5868987	3748.171672	80.527693	18.2702270	2000-2009 –> 2010-2019	5.0967386	2.5098400	7691.956307	156.96694	7	9
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	788	2.5181790	3705.739917	23.027445	8.0254629	2000-2009 –> 2010-2019	5.1682170	2.6500379	7740.840897	49.69413	5	17
SO	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	788	2.6315064	3775.116107	84.056398	16.9818392	2000-2009 –> 2010-2019	5.2018304	2.5703240	7758.906538	159.62601	8	12
SO	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	788	2.6626587	3793.663549	111.345227	18.1417595	2000-2009 –> 2010-2019	5.2392743	2.5766156	7781.561225	216.70478	9	15
SO	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	788	2.6990215	3813.040673	84.050983	19.4975901	2000-2009 –> 2010-2019	5.2764628	2.5774413	7799.476615	158.44123	10	17
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2051	1.7202047	8059.588276	57.508440	6.2191838	1982-1999 –> 2000-2009	3.4295570	1.7093522	22349.385483	103.10078	1	2
SO	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2051	1.7260578	8073.521936	37.398867	6.2319040	1982-1999 –> 2000-2009	3.4378334	1.7117756	22373.663857	67.81889	3	5
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2051	1.7216873	8063.122093	32.754836	6.3704780	1982-1999 –> 2000-2009	3.4382132	1.7165260	22383.499831	63.05653	2	5
SO	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2051	1.7662508	8165.945923	30.062438	5.8800003	1982-1999 –> 2000-2009	3.4884185	1.7221677	22508.283885	58.68178	4	8
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2051	1.7775790	8194.171019	69.387082	6.5363795	1982-1999 –> 2000-2009	3.5373124	1.7597333	22696.075227	125.33488	5	10
SO	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2051	1.8556424	8370.469113	207.979889	8.8986206	1982-1999 –> 2000-2009	3.7260884	1.8704460	23317.902236	387.24899	6	13
SO	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2051	1.8736469	8410.077403	226.428589	9.0641985	1982-1999 –> 2000-2009	3.7649392	1.8912922	23438.441365	422.43443	8	19
SO	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2051	1.8587422	8375.315785	25.814950	8.9902154	1982-1999 –> 2000-2009	3.7659281	1.9071859	23462.786606	53.60491	7	20
SO	(27,27.25]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2051	1.8738588	8408.541127	24.795678	9.0809052	1982-1999 –> 2000-2009	3.7909594	1.9171006	23533.873707	50.13059	9	24
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2051	1.9353658	8543.021454	232.834864	8.2460368	1982-1999 –> 2000-2009	3.7971788	1.8618130	23456.674180	431.09694	11	17
SO	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1775	1.7011425	6937.347033	28.826943	7.0371474	2000-2009 –> 2010-2019	3.4228297	1.7216873	15000.469125	61.58178	1	3
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1775	1.7031271	6941.486114	45.808397	7.0975102	2000-2009 –> 2010-2019	3.4233318	1.7202047	15001.074390	103.31684	2	3
SO	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1775	1.7064519	6948.409665	29.802992	7.0136631	2000-2009 –> 2010-2019	3.4325097	1.7260578	15021.931601	67.20186	3	6
SO	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1775	1.7280642	6991.088344	25.985997	5.7164431	2000-2009 –> 2010-2019	3.4943150	1.7662508	15157.034267	56.04844	4	8
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1775	1.7491953	7036.235094	55.619548	7.0354036	2000-2009 –> 2010-2019	3.5267744	1.7775790	15230.406113	125.00663	5	10
SO	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1775	1.9917647	7497.256420	170.002463	13.5042715	2000-2009 –> 2010-2019	3.8474070	1.8556424	15867.725533	377.98235	8	14
SO	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1775	2.0096860	7527.055452	25.119464	13.9282454	2000-2009 –> 2010-2019	3.8684282	1.8587422	15902.371237	50.93441	9	16
SO	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1775	1.9279923	7381.732998	591.189500	7.7956534	2000-2009 –> 2010-2019	3.8783798	1.9503875	15956.469949	1154.78311	6	23
SO	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1775	2.0163195	7540.753776	184.862308	13.7722599	2000-2009 –> 2010-2019	3.8899664	1.8736469	15950.831178	411.29090	10	18
SO	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1775	1.9379951	7400.103354	37.746164	6.7082407	2000-2009 –> 2010-2019	3.8940485	1.9560534	15986.739510	85.25845	7	29
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2234	1.3295748	7626.568325	640.011393	7.1528375	1982-1999 –> 2000-2009	2.4935666	1.1639917	19987.007449	1232.42471	1	2
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2234	1.3308542	7630.865625	714.815195	7.1230520	1982-1999 –> 2000-2009	2.4952344	1.1643802	19993.927249	1399.15231	2	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2234	1.3412404	7665.599221	94.916674	6.6672347	1982-1999 –> 2000-2009	2.5060064	1.1647660	20031.264853	190.11732	5	8
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2234	1.3412573	7663.655448	94.557143	6.6771616	1982-1999 –> 2000-2009	2.5060272	1.1647699	20027.347265	189.21927	6	10
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2234	1.3345558	7643.275379	725.459010	7.1440807	1982-1999 –> 2000-2009	2.5069065	1.1723507	20059.957765	1360.20813	4	15
SO	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2234	1.3414040	7666.144277	519.650388	7.4826465	1982-1999 –> 2000-2009	2.5118576	1.1704535	20070.096894	919.06750	7	13
SO	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2234	1.3421637	7668.673822	581.566921	7.4298500	1982-1999 –> 2000-2009	2.5121044	1.1699407	20069.181681	1059.42534	9	14
SO	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2234	1.3414042	7664.144839	469.664599	7.4834651	1982-1999 –> 2000-2009	2.5126221	1.1712179	20071.228492	846.42670	8	16
SO	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2234	1.3421770	7666.718154	529.170160	7.4366070	1982-1999 –> 2000-2009	2.5129583	1.1707813	20070.871686	981.65901	10	17
SO	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2234	1.3448372	7675.564934	76.492025	7.0603566	1982-1999 –> 2000-2009	2.5162812	1.1714440	20084.165949	166.83690	11	20
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1938	1.5271213	7154.843968	103.387213	6.9749215	2000-2009 –> 2010-2019	2.8580170	1.3308957	14785.848720	206.12243	1	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1938	1.5288115	7159.131520	105.486952	6.8557778	2000-2009 –> 2010-2019	2.8700519	1.3412404	14824.730741	200.40363	2	7
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1938	1.5622873	7243.086847	514.208892	7.3230365	2000-2009 –> 2010-2019	2.8918621	1.3295748	14869.655172	1154.22029	3	4
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1938	1.5627377	7244.204171	632.623528	7.3027861	2000-2009 –> 2010-2019	2.8935919	1.3308542	14875.069796	1347.43872	4	6
SO	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1938	1.5681987	7257.725268	610.673951	7.2992779	2000-2009 –> 2010-2019	2.9027545	1.3345558	14901.000646	1336.13296	10	14
SO	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1938	1.5631647	7243.263165	105.099243	7.6520369	2000-2009 –> 2010-2019	2.9044220	1.3412573	14906.918613	199.65639	5	11
