Last updated: 2020-12-19

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

R Markdown file: up-to-date

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

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

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

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: b5fedce

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 b5fedce. 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:    .Rproj.user/

Unstaged changes:
    Modified:   analysis/_site.yml
    Modified:   code/Workflowr_project_managment.R
    Deleted:    code/old_cstar_adjustment.Rmd

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
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 GLODAPv2_2020 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, oxygen, 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)

# extract diagnostics of each linear model
lm_all <- as_tibble(lm_all$result)

# 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 helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

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)
      
      for (i_predictors in unique(lm_all$predictors)) {
        # i_predictors <- unique(lm_all$predictors)[110]

        # 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()
        
        # fit model
        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)
        
        # 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,
            rmse = i_rmse,
            aic = i_aic,
            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
        }
        
        # plot model diagnostics, if activated
        if (params_local$plot_all_figures == "y") {
          p_model <- ggnostic(
            i_lm_fit,
            columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
            title = paste(
              "| era:",
              i_era,
              "| basin:",
              i_basin,
              "| gamma slab:",
              i_gamma_slab,
              "| predictors:",
              i_predictors
            )
          )
          
          ggsave(
            plot = p_model,
            path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
            filename = paste(
              "MLR_residuals",
              i_era,
              i_basin,
              i_gamma_slab,
              i_predictors,
              "predictors.png",
              sep = "_"
            ),
            width = 14,
            height = 8
          )
          
          rm(p_model)
          
        }
        
      }
      
      
    }
  }
  
}


rm(i_lm_fit, coefficients, i_rmse,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   i_lm,
   i_basin, i_era, i_gamma_slab, i_predictors,
   lm_all,
   i_aic, 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

# select relevant columns
lm_all_fitted <- lm_all_fitted %>% 
  select(basin, gamma_slab, era, model, n_predictors, 
         term, estimate, 
         rmse, aic, 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 adjecent 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)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide  %>%
  select(basin, gamma_slab, model, era, rmse, aic, resid_max) %>% 
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> "),
         rmse_sum = rmse + lag(rmse),
         aic_sum = aic + lag(aic)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

# 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, model)
} else {
  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, model)
}


