Last updated: 2020-12-17

Checks: 7 0

Knit directory: emlr_obs_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: e6ed2bc

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 e6ed2bc. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

Untracked files:
    Untracked:  code/dump/

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 e6ed2bc jens-daniel-mueller 2020-12-17 plotted model results
html f3a708f jens-daniel-mueller 2020-12-17 Build site.
Rmd 7c8ace9 jens-daniel-mueller 2020-12-17 new MLR fitting routine, rmse corrected
html e4ca289 jens-daniel-mueller 2020-12-16 Build site.
Rmd 3d5a3e2 jens-daniel-mueller 2020-12-16 new MLR fitting routine
html 158fe26 jens-daniel-mueller 2020-12-15 Build site.
html 7a9a4cb jens-daniel-mueller 2020-12-15 Build site.
html 61b263c jens-daniel-mueller 2020-12-15 Build site.
html 4d612dd jens-daniel-mueller 2020-12-15 Build site.
html e91cebd jens-daniel-mueller 2020-12-15 Build site.
Rmd d7992c4 jens-daniel-mueller 2020-12-15 eMLR target variable selection
html 953caf3 jens-daniel-mueller 2020-12-15 Build site.
html 42daf5c jens-daniel-mueller 2020-12-14 Build site.
Rmd 923aa7f jens-daniel-mueller 2020-12-14 rebuild with new path and auto folder creation
html 984697e jens-daniel-mueller 2020-12-12 Build site.
html 3ebff89 jens-daniel-mueller 2020-12-12 Build site.
html ba112d3 jens-daniel-mueller 2020-12-11 Build site.
Rmd 91b2b29 jens-daniel-mueller 2020-12-11 selectable basinmask, try 5
html b01a367 jens-daniel-mueller 2020-12-09 Build site.
Rmd 71c63b0 jens-daniel-mueller 2020-12-09 rerun with variable predictor assignment
html 24a632f jens-daniel-mueller 2020-12-07 Build site.
html 92dca91 jens-daniel-mueller 2020-12-07 Build site.
html 6a8004b jens-daniel-mueller 2020-12-07 Build site.
html 70bf1a5 jens-daniel-mueller 2020-12-07 Build site.
html 7555355 jens-daniel-mueller 2020-12-07 Build site.
html 143d6fa jens-daniel-mueller 2020-12-07 Build site.
html abc6818 jens-daniel-mueller 2020-12-03 Build site.
Rmd 992ba15 jens-daniel-mueller 2020-12-03 rebuild with variable inventory depth
html c8c2e7b jens-daniel-mueller 2020-12-03 Build site.
Rmd 83203db jens-daniel-mueller 2020-12-03 calculate cant with variable inventory depth
html 090e4d5 jens-daniel-mueller 2020-12-02 Build site.
html 7c25f7a jens-daniel-mueller 2020-12-02 Build site.
html ec8dc38 jens-daniel-mueller 2020-12-02 Build site.
html c987de1 jens-daniel-mueller 2020-12-02 Build site.
html f8358f8 jens-daniel-mueller 2020-12-02 Build site.
html b03ddb8 jens-daniel-mueller 2020-12-02 Build site.
Rmd 9183e8f jens-daniel-mueller 2020-12-02 revised assignment of era to eras
html 22d0127 jens-daniel-mueller 2020-12-01 Build site.
html 0ff728b jens-daniel-mueller 2020-12-01 Build site.
html 91435ae jens-daniel-mueller 2020-12-01 Build site.
Rmd 17d09be jens-daniel-mueller 2020-12-01 auto eras naming
html cf19652 jens-daniel-mueller 2020-11-30 Build site.
Rmd 0895ad6 jens-daniel-mueller 2020-11-30 rebuild with all plot output
Rmd 2842970 jens-daniel-mueller 2020-11-30 cleaned for eMLR part only
html 196be51 jens-daniel-mueller 2020-11-30 Build site.
Rmd 7a4b015 jens-daniel-mueller 2020-11-30 first rebuild on ETH server
Rmd bc61ce3 Jens Müller 2020-11-30 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 cosidered predictor variables:

sal, temp, aou, oxygen, silicate, phosphate, phosphate_star

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$predictors_min,
         n <= params_local$predictors_max)

This results in a total number of MLR models of:

112

4 Fitting 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) was 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)[2]
        # print(i_predictors)
        
        # 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)
        
        
        # 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
          )
        
        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)

# 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, linear regression models with lowest summed RMSE across two adjacent (ie compared) eras were selected. The number of selected models is:

  • 10

Please note, that currently the lm() function produces NAs for some predictors. Presumably this happens when two included predictors are collinear. It results in identical rmse values. Regardless, models with the lowest summed rmse are selected, which means that identical models are included in the seletion.