SO	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1938	1.5644610	7248.476170	372.117161	7.8294644	2000-2009 –> 2010-2019	2.9058651	1.3414040	14914.620447	891.76755	7	14
SO	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1938	1.5637345	7246.675723	420.861816	7.7694982	2000-2009 –> 2010-2019	2.9058982	1.3421637	14915.349545	1002.42874	6	15
SO	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1938	1.5650343	7247.896082	91.057378	7.9443635	2000-2009 –> 2010-2019	2.9098715	1.3448372	14923.461015	167.54940	8	19
SO	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1938	1.5782172	7280.408400	408.445842	8.5361590	2000-2009 –> 2010-2019	2.9203942	1.3421770	14947.126554	937.61600	15	25
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2542	1.2483704	8355.712930	182.481159	7.2331054	1982-1999 –> 2000-2009	2.3990596	1.1506893	22855.606829	371.94583	1	2
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2542	1.2657647	8426.062696	93.041988	7.3865894	1982-1999 –> 2000-2009	2.4246754	1.1589106	22992.095188	176.99593	3	6
SO	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2542	1.2789632	8476.800265	174.132023	7.5256007	1982-1999 –> 2000-2009	2.4312414	1.1522782	22987.513344	361.47165	9	11
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2542	1.2683923	8436.605364	203.016407	7.5116979	1982-1999 –> 2000-2009	2.4319708	1.1635785	23039.980806	404.31952	5	11
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2542	1.2711316	8447.573413	90.321463	7.4978979	1982-1999 –> 2000-2009	2.4330636	1.1619320	23037.793911	170.67054	7	12
SO	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2542	1.2681739	8435.730210	985.330494	7.5274825	1982-1999 –> 2000-2009	2.4337697	1.1655958	23055.197814	1959.97496	4	11
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2542	1.2722059	8451.868196	158.610231	7.5078347	1982-1999 –> 2000-2009	2.4341247	1.1619188	23041.983569	295.76453	8	12
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2542	1.2557473	8383.667181	43.989616	7.1058987	1982-1999 –> 2000-2009	2.4473061	1.1915588	23205.793220	85.52786	2	30
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2542	1.2686383	8435.591346	56.806895	7.4694896	1982-1999 –> 2000-2009	2.4534168	1.1847785	23204.704114	109.96650	6	27
SO	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2542	1.2966385	8546.580411	66.894169	8.0590008	1982-1999 –> 2000-2009	2.4743554	1.1777169	23260.156355	127.72808	14	33
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2288	1.4915442	8336.602204	208.900660	7.3224536	2000-2009 –> 2010-2019	2.7399145	1.2483704	16692.315134	391.38182	1	2
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2288	1.4944154	8343.402636	52.377473	7.2319153	2000-2009 –> 2010-2019	2.7501627	1.2557473	16727.069817	96.36709	2	4
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2288	1.5119834	8398.883200	93.012083	7.5640395	2000-2009 –> 2010-2019	2.7777481	1.2657647	16824.945896	186.05407	3	6
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2288	1.5196935	8422.158394	236.218425	7.7875307	2000-2009 –> 2010-2019	2.7880858	1.2683923	16858.763758	439.23483	5	9
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2288	1.5214282	8425.378825	75.144486	7.9436951	2000-2009 –> 2010-2019	2.7900665	1.2686383	16860.970172	131.95138	6	11
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2288	1.5228491	8431.650578	88.950562	7.7661462	2000-2009 –> 2010-2019	2.7939807	1.2711316	16879.223991	179.27203	7	13
SO	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2288	1.5251510	8438.562287	166.817053	7.7735743	2000-2009 –> 2010-2019	2.7973569	1.2722059	16890.430483	325.42728	9	16
SO	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2288	1.5169374	8411.851774	16.197065	7.3812659	2000-2009 –> 2010-2019	2.7992598	1.2823224	16901.987792	31.00701	4	13
SO	(27.5,27.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	2288	1.5245332	8434.708196	21.929815	7.6299416	2000-2009 –> 2010-2019	2.8085416	1.2840084	16931.524372	41.31152	8	18
SO	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	2288	1.5304699	8452.492984	23.142518	7.5856864	2000-2009 –> 2010-2019	2.8187078	1.2882379	16966.028253	45.20408	10	21
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	964	1.2453517	3172.751404	723.898584	5.1101511	1982-1999 –> 2000-2009	2.3503445	1.1049927	8687.762765	1294.78792	1	2
SO	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	964	1.2455728	3171.093673	703.602976	5.1052923	1982-1999 –> 2000-2009	2.3641051	1.1185322	8728.215744	1259.79175	2	4
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	964	1.2777008	3222.193476	158.377466	5.5894738	1982-1999 –> 2000-2009	2.3964506	1.1187498	8782.020102	276.27105	3	6
SO	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	964	1.2854434	3231.841486	128.317599	5.6713028	1982-1999 –> 2000-2009	2.4094475	1.1240041	8806.639096	218.20112	4	8
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	964	1.2881745	3237.933368	577.109257	5.7059147	1982-1999 –> 2000-2009	2.4215596	1.1333851	8844.835102	1016.57272	5	10
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	964	1.2897709	3240.321204	216.151956	5.7006687	1982-1999 –> 2000-2009	2.4235717	1.1338008	8848.551154	368.31601	7	13
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	964	1.2899938	3240.654444	112.342794	5.6832968	1982-1999 –> 2000-2009	2.4243612	1.1343674	8850.693903	190.93797	8	15
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	964	1.2910525	3242.236073	54.190254	5.6909623	1982-1999 –> 2000-2009	2.4255136	1.1344611	8852.574877	94.32176	10	18
SO	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	964	1.2895686	3238.018843	576.497048	5.6970635	1982-1999 –> 2000-2009	2.4298023	1.1402336	8864.740829	1014.07798	6	22
SO	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	964	1.2915055	3240.912462	84.093314	5.6689778	1982-1999 –> 2000-2009	2.4304245	1.1389189	8863.455856	140.40841	11	23
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	884	1.3289543	3025.489129	789.815423	6.0427368	2000-2009 –> 2010-2019	2.5743061	1.2453517	6198.240533	1513.71401	1	2
SO	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	884	1.3484555	3049.244342	788.537620	6.1944688	2000-2009 –> 2010-2019	2.5940283	1.2455728	6220.338015	1492.14060	23	25
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	884	1.3343574	3032.662606	197.220777	6.1949146	2000-2009 –> 2010-2019	2.6120582	1.2777008	6254.856082	355.59824	2	5
SO	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	884	1.3381510	3037.681894	670.783947	6.2397305	2000-2009 –> 2010-2019	2.6263254	1.2881745	6275.615261	1247.89320	7	12
SO	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	884	1.3346629	3031.067303	140.956492	6.1700669	2000-2009 –> 2010-2019	2.6275798	1.2929169	6274.085597	260.30083	3	19
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	884	1.3380904	3037.601924	266.867835	6.2308168	2000-2009 –> 2010-2019	2.6278613	1.2897709	6277.923128	483.01979	5	12