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.891992 375.7243 30.260566 1982-1999 –> 2000-2012 12.950721 930.7580
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.891992 375.7243 30.260566 1982-1999 –> 2000-2012 12.950721 930.7580
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.891992 375.7243 30.260566 1982-1999 –> 2000-2012 12.950721 930.7580
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 7.034501 377.9347 31.384747 1982-1999 –> 2000-2012 13.073652 932.4246
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.034501 377.9347 31.384747 1982-1999 –> 2000-2012 13.073652 932.4246
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.965471 376.8696 30.016487 1982-1999 –> 2000-2012 12.992244 931.0148
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.974572 377.0106 30.004082 1982-1999 –> 2000-2012 12.994853 930.9748
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.980726 377.1059 29.975825 1982-1999 –> 2000-2012 12.990681 930.7817
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.980726 377.1059 29.975825 1982-1999 –> 2000-2012 12.990681 930.7817
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.980726 377.1059 29.975825 1982-1999 –> 2000-2012 12.990681 930.7817
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.606214 648.9343 24.548826 2000-2012 –> 2013-2019 13.498206 1024.6585
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.606214 648.9343 24.548826 2000-2012 –> 2013-2019 13.498206 1024.6585
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.606214 648.9343 24.548826 2000-2012 –> 2013-2019 13.498206 1024.6585
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.707502 651.8557 25.052378 2000-2012 –> 2013-2019 13.742003 1029.7904
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.707502 651.8557 25.052378 2000-2012 –> 2013-2019 13.742003 1029.7904
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.619462 649.3189 24.671004 2000-2012 –> 2013-2019 13.584933 1026.1885
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.621700 649.3838 24.692905 2000-2012 –> 2013-2019 13.596271 1026.3944
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.623133 649.4253 24.718238 2000-2012 –> 2013-2019 13.603859 1026.5312
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.623133 649.4253 24.718238 2000-2012 –> 2013-2019 13.603859 1026.5312
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.623133 649.4253 24.718238 2000-2012 –> 2013-2019 13.603859 1026.5312
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.187159 3925.0991 28.715645 1982-1999 –> 2000-2012 10.047026 7065.0465
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.997738 3877.6310 24.875278 1982-1999 –> 2000-2012 9.799843 7005.1195
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.997738 3877.6310 24.875278 1982-1999 –> 2000-2012 9.799843 7005.1195
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.997738 3877.6310 24.875278 1982-1999 –> 2000-2012 9.799843 7005.1195
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 4.998423 3875.8057 24.865008 1982-1999 –> 2000-2012 9.810469 7003.4493
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 4.998423 3875.8057 24.865008 1982-1999 –> 2000-2012 9.810469 7003.4493
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.992929 3876.4025 24.898956 1982-1999 –> 2000-2012 9.769576 6998.3524
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.992929 3876.4025 24.898956 1982-1999 –> 2000-2012 9.769576 6998.3524
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.998423 3875.8057 24.865008 1982-1999 –> 2000-2012 9.810469 7003.4493
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.992929 3876.4025 24.898956 1982-1999 –> 2000-2012 9.769576 6998.3524
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.513760 1851.4133 31.994899 2000-2012 –> 2013-2019 11.700919 5776.5125
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.515068 1851.5254 32.502551 2000-2012 –> 2013-2019 11.512807 5729.1564
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.515068 1851.5254 32.502551 2000-2012 –> 2013-2019 11.512807 5729.1564
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.515068 1851.5254 32.502551 2000-2012 –> 2013-2019 11.512807 5729.1564
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 6.609292 1857.5376 32.602604 2000-2012 –> 2013-2019 11.607714 5733.3433
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.609292 1857.5376 32.602604 2000-2012 –> 2013-2019 11.607714 5733.3433
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.584125 1857.4088 32.191780 2000-2012 –> 2013-2019 11.577053 5733.8113
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.584125 1857.4088 32.191780 2000-2012 –> 2013-2019 11.577053 5733.8113
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.609292 1857.5376 32.602604 2000-2012 –> 2013-2019 11.607714 5733.3433
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.584125 1857.4088 32.191780 2000-2012 –> 2013-2019 11.577053 5733.8113
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.889685 4652.0354 19.317426 1982-1999 –> 2000-2012 7.648914 8769.7913
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.889685 4652.0354 19.317426 1982-1999 –> 2000-2012 7.648914 8769.7913
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.889685 4652.0354 19.317426 1982-1999 –> 2000-2012 7.648914 8769.7913
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.886281 4650.5733 18.899872 1982-1999 –> 2000-2012 7.758044 8812.4553
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.923051 4664.2999 19.716612 1982-1999 –> 2000-2012 7.732035 8799.7259
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.923051 4664.2999 19.716612 1982-1999 –> 2000-2012 7.732035 8799.7259
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.913678 4662.3050 19.859641 1982-1999 –> 2000-2012 7.705430 8792.9478
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.913678 4662.3050 19.859641 1982-1999 –> 2000-2012 7.705430 8792.9478
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.923051 4664.2999 19.716612 1982-1999 –> 2000-2012 7.732035 8799.7259
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.913678 4662.3050 19.859641 1982-1999 –> 2000-2012 7.705430 8792.9478
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.779551 2606.9568 37.032151 2000-2012 –> 2013-2019 10.669236 7258.9922
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.779551 2606.9568 37.032151 2000-2012 –> 2013-2019 10.669236 7258.9922
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.779551 2606.9568 37.032151 2000-2012 –> 2013-2019 10.669236 7258.9922
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 6.854648 2613.5274 36.152859 2000-2012 –> 2013-2019 10.752559 7267.0909
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.840248 2613.8913 36.127169 2000-2012 –> 2013-2019 10.745826 7272.7361
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.832976 2613.0637 36.214126 2000-2012 –> 2013-2019 10.720898 7264.3421
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.833150 2613.0835 36.225266 2000-2012 –> 2013-2019 10.719431 7263.6569
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.833150 2613.0835 36.225266 2000-2012 –> 2013-2019 10.719431 7263.6569
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 6.857280 2613.8261 36.148047 2000-2012 –> 2013-2019 10.754128 7266.9339
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.833150 2613.0835 36.225266 2000-2012 –> 2013-2019 10.719431 7263.6569
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.539883 5478.9491 31.769256 1982-1999 –> 2000-2012 8.906194 10572.8063
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.539883 5478.9491 31.769256 1982-1999 –> 2000-2012 8.906194 10572.8063
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.539883 5478.9491 31.769256 1982-1999 –> 2000-2012 8.906194 10572.8063
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 4.540473 5477.1914 31.770237 1982-1999 –> 2000-2012 8.907329 10569.2679
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.530403 5475.0530 31.329286 1982-1999 –> 2000-2012 8.881813 10562.9070
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.515215 5468.7935 31.280056 1982-1999 –> 2000-2012 8.857656 10553.0242
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4.540589 5477.2390 31.769226 1982-1999 –> 2000-2012 8.907824 10569.4677
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.515187 5468.7819 31.274654 1982-1999 –> 2000-2012 8.857910 10553.1268
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.515187 5468.7819 31.274654 1982-1999 –> 2000-2012 8.857910 10553.1268
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.515187 5468.7819 31.274654 1982-1999 –> 2000-2012 8.857910 10553.1268
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.518367 3660.1059 42.363101 2000-2012 –> 2013-2019 10.058249 9139.0550
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.518367 3660.1059 42.363101 2000-2012 –> 2013-2019 10.058249 9139.0550
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.518367 3660.1059 42.363101 2000-2012 –> 2013-2019 10.058249 9139.0550
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.551400 3667.0649 41.970344 2000-2012 –> 2013-2019 10.066615 9135.8584
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.550245 3666.8223 41.992973 2000-2012 –> 2013-2019 10.065433 9135.6042
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.550245 3666.8223 41.992973 2000-2012 –> 2013-2019 10.065433 9135.6042
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.550245 3666.8223 41.992973 2000-2012 –> 2013-2019 10.065433 9135.6042
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.497318 3655.6499 42.319974 2000-2012 –> 2013-2019 10.048644 9139.2917
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 5.497318 3655.6499 42.319974 2000-2012 –> 2013-2019 10.048644 9139.2917
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.497318 3655.6499 42.319974 2000-2012 –> 2013-2019 10.048644 9139.2917
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.867425 10117.0614 32.607799 1982-1999 –> 2000-2012 10.065014 21356.7691
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.873648 10121.3615 32.569917 1982-1999 –> 2000-2012 10.070375 21360.4627
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.873648 10121.3615 32.569917 1982-1999 –> 2000-2012 10.070375 21360.4627
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.873648 10121.3615 32.569917 1982-1999 –> 2000-2012 10.070375 21360.4627
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.865631 10115.8200 32.064564 1982-1999 –> 2000-2012 10.112539 21390.0937
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.865631 10115.8200 32.064564 1982-1999 –> 2000-2012 10.112539 21390.0937
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.865631 10115.8200 32.064564 1982-1999 –> 2000-2012 10.112539 21390.0937
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 4.900496 10137.8533 31.653600 1982-1999 –> 2000-2012 10.150139 21412.0342
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate 4.906725 10142.1295 31.611463 1982-1999 –> 2000-2012 10.156075 21416.1061
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate_star 4.906725 10142.1295 31.611463 1982-1999 –> 2000-2012 10.156075 21416.1061
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.713722 6547.1988 50.820140 2000-2012 –> 2013-2019 11.581147 16664.2602
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.713843 6547.2343 50.818338 2000-2012 –> 2013-2019 11.587490 16668.5958
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.713843 6547.2343 50.818338 2000-2012 –> 2013-2019 11.587490 16668.5958
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.713843 6547.2343 50.818338 2000-2012 –> 2013-2019 11.587490 16668.5958
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.708972 6545.8076 50.578442 2000-2012 –> 2013-2019 11.574603 16661.6276
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.708972 6545.8076 50.578442 2000-2012 –> 2013-2019 11.574603 16661.6276
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.708972 6545.8076 50.578442 2000-2012 –> 2013-2019 11.574603 16661.6276
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 6.722554 6547.7836 50.407474 2000-2012 –> 2013-2019 11.623050 16685.6369
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate 6.722780 6547.8495 50.402547 2000-2012 –> 2013-2019 11.629505 16689.9790
Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6.722780 6547.8495 50.402547 2000-2012 –> 2013-2019 11.629505 16689.9790
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.197419 12083.9177 26.066104 1982-1999 –> 2000-2012 8.780438 25286.6910
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.197419 12083.9177 26.066104 1982-1999 –> 2000-2012 8.780438 25286.6910
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.197419 12083.9177 26.066104 1982-1999 –> 2000-2012 8.780438 25286.6910
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.192726 12079.1851 26.071442 1982-1999 –> 2000-2012 8.783141 25289.1887
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 4.200109 12084.6272 26.086321 1982-1999 –> 2000-2012 8.790851 25292.9504
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 4.200109 12084.6272 26.086321 1982-1999 –> 2000-2012 8.790851 25292.9504
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.196434 12082.9241 26.089388 1982-1999 –> 2000-2012 8.783954 25290.0997
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.196434 12082.9241 26.089388 1982-1999 –> 2000-2012 8.783954 25290.0997
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.200109 12084.6272 26.086321 1982-1999 –> 2000-2012 8.790851 25292.9504
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.196434 12082.9241 26.089388 1982-1999 –> 2000-2012 8.783954 25290.0997
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.814336 7357.5276 42.586250 2000-2012 –> 2013-2019 11.011755 19441.4453
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.814336 7357.5276 42.586250 2000-2012 –> 2013-2019 11.011755 19441.4453
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.814336 7357.5276 42.586250 2000-2012 –> 2013-2019 11.011755 19441.4453
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 6.815277 7355.8315 42.522035 2000-2012 –> 2013-2019 11.012752 19437.8055
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.771750 7343.7359 42.360819 2000-2012 –> 2013-2019 10.988003 19446.5900
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.778249 7345.8462 42.231129 2000-2012 –> 2013-2019 10.970975 19425.0313
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 6.814385 7355.5436 42.571438 2000-2012 –> 2013-2019 11.014494 19440.1708
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.775336 7344.9004 42.268093 2000-2012 –> 2013-2019 10.971769 19427.8245
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.775336 7344.9004 42.268093 2000-2012 –> 2013-2019 10.971769 19427.8245
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.775336 7344.9004 42.268093 2000-2012 –> 2013-2019 10.971769 19427.8245
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.405407 15323.7449 39.172160 1982-1999 –> 2000-2012 8.744580 26970.8324
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.405407 15323.7449 39.172160 1982-1999 –> 2000-2012 8.744580 26970.8324
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.405407 15323.7449 39.172160 1982-1999 –> 2000-2012 8.744580 26970.8324
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.389365 15304.4970 39.401774 1982-1999 –> 2000-2012 8.740639 26962.8083
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.406722 15325.3192 39.635511 1982-1999 –> 2000-2012 8.793088 27016.0006
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.391206 15306.7095 39.505485 1982-1999 –> 2000-2012 8.762094 26983.1459
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.391206 15306.7095 39.505485 1982-1999 –> 2000-2012 8.762094 26983.1459