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

# subset models with lowest RMSE sum
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)

# plot table for website
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic eras rmse_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.884738 375.6105 1982-1999 –> 2000-2012 12.943034
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.884738 375.6105 1982-1999 –> 2000-2012 12.943034
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.884738 375.6105 1982-1999 –> 2000-2012 12.943034
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 7.036374 377.9634 1982-1999 –> 2000-2012 13.075953
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.036374 377.9634 1982-1999 –> 2000-2012 13.075953
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.957753 376.7499 1982-1999 –> 2000-2012 12.984176
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.966549 376.8863 1982-1999 –> 2000-2012 12.986498
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.972745 376.9823 1982-1999 –> 2000-2012 12.982394
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.972745 376.9823 1982-1999 –> 2000-2012 12.982394
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.972745 376.9823 1982-1999 –> 2000-2012 12.982394
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.612476 649.1162 2000-2012 –> 2013-2019 13.497214
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.612476 649.1162 2000-2012 –> 2013-2019 13.497214
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.612476 649.1162 2000-2012 –> 2013-2019 13.497214
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.709995 651.9271 2000-2012 –> 2013-2019 13.746369
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.709995 651.9271 2000-2012 –> 2013-2019 13.746369
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.625716 649.5002 2000-2012 –> 2013-2019 13.583470
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.627926 649.5643 2000-2012 –> 2013-2019 13.594475
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.629391 649.6067 2000-2012 –> 2013-2019 13.602136
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.629391 649.6067 2000-2012 –> 2013-2019 13.602136
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.629391 649.6067 2000-2012 –> 2013-2019 13.602136
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.019444 3883.1607 1982-1999 –> 2000-2012 9.824288
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.019444 3883.1607 1982-1999 –> 2000-2012 9.824288
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.019444 3883.1607 1982-1999 –> 2000-2012 9.824288
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 5.020099 3881.3272 1982-1999 –> 2000-2012 9.835284
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 5.020099 3881.3272 1982-1999 –> 2000-2012 9.835284
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 5.020099 3881.3272 1982-1999 –> 2000-2012 9.835284
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.015746 3882.2204 1982-1999 –> 2000-2012 9.795000
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 5.015746 3882.2204 1982-1999 –> 2000-2012 9.795000
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 5.020099 3881.3272 1982-1999 –> 2000-2012 9.835284
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.015746 3882.2204 1982-1999 –> 2000-2012 9.795000
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.520946 1852.0286 2000-2012 –> 2013-2019 11.540390
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.520946 1852.0286 2000-2012 –> 2013-2019 11.540390
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.520946 1852.0286 2000-2012 –> 2013-2019 11.540390
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 6.607845 1857.4154 2000-2012 –> 2013-2019 11.627944
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 6.607845 1857.4154 2000-2012 –> 2013-2019 11.627944
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.607845 1857.4154 2000-2012 –> 2013-2019 11.627944
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.584734 1857.4604 2000-2012 –> 2013-2019 11.600480
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.584734 1857.4604 2000-2012 –> 2013-2019 11.600480
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.607845 1857.4154 2000-2012 –> 2013-2019 11.627944
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.584734 1857.4604 2000-2012 –> 2013-2019 11.600480
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.907829 4659.8071 1982-1999 –> 2000-2012 7.665140
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.907829 4659.8071 1982-1999 –> 2000-2012 7.665140
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.907829 4659.8071 1982-1999 –> 2000-2012 7.665140
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.942370 4672.5034 1982-1999 –> 2000-2012 7.750136
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 3.942370 4672.5034 1982-1999 –> 2000-2012 7.750136
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.942370 4672.5034 1982-1999 –> 2000-2012 7.750136
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.932188 4670.1848 1982-1999 –> 2000-2012 7.723536
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.932188 4670.1848 1982-1999 –> 2000-2012 7.723536
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.942370 4672.5034 1982-1999 –> 2000-2012 7.750136
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.932188 4670.1848 1982-1999 –> 2000-2012 7.723536
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.775515 2606.4936 2000-2012 –> 2013-2019 10.683344
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.775515 2606.4936 2000-2012 –> 2013-2019 10.683344
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.775515 2606.4936 2000-2012 –> 2013-2019 10.683344
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.830415 2612.7721 2000-2012 –> 2013-2019 10.735457
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.830613 2612.7946 2000-2012 –> 2013-2019 10.734048
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.830613 2612.7946 2000-2012 –> 2013-2019 10.734048
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.830613 2612.7946 2000-2012 –> 2013-2019 10.734048
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.827504 2612.4404 2000-2012 –> 2013-2019 10.759692
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.827504 2612.4404 2000-2012 –> 2013-2019 10.759692
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.827504 2612.4404 2000-2012 –> 2013-2019 10.759692
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.522476 5471.7887 1982-1999 –> 2000-2012 8.884767
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.522476 5471.7887 1982-1999 –> 2000-2012 8.884767
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.522476 5471.7887 1982-1999 –> 2000-2012 8.884767
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 4.523611 5470.2565 1982-1999 –> 2000-2012 8.886388
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.518341 5470.0837 1982-1999 –> 2000-2012 8.866405
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.501985 5463.3238 1982-1999 –> 2000-2012 8.840830
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4.523790 5470.3299 1982-1999 –> 2000-2012 8.886928
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.502013 5463.3354 1982-1999 –> 2000-2012 8.841113
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.502013 5463.3354 1982-1999 –> 2000-2012 8.841113
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.502013 5463.3354 1982-1999 –> 2000-2012 8.841113
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.502812 3656.8145 2000-2012 –> 2013-2019 10.025288
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.502812 3656.8145 2000-2012 –> 2013-2019 10.025288
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.502812 3656.8145 2000-2012 –> 2013-2019 10.025288
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.535083 3663.6326 2000-2012 –> 2013-2019 10.037068
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.533761 3663.3542 2000-2012 –> 2013-2019 10.035775
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.533761 3663.3542 2000-2012 –> 2013-2019 10.035775
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.533761 3663.3542 2000-2012 –> 2013-2019 10.035775
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.477995 3651.5443 2000-2012 –> 2013-2019 10.015601
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 5.477995 3651.5443 2000-2012 –> 2013-2019 10.015601
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.477995 3651.5443 2000-2012 –> 2013-2019 10.015601
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.863979 10114.6773 1982-1999 –> 2000-2012 10.045291
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.870529 10119.2069 1982-1999 –> 2000-2012 10.050966
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.870529 10119.2069 1982-1999 –> 2000-2012 10.050966
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.870529 10119.2069 1982-1999 –> 2000-2012 10.050966
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.858262 10110.7182 1982-1999 –> 2000-2012 10.088442
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.858262 10110.7182 1982-1999 –> 2000-2012 10.088442
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.858262 10110.7182 1982-1999 –> 2000-2012 10.088442
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 4.895331 10134.3042 1982-1999 –> 2000-2012 10.128420
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate_star 4.901891 10138.8115 1982-1999 –> 2000-2012 10.134677
Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.901891 10138.8115 1982-1999 –> 2000-2012 10.134677
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.733722 6553.0468 2000-2012 –> 2013-2019 11.597701
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.733752 6553.0557 2000-2012 –> 2013-2019 11.604281
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.733752 6553.0557 2000-2012 –> 2013-2019 11.604281
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.733752 6553.0557 2000-2012 –> 2013-2019 11.604281
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.729637 6551.8538 2000-2012 –> 2013-2019 11.587898
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.729637 6551.8538 2000-2012 –> 2013-2019 11.587898
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.729637 6551.8538 2000-2012 –> 2013-2019 11.587898
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 6.743951 6554.0310 2000-2012 –> 2013-2019 11.639282
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate_star 6.744117 6554.0796 2000-2012 –> 2013-2019 11.646008
Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6.744117 6554.0796 2000-2012 –> 2013-2019 11.646008
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.207409 12093.9730 1982-1999 –> 2000-2012 8.775565
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.207409 12093.9730 1982-1999 –> 2000-2012 8.775565
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.207409 12093.9730 1982-1999 –> 2000-2012 8.775565
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.202197 12088.7292 1982-1999 –> 2000-2012 8.777175
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 4.210773 12095.3534 1982-1999 –> 2000-2012 8.786126
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 4.210773 12095.3534 1982-1999 –> 2000-2012 8.786126
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.206554 12093.1129 1982-1999 –> 2000-2012 8.778743
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.206554 12093.1129 1982-1999 –> 2000-2012 8.778743