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	884	1.3380473	3037.544873	168.460007	6.2227706	2000-2009 –> 2010-2019	2.6280411	1.2899938	6278.199317	280.80280	4	12
SO	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + silicate	884	1.3382037	3035.751524	22.200124	6.2573167	2000-2009 –> 2010-2019	2.6282144	1.2900107	6274.431251	41.72303	9	18
SO	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	884	1.3381200	3037.640958	63.272200	6.2293096	2000-2009 –> 2010-2019	2.6291725	1.2910525	6279.877031	117.46245	6	16
SO	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	884	1.3384343	3036.056232	44.266591	6.2919478	2000-2009 –> 2010-2019	2.6303669	1.2919326	6277.606212	85.19647	11	24
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1024	1.2758580	3418.917643	278.307314	6.5147665	1982-1999 –> 2000-2009	2.4986584	1.2228004	9585.989638	512.88461	1	2
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1024	1.2996126	3456.697759	239.909312	6.9149608	1982-1999 –> 2000-2009	2.5372971	1.2376845	9669.720527	441.61876	3	6
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1024	1.3087839	3471.099654	105.815885	6.8613892	1982-1999 –> 2000-2009	2.5452368	1.2364528	9680.341036	184.35249	7	9
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1024	1.3058480	3466.500365	146.940259	7.0229953	1982-1999 –> 2000-2009	2.5504767	1.2446287	9700.772817	249.60817	5	9
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1024	1.3043792	3464.195409	97.938730	7.0429207	1982-1999 –> 2000-2009	2.5514968	1.2471176	9706.055204	164.67599	4	9
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1024	1.3074209	3468.965606	54.418686	7.0636340	1982-1999 –> 2000-2009	2.5567465	1.2493256	9717.543789	92.88812	6	12
SO	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1024	1.2942319	3446.200933	277.994712	7.1128611	1982-1999 –> 2000-2009	2.5710191	1.2767872	9775.359103	509.93340	2	14
SO	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	1024	1.3087911	3469.110908	24.376222	6.8700175	1982-1999 –> 2000-2009	2.5722333	1.2634422	9758.363288	43.49938	8	16
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1024	1.3205040	3489.357799	39.636180	7.0794512	1982-1999 –> 2000-2009	2.5769822	1.2564781	9759.617889	68.54161	14	21
SO	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	1024	1.3150194	3478.833818	55.674130	7.1667766	1982-1999 –> 2000-2009	2.5846629	1.2696435	9786.682219	94.06916	9	18
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	968	1.3536532	3347.299367	308.117051	7.4363139	2000-2009 –> 2010-2019	2.6295112	1.2758580	6766.217011	586.42436	1	2
SO	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	968	1.3539235	3345.685903	307.645903	7.4985804	2000-2009 –> 2010-2019	2.6481554	1.2942319	6791.886836	585.64062	2	4
SO	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	968	1.3616330	3358.678672	262.548639	7.6663292	2000-2009 –> 2010-2019	2.6612457	1.2996126	6815.376431	502.45795	3	6
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	968	1.3640054	3362.048747	102.625000	7.7623656	2000-2009 –> 2010-2019	2.6683845	1.3043792	6826.244156	200.56373	6	10
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	968	1.3641718	3362.284932	164.154143	7.7402782	2000-2009 –> 2010-2019	2.6700198	1.3058480	6828.785297	311.09440	8	13
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	968	1.3645400	3362.807448	55.240291	7.7656915	2000-2009 –> 2010-2019	2.6719609	1.3074209	6831.773054	109.65898	13	19
SO	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	968	1.3638122	3361.774626	128.988471	7.6311286	2000-2009 –> 2010-2019	2.6725962	1.3087839	6832.874280	234.80436	5	12
SO	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	968	1.3642306	3360.368479	29.333248	7.7133604	2000-2009 –> 2010-2019	2.6730218	1.3087911	6829.479387	53.70947	10	18
SO	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	968	1.3616861	3356.754141	260.022373	7.6895849	2000-2009 –> 2010-2019	2.6775340	1.3158479	6836.877834	498.04439	4	14
SO	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	968	1.3642800	3360.438482	60.827981	7.5636243	2000-2009 –> 2010-2019	2.6792994	1.3150194	6839.272300	116.50211	11	20
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1312	1.4016360	4623.262357	230.895836	6.6995213	1982-1999 –> 2000-2009	2.5861922	1.1845562	12102.304005	449.88235	1	2
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1312	1.4083044	4635.716695	102.568635	6.7448985	1982-1999 –> 2000-2009	2.6061519	1.1978475	12167.200948	201.50018	2	5
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1312	1.4114327	4641.538916	132.245996	6.7997792	1982-1999 –> 2000-2009	2.6089770	1.1975444	12171.833571	256.44036	3	5
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1312	1.4140153	4646.335960	96.327257	6.8590692	1982-1999 –> 2000-2009	2.6171157	1.2031004	12198.385999	187.11840	4	9
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1312	1.4156762	4649.416253	57.118865	6.8530546	1982-1999 –> 2000-2009	2.6209467	1.2052705	12209.936142	109.63455	5	11
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1312	1.4184724	4654.593963	49.086046	6.8326199	1982-1999 –> 2000-2009	2.6253839	1.2069115	12221.508792	96.99871	7	14
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1312	1.4350077	4685.005352	601.778871	6.7434550	1982-1999 –> 2000-2009	2.6354831	1.2004754	12226.789388	1092.67740	10	14
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1312	1.4181139	4653.930796	236.248922	6.8926377	1982-1999 –> 2000-2009	2.6462181	1.2281041	12302.658593	471.94433	6	20
SO	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1312	1.4307647	4675.235231	46.357620	6.6675406	1982-1999 –> 2000-2009	2.6544236	1.2236589	12304.920116	91.26023	9	19
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1312	1.4431281	4699.812151	553.915919	6.6823081	1982-1999 –> 2000-2009	2.6559222	1.2127941	12289.579506	1017.07103	11	19
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1171	1.4626462	4227.693162	214.940948	10.9778587	2000-2009 –> 2010-2019	2.8642822	1.4016360	8850.955519	445.83678	2	3
SO	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1171	1.4608084	4224.748647	205.446383	10.0098951	2000-2009 –> 2010-2019	2.8789224	1.4181139	8878.679443	441.69530	1	7
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1171	1.4723988	4243.257233	90.107385	10.5497726	2000-2009 –> 2010-2019	2.8807032	1.4083044	8878.973928	192.67602	3	5
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1171	1.4788478	4253.492640	103.864874	11.0554106	2000-2009 –> 2010-2019	2.8902805	1.4114327	8895.031556	236.11087	5	8
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1171	1.4827292	4259.631385	77.386244	11.2661724	2000-2009 –> 2010-2019	2.8967445	1.4140153	8905.967345	173.71350	6	10
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1171	1.4845529	4262.510283	47.482691	11.2669594	2000-2009 –> 2010-2019	2.9002291	1.4156762	8911.926536	104.60156	7	12