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.391206 15306.7095 39.505485 1982-1999 –> 2000-2012 8.762094 26983.1459
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.450906 15377.9557 39.357672 1982-1999 –> 2000-2012 8.794251 27028.9163
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.450906 15377.9557 39.357672 1982-1999 –> 2000-2012 8.794251 27028.9163
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.949875 8115.8411 44.898753 2000-2012 –> 2013-2019 10.355282 23439.5860
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.949875 8115.8411 44.898753 2000-2012 –> 2013-2019 10.355282 23439.5860
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.949875 8115.8411 44.898753 2000-2012 –> 2013-2019 10.355282 23439.5860
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.950919 8116.2848 44.919234 2000-2012 –> 2013-2019 10.340283 23420.7818
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.966267 8122.8018 44.977053 2000-2012 –> 2013-2019 10.372989 23448.1210
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.954600 8117.8493 44.935339 2000-2012 –> 2013-2019 10.345805 23424.5589
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.954600 8117.8493 44.935339 2000-2012 –> 2013-2019 10.345805 23424.5589
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.954600 8117.8493 44.935339 2000-2012 –> 2013-2019 10.345805 23424.5589
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.956423 8118.6239 44.701552 2000-2012 –> 2013-2019 10.407329 23496.5796
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.956423 8118.6239 44.701552 2000-2012 –> 2013-2019 10.407329 23496.5796
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.756661 11504.9930 47.654991 1982-1999 –> 2000-2012 9.090824 17209.1339
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.756661 11504.9930 47.654991 1982-1999 –> 2000-2012 9.090824 17209.1339
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 4.756833 11503.1326 47.675007 1982-1999 –> 2000-2012 9.091003 17205.2768
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.756661 11504.9930 47.654991 1982-1999 –> 2000-2012 9.090824 17209.1339
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.766605 11511.0499 47.504155 1982-1999 –> 2000-2012 9.128556 17225.7939
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.756725 11505.0453 47.654343 1982-1999 –> 2000-2012 9.090145 17208.8480
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.760236 11507.8916 47.802366 1982-1999 –> 2000-2012 9.118106 17222.7898
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.756668 11504.9992 47.704132 1982-1999 –> 2000-2012 9.101790 17214.1200
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.756668 11504.9992 47.704132 1982-1999 –> 2000-2012 9.101790 17214.1200
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.756668 11504.9992 47.704132 1982-1999 –> 2000-2012 9.101790 17214.1200
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.949442 4486.3231 51.518507 2000-2012 –> 2013-2019 11.706103 15991.3162
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.949442 4486.3231 51.518507 2000-2012 –> 2013-2019 11.706103 15991.3162
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.949442 4486.3231 51.518507 2000-2012 –> 2013-2019 11.706103 15991.3162
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.966816 4489.6489 51.614292 2000-2012 –> 2013-2019 11.723541 15994.6942
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.950262 4486.4802 51.583043 2000-2012 –> 2013-2019 11.710498 15994.3719
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.967717 4489.8212 51.586119 2000-2012 –> 2013-2019 11.724385 15994.8204
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.967717 4489.8212 51.586119 2000-2012 –> 2013-2019 11.724385 15994.8204
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.967717 4489.8212 51.586119 2000-2012 –> 2013-2019 11.724385 15994.8204
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.968384 4489.9488 52.049993 2000-2012 –> 2013-2019 11.739766 16006.8629
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.968384 4489.9488 52.049993 2000-2012 –> 2013-2019 11.739766 16006.8629
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.967696 24896.2801 85.600761 1982-1999 –> 2000-2012 8.698258 36328.2465
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.967696 24896.2801 85.600761 1982-1999 –> 2000-2012 8.698258 36328.2465
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.967696 24896.2801 85.600761 1982-1999 –> 2000-2012 8.698258 36328.2465
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 4.999609 24947.0081 86.011173 1982-1999 –> 2000-2012 8.731597 36378.5698
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.968528 24897.6603 85.525198 1982-1999 –> 2000-2012 8.708313 36339.9328
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.966767 24894.7409 85.569682 1982-1999 –> 2000-2012 8.697889 36327.3333
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.967712 24896.3068 85.534604 1982-1999 –> 2000-2012 8.704112 36334.8003
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.967712 24896.3068 85.534604 1982-1999 –> 2000-2012 8.704112 36334.8003
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.075074 25070.3639 85.567663 1982-1999 –> 2000-2012 8.941016 36649.1184
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.967712 24896.3068 85.534604 1982-1999 –> 2000-2012 8.704112 36334.8003
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.772290 9352.3897 41.190299 2000-2012 –> 2013-2019 10.739985 34248.6698
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.772290 9352.3897 41.190299 2000-2012 –> 2013-2019 10.739985 34248.6698
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.772290 9352.3897 41.190299 2000-2012 –> 2013-2019 10.739985 34248.6698
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 5.966852 9447.9854 40.648310 2000-2012 –> 2013-2019 10.966461 34394.9934
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.787384 9360.0779 41.103988 2000-2012 –> 2013-2019 10.755912 34257.7382
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.778186 9355.3955 41.145720 2000-2012 –> 2013-2019 10.744953 34250.1364
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.787844 9360.3123 41.110367 2000-2012 –> 2013-2019 10.755556 34256.6190
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.787844 9360.3123 41.110367 2000-2012 –> 2013-2019 10.755556 34256.6190
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.790254 9359.5376 41.195769 2000-2012 –> 2013-2019 10.865327 34429.9015
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.787844 9360.3123 41.110367 2000-2012 –> 2013-2019 10.755556 34256.6190
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.808284 28815.0636 96.935234 1982-1999 –> 2000-2012 9.356746 44850.4742
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.808284 28815.0636 96.935234 1982-1999 –> 2000-2012 9.356746 44850.4742
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.808284 28815.0636 96.935234 1982-1999 –> 2000-2012 9.356746 44850.4742
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.808404 28813.2499 96.988988 1982-1999 –> 2000-2012 9.361758 44854.8809
Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5.852891 28882.3922 97.908127 1982-1999 –> 2000-2012 9.498126 45076.3294
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.837395 28860.3681 97.130994 1982-1999 –> 2000-2012 9.415342 44945.1472
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.807956 28814.5515 97.091966 1982-1999 –> 2000-2012 9.358996 44854.2956
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.823919 28839.4241 97.135303 1982-1999 –> 2000-2012 9.389897 44904.2129
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.823919 28839.4241 97.135303 1982-1999 –> 2000-2012 9.389897 44904.2129
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.823919 28839.4241 97.135303 1982-1999 –> 2000-2012 9.389897 44904.2129
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.942203 10602.9691 29.467790 2000-2012 –> 2013-2019 11.750487 39418.0327
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.942203 10602.9691 29.467790 2000-2012 –> 2013-2019 11.750487 39418.0327
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.942203 10602.9691 29.467790 2000-2012 –> 2013-2019 11.750487 39418.0327
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.998420 10632.1179 29.432959 2000-2012 –> 2013-2019 11.806824 39445.3678
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.001282 10635.6959 29.613318 2000-2012 –> 2013-2019 11.892647 39579.4625
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.008855 10639.8675 29.263028 2000-2012 –> 2013-2019 11.846250 39500.2356
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.964882 10615.5706 29.397252 2000-2012 –> 2013-2019 11.772838 39430.1221
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.989431 10629.1567 29.290077 2000-2012 –> 2013-2019 11.813350 39468.5808
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.989431 10629.1567 29.290077 2000-2012 –> 2013-2019 11.813350 39468.5808
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.989431 10629.1567 29.290077 2000-2012 –> 2013-2019 11.813350 39468.5808
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.115977 21550.5933 96.424992 1982-1999 –> 2000-2012 9.630461 32915.4703
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.115977 21550.5933 96.424992 1982-1999 –> 2000-2012 9.630461 32915.4703
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.115977 21550.5933 96.424992 1982-1999 –> 2000-2012 9.630461 32915.4703
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.271713 21718.2602 98.531857 1982-1999 –> 2000-2012 9.849321 33158.6509
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.194653 21633.8240 97.070139 1982-1999 –> 2000-2012 9.858148 33172.8487
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.194653 21633.8240 97.070139 1982-1999 –> 2000-2012 9.858148 33172.8487
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.116555 21551.2235 99.566399 1982-1999 –> 2000-2012 9.751855 33059.4744
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.116555 21551.2235 99.566399 1982-1999 –> 2000-2012 9.751855 33059.4744
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.194653 21633.8240 97.070139 1982-1999 –> 2000-2012 9.858148 33172.8487
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.116555 21551.2235 99.566399 1982-1999 –> 2000-2012 9.751855 33059.4744
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.993576 9520.9147 34.756232 2000-2012 –> 2013-2019 12.109553 31071.5081
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.993576 9520.9147 34.756232 2000-2012 –> 2013-2019 12.109553 31071.5081
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.993576 9520.9147 34.756232 2000-2012 –> 2013-2019 12.109553 31071.5081
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.242814 9641.5946 35.931373 2000-2012 –> 2013-2019 12.514527 31359.8547
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.211976 9624.9271 34.999630 2000-2012 –> 2013-2019 12.406630 31258.7511
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.211976 9624.9271 34.999630 2000-2012 –> 2013-2019 12.406630 31258.7511
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.085420 9565.9593 34.747483 2000-2012 –> 2013-2019 12.201975 31117.1828
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.085420 9565.9593 34.747483 2000-2012 –> 2013-2019 12.201975 31117.1828
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.211976 9624.9271 34.999630 2000-2012 –> 2013-2019 12.406630 31258.7511
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.085420 9565.9593 34.747483 2000-2012 –> 2013-2019 12.201975 31117.1828
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.728645 17212.5152 95.022081 1982-1999 –> 2000-2012 10.202218 25234.8670
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.728645 17212.5152 95.022081 1982-1999 –> 2000-2012 10.202218 25234.8670
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.728645 17212.5152 95.022081 1982-1999 –> 2000-2012 10.202218 25234.8670
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 6.740674 17219.7531 95.304119 1982-1999 –> 2000-2012 10.224958 25249.3593
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.734294 17216.8554 95.423450 1982-1999 –> 2000-2012 10.192326 25225.7280
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 6.740089 17219.3043 95.290847 1982-1999 –> 2000-2012 10.226278 25250.5543
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.735572 17217.8368 95.405866 1982-1999 –> 2000-2012 10.192643 25225.8737
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.735572 17217.8368 95.405866 1982-1999 –> 2000-2012 10.192643 25225.8737
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.735572 17217.8368 95.405866 1982-1999 –> 2000-2012 10.192643 25225.8737
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 6.736761 17216.7499 95.336160 1982-1999 –> 2000-2012 10.201702 25229.6226
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 7.640990 5772.7128 38.622621 2000-2012 –> 2013-2019 14.369635 22985.2280
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 7.640990 5772.7128 38.622621 2000-2012 –> 2013-2019 14.369635 22985.2280
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.640990 5772.7128 38.622621 2000-2012 –> 2013-2019 14.369635 22985.2280
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7.856991 5819.2109 39.814267 2000-2012 –> 2013-2019 14.592563 23037.0477
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate 7.645107 5771.6112 38.551833 2000-2012 –> 2013-2019 14.429572 23024.8557
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate_star 7.645107 5771.6112 38.551833 2000-2012 –> 2013-2019 14.429572 23024.8557
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 7.620218 5768.1722 38.629643 2000-2012 –> 2013-2019 14.389793 23012.0532
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 7.620218 5768.1722 38.629643 2000-2012 –> 2013-2019 14.389793 23012.0532
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 7.645107 5771.6112 38.551833 2000-2012 –> 2013-2019 14.429572 23024.8557
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7.620218 5768.1722 38.629643 2000-2012 –> 2013-2019 14.389793 23012.0532
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.538619 5996.3654 24.549642 1982-1999 –> 2000-2012 7.036676 8788.3574
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.538619 5996.3654 24.549642 1982-1999 –> 2000-2012 7.036676 8788.3574
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.538619 5996.3654 24.549642 1982-1999 –> 2000-2012 7.036676 8788.3574
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.552490 6005.0898 24.903706 1982-1999 –> 2000-2012 7.052059 8797.5312
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate 3.539227 5994.7488 24.488720 1982-1999 –> 2000-2012 7.041187 8785.9003
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.539227 5994.7488 24.488720 1982-1999 –> 2000-2012 7.041187 8785.9003
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.531541 5991.9005 24.474124 1982-1999 –> 2000-2012 7.033428 8785.0304
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.531541 5991.9005 24.474124 1982-1999 –> 2000-2012 7.033428 8785.0304
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.539227 5994.7488 24.488720 1982-1999 –> 2000-2012 7.041187 8785.9003
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.531541 5991.9005 24.474124 1982-1999 –> 2000-2012 7.033428 8785.0304
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.784662 1499.3836 9.788218 2000-2012 –> 2013-2019 6.323927 7496.1560
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.784662 1499.3836 9.788218 2000-2012 –> 2013-2019 6.323927 7496.1560