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.210773 12095.3534 1982-1999 –> 2000-2012 8.786126
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.206554 12093.1129 1982-1999 –> 2000-2012 8.778743
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.859488 7372.0569 2000-2012 –> 2013-2019 11.066897
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.859488 7372.0569 2000-2012 –> 2013-2019 11.066897
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.859488 7372.0569 2000-2012 –> 2013-2019 11.066897
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 6.860160 7370.2723 2000-2012 –> 2013-2019 11.067747
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.810824 7356.3937 2000-2012 –> 2013-2019 11.038396
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.817159 7358.4388 2000-2012 –> 2013-2019 11.019355
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 6.859493 7370.0587 2000-2012 –> 2013-2019 11.070266
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.814316 7357.5214 2000-2012 –> 2013-2019 11.020870
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.814316 7357.5214 2000-2012 –> 2013-2019 11.020870
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.814316 7357.5214 2000-2012 –> 2013-2019 11.020870
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.423385 15345.2317 1982-1999 –> 2000-2012 8.731403
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.423385 15345.2317 1982-1999 –> 2000-2012 8.731403
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.423385 15345.2317 1982-1999 –> 2000-2012 8.731403
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.406781 15325.3899 1982-1999 –> 2000-2012 8.726861
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.423068 15344.8538 1982-1999 –> 2000-2012 8.778165
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.408129 15327.0042 1982-1999 –> 2000-2012 8.747759
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.408129 15327.0042 1982-1999 –> 2000-2012 8.747759
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.408129 15327.0042 1982-1999 –> 2000-2012 8.747759
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.466790 15396.7509 1982-1999 –> 2000-2012 8.779502
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.466790 15396.7509 1982-1999 –> 2000-2012 8.779502
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.986362 8131.3085 2000-2012 –> 2013-2019 10.409746
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.986362 8131.3085 2000-2012 –> 2013-2019 10.409746
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.986362 8131.3085 2000-2012 –> 2013-2019 10.409746
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.987609 8131.8357 2000-2012 –> 2013-2019 10.394390
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.003661 8138.6090 2000-2012 –> 2013-2019 10.426729
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.991564 8133.5063 2000-2012 –> 2013-2019 10.399693
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.991564 8133.5063 2000-2012 –> 2013-2019 10.399693
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.991564 8133.5063 2000-2012 –> 2013-2019 10.399693
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.991569 8133.5084 2000-2012 –> 2013-2019 10.458359
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.991569 8133.5084 2000-2012 –> 2013-2019 10.458359
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.781697 11525.2461 1982-1999 –> 2000-2012 9.075106
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.781697 11525.2461 1982-1999 –> 2000-2012 9.075106
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 4.781867 11523.3830 1982-1999 –> 2000-2012 9.075283
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.781697 11525.2461 1982-1999 –> 2000-2012 9.075106
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.791799 11531.3883 1982-1999 –> 2000-2012 9.110956
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.781755 11525.2929 1982-1999 –> 2000-2012 9.074107
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.785467 11528.2864 1982-1999 –> 2000-2012 9.102058
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.781769 11525.3040 1982-1999 –> 2000-2012 9.085612
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.781769 11525.3040 1982-1999 –> 2000-2012 9.085612
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.781769 11525.3040 1982-1999 –> 2000-2012 9.085612
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.959063 4488.1659 2000-2012 –> 2013-2019 11.740761
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.959063 4488.1659 2000-2012 –> 2013-2019 11.740761
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.959063 4488.1659 2000-2012 –> 2013-2019 11.740761
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.975944 4491.3931 2000-2012 –> 2013-2019 11.757699
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.959831 4488.3129 2000-2012 –> 2013-2019 11.745298
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.976799 4491.5564 2000-2012 –> 2013-2019 11.758568
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.976799 4491.5564 2000-2012 –> 2013-2019 11.758568
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.976799 4491.5564 2000-2012 –> 2013-2019 11.758568
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.980410 4492.2455 2000-2012 –> 2013-2019 11.777468
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.980410 4492.2455 2000-2012 –> 2013-2019 11.777468
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.979124 24915.2002 1982-1999 –> 2000-2012 8.660492
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.979124 24915.2002 1982-1999 –> 2000-2012 8.660492
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.979124 24915.2002 1982-1999 –> 2000-2012 8.660492
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 5.009969 24964.0525 1982-1999 –> 2000-2012 8.693008
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.980482 24917.4461 1982-1999 –> 2000-2012 8.670932
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.978379 24913.9697 1982-1999 –> 2000-2012 8.660337
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.979586 24915.9649 1982-1999 –> 2000-2012 8.666743
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.979586 24915.9649 1982-1999 –> 2000-2012 8.666743
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.088588 25092.2617 1982-1999 –> 2000-2012 8.902715
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.979586 24915.9649 1982-1999 –> 2000-2012 8.666743
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.774488 9353.5105 2000-2012 –> 2013-2019 10.753611
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.774488 9353.5105 2000-2012 –> 2013-2019 10.753611
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.774488 9353.5105 2000-2012 –> 2013-2019 10.753611
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 5.967209 9448.1615 2000-2012 –> 2013-2019 10.977178
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.789855 9361.3349 2000-2012 –> 2013-2019 10.770337
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.780542 9356.5957 2000-2012 –> 2013-2019 10.758922
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.790308 9361.5652 2000-2012 –> 2013-2019 10.769894
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.790308 9361.5652 2000-2012 –> 2013-2019 10.769894
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.792578 9360.7192 2000-2012 –> 2013-2019 10.881167
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.790308 9361.5652 2000-2012 –> 2013-2019 10.769894
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.806077 28811.6201 1982-1999 –> 2000-2012 9.345546
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.806077 28811.6201 1982-1999 –> 2000-2012 9.345546
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.806077 28811.6201 1982-1999 –> 2000-2012 9.345546
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.806319 28809.9975 1982-1999 –> 2000-2012 9.350727
Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate_star 5.852514 28881.8097 1982-1999 –> 2000-2012 9.489403
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.835656 28857.6677 1982-1999 –> 2000-2012 9.404943
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.806040 28811.5612 1982-1999 –> 2000-2012 9.348122
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.822146 28836.6646 1982-1999 –> 2000-2012 9.379350
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.822146 28836.6646 1982-1999 –> 2000-2012 9.379350
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.822146 28836.6646 1982-1999 –> 2000-2012 9.379350
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.926742 10594.3505 2000-2012 –> 2013-2019 11.732819
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.926742 10594.3505 2000-2012 –> 2013-2019 11.732819
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.926742 10594.3505 2000-2012 –> 2013-2019 11.732819
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.982454 10623.3011 2000-2012 –> 2013-2019 11.788773
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.982768 10625.4750 2000-2012 –> 2013-2019 11.871617
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.993380 10631.3369 2000-2012 –> 2013-2019 11.829035
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.949361 10606.9513 2000-2012 –> 2013-2019 11.755400
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.973889 10620.5617 2000-2012 –> 2013-2019 11.796035
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.973889 10620.5617 2000-2012 –> 2013-2019 11.796035
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.973889 10620.5617 2000-2012 –> 2013-2019 11.796035
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.111703 21545.9326 1982-1999 –> 2000-2012 9.623680
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.111703 21545.9326 1982-1999 –> 2000-2012 9.623680
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.111703 21545.9326 1982-1999 –> 2000-2012 9.623680
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.267824 21714.1241 1982-1999 –> 2000-2012 9.843651
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.192773 21631.7999 1982-1999 –> 2000-2012 9.855252
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 6.192773 21631.7999 1982-1999 –> 2000-2012 9.855252
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.192773 21631.7999 1982-1999 –> 2000-2012 9.855252
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.115126 21549.6655 1982-1999 –> 2000-2012 9.749357
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.115126 21549.6655 1982-1999 –> 2000-2012 9.749357
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.115126 21549.6655 1982-1999 –> 2000-2012 9.749357
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.992082 9520.1760 2000-2012 –> 2013-2019 12.103785
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.992082 9520.1760 2000-2012 –> 2013-2019 12.103785
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.992082 9520.1760 2000-2012 –> 2013-2019 12.103785
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.213939 9625.8626 2000-2012 –> 2013-2019 12.406712
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 6.213939 9625.8626 2000-2012 –> 2013-2019 12.406712
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.213939 9625.8626 2000-2012 –> 2013-2019 12.406712
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.083195 9564.8759 2000-2012 –> 2013-2019 12.198321
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.083195 9564.8759 2000-2012 –> 2013-2019 12.198321
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.213939 9625.8626 2000-2012 –> 2013-2019 12.406712