SO	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1171	1.4876267	4267.354361	47.275833	11.3415100	2000-2009 –> 2010-2019	2.9060991	1.4184724	8921.948324	96.36188	9	16
SO	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1171	1.4763441	4247.524212	190.369280	9.5588949	2000-2009 –> 2010-2019	2.9201221	1.4437781	8946.517905	408.29103	4	16
SO	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + silicate	1171	1.4956384	4277.933439	29.952454	12.6857940	2000-2009 –> 2010-2019	2.9213209	1.4256825	8943.831460	61.26484	13	21
SO	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1171	1.4940136	4275.387868	46.968639	11.1941073	2000-2009 –> 2010-2019	2.9247783	1.4307647	8950.623100	93.32626	11	20
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	775	1.1067890	2370.622393	368.833530	6.6759787	1982-1999 –> 2000-2009	2.1554040	1.0486150	6540.424891	817.04764	1	2
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	775	1.1078236	2372.070625	328.596746	5.6721315	1982-1999 –> 2000-2009	2.1583178	1.0504942	6546.947226	777.90964	4	6
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	775	1.1087899	2373.422052	371.827464	6.6505060	1982-1999 –> 2000-2009	2.1735970	1.0648071	6586.651029	831.37076	8	13
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	775	1.1119354	2377.812968	107.839422	5.7004202	1982-1999 –> 2000-2009	2.1766825	1.0647471	6590.882293	258.03695	11	15
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	775	1.1074827	2371.593616	147.466977	5.8925610	1982-1999 –> 2000-2009	2.1775309	1.0700482	6598.737592	386.93649	2	9
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	775	1.1109797	2376.480245	535.027795	6.6057661	1982-1999 –> 2000-2009	2.1802888	1.0693090	6601.665945	1107.96276	10	16
SO	(28.05,28.1]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	775	1.1301729	2401.029171	279.426266	5.3497770	1982-1999 –> 2000-2009	2.1807310	1.0505581	6574.078309	583.88922	17	20
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	775	1.1096113	2374.569850	431.329178	6.6649910	1982-1999 –> 2000-2009	2.1830383	1.0734270	6610.648619	988.76085	9	18
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	775	1.1075179	2371.642867	72.571255	6.0076929	1982-1999 –> 2000-2009	2.1862538	1.0787359	6621.703142	178.07662	3	13
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	775	1.1078712	2372.137198	72.253976	5.9480829	1982-1999 –> 2000-2009	2.1880085	1.0801374	6625.877064	177.74107	6	17
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	703	1.2406554	2312.217093	530.690592	5.9422969	2000-2009 –> 2010-2019	2.3474444	1.1067890	4682.839486	899.52412	1	2
SO	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	703	1.2410295	2312.640999	440.968012	5.9233879	2000-2009 –> 2010-2019	2.3488531	1.1078236	4684.711625	769.56476	2	6
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	703	1.2584223	2332.209066	432.596942	5.7692655	2000-2009 –> 2010-2019	2.3672122	1.1087899	4705.631118	804.42441	4	12
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	703	1.2606620	2334.709118	202.644698	6.2557033	2000-2009 –> 2010-2019	2.3681447	1.1074827	4706.302735	350.11168	5	7
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	703	1.2646062	2339.101180	89.522079	6.0238741	2000-2009 –> 2010-2019	2.3721241	1.1075179	4710.744047	162.09333	10	13
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	703	1.2613901	2335.521011	497.058827	5.7899260	2000-2009 –> 2010-2019	2.3723699	1.1109797	4712.001256	1032.08662	7	17
SO	(28.05,28.1]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	703	1.2422706	2312.046424	405.985064	5.8406653	2000-2009 –> 2010-2019	2.3724435	1.1301729	4713.075595	685.41133	3	20
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	703	1.2613562	2335.483204	142.663093	5.8101265	2000-2009 –> 2010-2019	2.3732916	1.1119354	4713.296173	250.50251	6	17
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	703	1.2640208	2338.450267	505.672427	5.7742948	2000-2009 –> 2010-2019	2.3736321	1.1096113	4713.020117	937.00160	8	17
SO	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	703	1.2670694	2341.837209	89.220534	6.2901049	2000-2009 –> 2010-2019	2.3749406	1.1078712	4713.974408	161.47451	13	19
SO	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	303	0.4660039	411.158628	800.553488	1.9284133	1982-1999 –> 2000-2009	0.8757480	0.4097441	971.889789	1637.45578	5	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	303	0.4641069	408.686667	312.299649	1.9035699	1982-1999 –> 2000-2009	0.8784952	0.4143883	981.116797	641.98080	4	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	303	0.4635371	407.942194	324.787930	1.8698274	1982-1999 –> 2000-2009	0.8809578	0.4174207	987.940716	614.06939	1	4
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	303	0.4639131	408.433622	297.524097	1.8943398	1982-1999 –> 2000-2009	0.8815056	0.4175925	988.859199	562.28549	2	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	303	0.4639305	408.456357	568.699898	1.8963578	1982-1999 –> 2000-2009	0.8815267	0.4175961	988.890943	1092.91398	3	8
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	303	0.4691224	413.200461	165.385380	2.1443687	1982-1999 –> 2000-2009	0.8867186	0.4175962	991.635086	303.46700	6	12
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	303	0.4695897	415.803800	277.870133	1.9235106	1982-1999 –> 2000-2009	0.9217133	0.4521236	1078.698023	571.47300	7	20
SO	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	303	0.5167170	471.759260	174.326884	2.6655512	1982-1999 –> 2000-2009	0.9346564	0.4179394	1051.046659	326.77481	11	18
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	303	0.5223961	478.383225	50.589502	2.6850726	1982-1999 –> 2000-2009	0.9479055	0.4255095	1076.303539	95.63765	12	20
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	303	0.5262017	482.781894	119.504204	2.7011029	1982-1999 –> 2000-2009	0.9573209	0.4311192	1094.297307	213.99842	13	22
SO	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	284	0.5022595	428.810540	914.102674	1.5733800	2000-2009 –> 2010-2019	0.9682634	0.4660039	839.969168	1714.65616	1	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	284	0.5079441	435.203098	382.353301	1.6540736	2000-2009 –> 2010-2019	0.9720510	0.4641069	843.889765	694.65295	3	7
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	284	0.5105821	438.145268	345.484511	1.6910856	2000-2009 –> 2010-2019	0.9741191	0.4635371	846.087462	670.27244	5	6
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	284	0.5106477	438.218262	649.946771	1.6885391	2000-2009 –> 2010-2019	0.9745782	0.4639305	846.674619	1218.64667	6	9
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	284	0.5107284	438.308027	322.811369	1.6903710	2000-2009 –> 2010-2019	0.9746415	0.4639131	846.741648	620.33547	7	9
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	284	0.5109469	436.550987	166.369338	1.6954179	2000-2009 –> 2010-2019	0.9800693	0.4691224	849.751448	331.75472	8	14
SO	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	284	0.5161939	444.354102	320.169265	1.6040777	2000-2009 –> 2010-2019	0.9857836	0.4695897	860.157901	598.03940	9	16