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.723613 1485.9060 10.032835 2000-2012 –> 2013-2019 6.262232 7482.2714
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.723613 1485.9060 10.032835 2000-2012 –> 2013-2019 6.262232 7482.2714
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 2.724300 1484.0593 10.020559 2000-2012 –> 2013-2019 6.298803 7500.9246
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.723613 1485.9060 10.032835 2000-2012 –> 2013-2019 6.262232 7482.2714
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.723262 1485.8275 10.009830 2000-2012 –> 2013-2019 6.275752 7490.9173
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.725202 1486.2605 10.056632 2000-2012 –> 2013-2019 6.313272 7513.5738
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.725202 1486.2605 10.056632 2000-2012 –> 2013-2019 6.313272 7513.5738
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.725202 1486.2605 10.056632 2000-2012 –> 2013-2019 6.313272 7513.5738
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.963531 10509.2908 15.701300 1982-1999 –> 2000-2012 5.837610 16049.7049
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.963531 10509.2908 15.701300 1982-1999 –> 2000-2012 5.837610 16049.7049
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.963460 10511.1910 15.689328 1982-1999 –> 2000-2012 5.831412 16048.8374
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.963460 10511.1910 15.689328 1982-1999 –> 2000-2012 5.831412 16048.8374
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.963531 10509.2908 15.701300 1982-1999 –> 2000-2012 5.837610 16049.7049
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.963460 10511.1910 15.689328 1982-1999 –> 2000-2012 5.831412 16048.8374
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.961810 10508.8566 15.813492 1982-1999 –> 2000-2012 5.835882 16051.2658
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.961810 10508.8566 15.813492 1982-1999 –> 2000-2012 5.835882 16051.2658
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.961810 10508.8566 15.813492 1982-1999 –> 2000-2012 5.835882 16051.2658
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.040224 10618.3449 15.645374 1982-1999 –> 2000-2012 5.915154 16161.4205
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3.000977 3290.2753 41.511933 2000-2012 –> 2013-2019 5.964508 13799.5660
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.000977 3290.2753 41.511933 2000-2012 –> 2013-2019 5.964508 13799.5660
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.000329 3291.9939 41.466671 2000-2012 –> 2013-2019 5.963789 13803.1849
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.000329 3291.9939 41.466671 2000-2012 –> 2013-2019 5.963789 13803.1849
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.000977 3290.2753 41.511933 2000-2012 –> 2013-2019 5.964508 13799.5660
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.000329 3291.9939 41.466671 2000-2012 –> 2013-2019 5.963789 13803.1849
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.991511 3288.1619 41.209162 2000-2012 –> 2013-2019 5.953321 13797.0185
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.991511 3288.1619 41.209162 2000-2012 –> 2013-2019 5.953321 13797.0185
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.991511 3288.1619 41.209162 2000-2012 –> 2013-2019 5.953321 13797.0185
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.002356 3292.8732 41.485519 2000-2012 –> 2013-2019 5.967169 13805.9766
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.799348 1550.6025 18.871787 1982-1999 –> 2000-2012 9.826280 4490.4132
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.799348 1550.6025 18.871787 1982-1999 –> 2000-2012 9.826280 4490.4132
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.799348 1550.6025 18.871787 1982-1999 –> 2000-2012 9.826280 4490.4132
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.887271 1563.3683 21.179585 1982-1999 –> 2000-2012 9.908239 4502.2782
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.868306 1560.6395 21.017519 1982-1999 –> 2000-2012 9.886558 4499.1387
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3.955322 1571.0522 18.832684 1982-1999 –> 2000-2012 9.985934 4509.4185
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate_star 3.955322 1571.0522 18.832684 1982-1999 –> 2000-2012 9.985934 4509.4185
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.863848 1559.9960 21.001759 1982-1999 –> 2000-2012 9.881913 4498.4669
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.863848 1559.9960 21.001759 1982-1999 –> 2000-2012 9.881913 4498.4669
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.863848 1559.9960 21.001759 1982-1999 –> 2000-2012 9.881913 4498.4669
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.634164 162.9854 3.571872 2000-2012 –> 2013-2019 5.433511 1713.5880
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.634164 162.9854 3.571872 2000-2012 –> 2013-2019 5.433511 1713.5880
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.634164 162.9854 3.571872 2000-2012 –> 2013-2019 5.433511 1713.5880
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.796538 170.3744 3.765076 2000-2012 –> 2013-2019 5.660386 1730.3704
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate 1.659815 162.2003 3.853338 2000-2012 –> 2013-2019 5.460001 1710.9259
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.659815 162.2003 3.853338 2000-2012 –> 2013-2019 5.460001 1710.9259
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.639305 163.2305 3.876439 2000-2012 –> 2013-2019 5.426707 1712.0757
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.639305 163.2305 3.876439 2000-2012 –> 2013-2019 5.426707 1712.0757
Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.659815 162.2003 3.853338 2000-2012 –> 2013-2019 5.460001 1710.9259
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.639305 163.2305 3.876439 2000-2012 –> 2013-2019 5.426707 1712.0757
Indian (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.382198 2588.1652 14.447209 1982-1999 –> 2000-2012 7.686350 6919.9431
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.298451 2563.6941 15.515675 1982-1999 –> 2000-2012 7.521719 6867.0158
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.298451 2563.6941 15.515675 1982-1999 –> 2000-2012 7.521719 6867.0158
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.298451 2563.6941 15.515675 1982-1999 –> 2000-2012 7.521719 6867.0158
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.335801 2574.6838 14.579578 1982-1999 –> 2000-2012 7.608144 6895.3350
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.323525 2571.0852 14.599932 1982-1999 –> 2000-2012 7.587231 6888.7013
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.322324 2570.7326 14.595572 1982-1999 –> 2000-2012 7.585681 6888.2256
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.322324 2570.7326 14.595572 1982-1999 –> 2000-2012 7.585681 6888.2256
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.322324 2570.7326 14.595572 1982-1999 –> 2000-2012 7.585681 6888.2256
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.387688 2587.7483 15.517077 1982-1999 –> 2000-2012 7.661120 6906.7820
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.227716 204.9127 7.202255 2000-2012 –> 2013-2019 5.526167 2768.6068
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.227716 204.9127 7.202255 2000-2012 –> 2013-2019 5.526167 2768.6068
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.227716 204.9127 7.202255 2000-2012 –> 2013-2019 5.526167 2768.6068
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.222366 204.7059 7.304005 2000-2012 –> 2013-2019 5.544690 2775.4386
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 2.229844 202.9948 7.176702 2000-2012 –> 2013-2019 5.542614 2768.9169
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.229844 202.9948 7.176702 2000-2012 –> 2013-2019 5.542614 2768.9169
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.227540 204.9059 7.214625 2000-2012 –> 2013-2019 5.511385 2764.2685
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.227540 204.9059 7.214625 2000-2012 –> 2013-2019 5.511385 2764.2685
Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.229844 202.9948 7.176702 2000-2012 –> 2013-2019 5.542614 2768.9169
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.227540 204.9059 7.214625 2000-2012 –> 2013-2019 5.511385 2764.2685
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.161645 4372.7727 12.135070 1982-1999 –> 2000-2012 6.794626 9409.2439
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.161645 4372.7727 12.135070 1982-1999 –> 2000-2012 6.794626 9409.2439
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.161645 4372.7727 12.135070 1982-1999 –> 2000-2012 6.794626 9409.2439
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 3.162252 4371.0980 11.280373 1982-1999 –> 2000-2012 6.853678 9435.1580
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.159315 4371.5220 11.499515 1982-1999 –> 2000-2012 6.850722 9437.5725
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3.162611 4371.2909 11.280213 1982-1999 –> 2000-2012 6.854993 9435.8308
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.159550 4371.6483 11.503605 1982-1999 –> 2000-2012 6.851883 9438.1635
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.159550 4371.6483 11.503605 1982-1999 –> 2000-2012 6.851883 9438.1635
Indian (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 3.162611 4371.2909 11.280213 1982-1999 –> 2000-2012 6.854993 9435.8308
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.159550 4371.6483 11.503605 1982-1999 –> 2000-2012 6.851883 9438.1635
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.019551 311.0539 6.198337 2000-2012 –> 2013-2019 5.187427 4687.1656
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.019146 311.0259 6.227558 2000-2012 –> 2013-2019 5.178461 4682.5479
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.019168 311.0274 6.217487 2000-2012 –> 2013-2019 5.178718 4682.6756
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.019168 311.0274 6.217487 2000-2012 –> 2013-2019 5.178718 4682.6756
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.019168 311.0274 6.217487 2000-2012 –> 2013-2019 5.178718 4682.6756
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.029153 311.7180 6.313325 2000-2012 –> 2013-2019 5.194574 4686.5153
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.029153 311.7180 6.313325 2000-2012 –> 2013-2019 5.194574 4686.5153
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.029153 311.7180 6.313325 2000-2012 –> 2013-2019 5.194574 4686.5153
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2.029513 309.7428 6.292267 2000-2012 –> 2013-2019 5.195956 4683.0872
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.029856 309.7665 6.283856 2000-2012 –> 2013-2019 5.196596 4683.2698
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.518705 8018.3243 18.639190 1982-1999 –> 2000-2012 7.542138 18348.9665
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.518705 8018.3243 18.639190 1982-1999 –> 2000-2012 7.542138 18348.9665
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.518705 8018.3243 18.639190 1982-1999 –> 2000-2012 7.542138 18348.9665
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 3.540263 8034.5869 18.619316 1982-1999 –> 2000-2012 7.585876 18383.4055
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.537790 8034.4976 18.674710 1982-1999 –> 2000-2012 7.576951 18379.4584
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.523090 8022.0483 18.683192 1982-1999 –> 2000-2012 7.555070 18360.4780
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3.541079 8035.2766 18.620442 1982-1999 –> 2000-2012 7.588104 18385.3744
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.524438 8023.1919 18.682994 1982-1999 –> 2000-2012 7.557978 18363.0417
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.524438 8023.1919 18.682994 1982-1999 –> 2000-2012 7.557978 18363.0417
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.524438 8023.1919 18.682994 1982-1999 –> 2000-2012 7.557978 18363.0417
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.311189 1178.4575 21.659892 2000-2012 –> 2013-2019 5.848979 9212.9551
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.301825 1176.3627 21.701038 2000-2012 –> 2013-2019 5.824915 9198.4111
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.304738 1177.0153 21.692576 2000-2012 –> 2013-2019 5.829176 9200.2072
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.304738 1177.0153 21.692576 2000-2012 –> 2013-2019 5.829176 9200.2072
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.304738 1177.0153 21.692576 2000-2012 –> 2013-2019 5.829176 9200.2072
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.297296 1175.3464 21.740445 2000-2012 –> 2013-2019 5.841936 9215.6278
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.297296 1175.3464 21.740445 2000-2012 –> 2013-2019 5.841936 9215.6278
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.297296 1175.3464 21.740445 2000-2012 –> 2013-2019 5.841936 9215.6278
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.302624 1174.5418 21.754828 2000-2012 –> 2013-2019 5.855494 9219.7572
Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.306150 1175.3313 21.765496 2000-2012 –> 2013-2019 5.860227 9221.5628
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 4.318460 4697.8676 56.973653 1982-1999 –> 2000-2012 8.536736 12255.9517
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 4.318460 4697.8676 56.973653 1982-1999 –> 2000-2012 8.536736 12255.9517
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.316848 4699.2606 56.893928 1982-1999 –> 2000-2012 8.531370 12256.9937
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.316848 4699.2606 56.893928 1982-1999 –> 2000-2012 8.531370 12256.9937
Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.318460 4697.8676 56.973653 1982-1999 –> 2000-2012 8.536736 12255.9517
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.316848 4699.2606 56.893928 1982-1999 –> 2000-2012 8.531370 12256.9937
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.317705 4699.5833 57.251773 1982-1999 –> 2000-2012 8.503176 12239.0558
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.317705 4699.5833 57.251773 1982-1999 –> 2000-2012 8.503176 12239.0558
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.317705 4699.5833 57.251773 1982-1999 –> 2000-2012 8.503176 12239.0558
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.316095 4698.9770 56.999576 1982-1999 –> 2000-2012 8.535206 12259.5830
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.120616 721.6304 6.297614 2000-2012 –> 2013-2019 6.437465 5420.8910
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.120616 721.6304 6.297614 2000-2012 –> 2013-2019 6.437465 5420.8910
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.121331 719.7402 6.339631 2000-2012 –> 2013-2019 6.439880 5417.6414
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.120616 721.6304 6.297614 2000-2012 –> 2013-2019 6.437465 5420.8910
Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 2.144621 723.2998 6.761460 2000-2012 –> 2013-2019 6.490249 5431.3648
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.120363 721.5915 6.279205 2000-2012 –> 2013-2019 6.436458 5420.5684
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.121821 721.8156 6.187908 2000-2012 –> 2013-2019 6.444392 5423.2303
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.120148 721.5584 6.226611 2000-2012 –> 2013-2019 6.442497 5422.8894
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.120148 721.5584 6.226611 2000-2012 –> 2013-2019 6.442497 5422.8894
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.120148 721.5584 6.226611 2000-2012 –> 2013-2019 6.442497 5422.8894