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.083195 9564.8759 2000-2012 –> 2013-2019 12.198321
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.731073 17214.3813 1982-1999 –> 2000-2012 10.207567
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.731073 17214.3813 1982-1999 –> 2000-2012 10.207567
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.731073 17214.3813 1982-1999 –> 2000-2012 10.207567
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 6.742697 17221.3055 1982-1999 –> 2000-2012 10.229557
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.736571 17218.6043 1982-1999 –> 2000-2012 10.197173
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 6.742192 17220.9178 1982-1999 –> 2000-2012 10.230928
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.737870 17219.6009 1982-1999 –> 2000-2012 10.197553
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.737870 17219.6009 1982-1999 –> 2000-2012 10.197553
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.737870 17219.6009 1982-1999 –> 2000-2012 10.197553
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 6.739165 17218.5952 1982-1999 –> 2000-2012 10.206685
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 7.645119 5773.6139 2000-2012 –> 2013-2019 14.376192
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 7.645119 5773.6139 2000-2012 –> 2013-2019 14.376192
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.645119 5773.6139 2000-2012 –> 2013-2019 14.376192
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate 7.648890 5772.4365 2000-2012 –> 2013-2019 14.436926
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 7.648890 5772.4365 2000-2012 –> 2013-2019 14.436926
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate_star 7.648890 5772.4365 2000-2012 –> 2013-2019 14.436926
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 7.622661 5768.7069 2000-2012 –> 2013-2019 14.396230
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 7.622661 5768.7069 2000-2012 –> 2013-2019 14.396230
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 7.648890 5772.4365 2000-2012 –> 2013-2019 14.436926
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7.622661 5768.7069 2000-2012 –> 2013-2019 14.396230
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.525801 5988.2729 1982-1999 –> 2000-2012 7.024672
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.525801 5988.2729 1982-1999 –> 2000-2012 7.024672
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.525801 5988.2729 1982-1999 –> 2000-2012 7.024672
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate 3.526688 5986.8342 1982-1999 –> 2000-2012 7.029383
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 3.526688 5986.8342 1982-1999 –> 2000-2012 7.029383
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.526688 5986.8342 1982-1999 –> 2000-2012 7.029383
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.518686 5983.7685 1982-1999 –> 2000-2012 7.021315
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.518686 5983.7685 1982-1999 –> 2000-2012 7.021315
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.526688 5986.8342 1982-1999 –> 2000-2012 7.029383
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.518686 5983.7685 1982-1999 –> 2000-2012 7.021315
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.803526 1503.4883 2000-2012 –> 2013-2019 6.330766
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.803526 1503.4883 2000-2012 –> 2013-2019 6.330766
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.737053 1488.8988 2000-2012 –> 2013-2019 6.262854
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.737053 1488.8988 2000-2012 –> 2013-2019 6.262854
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 2.737757 1487.0551 2000-2012 –> 2013-2019 6.297422
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.737053 1488.8988 2000-2012 –> 2013-2019 6.262854
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.737411 1488.9783 2000-2012 –> 2013-2019 6.275075
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.738283 1489.1719 2000-2012 –> 2013-2019 6.310441
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.738283 1489.1719 2000-2012 –> 2013-2019 6.310441
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.738283 1489.1719 2000-2012 –> 2013-2019 6.310441
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.960610 10505.1587 1982-1999 –> 2000-2012 5.832671
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 2.960610 10505.1587 1982-1999 –> 2000-2012 5.832671
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.960610 10505.1587 1982-1999 –> 2000-2012 5.832671
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.960475 10506.9684 1982-1999 –> 2000-2012 5.826162
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.960475 10506.9684 1982-1999 –> 2000-2012 5.826162
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.960610 10505.1587 1982-1999 –> 2000-2012 5.832671
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.960475 10506.9684 1982-1999 –> 2000-2012 5.826162
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.958674 10504.4184 1982-1999 –> 2000-2012 5.830730
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.958674 10504.4184 1982-1999 –> 2000-2012 5.830730
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.958674 10504.4184 1982-1999 –> 2000-2012 5.830730
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3.043573 3308.6257 2000-2012 –> 2013-2019 6.004183
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 3.043573 3308.6257 2000-2012 –> 2013-2019 6.004183
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.042183 3310.0312 2000-2012 –> 2013-2019 6.002659
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.042183 3310.0312 2000-2012 –> 2013-2019 6.002659
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.043573 3308.6257 2000-2012 –> 2013-2019 6.004183
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.042183 3310.0312 2000-2012 –> 2013-2019 6.002659
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.035108 3306.9994 2000-2012 –> 2013-2019 5.993782
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.035108 3306.9994 2000-2012 –> 2013-2019 5.993782
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.035108 3306.9994 2000-2012 –> 2013-2019 5.993782
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.043083 3310.4164 2000-2012 –> 2013-2019 6.004121
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.810952 1552.3042 1982-1999 –> 2000-2012 9.837746
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.810952 1552.3042 1982-1999 –> 2000-2012 9.837746
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.810952 1552.3042 1982-1999 –> 2000-2012 9.837746
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.899548 1565.1280 1982-1999 –> 2000-2012 9.920405
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.880340 1562.3726 1982-1999 –> 2000-2012 9.898481
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3.974880 1573.8047 1982-1999 –> 2000-2012 10.005352
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + phosphate_star 3.974880 1573.8047 1982-1999 –> 2000-2012 10.005352
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.875775 1561.7157 1982-1999 –> 2000-2012 9.893728
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.875775 1561.7157 1982-1999 –> 2000-2012 9.893728
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.875775 1561.7157 1982-1999 –> 2000-2012 9.893728
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.636078 163.0767 2000-2012 –> 2013-2019 5.447030
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.636078 163.0767 2000-2012 –> 2013-2019 5.447030
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.636078 163.0767 2000-2012 –> 2013-2019 5.447030
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate 1.656443 162.0417 2000-2012 –> 2013-2019 5.467756
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 1.656443 162.0417 2000-2012 –> 2013-2019 5.467756
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.656443 162.0417 2000-2012 –> 2013-2019 5.467756
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.638686 163.2010 2000-2012 –> 2013-2019 5.435168
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.638686 163.2010 2000-2012 –> 2013-2019 5.435168
Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.656443 162.0417 2000-2012 –> 2013-2019 5.467756
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.638686 163.2010 2000-2012 –> 2013-2019 5.435168
Indian (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.400886 2593.5432 1982-1999 –> 2000-2012 7.705037
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.324754 2571.4463 1982-1999 –> 2000-2012 7.548012
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.324754 2571.4463 1982-1999 –> 2000-2012 7.548012
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.324754 2571.4463 1982-1999 –> 2000-2012 7.548012
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.355568 2580.4501 1982-1999 –> 2000-2012 7.627907
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.343558 2576.9507 1982-1999 –> 2000-2012 7.607260
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.342374 2576.6051 1982-1999 –> 2000-2012 7.605727
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.342374 2576.6051 1982-1999 –> 2000-2012 7.605727
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.342374 2576.6051 1982-1999 –> 2000-2012 7.605727
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.407767 2593.5160 1982-1999 –> 2000-2012 7.681195
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.223977 204.7683 2000-2012 –> 2013-2019 5.548731
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.223977 204.7683 2000-2012 –> 2013-2019 5.548731
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.223977 204.7683 2000-2012 –> 2013-2019 5.548731
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.217951 204.5349 2000-2012 –> 2013-2019 5.561509
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.217772 204.5280 2000-2012 –> 2013-2019 5.560146
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.217772 204.5280 2000-2012 –> 2013-2019 5.560146
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.217772 204.5280 2000-2012 –> 2013-2019 5.560146
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.224269 204.7796 2000-2012 –> 2013-2019 5.526493
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.224269 204.7796 2000-2012 –> 2013-2019 5.526493
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.224269 204.7796 2000-2012 –> 2013-2019 5.526493
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.182118 4383.7197 1982-1999 –> 2000-2012 6.815069
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.182118 4383.7197 1982-1999 –> 2000-2012 6.815069
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.182118 4383.7197 1982-1999 –> 2000-2012 6.815069
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 3.182707 4382.0332 1982-1999 –> 2000-2012 6.874096
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.179873 4382.5227 1982-1999 –> 2000-2012 6.871244
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3.183072 4382.2279 1982-1999 –> 2000-2012 6.875417
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.180116 4382.6520 1982-1999 –> 2000-2012 6.872411
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.180116 4382.6520 1982-1999 –> 2000-2012 6.872411
Indian (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 3.183072 4382.2279 1982-1999 –> 2000-2012 6.875417
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.180116 4382.6520 1982-1999 –> 2000-2012 6.872411