SO	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	284	0.5072346	432.409110	141.943268	1.5170205	2000-2009 –> 2010-2019	1.0348146	0.5275800	916.776227	316.19042	2	17
SO	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + silicate	284	0.5514282	479.858690	8.070114	1.7699046	2000-2009 –> 2010-2019	1.0355702	0.4841420	912.156933	17.32463	20	28
SO	(28.1,28.15]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	284	0.5086141	433.951742	836.510820	1.6897827	2000-2009 –> 2010-2019	1.0364539	0.5278398	918.617275	1487.58452	4	20
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1318	1.0220359	3811.777817	784.421713	8.6071322	1982-1999 –> 2000-2009	2.0138625	0.9918266	10323.607210	1711.82728	4	6
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1318	1.0213045	3809.890790	473.707205	8.7165489	1982-1999 –> 2000-2009	2.0166786	0.9953741	10338.165408	1040.46710	3	8
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1318	1.0212599	3809.775692	676.039398	8.8324945	1982-1999 –> 2000-2009	2.0178223	0.9965624	10343.545678	1467.07079	2	8
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1318	1.0212322	3809.704064	599.609370	8.7415892	1982-1999 –> 2000-2009	2.0187646	0.9975325	10347.955497	1335.10155	1	11
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1318	1.0331199	3840.211516	70.415316	8.2570683	1982-1999 –> 2000-2009	2.0302886	0.9971687	10376.782988	147.40968	6	14
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1318	1.0397814	3857.153567	717.837361	7.9407634	1982-1999 –> 2000-2009	2.0309526	0.9911712	10365.938572	1505.90333	12	13
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1318	1.0362119	3848.088976	195.777605	8.1198249	1982-1999 –> 2000-2009	2.0311840	0.9949720	10374.502692	411.75185	9	13
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1318	1.0353955	3846.011335	71.764562	8.1841837	1982-1999 –> 2000-2009	2.0327434	0.9973479	10383.410323	153.90004	7	16
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1318	1.0355672	3846.448255	90.900651	8.1726321	1982-1999 –> 2000-2009	2.0331043	0.9975371	10384.720965	192.88945	8	19
SO	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1318	1.0370912	3850.324818	891.185580	9.1189191	1982-1999 –> 2000-2009	2.0355959	0.9985047	10393.063240	1869.81242	10	23
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1180	1.1151991	3620.012734	642.900120	8.1141377	2000-2009 –> 2010-2019	2.1364590	1.0212599	7429.788426	1318.93952	4	6
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1180	1.1155183	3620.688184	457.705007	8.0635655	2000-2009 –> 2010-2019	2.1368228	1.0213045	7430.578974	931.41221	5	8
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1180	1.1156068	3620.875252	576.163916	8.0566276	2000-2009 –> 2010-2019	2.1368389	1.0212322	7430.579316	1175.77329	6	7
SO	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1180	1.1164719	3622.704589	803.995161	7.9815868	2000-2009 –> 2010-2019	2.1385077	1.0220359	7434.482406	1588.41687	7	11
SO	(28.1,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1180	1.1168186	3621.437390	379.637869	8.1330394	2000-2009 –> 2010-2019	2.1433345	1.0265159	7442.744588	737.74615	8	13
SO	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1180	1.1126091	3614.525368	973.636403	8.2916970	2000-2009 –> 2010-2019	2.1482764	1.0356673	7461.228409	1931.75666	1	10
SO	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1180	1.1140362	3617.550396	950.369254	8.2251113	2000-2009 –> 2010-2019	2.1511274	1.0370912	7467.875214	1841.55483	3	14
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1180	1.1216775	3633.682665	86.412399	7.7470900	2000-2009 –> 2010-2019	2.1572446	1.0355672	7480.130920	177.31305	9	17
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1180	1.1221307	3634.636093	74.531756	7.7318366	2000-2009 –> 2010-2019	2.1575263	1.0353955	7480.647429	146.29632	11	18
SO	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1180	1.1221498	3634.676133	176.807752	7.7146200	2000-2009 –> 2010-2019	2.1583617	1.0362119	7482.765109	372.58536	13	23
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	395	0.3366819	274.954276	431.219288	1.9206087	1982-1999 –> 2000-2009	0.6361741	0.2994922	601.183842	1007.51570	4	5
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	395	0.3357606	272.789419	294.810919	1.9082285	1982-1999 –> 2000-2009	0.6372656	0.3015051	608.825681	700.89375	1	3
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	395	0.3358163	272.920503	265.920987	1.9032413	1982-1999 –> 2000-2009	0.6373998	0.3015835	609.337465	648.57625	2	5
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	395	0.3358487	272.996866	513.913492	1.9052639	1982-1999 –> 2000-2009	0.6374339	0.3015852	609.421969	1175.48548	3	7
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	395	0.3368876	273.436767	132.632181	1.9709106	1982-1999 –> 2000-2009	0.6384728	0.3015852	607.862161	306.04946	5	10
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	395	0.3422318	287.870582	435.663265	1.6867854	1982-1999 –> 2000-2009	0.6734316	0.3311998	761.427561	928.58135	6	21
SO	(28.15,28.2]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	395	0.3756828	359.543551	266.682328	2.5806580	1982-1999 –> 2000-2009	0.6852865	0.3096037	732.384833	598.02126	7	13
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	395	0.3806019	369.820428	55.936435	2.5850793	1982-1999 –> 2000-2009	0.6958953	0.3152934	769.322136	119.07965	10	17
SO	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	395	0.3767403	361.764100	258.921762	2.8977459	1982-1999 –> 2000-2009	0.6976979	0.3209576	787.332749	728.77673	8	17
SO	(28.15,28.2]	3	cstar_tref ~ aou + phosphate + phosphate_star	395	0.3783473	363.126715	198.754806	2.8048422	1982-1999 –> 2000-2009	0.7026599	0.3243126	801.919397	501.84967	9	20
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	382	0.3811557	361.154791	219.805952	1.2592626	2000-2009 –> 2010-2019	0.7169719	0.3358163	634.075294	485.72694	4	6
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	382	0.3811282	361.099854	383.343881	1.2601081	2000-2009 –> 2010-2019	0.7169770	0.3358487	634.096720	897.25737	3	6
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	382	0.3813951	361.634623	237.534910	1.2630526	2000-2009 –> 2010-2019	0.7171557	0.3357606	634.424042	532.34583	5	6
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	382	0.3809530	360.748534	256.214884	1.2648921	2000-2009 –> 2010-2019	0.7176349	0.3366819	635.702810	687.43417	2	6
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	382	0.3846244	366.076198	102.176614	1.2764860	2000-2009 –> 2010-2019	0.7215120	0.3368876	639.512965	234.80880	6	11
SO	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	382	0.3804652	359.769610	255.915483	1.2135032	2000-2009 –> 2010-2019	0.7226970	0.3422318	647.640192	691.57875	1	7
SO	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	382	0.4091629	413.326628	167.841495	2.2722689	2000-2009 –> 2010-2019	0.7859032	0.3767403	775.090728	426.76326	8	16