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.070443 5902.1320 51.191284 1982-1999 –> 2000-2012 8.138919 15133.4600
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.827716 5773.8773 51.124741 1982-1999 –> 2000-2012 7.881294 14993.2243
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.827716 5773.8773 51.124741 1982-1999 –> 2000-2012 7.881294 14993.2243
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.827716 5773.8773 51.124741 1982-1999 –> 2000-2012 7.881294 14993.2243
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate 3.839120 5778.0830 50.801396 1982-1999 –> 2000-2012 7.900499 15001.7092
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.839120 5778.0830 50.801396 1982-1999 –> 2000-2012 7.900499 15001.7092
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.777181 5746.1536 50.754440 1982-1999 –> 2000-2012 7.821798 14958.2726
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.777181 5746.1536 50.754440 1982-1999 –> 2000-2012 7.821798 14958.2726
Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.839120 5778.0830 50.801396 1982-1999 –> 2000-2012 7.900499 15001.7092
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.777181 5746.1536 50.754440 1982-1999 –> 2000-2012 7.821798 14958.2726
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.989307 1042.0817 6.896015 2000-2012 –> 2013-2019 6.059749 6944.2137
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.989307 1042.0817 6.896015 2000-2012 –> 2013-2019 6.059749 6944.2137
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.989307 1042.0817 6.896015 2000-2012 –> 2013-2019 6.059749 6944.2137
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.993537 1043.1182 6.889599 2000-2012 –> 2013-2019 6.126226 6976.9086
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.988512 1041.8867 6.920538 2000-2012 –> 2013-2019 6.169522 6999.9255
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.988512 1041.8867 6.920538 2000-2012 –> 2013-2019 6.169522 6999.9255
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.988512 1041.8867 6.920538 2000-2012 –> 2013-2019 6.169522 6999.9255
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.102499 1069.0878 7.368415 2000-2012 –> 2013-2019 5.879680 6815.2414
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.102499 1069.0878 7.368415 2000-2012 –> 2013-2019 5.879680 6815.2414
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.102499 1069.0878 7.368415 2000-2012 –> 2013-2019 5.879680 6815.2414
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.431062 7433.7602 17.266484 1982-1999 –> 2000-2012 7.276006 18162.0719
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.437092 7438.6729 17.798191 1982-1999 –> 2000-2012 7.216257 18100.1358
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.437092 7438.6729 17.798191 1982-1999 –> 2000-2012 7.216257 18100.1358
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.437092 7438.6729 17.798191 1982-1999 –> 2000-2012 7.216257 18100.1358
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.477114 7469.0652 18.296138 1982-1999 –> 2000-2012 7.263034 18135.4460
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.477114 7469.0652 18.296138 1982-1999 –> 2000-2012 7.263034 18135.4460
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.470781 7465.9638 17.790731 1982-1999 –> 2000-2012 7.243413 18120.7244
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.470781 7465.9638 17.790731 1982-1999 –> 2000-2012 7.243413 18120.7244
Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.477114 7469.0652 18.296138 1982-1999 –> 2000-2012 7.263034 18135.4460
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.470781 7465.9638 17.790731 1982-1999 –> 2000-2012 7.243413 18120.7244
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.961810 1244.5700 6.269985 2000-2012 –> 2013-2019 5.392873 8678.3302
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.961810 1244.5700 6.269985 2000-2012 –> 2013-2019 5.392873 8678.3302
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.961810 1244.5700 6.269985 2000-2012 –> 2013-2019 5.392873 8678.3302
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.943292 1238.9932 6.155317 2000-2012 –> 2013-2019 5.389038 8684.7023
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.929693 1234.8642 6.010498 2000-2012 –> 2013-2019 5.400987 8701.2415
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.930821 1235.2076 6.028745 2000-2012 –> 2013-2019 5.400363 8700.1729
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.930821 1235.2076 6.028745 2000-2012 –> 2013-2019 5.400363 8700.1729
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.930821 1235.2076 6.028745 2000-2012 –> 2013-2019 5.400363 8700.1729
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.943955 1237.1938 6.125859 2000-2012 –> 2013-2019 5.416089 8702.2486
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.128390 1292.4908 9.160183 2000-2012 –> 2013-2019 5.599170 8758.4547
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.210269 3824.7222 25.871935 1982-1999 –> 2000-2012 6.965094 8763.3188
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.210269 3824.7222 25.871935 1982-1999 –> 2000-2012 6.965094 8763.3188
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.210269 3824.7222 25.871935 1982-1999 –> 2000-2012 6.965094 8763.3188
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.190958 3815.8286 25.141746 1982-1999 –> 2000-2012 6.969534 8765.7503
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.190958 3815.8286 25.141746 1982-1999 –> 2000-2012 6.969534 8765.7503
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.190958 3815.8286 25.141746 1982-1999 –> 2000-2012 6.969534 8765.7503
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.176483 3809.1273 25.116343 1982-1999 –> 2000-2012 6.968826 8765.5802
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.196384 3818.3329 25.110489 1982-1999 –> 2000-2012 6.952024 8757.3193
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.196384 3818.3329 25.110489 1982-1999 –> 2000-2012 6.952024 8757.3193
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.196384 3818.3329 25.110489 1982-1999 –> 2000-2012 6.952024 8757.3193
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.851523 709.9519 6.169593 2000-2012 –> 2013-2019 5.028006 4519.0792
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.843516 708.4697 6.125995 2000-2012 –> 2013-2019 5.012552 4514.1371
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.844522 708.6563 6.134117 2000-2012 –> 2013-2019 5.013313 4514.2100
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.844522 708.6563 6.134117 2000-2012 –> 2013-2019 5.013313 4514.2100
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.844522 708.6563 6.134117 2000-2012 –> 2013-2019 5.013313 4514.2100
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.878870 712.9663 6.343354 2000-2012 –> 2013-2019 5.049631 4517.4357
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.880770 715.3120 6.344681 2000-2012 –> 2013-2019 5.077153 4533.6448
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.880770 715.3120 6.344681 2000-2012 –> 2013-2019 5.077153 4533.6448
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.880770 715.3120 6.344681 2000-2012 –> 2013-2019 5.077153 4533.6448
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1.880849 713.3264 6.347870 2000-2012 –> 2013-2019 5.079720 4530.8061
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 2.778357 4947.2943 14.290610 1982-1999 –> 2000-2012 6.150867 11435.1305
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.778357 4947.2943 14.290610 1982-1999 –> 2000-2012 6.150867 11435.1305
Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.778357 4947.2943 14.290610 1982-1999 –> 2000-2012 6.150867 11435.1305
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.777716 4948.8275 14.455361 1982-1999 –> 2000-2012 6.149903 11438.4287
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.777716 4948.8275 14.455361 1982-1999 –> 2000-2012 6.149903 11438.4287
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.777716 4948.8275 14.455361 1982-1999 –> 2000-2012 6.149903 11438.4287
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.748222 4927.2427 13.431522 1982-1999 –> 2000-2012 6.148215 11437.0292
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.750561 4928.9632 13.396139 1982-1999 –> 2000-2012 6.122400 11418.3105
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.750561 4928.9632 13.396139 1982-1999 –> 2000-2012 6.122400 11418.3105
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.750561 4928.9632 13.396139 1982-1999 –> 2000-2012 6.122400 11418.3105
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.765256 1162.6213 5.763802 2000-2012 –> 2013-2019 4.516640 6092.1899
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.738068 1153.6500 5.932204 2000-2012 –> 2013-2019 4.486290 6080.8927
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.737584 1153.4890 5.941617 2000-2012 –> 2013-2019 4.497203 6089.0998
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.737612 1153.4983 5.945109 2000-2012 –> 2013-2019 4.500382 6091.4170
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.737612 1153.4983 5.945109 2000-2012 –> 2013-2019 4.500382 6091.4170
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.737612 1153.4983 5.945109 2000-2012 –> 2013-2019 4.500382 6091.4170
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.760527 1161.0708 5.827334 2000-2012 –> 2013-2019 4.511088 6090.0339
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.760527 1161.0708 5.827334 2000-2012 –> 2013-2019 4.511088 6090.0339
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1.764744 1160.4538 5.804062 2000-2012 –> 2013-2019 4.515758 6087.7494
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.760527 1161.0708 5.827334 2000-2012 –> 2013-2019 4.511088 6090.0339
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.686848 7510.3545 14.509745 1982-1999 –> 2000-2012 6.425487 19674.0905
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.706151 7532.6473 14.715465 1982-1999 –> 2000-2012 6.402565 19645.9732
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.706151 7532.6473 14.715465 1982-1999 –> 2000-2012 6.402565 19645.9732
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.706151 7532.6473 14.715465 1982-1999 –> 2000-2012 6.402565 19645.9732
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 2.706245 7530.7547 14.790911 1982-1999 –> 2000-2012 6.403539 19643.1382
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.706245 7530.7547 14.790911 1982-1999 –> 2000-2012 6.403539 19643.1382
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.694892 7519.6640 15.931124 1982-1999 –> 2000-2012 6.384300 19624.5711
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.694892 7519.6640 15.931124 1982-1999 –> 2000-2012 6.384300 19624.5711
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.706245 7530.7547 14.790911 1982-1999 –> 2000-2012 6.403539 19643.1382
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.694892 7519.6640 15.931124 1982-1999 –> 2000-2012 6.384300 19624.5711
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 1.979254 2382.6710 7.958321 2000-2012 –> 2013-2019 4.678903 9905.8267
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate_star 1.979254 2382.6710 7.958321 2000-2012 –> 2013-2019 4.678903 9905.8267
Indian (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.979254 2382.6710 7.958321 2000-2012 –> 2013-2019 4.678903 9905.8267
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.973890 2381.6096 7.597253 2000-2012 –> 2013-2019 4.660738 9891.9641
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.973890 2381.6096 7.597253 2000-2012 –> 2013-2019 4.660738 9891.9641
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.973890 2381.6096 7.597253 2000-2012 –> 2013-2019 4.660738 9891.9641
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.987465 2389.3408 8.777356 2000-2012 –> 2013-2019 4.693617 9921.9881
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.978745 2384.3809 7.811971 2000-2012 –> 2013-2019 4.673637 9904.0448
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.978745 2384.3809 7.811971 2000-2012 –> 2013-2019 4.673637 9904.0448
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.978745 2384.3809 7.811971 2000-2012 –> 2013-2019 4.673637 9904.0448
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.867220 5339.2942 13.251349 1982-1999 –> 2000-2012 6.343271 14259.1744
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.851187 5327.2158 13.070966 1982-1999 –> 2000-2012 6.302643 14223.3654
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.851187 5327.2158 13.070966 1982-1999 –> 2000-2012 6.302643 14223.3654
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.851187 5327.2158 13.070966 1982-1999 –> 2000-2012 6.302643 14223.3654
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 2.867753 5337.6945 12.974070 1982-1999 –> 2000-2012 6.320818 14233.4015
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.867753 5337.6945 12.974070 1982-1999 –> 2000-2012 6.320818 14233.4015
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.867624 5339.5975 12.977660 1982-1999 –> 2000-2012 6.297151 14214.4461
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.867624 5339.5975 12.977660 1982-1999 –> 2000-2012 6.297151 14214.4461
Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.867753 5337.6945 12.974070 1982-1999 –> 2000-2012 6.320818 14233.4015
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.867624 5339.5975 12.977660 1982-1999 –> 2000-2012 6.297151 14214.4461
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 1.983270 1568.7273 6.992046 2000-2012 –> 2013-2019 4.850898 6906.3276
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.983270 1568.7273 6.992046 2000-2012 –> 2013-2019 4.850898 6906.3276
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.958962 1561.6015 6.726694 2000-2012 –> 2013-2019 4.826182 6900.8956
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.958962 1561.6015 6.726694 2000-2012 –> 2013-2019 4.826182 6900.8956
Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.983270 1568.7273 6.992046 2000-2012 –> 2013-2019 4.850898 6906.3276
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.958962 1561.6015 6.726694 2000-2012 –> 2013-2019 4.826182 6900.8956
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.970492 1565.9443 6.803658 2000-2012 –> 2013-2019 4.821680 6893.1600
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.970492 1565.9443 6.803658 2000-2012 –> 2013-2019 4.821680 6893.1600
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.970492 1565.9443 6.803658 2000-2012 –> 2013-2019 4.821680 6893.1600
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.993725 1574.6181 6.633233 2000-2012 –> 2013-2019 4.861349 6914.2157
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 3.541189 22568.6696 27.964773 1982-1999 –> 2000-2012 7.059176 46987.9829
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.541189 22568.6696 27.964773 1982-1999 –> 2000-2012 7.059176 46987.9829
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.541189 22568.6696 27.964773 1982-1999 –> 2000-2012 7.059176 46987.9829
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.413666 22262.3733 28.075820 1982-1999 –> 2000-2012 6.884188 46559.8274
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.413666 22262.3733 28.075820 1982-1999 –> 2000-2012 6.884188 46559.8274
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.413666 22262.3733 28.075820 1982-1999 –> 2000-2012 6.884188 46559.8274
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.757427 23068.9095 28.032318 1982-1999 –> 2000-2012 7.129576 47104.1760
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.467230 22393.2484 27.778831 1982-1999 –> 2000-2012 6.866725 46502.1588