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.008159 310.2620 2000-2012 –> 2013-2019 5.196393
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.007284 310.2010 2000-2012 –> 2013-2019 5.187158
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.007469 310.2139 2000-2012 –> 2013-2019 5.187585
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.007469 310.2139 2000-2012 –> 2013-2019 5.187585
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.007469 310.2139 2000-2012 –> 2013-2019 5.187585
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.018624 310.9896 2000-2012 –> 2013-2019 5.203656
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.018624 310.9896 2000-2012 –> 2013-2019 5.203656
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.018624 310.9896 2000-2012 –> 2013-2019 5.203656
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2.019581 309.0560 2000-2012 –> 2013-2019 5.205563
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.020099 309.0919 2000-2012 –> 2013-2019 5.206386
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.529456 8027.4462 1982-1999 –> 2000-2012 7.552903
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.529456 8027.4462 1982-1999 –> 2000-2012 7.552903
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.529456 8027.4462 1982-1999 –> 2000-2012 7.552903
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 3.549514 8042.3904 1982-1999 –> 2000-2012 7.595142
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.545764 8041.2294 1982-1999 –> 2000-2012 7.584939
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.531657 8029.3098 1982-1999 –> 2000-2012 7.563650
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3.550306 8043.0573 1982-1999 –> 2000-2012 7.597344
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.532961 8030.4140 1982-1999 –> 2000-2012 7.566515
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.532961 8030.4140 1982-1999 –> 2000-2012 7.566515
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.532961 8030.4140 1982-1999 –> 2000-2012 7.566515
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.288789 1173.4321 2000-2012 –> 2013-2019 5.834553
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.279482 1171.3296 2000-2012 –> 2013-2019 5.811139
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.282287 1171.9641 2000-2012 –> 2013-2019 5.815248
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.282287 1171.9641 2000-2012 –> 2013-2019 5.815248
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.282287 1171.9641 2000-2012 –> 2013-2019 5.815248
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.275084 1170.3331 2000-2012 –> 2013-2019 5.828613
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.275084 1170.3331 2000-2012 –> 2013-2019 5.828613
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.275084 1170.3331 2000-2012 –> 2013-2019 5.828613
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.280238 1169.5008 2000-2012 –> 2013-2019 5.841077
Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.283626 1170.2668 2000-2012 –> 2013-2019 5.845614
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 4.340426 4706.1173 1982-1999 –> 2000-2012 8.558676
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 4.340426 4706.1173 1982-1999 –> 2000-2012 8.558676
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 4.340426 4706.1173 1982-1999 –> 2000-2012 8.558676
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.337570 4707.0471 1982-1999 –> 2000-2012 8.552060
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.337570 4707.0471 1982-1999 –> 2000-2012 8.552060
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.337570 4707.0471 1982-1999 –> 2000-2012 8.552060
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.339761 4707.8681 1982-1999 –> 2000-2012 8.525256
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.339761 4707.8681 1982-1999 –> 2000-2012 8.525256
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.339761 4707.8681 1982-1999 –> 2000-2012 8.525256
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.336683 4706.7145 1982-1999 –> 2000-2012 8.555761
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.098438 718.2030 2000-2012 –> 2013-2019 6.436008
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.098438 718.2030 2000-2012 –> 2013-2019 6.436008
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.099839 716.4205 2000-2012 –> 2013-2019 6.439531
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.098438 718.2030 2000-2012 –> 2013-2019 6.436008
Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 2.125156 720.3274 2000-2012 –> 2013-2019 6.490139
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.098393 718.1959 2000-2012 –> 2013-2019 6.435075
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.102455 718.8265 2000-2012 –> 2013-2019 6.445828
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.099536 718.3735 2000-2012 –> 2013-2019 6.442643
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.099536 718.3735 2000-2012 –> 2013-2019 6.442643
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.099536 718.3735 2000-2012 –> 2013-2019 6.442643
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.845716 5783.6637 1982-1999 –> 2000-2012 7.899318
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.845716 5783.6637 1982-1999 –> 2000-2012 7.899318
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.845716 5783.6637 1982-1999 –> 2000-2012 7.899318
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate 3.857614 5788.1075 1982-1999 –> 2000-2012 7.919316
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 3.857614 5788.1075 1982-1999 –> 2000-2012 7.919316
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.857614 5788.1075 1982-1999 –> 2000-2012 7.919316
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.796841 5756.9832 1982-1999 –> 2000-2012 7.841758
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.796841 5756.9832 1982-1999 –> 2000-2012 7.841758
Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.857614 5788.1075 1982-1999 –> 2000-2012 7.919316
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.796841 5756.9832 1982-1999 –> 2000-2012 7.841758
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.959292 1034.6626 2000-2012 –> 2013-2019 6.053922
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.959292 1034.6626 2000-2012 –> 2013-2019 6.053922
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.959292 1034.6626 2000-2012 –> 2013-2019 6.053922
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.964144 1035.8695 2000-2012 –> 2013-2019 6.121203
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.957986 1034.3373 2000-2012 –> 2013-2019 6.163594
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.957986 1034.3373 2000-2012 –> 2013-2019 6.163594
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.957986 1034.3373 2000-2012 –> 2013-2019 6.163594
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.068078 1061.0324 2000-2012 –> 2013-2019 5.864919
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.068078 1061.0324 2000-2012 –> 2013-2019 5.864919
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.068078 1061.0324 2000-2012 –> 2013-2019 5.864919
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.458635 7456.1554 1982-1999 –> 2000-2012 7.237392
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.458635 7456.1554 1982-1999 –> 2000-2012 7.237392
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.458635 7456.1554 1982-1999 –> 2000-2012 7.237392
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.499801 7487.2617 1982-1999 –> 2000-2012 7.285687
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 3.499801 7487.2617 1982-1999 –> 2000-2012 7.285687
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.499801 7487.2617 1982-1999 –> 2000-2012 7.285687
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.496370 7486.5174 1982-1999 –> 2000-2012 7.268967
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.496370 7486.5174 1982-1999 –> 2000-2012 7.268967
Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.499801 7487.2617 1982-1999 –> 2000-2012 7.285687
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.496370 7486.5174 1982-1999 –> 2000-2012 7.268967
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.950626 1241.2081 2000-2012 –> 2013-2019 5.406398
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.950626 1241.2081 2000-2012 –> 2013-2019 5.406398
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.950626 1241.2081 2000-2012 –> 2013-2019 5.406398
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.934826 1236.4260 2000-2012 –> 2013-2019 5.404526
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.922802 1232.7606 2000-2012 –> 2013-2019 5.417004
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.924091 1233.1547 2000-2012 –> 2013-2019 5.417328
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.924091 1233.1547 2000-2012 –> 2013-2019 5.417328
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.924091 1233.1547 2000-2012 –> 2013-2019 5.417328
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.947156 1238.1615 2000-2012 –> 2013-2019 5.441491
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.097806 1283.9805 2000-2012 –> 2013-2019 5.594176
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.230766 3834.1037 1982-1999 –> 2000-2012 6.986103
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.230766 3834.1037 1982-1999 –> 2000-2012 6.986103
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.230766 3834.1037 1982-1999 –> 2000-2012 6.986103
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.203355 3821.5442 1982-1999 –> 2000-2012 6.982697
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.203355 3821.5442 1982-1999 –> 2000-2012 6.982697
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.203355 3821.5442 1982-1999 –> 2000-2012 6.982697
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.196728 3818.4918 1982-1999 –> 2000-2012 6.989638
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.222368 3830.2674 1982-1999 –> 2000-2012 6.978714
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.222368 3830.2674 1982-1999 –> 2000-2012 6.978714
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.222368 3830.2674 1982-1999 –> 2000-2012 6.978714
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.880468 715.2570 2000-2012 –> 2013-2019 5.111234
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.880468 715.2570 2000-2012 –> 2013-2019 5.111234
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.880468 715.2570 2000-2012 –> 2013-2019 5.111234
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.863358 712.1311 2000-2012 –> 2013-2019 5.060086
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.858061 711.1574 2000-2012 –> 2013-2019 5.047711
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.858768 711.2876 2000-2012 –> 2013-2019 5.048075
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.858768 711.2876 2000-2012 –> 2013-2019 5.048075
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.858768 711.2876 2000-2012 –> 2013-2019 5.048075
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.906632 717.9828 2000-2012 –> 2013-2019 5.100066
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.892754 717.4842 2000-2012 –> 2013-2019 5.115122
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 2.787068 4953.6236 1982-1999 –> 2000-2012 6.158415
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 2.787068 4953.6236 1982-1999 –> 2000-2012 6.158415