SO	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	382	0.4131733	420.778474	22.225274	2.3817559	2000-2009 –> 2010-2019	0.7955514	0.3823781	794.277064	53.42448	9	20
SO	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + silicate	382	0.4020738	399.973726	5.925688	1.5150992	2000-2009 –> 2010-2019	0.8006662	0.3985923	806.280453	13.03522	7	30
SO	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	382	0.4157215	425.475878	28.414252	2.4581059	2000-2009 –> 2010-2019	0.8026624	0.3869409	808.345454	62.54098	10	26
SO	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1573	0.6256291	3002.514262	521.100015	5.2133992	1982-1999 –> 2000-2009	1.1370384	0.5114093	7430.303178	1122.96936	1	2
SO	(28.2, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1573	0.6417226	3082.417620	835.495944	5.3913893	1982-1999 –> 2000-2009	1.1602921	0.5185695	7592.211065	1688.43273	2	4
SO	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1573	0.6520524	3132.655494	555.478081	5.4995701	1982-1999 –> 2000-2009	1.1778805	0.5258281	7724.433052	1142.85700	3	6
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1573	0.6556090	3149.768863	192.655607	4.6990787	1982-1999 –> 2000-2009	1.1865459	0.5309368	7798.572476	395.77395	4	8
SO	(28.2, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1573	0.6618233	3179.447985	627.998598	5.6008293	1982-1999 –> 2000-2009	1.1959045	0.5340812	7863.078736	1301.75914	5	10
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1573	0.7092771	3397.301353	199.412858	5.2025854	1982-1999 –> 2000-2009	1.2920060	0.5827289	8595.085239	412.56185	6	13
SO	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1573	0.7439188	3545.320395	125.152904	5.0557883	1982-1999 –> 2000-2009	1.2972856	0.5533668	8436.171208	263.49598	12	18
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1573	0.7180509	3435.978775	22.340333	5.2901965	1982-1999 –> 2000-2009	1.3025599	0.5845090	8651.751808	45.96789	7	15
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1573	0.7233404	3459.068757	52.670891	5.4271319	1982-1999 –> 2000-2009	1.3181861	0.5948457	8778.232596	114.75787	8	17
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1573	0.7243469	3463.443153	51.335251	5.4381565	1982-1999 –> 2000-2009	1.3212477	0.5969009	8802.949661	111.80936	9	19
SO	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1469	0.6890666	3088.679083	497.556895	5.9487922	2000-2009 –> 2010-2019	1.3146957	0.6256291	6091.193344	1018.65691	1	2
SO	(28.2, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1469	0.7126235	3187.440829	872.316454	6.1817823	2000-2009 –> 2010-2019	1.3543460	0.6417226	6269.858450	1707.81240	2	4
SO	(28.2, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1469	0.7251955	3238.821023	540.962401	6.2862952	2000-2009 –> 2010-2019	1.3772479	0.6520524	6371.476517	1096.44048	3	6
SO	(28.2, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1469	0.7350632	3278.528451	576.912032	6.3728545	2000-2009 –> 2010-2019	1.3968864	0.6618233	6457.976436	1204.91063	4	9
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1469	0.7647603	3394.890756	182.183439	5.6599018	2000-2009 –> 2010-2019	1.4203693	0.6556090	6544.659619	374.83905	5	9
SO	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1469	0.8497977	3704.661610	197.407641	7.7065503	2000-2009 –> 2010-2019	1.5590748	0.7092771	7101.962963	396.82050	6	12
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1469	0.8637995	3752.675234	20.020605	7.7993347	2000-2009 –> 2010-2019	1.5818504	0.7180509	7188.654010	42.36094	7	14
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1469	0.8686171	3769.015548	42.686391	7.9693332	2000-2009 –> 2010-2019	1.5919575	0.7233404	7228.084306	95.35728	8	16
SO	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1469	0.8691978	3770.979045	41.718910	7.9880292	2000-2009 –> 2010-2019	1.5935446	0.7243469	7234.422199	93.05416	9	18
SO	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	1469	0.8698103	3771.048651	18.663652	8.0182393	2000-2009 –> 2010-2019	1.5972501	0.7274398	7245.896590	34.92187	10	20
SO	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1587	0.8292108	3923.281255	843.664526	7.1949843	1982-1999 –> 2000-2009	1.4983764	0.6691656	9710.992688	1583.33623	2	3
SO	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1587	0.8292322	3923.363329	772.778746	7.1792456	1982-1999 –> 2000-2009	1.5055419	0.6763097	9771.351135	1480.60941	3	6
SO	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1587	0.8390885	3960.867140	780.039216	7.5825037	1982-1999 –> 2000-2009	1.5142609	0.6751724	9799.302139	1491.77934	5	7
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1587	0.8288438	3921.876307	902.159057	7.1495734	1982-1999 –> 2000-2009	1.5142937	0.6854499	9846.060245	1659.13833	1	10
SO	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1587	0.8393181	3959.735466	728.004465	7.6370929	1982-1999 –> 2000-2009	1.5161118	0.6767938	9809.784368	1417.32639	6	10
SO	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1587	0.8394295	3960.156879	736.566025	7.6915524	1982-1999 –> 2000-2009	1.5197814	0.6803519	9839.968330	1438.89429	7	13
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1587	0.8413853	3969.543585	298.948697	6.7908703	1982-1999 –> 2000-2009	1.5198886	0.6785032	9835.910854	565.02834	8	13
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1587	0.8425117	3973.789772	151.716229	6.7600734	1982-1999 –> 2000-2009	1.5250795	0.6825678	9874.058124	265.13322	9	16
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1587	0.8437739	3978.541141	152.194136	6.7850407	1982-1999 –> 2000-2009	1.5271794	0.6834056	9885.771582	265.05876	11	19
SO	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1587	0.8425493	3971.931423	726.376093	7.8811031	1982-1999 –> 2000-2009	1.5282894	0.6857401	9896.518450	1412.26787	10	20
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1395	0.9209617	3743.118606	675.597907	8.9801592	2000-2009 –> 2010-2019	1.7498054	0.8288438	7664.994912	1577.75696	2	3
SO	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1395	0.9258969	3758.029705	645.887732	8.5703716	2000-2009 –> 2010-2019	1.7551291	0.8292322	7681.393034	1418.66648	42	45
SO	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1395	0.9210120	3743.271098	647.761011	8.9665196	2000-2009 –> 2010-2019	1.7601005	0.8390885	7704.138238	1427.80023	3	8
SO	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1395	0.9210505	3741.387649	646.403235	8.9290449	2000-2009 –> 2010-2019	1.7635998	0.8425493	7713.319072	1372.77933	4	14
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1395	0.9228643	3748.876563	268.720732	8.8103487	2000-2009 –> 2010-2019	1.7642496	0.8413853	7718.420147	567.66943	7	15
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1395	0.9234611	3750.680256	129.980159	8.6879119	2000-2009 –> 2010-2019	1.7659728	0.8425117	7724.470028	281.69639	10	19
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1395	0.9243162	3753.262678	128.447309	8.7489050	2000-2009 –> 2010-2019	1.7680901	0.8437739	7731.803819	280.64144	17	28
SO	(28.2,28.3]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1395	0.9289706	3765.276438	645.224003	8.3715102	2000-2009 –> 2010-2019	1.7684001	0.8394295	7725.433317	1381.79003	51	58