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.467230 22393.2484 27.778831 1982-1999 –> 2000-2012 6.866725 46502.1588
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.467230 22393.2484 27.778831 1982-1999 –> 2000-2012 6.866725 46502.1588
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 2.187473 7017.7633 10.266120 2000-2012 –> 2013-2019 5.728662 29586.4329
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.187473 7017.7633 10.266120 2000-2012 –> 2013-2019 5.728662 29586.4329
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.187473 7017.7633 10.266120 2000-2012 –> 2013-2019 5.728662 29586.4329
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.166672 6989.3597 10.095883 2000-2012 –> 2013-2019 5.580338 29251.7330
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.166672 6989.3597 10.095883 2000-2012 –> 2013-2019 5.580338 29251.7330
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.166672 6989.3597 10.095883 2000-2012 –> 2013-2019 5.580338 29251.7330
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.215327 7060.0246 9.628111 2000-2012 –> 2013-2019 6.026354 30247.9992
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.045089 6805.5964 8.596554 2000-2012 –> 2013-2019 5.512319 29198.8447
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.045089 6805.5964 8.596554 2000-2012 –> 2013-2019 5.512319 29198.8447
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.045089 6805.5964 8.596554 2000-2012 –> 2013-2019 5.512319 29198.8447
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.415859 24341.1744 61.723592 1982-1999 –> 2000-2012 19.373579 33208.0961
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.415859 24341.1744 61.723592 1982-1999 –> 2000-2012 19.373579 33208.0961
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.415859 24341.1744 61.723592 1982-1999 –> 2000-2012 19.373579 33208.0961
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.819703 24794.2351 63.586974 1982-1999 –> 2000-2012 20.175753 33728.4947
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.532456 24474.8449 60.017414 1982-1999 –> 2000-2012 19.546380 33351.3924
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.571005 24518.5145 59.696942 1982-1999 –> 2000-2012 19.607624 33398.9370
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.592096 24542.2991 59.584417 1982-1999 –> 2000-2012 19.641571 33424.9138
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.592096 24542.2991 59.584417 1982-1999 –> 2000-2012 19.641571 33424.9138
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.592096 24542.2991 59.584417 1982-1999 –> 2000-2012 19.641571 33424.9138
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.881975 24859.6999 61.038323 1982-1999 –> 2000-2012 20.161047 33779.1040
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.423205 16625.6199 26.659144 2000-2012 –> 2013-2019 11.839065 40966.7944
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.423205 16625.6199 26.659144 2000-2012 –> 2013-2019 11.839065 40966.7944
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.423205 16625.6199 26.659144 2000-2012 –> 2013-2019 11.839065 40966.7944
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.804471 16988.5631 30.420161 2000-2012 –> 2013-2019 12.624174 41782.7982
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.804471 16988.5631 30.420161 2000-2012 –> 2013-2019 12.624174 41782.7982
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.650785 16845.2156 26.812481 2000-2012 –> 2013-2019 12.183241 41320.0605
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.715900 16906.4204 26.905492 2000-2012 –> 2013-2019 12.286905 41424.9349
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.759033 16946.5809 26.871708 2000-2012 –> 2013-2019 12.351129 41488.8800
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.759033 16946.5809 26.871708 2000-2012 –> 2013-2019 12.351129 41488.8800
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.759033 16946.5809 26.871708 2000-2012 –> 2013-2019 12.351129 41488.8800
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.448491 14082.3849 36.416909 1982-1999 –> 2000-2012 13.077552 20851.3852
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.448491 14082.3849 36.416909 1982-1999 –> 2000-2012 13.077552 20851.3852
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.448491 14082.3849 36.416909 1982-1999 –> 2000-2012 13.077552 20851.3852
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.457808 14092.4946 36.617468 1982-1999 –> 2000-2012 13.074227 20858.7238
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.485486 14122.4027 36.717889 1982-1999 –> 2000-2012 13.111414 20890.7168
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.489290 14126.4995 36.726997 1982-1999 –> 2000-2012 13.117673 20895.3512
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.489290 14126.4995 36.726997 1982-1999 –> 2000-2012 13.117673 20895.3512
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.489290 14126.4995 36.726997 1982-1999 –> 2000-2012 13.117673 20895.3512
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.784113 14433.8438 37.107512 1982-1999 –> 2000-2012 13.488751 21219.3254
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.784113 14433.8438 37.107512 1982-1999 –> 2000-2012 13.488751 21219.3254
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.781642 8041.3624 19.629167 2000-2012 –> 2013-2019 8.230132 22123.7472
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.781642 8041.3624 19.629167 2000-2012 –> 2013-2019 8.230132 22123.7472
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.781642 8041.3624 19.629167 2000-2012 –> 2013-2019 8.230132 22123.7472
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.864722 8104.8184 19.141836 2000-2012 –> 2013-2019 8.322530 22197.3130
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.910116 8138.9160 18.877300 2000-2012 –> 2013-2019 8.395601 22261.3187
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.911494 8139.9450 18.812081 2000-2012 –> 2013-2019 8.400784 22266.4446
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.911494 8139.9450 18.812081 2000-2012 –> 2013-2019 8.400784 22266.4446
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.911494 8139.9450 18.812081 2000-2012 –> 2013-2019 8.400784 22266.4446
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.917993 8142.7929 18.194629 2000-2012 –> 2013-2019 8.572147 22441.5608
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.058520 8247.6899 17.519109 2000-2012 –> 2013-2019 8.842633 22681.5338
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate 5.143667 13351.4598 47.835082 1982-1999 –> 2000-2012 11.691713 18765.7560
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 5.143667 13351.4598 47.835082 1982-1999 –> 2000-2012 11.691713 18765.7560
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.067180 13288.0788 48.599164 1982-1999 –> 2000-2012 11.577040 18694.7950
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.067180 13288.0788 48.599164 1982-1999 –> 2000-2012 11.577040 18694.7950
Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.143667 13351.4598 47.835082 1982-1999 –> 2000-2012 11.691713 18765.7560
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.067180 13288.0788 48.599164 1982-1999 –> 2000-2012 11.577040 18694.7950
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.139030 13349.5237 47.823045 1982-1999 –> 2000-2012 11.687072 18765.8192
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.139030 13349.5237 47.823045 1982-1999 –> 2000-2012 11.687072 18765.8192
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.139030 13349.5237 47.823045 1982-1999 –> 2000-2012 11.687072 18765.8192
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.135357 13346.4033 48.492050 1982-1999 –> 2000-2012 11.683635 18762.7577
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 4.281547 6735.4117 15.461162 2000-2012 –> 2013-2019 9.433159 20093.6072
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate_star 4.281547 6735.4117 15.461162 2000-2012 –> 2013-2019 9.433159 20093.6072
Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.281547 6735.4117 15.461162 2000-2012 –> 2013-2019 9.433159 20093.6072
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.241206 6715.2596 14.527290 2000-2012 –> 2013-2019 9.308385 20003.3383
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.241206 6715.2596 14.527290 2000-2012 –> 2013-2019 9.308385 20003.3383
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.241206 6715.2596 14.527290 2000-2012 –> 2013-2019 9.308385 20003.3383
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.289690 6741.8578 14.425592 2000-2012 –> 2013-2019 9.425046 20088.2611
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.273597 6733.0627 15.346821 2000-2012 –> 2013-2019 9.372029 20047.9745
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.273597 6733.0627 15.346821 2000-2012 –> 2013-2019 9.372029 20047.9745
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.273597 6733.0627 15.346821 2000-2012 –> 2013-2019 9.372029 20047.9745
Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.872604 18471.7821 46.877515 1982-1999 –> 2000-2012 13.200035 26325.0838
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.869716 18470.1376 46.859579 1982-1999 –> 2000-2012 13.191141 26323.8404
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.869716 18470.1376 46.859579 1982-1999 –> 2000-2012 13.191141 26323.8404
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.869716 18470.1376 46.859579 1982-1999 –> 2000-2012 13.191141 26323.8404
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.882520 18486.2811 46.700355 1982-1999 –> 2000-2012 13.195309 26337.6830
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.882520 18486.2811 46.700355 1982-1999 –> 2000-2012 13.195309 26337.6830
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.882520 18486.2811 46.700355 1982-1999 –> 2000-2012 13.195309 26337.6830
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.861843 18460.1893 46.694369 1982-1999 –> 2000-2012 13.182961 26313.8106
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.861843 18460.1893 46.694369 1982-1999 –> 2000-2012 13.182961 26313.8106
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.861843 18460.1893 46.694369 1982-1999 –> 2000-2012 13.182961 26313.8106
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.261142 10954.3664 14.958315 2000-2012 –> 2013-2019 9.130858 29424.5039
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.238761 10934.2813 15.214314 2000-2012 –> 2013-2019 9.121281 29420.5623
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.238761 10934.2813 15.214314 2000-2012 –> 2013-2019 9.121281 29420.5623
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.238761 10934.2813 15.214314 2000-2012 –> 2013-2019 9.121281 29420.5623
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate 4.241225 10934.4977 15.085515 2000-2012 –> 2013-2019 9.125280 29420.7110
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate_star 4.241225 10934.4977 15.085515 2000-2012 –> 2013-2019 9.125280 29420.7110
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.234956 10930.8559 15.497898 2000-2012 –> 2013-2019 9.096799 29391.0452
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.234956 10930.8559 15.497898 2000-2012 –> 2013-2019 9.096799 29391.0452
Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.241225 10934.4977 15.085515 2000-2012 –> 2013-2019 9.125280 29420.7110
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.234956 10930.8559 15.497898 2000-2012 –> 2013-2019 9.096799 29391.0452
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.385995 31085.2365 47.390671 1982-1999 –> 2000-2012 10.554583 46242.0347
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.385995 31085.2365 47.390671 1982-1999 –> 2000-2012 10.554583 46242.0347
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.398838 31114.5925 47.426200 1982-1999 –> 2000-2012 10.570744 46271.9044
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.385995 31085.2365 47.390671 1982-1999 –> 2000-2012 10.554583 46242.0347
Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.485445 31323.6800 47.478327 1982-1999 –> 2000-2012 10.729638 46535.4410
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.391163 31097.8629 47.437791 1982-1999 –> 2000-2012 10.561587 46256.0525
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.409941 31143.6255 47.573673 1982-1999 –> 2000-2012 10.594115 46312.2238
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.407566 31137.8483 47.558168 1982-1999 –> 2000-2012 10.590474 46305.4888
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.407566 31137.8483 47.558168 1982-1999 –> 2000-2012 10.590474 46305.4888
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.407566 31137.8483 47.558168 1982-1999 –> 2000-2012 10.590474 46305.4888
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.052279 16275.1174 18.704595 2000-2012 –> 2013-2019 8.438274 47360.3539
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.052279 16275.1174 18.704595 2000-2012 –> 2013-2019 8.438274 47360.3539
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.077406 16308.7852 18.336930 2000-2012 –> 2013-2019 8.476244 47423.3778
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.052279 16275.1174 18.704595 2000-2012 –> 2013-2019 8.438274 47360.3539
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.082894 16318.5457 18.361272 2000-2012 –> 2013-2019 8.550864 47602.3644
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.066214 16294.9258 18.624996 2000-2012 –> 2013-2019 8.457377 47392.7887
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.098419 16340.4442 18.691505 2000-2012 –> 2013-2019 8.508360 47484.0698
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.093713 16333.8155 18.668796 2000-2012 –> 2013-2019 8.501279 47471.6638
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.093713 16333.8155 18.668796 2000-2012 –> 2013-2019 8.501279 47471.6638
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.093713 16333.8155 18.668796 2000-2012 –> 2013-2019 8.501279 47471.6638
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.713367 29469.2450 37.014882 1982-1999 –> 2000-2012 8.548250 42983.7834
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.713367 29469.2450 37.014882 1982-1999 –> 2000-2012 8.548250 42983.7834
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.791037 29690.5210 35.260754 1982-1999 –> 2000-2012 8.799027 43361.6406
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.713367 29469.2450 37.014882 1982-1999 –> 2000-2012 8.548250 42983.7834
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.716836 29479.3156 37.032168 1982-1999 –> 2000-2012 8.553610 42995.6168
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.722092 29494.5585 37.080731 1982-1999 –> 2000-2012 8.563156 43014.8557
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.721360 29492.4377 37.068326 1982-1999 –> 2000-2012 8.562459 43012.7675
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.721360 29492.4377 37.068326 1982-1999 –> 2000-2012 8.562459 43012.7675
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.721360 29492.4377 37.068326 1982-1999 –> 2000-2012 8.562459 43012.7675
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.823963 29783.7962 38.396858 1982-1999 –> 2000-2012 8.665375 43302.4175
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.207573 16849.1269 15.172077 2000-2012 –> 2013-2019 6.920940 46318.3719
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.207573 16849.1269 15.172077 2000-2012 –> 2013-2019 6.920940 46318.3719
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.253607 16939.9500 14.238772 2000-2012 –> 2013-2019 7.044644 46630.4711
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.207573 16849.1269 15.172077 2000-2012 –> 2013-2019 6.920940 46318.3719