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.787068 4953.6236 1982-1999 –> 2000-2012 6.158415
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.785688 4954.6223 1982-1999 –> 2000-2012 6.156684
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.785688 4954.6223 1982-1999 –> 2000-2012 6.156684
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.785688 4954.6223 1982-1999 –> 2000-2012 6.156684
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.757813 4934.2873 1982-1999 –> 2000-2012 6.157195
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.761134 4936.7208 1982-1999 –> 2000-2012 6.131880
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.761134 4936.7208 1982-1999 –> 2000-2012 6.131880
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.761134 4936.7208 1982-1999 –> 2000-2012 6.131880
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.780179 1167.4872 2000-2012 –> 2013-2019 4.539125
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.780179 1167.4872 2000-2012 –> 2013-2019 4.539125
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.756707 1159.8154 2000-2012 –> 2013-2019 4.514520
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.759359 1160.6873 2000-2012 –> 2013-2019 4.529521
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.759335 1160.6794 2000-2012 –> 2013-2019 4.532967
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.759335 1160.6794 2000-2012 –> 2013-2019 4.532967
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.759335 1160.6794 2000-2012 –> 2013-2019 4.532967
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.774654 1165.6905 2000-2012 –> 2013-2019 4.535788
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.774654 1165.6905 2000-2012 –> 2013-2019 4.535788
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.774654 1165.6905 2000-2012 –> 2013-2019 4.535788
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.699472 7524.9514 1982-1999 –> 2000-2012 6.396618
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.699472 7524.9514 1982-1999 –> 2000-2012 6.396618
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.699472 7524.9514 1982-1999 –> 2000-2012 6.396618
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 2.699513 7522.9989 1982-1999 –> 2000-2012 6.397574
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 2.699513 7522.9989 1982-1999 –> 2000-2012 6.397574
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.699513 7522.9989 1982-1999 –> 2000-2012 6.397574
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.686548 7510.0073 1982-1999 –> 2000-2012 6.376646
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.686548 7510.0073 1982-1999 –> 2000-2012 6.376646
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.699513 7522.9989 1982-1999 –> 2000-2012 6.397574
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.686548 7510.0073 1982-1999 –> 2000-2012 6.376646
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 1.985723 2386.3518 2000-2012 –> 2013-2019 4.677664
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 1.985723 2386.3518 2000-2012 –> 2013-2019 4.677664
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate_star 1.985723 2386.3518 2000-2012 –> 2013-2019 4.677664
Indian (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.985723 2386.3518 2000-2012 –> 2013-2019 4.677664
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.980378 2385.3111 2000-2012 –> 2013-2019 4.658997
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.980378 2385.3111 2000-2012 –> 2013-2019 4.658997
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.980378 2385.3111 2000-2012 –> 2013-2019 4.658997
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.985536 2388.2455 2000-2012 –> 2013-2019 4.672084
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.985536 2388.2455 2000-2012 –> 2013-2019 4.672084
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.985536 2388.2455 2000-2012 –> 2013-2019 4.672084
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.831208 5312.0685 1982-1999 –> 2000-2012 6.282333
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.831208 5312.0685 1982-1999 –> 2000-2012 6.282333
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.831208 5312.0685 1982-1999 –> 2000-2012 6.282333
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 2.847579 5322.4880 1982-1999 –> 2000-2012 6.300289
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 2.847579 5322.4880 1982-1999 –> 2000-2012 6.300289
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.847579 5322.4880 1982-1999 –> 2000-2012 6.300289
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.847547 5324.4636 1982-1999 –> 2000-2012 6.276677
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.847547 5324.4636 1982-1999 –> 2000-2012 6.276677
Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.847579 5322.4880 1982-1999 –> 2000-2012 6.300289
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.847547 5324.4636 1982-1999 –> 2000-2012 6.276677
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 1.977469 1566.5597 2000-2012 –> 2013-2019 4.824469
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 1.977469 1566.5597 2000-2012 –> 2013-2019 4.824469
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.977469 1566.5597 2000-2012 –> 2013-2019 4.824469
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.949882 1558.1636 2000-2012 –> 2013-2019 4.796697
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.949882 1558.1636 2000-2012 –> 2013-2019 4.796697
Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.977469 1566.5597 2000-2012 –> 2013-2019 4.824469
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.949882 1558.1636 2000-2012 –> 2013-2019 4.796697
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.961372 1562.5113 2000-2012 –> 2013-2019 4.792580
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.961372 1562.5113 2000-2012 –> 2013-2019 4.792580
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.961372 1562.5113 2000-2012 –> 2013-2019 4.792580
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 3.435467 22313.8861 1982-1999 –> 2000-2012 6.952896
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 3.435467 22313.8861 1982-1999 –> 2000-2012 6.952896
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.435467 22313.8861 1982-1999 –> 2000-2012 6.952896
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.435467 22313.8861 1982-1999 –> 2000-2012 6.952896
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.321144 22031.3965 1982-1999 –> 2000-2012 6.790361
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.321144 22031.3965 1982-1999 –> 2000-2012 6.790361
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.321144 22031.3965 1982-1999 –> 2000-2012 6.790361
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.358852 22126.3009 1982-1999 –> 2000-2012 6.757388
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.358852 22126.3009 1982-1999 –> 2000-2012 6.757388
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.358852 22126.3009 1982-1999 –> 2000-2012 6.757388
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 2.210080 7050.4797 2000-2012 –> 2013-2019 5.645547
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 2.210080 7050.4797 2000-2012 –> 2013-2019 5.645547
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.210080 7050.4797 2000-2012 –> 2013-2019 5.645547
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.210080 7050.4797 2000-2012 –> 2013-2019 5.645547
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.198434 7035.6682 2000-2012 –> 2013-2019 5.519578
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.198434 7035.6682 2000-2012 –> 2013-2019 5.519578
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.198434 7035.6682 2000-2012 –> 2013-2019 5.519578
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.048114 6810.3000 2000-2012 –> 2013-2019 5.406966
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.048114 6810.3000 2000-2012 –> 2013-2019 5.406966
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.048114 6810.3000 2000-2012 –> 2013-2019 5.406966
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.416260 24341.6384 1982-1999 –> 2000-2012 19.373980
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.416260 24341.6384 1982-1999 –> 2000-2012 19.373980
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.416260 24341.6384 1982-1999 –> 2000-2012 19.373980
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.819336 24793.8361 1982-1999 –> 2000-2012 20.175387
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.532297 24474.6648 1982-1999 –> 2000-2012 19.546222
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.570649 24518.1124 1982-1999 –> 2000-2012 19.607268
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.591708 24541.8615 1982-1999 –> 2000-2012 19.641183
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.591708 24541.8615 1982-1999 –> 2000-2012 19.641183
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.591708 24541.8615 1982-1999 –> 2000-2012 19.641183
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.881990 24859.7157 1982-1999 –> 2000-2012 20.161062
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.423941 16626.3448 2000-2012 –> 2013-2019 11.840202
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.423941 16626.3448 2000-2012 –> 2013-2019 11.840202
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.423941 16626.3448 2000-2012 –> 2013-2019 11.840202
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.802046 16986.3308 2000-2012 –> 2013-2019 12.621382
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.802046 16986.3308 2000-2012 –> 2013-2019 12.621382
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.650599 16845.0398 2000-2012 –> 2013-2019 12.182896
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.715487 16906.0348 2000-2012 –> 2013-2019 12.286136
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.758507 16946.0927 2000-2012 –> 2013-2019 12.350214
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.758507 16946.0927 2000-2012 –> 2013-2019 12.350214
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.758507 16946.0927 2000-2012 –> 2013-2019 12.350214
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.444900 14078.4823 1982-1999 –> 2000-2012 13.074004
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.444900 14078.4823 1982-1999 –> 2000-2012 13.074004
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.444900 14078.4823 1982-1999 –> 2000-2012 13.074004
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.454531 14088.9407 1982-1999 –> 2000-2012 13.070945
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.482248 14118.9140 1982-1999 –> 2000-2012 13.108156
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.486050 14123.0107 1982-1999 –> 2000-2012 13.114408
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.486050 14123.0107 1982-1999 –> 2000-2012 13.114408
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.486050 14123.0107 1982-1999 –> 2000-2012 13.114408
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.780117 14429.8056 1982-1999 –> 2000-2012 13.484749
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.780117 14429.8056 1982-1999 –> 2000-2012 13.484749
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.773363 8034.9635 2000-2012 –> 2013-2019 8.218263
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.773363 8034.9635 2000-2012 –> 2013-2019 8.218263
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.773363 8034.9635 2000-2012 –> 2013-2019 8.218263