SO	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate	1395	0.9234795	3748.735941	99.463790	8.6593899	2000-2009 –> 2010-2019	1.7706049	0.8471253	7737.859284	207.68323	12	26
SO	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1395	0.9206637	3742.215966	809.455152	8.9000911	2000-2009 –> 2010-2019	1.7747470	0.8540833	7759.302753	1765.06209	1	19
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2018	1.0649741	5994.904207	317.682252	11.4801722	1982-1999 –> 2000-2009	1.8793477	0.8143736	14441.014178	645.57993	1	2
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2018	1.0749914	6032.689780	48.512379	11.4795677	1982-1999 –> 2000-2009	1.8985669	0.8235756	14556.868061	98.90506	2	4
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2018	1.0766554	6038.932487	44.980606	11.4246564	1982-1999 –> 2000-2009	1.9037263	0.8270709	14592.536011	98.66885	3	6
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2018	1.0808578	6054.655207	38.765747	11.4780591	1982-1999 –> 2000-2009	1.9114647	0.8306068	14637.900057	81.91693	7	11
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2018	1.0779898	6043.931368	37.064949	11.3522906	1982-1999 –> 2000-2009	1.9136592	0.8356694	14669.396415	78.16447	4	10
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2018	1.0792400	6048.609679	67.455608	11.2300625	1982-1999 –> 2000-2009	1.9139425	0.8347025	14666.030578	130.84943	5	10
SO	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + silicate	2018	1.0797752	6048.610457	13.686189	11.1121193	1982-1999 –> 2000-2009	1.9247027	0.8449275	14748.626807	28.34954	6	13
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2018	1.1098555	6161.507563	127.066507	10.2542930	1982-1999 –> 2000-2009	1.9769063	0.8670508	15043.106540	231.03156	9	20
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2018	1.1276952	6225.865703	399.834223	12.3803396	1982-1999 –> 2000-2009	1.9794884	0.8517932	14984.111726	765.41920	18	26
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2018	1.1130459	6173.092672	241.057311	10.1460579	1982-1999 –> 2000-2009	1.9859523	0.8729064	15101.457533	420.03618	12	25
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1821	1.2550852	6009.249277	353.810361	8.6149579	2000-2009 –> 2010-2019	2.3200594	1.0649741	12004.153484	671.49261	1	2
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1821	1.2753490	6067.580790	55.929691	9.0031213	2000-2009 –> 2010-2019	2.3503404	1.0749914	12100.270570	104.44207	2	4
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1821	1.2769160	6072.052947	45.880586	9.1282194	2000-2009 –> 2010-2019	2.3535714	1.0766554	12110.985434	90.86119	3	6
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1821	1.2769377	6072.114988	78.242488	9.0601958	2000-2009 –> 2010-2019	2.3561778	1.0792400	12120.724667	145.69810	4	9
SO	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + silicate	1821	1.2780540	6073.297405	14.878535	9.3004898	2000-2009 –> 2010-2019	2.3578292	1.0797752	12121.907862	28.56472	5	11
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1821	1.2852876	6095.852480	40.196565	9.4893437	2000-2009 –> 2010-2019	2.3632774	1.0779898	12139.783848	77.26151	7	11
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1821	1.2836637	6091.248053	42.097346	9.2085579	2000-2009 –> 2010-2019	2.3645216	1.0808578	12145.903260	80.86309	6	13
SO	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1821	1.3209772	6195.604175	193.734989	10.4810474	2000-2009 –> 2010-2019	2.4294174	1.1084402	12351.961574	321.84776	8	16
SO	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + silicate	1821	1.3269143	6209.936404	6.925008	10.5026507	2000-2009 –> 2010-2019	2.4442184	1.1173041	12396.440235	13.52342	10	24
SO	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1821	1.3379752	6242.169477	344.743208	9.3833558	2000-2009 –> 2010-2019	2.4510211	1.1130459	12415.262149	585.80052	11	23

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	2.5112176	1149.8263
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	2.3090161	762.1849
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	7.1762344	11792.2145
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	7.3624130	8424.9542
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	6.6543136	14997.3164
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.1031610	10707.6360
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	3.7688884	18501.0755
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	4.4572715	14097.1328
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	3.4620368	16838.4931
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	4.3159278	12603.4134
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	3.8148979	16241.5549
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	4.7910474	12117.9303
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	3.6689343	19021.4050
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	4.1935906	13797.7807
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	3.8356366	7363.4090
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	4.4543134	5205.7657
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	6.3950948	7726.4237
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	5.8990894	5028.2169
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	6.4839879	9100.6234
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	6.2607367	5654.7921
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	0.3191037	-802.5193
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	0.3565288	-407.2853
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	0.3500260	-823.6103
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	0.3325907	-666.3281
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.3811695	-1369.1818
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.3736586	-906.6915
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.5638399	584.3829
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.4951424	24.2344
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	11.7553588	70326.5837
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	11.6678288	48562.8818
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	8.0110553	68762.4677
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	8.2362273	46669.6865
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	5.9692847	49580.3020
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	6.2603259	34538.7543
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	5.6907539	52946.2106
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	6.1547056	38203.6910
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	3.7874939	41443.5734
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	4.4265520	30383.8501
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	3.4162700	32215.3463
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	3.8376314	23350.8773
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	2.7151081	25992.3496