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.211723 16857.5509 15.143880 2000-2012 –> 2013-2019 6.928559 46336.8664
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.218844 16871.9779 15.151568 2000-2012 –> 2013-2019 6.940937 46366.5364
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.217711 16869.6831 15.144470 2000-2012 –> 2013-2019 6.939071 46362.1208
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.217711 16869.6831 15.144470 2000-2012 –> 2013-2019 6.939071 46362.1208
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.217711 16869.6831 15.144470 2000-2012 –> 2013-2019 6.939071 46362.1208
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.344724 17119.8661 16.258101 2000-2012 –> 2013-2019 7.168687 46903.6622
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.496483 31426.7292 32.183273 1982-1999 –> 2000-2012 8.178415 44920.7837
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.496483 31426.7292 32.183273 1982-1999 –> 2000-2012 8.178415 44920.7837
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.496483 31426.7292 32.183273 1982-1999 –> 2000-2012 8.178415 44920.7837
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.670790 31998.9402 34.908977 1982-1999 –> 2000-2012 8.388880 45527.9991
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.470899 31340.3468 32.307324 1982-1999 –> 2000-2012 8.146631 44828.3728
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.444897 31251.9030 32.406870 1982-1999 –> 2000-2012 8.121474 44740.7505
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.447127 31259.5135 32.411008 1982-1999 –> 2000-2012 8.123919 44748.5701
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.447127 31259.5135 32.411008 1982-1999 –> 2000-2012 8.123919 44748.5701
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.447127 31259.5135 32.411008 1982-1999 –> 2000-2012 8.123919 44748.5701
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.485544 31387.8727 32.663867 1982-1999 –> 2000-2012 8.200476 44911.8844
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.970298 18851.0982 11.930765 2000-2012 –> 2013-2019 6.466782 50277.8274
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.970298 18851.0982 11.930765 2000-2012 –> 2013-2019 6.466782 50277.8274
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.083008 19128.8706 12.138370 2000-2012 –> 2013-2019 6.690294 50920.5509
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.970298 18851.0982 11.930765 2000-2012 –> 2013-2019 6.466782 50277.8274
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.970855 18852.5065 12.744079 2000-2012 –> 2013-2019 6.441754 50192.8534
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.972169 18855.8283 13.570325 2000-2012 –> 2013-2019 6.417066 50107.7312
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.971952 18855.2798 13.455255 2000-2012 –> 2013-2019 6.419079 50114.7933
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.971952 18855.2798 13.455255 2000-2012 –> 2013-2019 6.419079 50114.7933
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.971952 18855.2798 13.455255 2000-2012 –> 2013-2019 6.419079 50114.7933
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.044811 19035.2183 16.712551 2000-2012 –> 2013-2019 6.530355 50423.0909
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.150883 15752.5220 22.485482 1982-1999 –> 2000-2012 7.380397 22060.7781
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.150883 15752.5220 22.485482 1982-1999 –> 2000-2012 7.380397 22060.7781
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.150883 15752.5220 22.485482 1982-1999 –> 2000-2012 7.380397 22060.7781
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.140082 15731.4650 22.612946 1982-1999 –> 2000-2012 7.378727 22044.4659
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.138373 15728.1266 22.606198 1982-1999 –> 2000-2012 7.378156 22041.7182
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.138373 15728.1266 22.606198 1982-1999 –> 2000-2012 7.378156 22041.7182
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.138373 15728.1266 22.606198 1982-1999 –> 2000-2012 7.378156 22041.7182
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.113069 15678.4856 22.484208 1982-1999 –> 2000-2012 7.335717 21983.1679
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.113069 15678.4856 22.484208 1982-1999 –> 2000-2012 7.335717 21983.1679
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.113069 15678.4856 22.484208 1982-1999 –> 2000-2012 7.335717 21983.1679
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.892329 9287.9804 12.140630 2000-2012 –> 2013-2019 6.054161 25061.7724
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.884372 9277.6823 12.101696 2000-2012 –> 2013-2019 6.024454 25009.1474
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.884502 9277.8510 12.108207 2000-2012 –> 2013-2019 6.022875 25005.9776
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.884502 9277.8510 12.108207 2000-2012 –> 2013-2019 6.022875 25005.9776
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.884502 9277.8510 12.108207 2000-2012 –> 2013-2019 6.022875 25005.9776
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.885451 9277.0810 12.197116 2000-2012 –> 2013-2019 6.059942 25073.3746
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.927287 9332.8886 13.016016 2000-2012 –> 2013-2019 6.040356 25011.3741
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.927287 9332.8886 13.016016 2000-2012 –> 2013-2019 6.040356 25011.3741
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.927287 9332.8886 13.016016 2000-2012 –> 2013-2019 6.040356 25011.3741
Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2.940080 9347.1887 13.098013 2000-2012 –> 2013-2019 6.086666 25089.3427
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 2.996783 22096.6104 24.336392 1982-1999 –> 2000-2012 7.671647 31655.3212
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.996783 22096.6104 24.336392 1982-1999 –> 2000-2012 7.671647 31655.3212
Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.996783 22096.6104 24.336392 1982-1999 –> 2000-2012 7.671647 31655.3212
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.992475 22085.9840 23.785010 1982-1999 –> 2000-2012 7.667315 31646.6786
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.992475 22085.9840 23.785010 1982-1999 –> 2000-2012 7.667315 31646.6786
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.992475 22085.9840 23.785010 1982-1999 –> 2000-2012 7.667315 31646.6786
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.990931 22081.4573 23.964205 1982-1999 –> 2000-2012 7.683377 31654.2703
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.996272 22097.1151 24.462654 1982-1999 –> 2000-2012 7.662607 31651.9382
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.996272 22097.1151 24.462654 1982-1999 –> 2000-2012 7.662607 31651.9382
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.996272 22097.1151 24.462654 1982-1999 –> 2000-2012 7.662607 31651.9382
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.905369 13202.0570 12.767775 2000-2012 –> 2013-2019 5.897843 35288.0410
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.899562 13191.4422 12.813833 2000-2012 –> 2013-2019 5.890494 35272.8995
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.891749 13177.1256 12.874555 2000-2012 –> 2013-2019 5.884964 35265.2790
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.892046 13177.6696 12.871519 2000-2012 –> 2013-2019 5.885395 35266.2192
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.892046 13177.6696 12.871519 2000-2012 –> 2013-2019 5.885395 35266.2192
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.892046 13177.6696 12.871519 2000-2012 –> 2013-2019 5.885395 35266.2192
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 2.897300 13185.3003 12.873720 2000-2012 –> 2013-2019 5.894278 35282.4815
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.897638 13187.9200 13.089801 2000-2012 –> 2013-2019 5.893911 35285.0352
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.897638 13187.9200 13.089801 2000-2012 –> 2013-2019 5.893911 35285.0352
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.897638 13187.9200 13.089801 2000-2012 –> 2013-2019 5.893911 35285.0352
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.854061 38643.0836 50.699619 1982-1999 –> 2000-2012 7.228849 57872.7432
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.854061 38643.0836 50.699619 1982-1999 –> 2000-2012 7.228849 57872.7432
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.854061 38643.0836 50.699619 1982-1999 –> 2000-2012 7.228849 57872.7432
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.883460 38803.5108 51.144373 1982-1999 –> 2000-2012 7.252462 58024.3844
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.883460 38803.5108 51.144373 1982-1999 –> 2000-2012 7.252462 58024.3844
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.883460 38803.5108 51.144373 1982-1999 –> 2000-2012 7.252462 58024.3844
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.874469 38754.6226 50.829221 1982-1999 –> 2000-2012 7.275677 58024.2490
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.865895 38707.8556 50.857784 1982-1999 –> 2000-2012 7.258090 57963.8764
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.865895 38707.8556 50.857784 1982-1999 –> 2000-2012 7.258090 57963.8764
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.865895 38707.8556 50.857784 1982-1999 –> 2000-2012 7.258090 57963.8764
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.096576 23823.8590 101.729621 2000-2012 –> 2013-2019 5.950636 62466.9426
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.096576 23823.8590 101.729621 2000-2012 –> 2013-2019 5.950636 62466.9426
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.096576 23823.8590 101.729621 2000-2012 –> 2013-2019 5.950636 62466.9426
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.094857 23818.6744 102.005150 2000-2012 –> 2013-2019 5.969327 62573.2970
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.096157 23822.5945 102.420053 2000-2012 –> 2013-2019 6.007821 62778.4752
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.095650 23821.0660 102.358842 2000-2012 –> 2013-2019 6.006174 62770.8143
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.095650 23821.0660 102.358842 2000-2012 –> 2013-2019 6.006174 62770.8143
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.095650 23821.0660 102.358842 2000-2012 –> 2013-2019 6.006174 62770.8143
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.144959 23968.6659 103.080440 2000-2012 –> 2013-2019 6.010853 62676.5215
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.144959 23968.6659 103.080440 2000-2012 –> 2013-2019 6.010853 62676.5215
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.761054 31838.4496 20.462061 1982-1999 –> 2000-2012 7.049525 44386.8784
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.761054 31838.4496 20.462061 1982-1999 –> 2000-2012 7.049525 44386.8784
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.766479 31862.1122 20.143198 1982-1999 –> 2000-2012 7.056925 44410.5467
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.761054 31838.4496 20.462061 1982-1999 –> 2000-2012 7.049525 44386.8784
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.776452 31911.1486 24.268704 1982-1999 –> 2000-2012 7.098798 44493.8810
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.765550 31859.7214 20.033180 1982-1999 –> 2000-2012 7.052618 44406.7222
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.790385 31976.5824 19.901555 1982-1999 –> 2000-2012 7.085147 44531.4022
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.785861 31955.3723 19.919158 1982-1999 –> 2000-2012 7.078802 44508.3430
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.785861 31955.3723 19.919158 1982-1999 –> 2000-2012 7.078802 44508.3430
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.785861 31955.3723 19.919158 1982-1999 –> 2000-2012 7.078802 44508.3430
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2.830459 24536.9133 18.533613 2000-2012 –> 2013-2019 5.620376 56509.3005
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.830459 24536.9133 18.533613 2000-2012 –> 2013-2019 5.620376 56509.3005
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.830308 24538.3798 18.295878 2000-2012 –> 2013-2019 5.591362 56376.8294
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.830308 24538.3798 18.295878 2000-2012 –> 2013-2019 5.591362 56376.8294
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.853140 24616.5009 15.339964 2000-2012 –> 2013-2019 5.619619 56478.6131
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.830308 24538.3798 18.295878 2000-2012 –> 2013-2019 5.591362 56376.8294
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.825725 24522.2195 15.555154 2000-2012 –> 2013-2019 5.602177 56433.3681
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.825725 24522.2195 15.555154 2000-2012 –> 2013-2019 5.602177 56433.3681
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.825725 24522.2195 15.555154 2000-2012 –> 2013-2019 5.602177 56433.3681
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.851222 24611.7950 15.749574 2000-2012 –> 2013-2019 5.616772 56471.5165
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.534461 26232.6389 30.273439 1982-1999 –> 2000-2012 6.570649 41443.5305
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.534461 26232.6389 30.273439 1982-1999 –> 2000-2012 6.570649 41443.5305
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.534461 26232.6389 30.273439 1982-1999 –> 2000-2012 6.570649 41443.5305
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.520401 26170.5476 29.920634 1982-1999 –> 2000-2012 6.485601 41285.6195
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.520401 26170.5476 29.920634 1982-1999 –> 2000-2012 6.485601 41285.6195
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.520401 26170.5476 29.920634 1982-1999 –> 2000-2012 6.485601 41285.6195
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.588854 26469.6583 30.381558 1982-1999 –> 2000-2012 6.572072 41609.2124
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.559464 26342.2154 30.367077 1982-1999 –> 2000-2012 6.534952 41471.2801
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.559464 26342.2154 30.367077 1982-1999 –> 2000-2012 6.534952 41471.2801
Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.559464 26342.2154 30.367077 1982-1999 –> 2000-2012 6.534952 41471.2801
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.658231 14957.1946 13.214713 2000-2012 –> 2013-2019 5.193571 41191.7023
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.658231 14957.1946 13.214713 2000-2012 –> 2013-2019 5.193571 41191.7023
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.657383 14957.2035 13.359121 2000-2012 –> 2013-2019 5.191844 41189.8424
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.657383 14957.2035 13.359121 2000-2012 –> 2013-2019 5.191844 41189.8424
Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.658231 14957.1946 13.214713 2000-2012 –> 2013-2019 5.193571 41191.7023
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.657383 14957.2035 13.359121 2000-2012 –> 2013-2019 5.191844 41189.8424
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.657054 14956.4319 12.763124 2000-2012 –> 2013-2019 5.177455 41126.9795
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.657054 14956.4319 12.763124 2000-2012 –> 2013-2019 5.177455 41126.9795
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.657054 14956.4319 12.763124 2000-2012 –> 2013-2019 5.177455 41126.9795
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.674950 14998.2926 15.068080 2000-2012 –> 2013-2019 5.263804 41467.9508