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.856663 8098.7234 2000-2012 –> 2013-2019 8.311194
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.902251 8133.0367 2000-2012 –> 2013-2019 8.384499
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.903600 8134.0465 2000-2012 –> 2013-2019 8.389651
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.903600 8134.0465 2000-2012 –> 2013-2019 8.389651
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.903600 8134.0465 2000-2012 –> 2013-2019 8.389651
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.909780 8136.6655 2000-2012 –> 2013-2019 8.559844
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.049640 8241.2943 2000-2012 –> 2013-2019 8.829757
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate 5.130925 13340.6357 1982-1999 –> 2000-2012 11.678934
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 5.130925 13340.6357 1982-1999 –> 2000-2012 11.678934
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.053681 13276.4382 1982-1999 –> 2000-2012 11.563476
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.053681 13276.4382 1982-1999 –> 2000-2012 11.563476
Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.130925 13340.6357 1982-1999 –> 2000-2012 11.678934
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.053681 13276.4382 1982-1999 –> 2000-2012 11.563476
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.125964 13338.4145 1982-1999 –> 2000-2012 11.673969
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.125964 13338.4145 1982-1999 –> 2000-2012 11.673969
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.125964 13338.4145 1982-1999 –> 2000-2012 11.673969
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.123230 13336.0856 1982-1999 –> 2000-2012 11.671371
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 4.282048 6735.6855 2000-2012 –> 2013-2019 9.421806
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 4.282048 6735.6855 2000-2012 –> 2013-2019 9.421806
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate_star 4.282048 6735.6855 2000-2012 –> 2013-2019 9.421806
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.241423 6715.3795 2000-2012 –> 2013-2019 9.295105
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.241423 6715.3795 2000-2012 –> 2013-2019 9.295105
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.241423 6715.3795 2000-2012 –> 2013-2019 9.295105
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.288522 6741.2208 2000-2012 –> 2013-2019 9.411751
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.274480 6733.5462 2000-2012 –> 2013-2019 9.359414
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.274480 6733.5462 2000-2012 –> 2013-2019 9.359414
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.274480 6733.5462 2000-2012 –> 2013-2019 9.359414
Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.865599 18462.9369 1982-1999 –> 2000-2012 13.192890
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.862821 18461.4259 1982-1999 –> 2000-2012 13.184110
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.862821 18461.4259 1982-1999 –> 2000-2012 13.184110
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.862821 18461.4259 1982-1999 –> 2000-2012 13.184110
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.874992 18476.7938 1982-1999 –> 2000-2012 13.187644
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.874992 18476.7938 1982-1999 –> 2000-2012 13.187644
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.874992 18476.7938 1982-1999 –> 2000-2012 13.187644
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.854620 18451.0490 1982-1999 –> 2000-2012 13.175598
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.854620 18451.0490 1982-1999 –> 2000-2012 13.175598
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.854620 18451.0490 1982-1999 –> 2000-2012 13.175598
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.236879 10932.5875 2000-2012 –> 2013-2019 9.111871
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.236879 10932.5875 2000-2012 –> 2013-2019 9.111871
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.236879 10932.5875 2000-2012 –> 2013-2019 9.111871
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate 4.239621 10933.0551 2000-2012 –> 2013-2019 9.116100
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate + phosphate_star 4.239621 10933.0551 2000-2012 –> 2013-2019 9.116100
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate_star 4.239621 10933.0551 2000-2012 –> 2013-2019 9.116100
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.233941 10929.9416 2000-2012 –> 2013-2019 9.088561
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.233941 10929.9416 2000-2012 –> 2013-2019 9.088561
Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.239621 10933.0551 2000-2012 –> 2013-2019 9.116100
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.233941 10929.9416 2000-2012 –> 2013-2019 9.088561
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.403324 31127.5218 1982-1999 –> 2000-2012 10.570859
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.403324 31127.5218 1982-1999 –> 2000-2012 10.570859
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.415955 31156.2398 1982-1999 –> 2000-2012 10.586792
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.403324 31127.5218 1982-1999 –> 2000-2012 10.570859
Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.501537 31362.0850 1982-1999 –> 2000-2012 10.744605
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.408454 31140.0098 1982-1999 –> 2000-2012 10.577820
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.427169 31185.4399 1982-1999 –> 2000-2012 10.610280
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.424786 31179.6652 1982-1999 –> 2000-2012 10.606629
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.424786 31179.6652 1982-1999 –> 2000-2012 10.606629
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.424786 31179.6652 1982-1999 –> 2000-2012 10.606629
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.047031 16267.6399 2000-2012 –> 2013-2019 8.450354
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.047031 16267.6399 2000-2012 –> 2013-2019 8.450354
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.074286 16304.3691 2000-2012 –> 2013-2019 8.490241
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.047031 16267.6399 2000-2012 –> 2013-2019 8.450354
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.061934 16288.8486 2000-2012 –> 2013-2019 8.470388
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.095241 16335.9689 2000-2012 –> 2013-2019 8.522410
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.090451 16329.2163 2000-2012 –> 2013-2019 8.515237
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.090451 16329.2163 2000-2012 –> 2013-2019 8.515237
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.090451 16329.2163 2000-2012 –> 2013-2019 8.515237
Pacific (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.970203 16157.0501 2000-2012 –> 2013-2019 8.554913
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.722337 29495.2688 1982-1999 –> 2000-2012 8.555609
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.722337 29495.2688 1982-1999 –> 2000-2012 8.555609
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.798138 29710.7053 1982-1999 –> 2000-2012 8.804421
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.722337 29495.2688 1982-1999 –> 2000-2012 8.555609
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.725736 29505.1118 1982-1999 –> 2000-2012 8.560914
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.730930 29520.1402 1982-1999 –> 2000-2012 8.570411
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.730198 29518.0237 1982-1999 –> 2000-2012 8.569714
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.730198 29518.0237 1982-1999 –> 2000-2012 8.569714
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.730198 29518.0237 1982-1999 –> 2000-2012 8.569714
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.834457 29813.3546 1982-1999 –> 2000-2012 8.674275
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.205108 16844.1195 2000-2012 –> 2013-2019 6.927445
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.205108 16844.1195 2000-2012 –> 2013-2019 6.927445
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.252471 16937.6745 2000-2012 –> 2013-2019 7.050609
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.205108 16844.1195 2000-2012 –> 2013-2019 6.927445
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.209249 16852.5311 2000-2012 –> 2013-2019 6.934985
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.216315 16866.8577 2000-2012 –> 2013-2019 6.947246
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.215207 16864.6135 2000-2012 –> 2013-2019 6.945406
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.215207 16864.6135 2000-2012 –> 2013-2019 6.945406
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.215207 16864.6135 2000-2012 –> 2013-2019 6.945406
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.339372 17109.4354 2000-2012 –> 2013-2019 7.173829
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.498710 31434.2165 1982-1999 –> 2000-2012 8.179978
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.498710 31434.2165 1982-1999 –> 2000-2012 8.179978
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.498710 31434.2165 1982-1999 –> 2000-2012 8.179978
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.672919 32005.7623 1982-1999 –> 2000-2012 8.390424
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.473187 31348.0975 1982-1999 –> 2000-2012 8.148269
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.446923 31258.8168 1982-1999 –> 2000-2012 8.122856
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.449204 31266.5990 1982-1999 –> 2000-2012 8.125352
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.449204 31266.5990 1982-1999 –> 2000-2012 8.125352
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.449204 31266.5990 1982-1999 –> 2000-2012 8.125352
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.488434 31397.6200 1982-1999 –> 2000-2012 8.202629
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.973308 18858.7062 2000-2012 –> 2013-2019 6.472018
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.973308 18858.7062 2000-2012 –> 2013-2019 6.472018
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.085366 19134.6142 2000-2012 –> 2013-2019 6.692118
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.973308 18858.7062 2000-2012 –> 2013-2019 6.472018
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.973940 18860.3011 2000-2012 –> 2013-2019 6.447126
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.975340 18863.8371 2000-2012 –> 2013-2019 6.422262
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.975114 18863.2681 2000-2012 –> 2013-2019 6.424318
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.975114 18863.2681 2000-2012 –> 2013-2019 6.424318
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.975114 18863.2681 2000-2012 –> 2013-2019 6.424318
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.046409 19039.1602 2000-2012 –> 2013-2019 6.534843
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.164424 15778.8169 1982-1999 –> 2000-2012 7.394151
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.164424 15778.8169 1982-1999 –> 2000-2012 7.394151
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.164424 15778.8169 1982-1999 –> 2000-2012 7.394151