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	3.0934377	19078.4548
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	1.3297031	5215.7162
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	1.5067988	3963.3988
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	1.2068615	7188.4237
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	1.3504183	5932.8805
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	1.2618783	6118.1105
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	1.4395825	4406.4267
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	0.9299175	3105.7761
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	0.9801236	2323.2251
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	1.3124977	10306.2625
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	1.3024036	6855.0582
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	1.1090041	23215.5526
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.1056506	15492.5258
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.4273112	-690.2542
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.4557499	-223.3902
SO	(26,26.5]	1982-1999 –> 2000-2009	1.9611520	597.4331
SO	(26,26.5]	2000-2009 –> 2010-2019	2.0411035	414.4040
SO	(26.5,26.75]	1982-1999 –> 2000-2009	4.0210578	2865.7201
SO	(26.5,26.75]	2000-2009 –> 2010-2019	3.8920619	1992.2151
SO	(26.75,27]	1982-1999 –> 2000-2009	5.4282814	11707.1666
SO	(26.75,27]	2000-2009 –> 2010-2019	5.0936215	7690.0697
SO	(27,27.25]	1982-1999 –> 2000-2009	3.6176428	22952.0586
SO	(27,27.25]	2000-2009 –> 2010-2019	3.6677991	15507.5053
SO	(27.25,27.5]	1982-1999 –> 2000-2009	2.5073565	20046.5049
SO	(27.25,27.5]	2000-2009 –> 2010-2019	2.8962728	14886.3781
SO	(27.5,27.75]	1982-1999 –> 2000-2009	2.4362983	23068.0825
SO	(27.5,27.75]	2000-2009 –> 2010-2019	2.7863824	16853.3260
SO	(27.75,27.85]	1982-1999 –> 2000-2009	2.4075580	8812.9489
SO	(27.75,27.85]	2000-2009 –> 2010-2019	2.6177954	6261.1172
SO	(27.85,27.95]	1982-1999 –> 2000-2009	2.5544810	9714.0446
SO	(27.85,27.95]	2000-2009 –> 2010-2019	2.6651729	6819.8787
SO	(27.95,28.05]	1982-1999 –> 2000-2009	2.6256814	12219.5117
SO	(27.95,28.05]	2000-2009 –> 2010-2019	2.8983482	8908.4455
SO	(28.05,28.1]	1982-1999 –> 2000-2009	2.1759852	6589.7616
SO	(28.05,28.1]	2000-2009 –> 2010-2019	2.3670456	4705.5597
SO	(28.1,28.15]	1982-1999 –> 2000-2009	0.9046548	1021.0678
SO	(28.1,28.15]	2000-2009 –> 2010-2019	0.9936345	868.0822
SO	(28.1,28.2]	1982-1999 –> 2000-2009	2.0260997	10363.1693
SO	(28.1,28.2]	2000-2009 –> 2010-2019	2.1464499	7454.0821
SO	(28.15,28.2]	1982-1999 –> 2000-2009	0.6641718	688.9018
SO	(28.15,28.2]	2000-2009 –> 2010-2019	0.7497732	700.9446
SO	(28.2, Inf]	1982-1999 –> 2000-2009	1.2388947	8167.2789
SO	(28.2, Inf]	2000-2009 –> 2010-2019	1.4787223	6773.4184
SO	(28.2,28.3]	1982-1999 –> 2000-2009	1.5168803	9826.9718
SO	(28.2,28.3]	2000-2009 –> 2010-2019	1.7640699	7716.1135
SO	(28.3, Inf]	1982-1999 –> 2000-2009	1.9287757	14744.1048
SO	(28.3, Inf]	2000-2009 –> 2010-2019	2.3790434	12190.7393

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
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
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
4168b43	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
fd528ed	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
60689fb	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
6f50bc6	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c407a50	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
b71c719	Donghe-Zhu	2021-03-01
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
e152917	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
401eab3	Donghe-Zhu	2021-02-15
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
e2ffc14	Donghe-Zhu	2021-02-05
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
a518739	Donghe-Zhu	2021-02-01
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

rm(max_rmse)

6.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	aou	nitrate	phosphate	phosphate_star	sal	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	7	5	7	8	10	5	7
(26,26.5]	7	6	6	7	10	6	8
(26.5,26.75]	8	5	8	6	4	10	7
(26.75,27]	9	4	8	5	5	10	6
(27,27.25]	9	6	8	4	7	8	6
(27.25,27.5]	8	10	5	5	4	5	10
(27.5,27.75]	4	2	4	8	10	5	10
(27.75,27.85]	5	2	5	7	10	6	9
(27.85,27.95]	6	3	5	7	5	10	9
(27.95,28.05]	4	10	4	6	5	2	10
(28.05,28.1]	5	3	4	7	6	10	10
(28.1,28.15]	5	5	6	7	4	7	10
(28.15,28.2]	8	10	5	5	7	6	8
(28.2, Inf]	9	10	4	5	8	4	2
total	94.00	81.00	79.00	87.00	95.00	94.00	112.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	7	5	7	8	10	5	7
(26,26.5]	7	6	6	7	10	6	8
(26.5,26.75]	8	5	8	6	5	10	6
(26.75,27]	8	5	8	6	5	10	6
(27,27.25]	7	4	6	6	10	10	4
(27.25,27.5]	8	10	6	4	7	5	8
(27.5,27.75]	4	2	4	9	10	5	9
(27.75,27.85]	6	3	5	6	9	8	8
(27.85,27.95]	6	3	5	7	5	10	9
(27.95,28.05]	4	10	4	6	5	3	10
(28.05,28.1]	5	2	5	7	6	9	10
(28.1,28.15]	6	5	6	7	4	7	9
(28.15,28.2]	9	10	4	4	10	4	5
(28.2, Inf]	9	10	3	5	8	5	3
total	94.00	80.00	77.00	88.00	104.00	97.00	102.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	4	8	7	10	4	7
(26,26.5]	8	6	8	7	6	8	7
(26.5,26.75]	8	10	7	7	3	4	8
(26.75,27]	7	10	6	7	5	4	8
(27,27.25]	8	10	7	7	3	4	8
(27.25,27.5]	7	10	7	7	3	3	9
(27.5,27.75]	6	10	6	7	4	4	10
(27.75,27.85]	7	9	7	6	4	4	10
(27.85,27.95]	7	4	7	6	9	4	10
(27.95,28.05]	6	4	5	7	5	10	9
(28.05,28.1]	6	3	5	7	5	10	9
(28.1,28.2]	6	7	6	6	5	10	8
(28.2,28.3]	5	10	8	5	4	10	5
(28.3, Inf]	5	4	5	9	10	10	4
total	94.00	101.00	92.00	95.00	76.00	89.00	112.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	6	6	8	10	4	7
(26,26.5]	8	6	8	7	6	8	7
(26.5,26.75]	8	10	7	7	3	4	8
(26.75,27]	7	10	6	7	5	4	8
(27,27.25]	8	10	7	7	3	4	8
(27.25,27.5]	7	10	7	7	3	3	9
(27.5,27.75]	6	10	6	7	4	4	10
(27.75,27.85]	7	10	7	6	4	4	9
(27.85,27.95]	7	4	7	6	9	4	10
(27.95,28.05]	6	3	6	7	10	5	9
(28.05,28.1]	6	5	4	8	9	10	5
(28.1,28.2]	5	6	6	7	7	10	8
(28.2,28.3]	5	10	8	5	4	10	5
(28.3, Inf]	5	4	5	9	10	10	4
total	92.00	104.00	90.00	98.00	87.00	84.00	107.00
SO - 1982-1999 --> 2000-2009
(26,26.5]	7	10	7	8	4	4	8
(26.5,26.75]	7	10	7	7	4	3	9
(26.75,27]	5	7	4	9	7	6	10
(27,27.25]	5	4	4	9	6	9	10
(27.25,27.5]	4	10	4	9	5	4	10
(27.5,27.75]	7	4	4	5	9	10	7
(27.75,27.85]	9	4	4	7	6	10	6
(27.85,27.95]	8	5	3	6	8	10	7
(27.95,28.05]	7	5	5	7	10	8	7
(28.05,28.1]	7	6	7	7	10	5	7
(28.1,28.15]	6	2	6	7	10	7	8
(28.1,28.2]	7	6	7	8	9	6	7
(28.15,28.2]	7	2	6	7	8	7	7
(28.2, Inf]	9	10	5	7	5	7	6
(28.2,28.3]	5	7	9	4	6	10	6
(28.3, Inf]	8	5	5	6	10	9	6
total	108.00	97.00	87.00	113.00	117.00	115.00	121.00
SO - 2000-2009 --> 2010-2019
(26,26.5]	7	10	7	7	4	3	9
(26.5,26.75]	7	10	7	7	4	3	9
(26.75,27]	6	6	4	8	8	6	10
(27,27.25]	6	4	4	8	7	10	9
(27.25,27.5]	5	10	3	8	6	5	10
(27.5,27.75]	6	4	4	6	10	10	5
(27.75,27.85]	9	4	3	6	9	10	5
(27.85,27.95]	9	4	4	6	7	10	6
(27.95,28.05]	7	3	4	7	9	10	7
(28.05,28.1]	7	6	7	7	10	5	7
(28.1,28.15]	7	3	5	7	8	9	7
(28.1,28.2]	7	7	8	6	8	5	8
(28.15,28.2]	6	3	4	6	7	10	9
(28.2, Inf]	9	10	5	6	6	6	7
(28.2,28.3]	3	6	9	5	7	9	8
(28.3, Inf]	6	5	4	5	10	10	8
total	107.00	95.00	82.00	105.00	120.00	121.00	124.00

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