5.3 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)

5.4 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(`coeff_(Intercept)`:coeff_oxygen,
               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)

5.5 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    `coeff_(Intercept)`,
    paste("coeff", params_local$MLR_predictors, sep = "_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    `delta_coeff_(Intercept)`,
    paste("delta_coeff", params_local$MLR_predictors, sep = "_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.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

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")

6.1.2 Best models

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 adjecent 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)

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)

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)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou oxygen phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 10 6 7 7 4 4 9
(26.5,26.75] 9 7 6 7 4 4 10
(26.75,27] 6 5 6 6 10 5 10
(27,27.25] 5 6 5 7 4 10 10
(27.25,27.5] 4 6 6 7 10 4 10
(27.5,27.75] 7 5 7 6 8 10 7
(27.75,27.85] 6 5 6 6 10 10 5
(27.85,27.95] 6 4 6 6 10 10 6
(27.95,28.05] 6 4 6 7 10 10 5
(28.05,28.1] 10 6 6 7 4 4 10
(28.1,28.15] 5 5 5 7 10 5 10
(28.15,28.2] 10 6 7 6 4 4 10
(28.2, Inf] 10 6 7 7 9 4 4
total 101.00 76.00 87.00 92.00 107.00 92.00 113.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 10 6 7 7 4 4 9
(26.5,26.75] 6 4 6 7 10 5 10
(26.75,27] 7 6 6 7 7 7 10
(27,27.25] 5 5 6 7 4 10 10
(27.25,27.5] 6 5 5 7 10 5 10
(27.5,27.75] 7 5 7 6 8 10 7
(27.75,27.85] 7 5 7 6 8 10 7
(27.85,27.95] 6 4 6 6 10 10 6
(27.95,28.05] 7 4 6 7 10 9 6
(28.05,28.1] 10 6 6 7 4 4 10
(28.1,28.15] 9 7 7 6 4 4 10
(28.15,28.2] 7 6 7 5 10 6 8
(28.2, Inf] 10 6 7 6 10 4 4
total 104.00 74.00 90.00 90.00 109.00 96.00 114.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 5 6 6 6 10 5 10
(26,26.5] 6 5 5 7 10 7 9
(26.5,26.75] 5 5 6 7 10 4 10
(26.75,27] 6 5 6 6 10 5 10
(27,27.25] 10 6 7 6 10 4 4
(27.25,27.5] 10 6 7 7 4 4 9
(27.5,27.75] 10 7 6 7 4 4 9
(27.75,27.85] 10 6 7 6 7 7 7
(27.85,27.95] 10 6 7 6 4 10 4
(27.95,28.05] 10 7 6 7 4 4 9
(28.05,28.1] 10 6 7 7 4 4 9
(28.1, Inf] 10 6 7 6 4 10 4
total 102.00 71.00 77.00 78.00 81.00 68.00 94.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 9 7 7 6 4 4 10
(26,26.5] 9 7 6 7 4 4 10
(26.5,26.75] 6 5 5 7 5 10 10
(26.75,27] 6 5 5 7 5 10 10
(27,27.25] 6 5 7 5 10 10 5
(27.25,27.5] 7 6 7 6 7 10 7
(27.5,27.75] 6 5 5 7 9 10 7
(27.75,27.85] 6 4 5 7 6 10 10
(27.85,27.95] 7 5 6 6 6 9 10
(27.95,28.05] 10 7 6 7 4 9 4
(28.05,28.1] 10 6 7 7 9 4 4
(28.1, Inf] 10 7 6 7 4 9 4
total 92.00 69.00 72.00 79.00 73.00 99.00 91.00
Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 7 5 7 6 8 10 7
(26.5,26.75] 10 6 7 6 10 4 4
(26.75,27] 10 6 7 7 6 7 6
(27,27.25] 6 5 6 6 10 10 5
(27.25,27.5] 6 4 6 6 10 10 6
(27.5,27.75] 6 5 6 6 10 9 7
(27.75,27.85] 7 6 6 7 7 7 10
(27.85,27.95] 10 6 7 6 4 10 4
(27.95,28.05] 10 6 7 6 7 7 7
(28.05,28.1] 7 5 6 6 10 9 6
(28.1, Inf] 10 6 7 6 7 7 7
total 95.00 65.00 78.00 74.00 99.00 99.00 76.00
Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 6 5 6 6 9 10 7
(26.5,26.75] 10 6 7 6 4 10 4
(26.75,27] 10 6 7 7 4 4 9
(27,27.25] 7 5 6 6 10 9 6
(27.25,27.5] 6 4 6 6 10 10 6
(27.5,27.75] 6 4 6 6 10 10 6
(27.75,27.85] 5 5 6 6 6 10 10
(27.85,27.95] 6 5 5 7 7 10 9
(27.95,28.05] 7 5 7 6 8 10 7
(28.05,28.1] 10 6 7 5 10 5 4
(28.1, Inf] 10 6 7 6 10 4 4
total 90.00 62.00 77.00 73.00 98.00 100.00 79.00

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)

lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)


sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.1

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] gt_0.2.2         corrr_0.4.3      broom_0.7.2      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3.9000 GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.0  collapse_1.4.2  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.2   
[21] 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_0.4.9              readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.0.2           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.18               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.7.0      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_0.1