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.149441 15749.7143 1982-1999 –> 2000-2012 7.388321
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.147832 15746.5814 1982-1999 –> 2000-2012 7.387851
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.147832 15746.5814 1982-1999 –> 2000-2012 7.387851
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.147832 15746.5814 1982-1999 –> 2000-2012 7.387851
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.124675 15701.3038 1982-1999 –> 2000-2012 7.347538
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.124675 15701.3038 1982-1999 –> 2000-2012 7.347538
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.124675 15701.3038 1982-1999 –> 2000-2012 7.347538
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.890802 9286.0064 2000-2012 –> 2013-2019 6.061412
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.883018 9275.9281 2000-2012 –> 2013-2019 6.032459
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.883150 9276.0984 2000-2012 –> 2013-2019 6.030982
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.883150 9276.0984 2000-2012 –> 2013-2019 6.030982
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.883150 9276.0984 2000-2012 –> 2013-2019 6.030982
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.884178 9275.4306 2000-2012 –> 2013-2019 6.065789
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.925280 9330.3248 2000-2012 –> 2013-2019 6.049955
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.925280 9330.3248 2000-2012 –> 2013-2019 6.049955
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.925280 9330.3248 2000-2012 –> 2013-2019 6.049955
Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2.937253 9343.5928 2000-2012 –> 2013-2019 6.093353
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 3.011761 22140.3635 1982-1999 –> 2000-2012 7.683557
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate + phosphate_star 3.011761 22140.3635 1982-1999 –> 2000-2012 7.683557
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.011761 22140.3635 1982-1999 –> 2000-2012 7.683557
Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.011761 22140.3635 1982-1999 –> 2000-2012 7.683557
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.007005 22128.4928 1982-1999 –> 2000-2012 7.678779
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.007005 22128.4928 1982-1999 –> 2000-2012 7.678779
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.007005 22128.4928 1982-1999 –> 2000-2012 7.678779
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.011582 22141.8413 1982-1999 –> 2000-2012 7.674799
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.011582 22141.8413 1982-1999 –> 2000-2012 7.674799
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.011582 22141.8413 1982-1999 –> 2000-2012 7.674799
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.903652 13198.9206 2000-2012 –> 2013-2019 5.910656
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.898282 13189.0983 2000-2012 –> 2013-2019 5.904559
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.890813 13175.4065 2000-2012 –> 2013-2019 5.900037
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.891108 13175.9492 2000-2012 –> 2013-2019 5.900472
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.891108 13175.9492 2000-2012 –> 2013-2019 5.900472
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.891108 13175.9492 2000-2012 –> 2013-2019 5.900472
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 2.896950 13184.6589 2000-2012 –> 2013-2019 5.909126
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.897537 13187.7337 2000-2012 –> 2013-2019 5.909118
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.897537 13187.7337 2000-2012 –> 2013-2019 5.909118
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.897537 13187.7337 2000-2012 –> 2013-2019 5.909118
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.857840 38663.8001 1982-1999 –> 2000-2012 7.230382
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.857840 38663.8001 1982-1999 –> 2000-2012 7.230382
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.857840 38663.8001 1982-1999 –> 2000-2012 7.230382
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.887863 38827.3909 1982-1999 –> 2000-2012 7.254589
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.887863 38827.3909 1982-1999 –> 2000-2012 7.254589
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.887863 38827.3909 1982-1999 –> 2000-2012 7.254589
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.878595 38777.0754 1982-1999 –> 2000-2012 7.277561
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.871787 38740.0062 1982-1999 –> 2000-2012 7.261633
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.871787 38740.0062 1982-1999 –> 2000-2012 7.261633
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.871787 38740.0062 1982-1999 –> 2000-2012 7.261633
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.097207 23825.7631 2000-2012 –> 2013-2019 5.955047
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.097207 23825.7631 2000-2012 –> 2013-2019 5.955047
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.097207 23825.7631 2000-2012 –> 2013-2019 5.955047
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.095659 23821.0937 2000-2012 –> 2013-2019 5.974254
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.097263 23825.9329 2000-2012 –> 2013-2019 6.013410
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.096711 23824.2658 2000-2012 –> 2013-2019 6.011518
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.096711 23824.2658 2000-2012 –> 2013-2019 6.011518
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.096711 23824.2658 2000-2012 –> 2013-2019 6.011518
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.146542 23973.3653 2000-2012 –> 2013-2019 6.018328
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.146542 23973.3653 2000-2012 –> 2013-2019 6.018328
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.766356 31863.5298 1982-1999 –> 2000-2012 7.054807
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.766356 31863.5298 1982-1999 –> 2000-2012 7.054807
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.771976 31888.0600 1982-1999 –> 2000-2012 7.062402
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.766356 31863.5298 1982-1999 –> 2000-2012 7.054807
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.782700 31940.5340 1982-1999 –> 2000-2012 7.105018
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.770844 31884.7181 1982-1999 –> 2000-2012 7.057892
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.795606 32001.0209 1982-1999 –> 2000-2012 7.090352
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.790902 31979.0068 1982-1999 –> 2000-2012 7.083827
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.790902 31979.0068 1982-1999 –> 2000-2012 7.083827
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.790902 31979.0068 1982-1999 –> 2000-2012 7.083827
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2.830667 24537.6446 2000-2012 –> 2013-2019 5.626372
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.830667 24537.6446 2000-2012 –> 2013-2019 5.626372
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.830521 24539.1288 2000-2012 –> 2013-2019 5.596877
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.830521 24539.1288 2000-2012 –> 2013-2019 5.596877
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.853645 24618.2640 2000-2012 –> 2013-2019 5.625621
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.830521 24539.1288 2000-2012 –> 2013-2019 5.596877
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.825894 24522.8151 2000-2012 –> 2013-2019 5.608594
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.825894 24522.8151 2000-2012 –> 2013-2019 5.608594
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.825894 24522.8151 2000-2012 –> 2013-2019 5.608594
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.851702 24613.4743 2000-2012 –> 2013-2019 5.622546
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.534312 26231.9818 1982-1999 –> 2000-2012 6.572353
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.534312 26231.9818 1982-1999 –> 2000-2012 6.572353
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.534312 26231.9818 1982-1999 –> 2000-2012 6.572353
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.520679 26171.7793 1982-1999 –> 2000-2012 6.488081
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.520679 26171.7793 1982-1999 –> 2000-2012 6.488081
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.520679 26171.7793 1982-1999 –> 2000-2012 6.488081
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.581507 26437.9338 1982-1999 –> 2000-2012 6.567493
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.572987 26401.0353 1982-1999 –> 2000-2012 6.550266
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.572987 26401.0353 1982-1999 –> 2000-2012 6.550266
Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.572987 26401.0353 1982-1999 –> 2000-2012 6.550266
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.651900 14942.3242 2000-2012 –> 2013-2019 5.186714
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + phosphate_star 2.651900 14942.3242 2000-2012 –> 2013-2019 5.186714
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.651900 14942.3242 2000-2012 –> 2013-2019 5.186714
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.651313 14942.9446 2000-2012 –> 2013-2019 5.185625
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.651313 14942.9446 2000-2012 –> 2013-2019 5.185625
Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.651900 14942.3242 2000-2012 –> 2013-2019 5.186714
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.651313 14942.9446 2000-2012 –> 2013-2019 5.185625
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.650379 14940.7455 2000-2012 –> 2013-2019 5.171058
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.650379 14940.7455 2000-2012 –> 2013-2019 5.171058
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.650379 14940.7455 2000-2012 –> 2013-2019 5.171058

5.3 Target variable coefficients

# 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

Coefficient offsets are calculated 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 = ""))

5.6 RMSE vs predictors

RMSE was plotted against the number of predictors (limited to 2 - 5).

5.6.1 All models

lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors), rmse, col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1")

Version Author Date
f3a708f jens-daniel-mueller 2020-12-17

5.6.2 Best models

lm_best_target %>%
  ggplot(aes("", rmse, col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1")+
  labs(x="Number of predictors pooled")

Version Author Date
f3a708f jens-daniel-mueller 2020-12-17

5.7 RMSE correlation between eras

5.7.1 All models

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)

Version Author Date
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

5.7.2 Best models

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)

5.8 Predictor counts

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

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)


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 6 7 10 8 7
(26,26.5] 10 7 7 6 3 3 10
(26.5,26.75] 10 7 7 6 3 3 10
(26.75,27] 6 5 6 6 10 5 10
(27,27.25] 5 5 5 8 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 5 5 7 10 10 5
(28.05,28.1] 10 7 6 6 4 4 10
(28.1,28.15] 5 5 5 7 10 5 10
(28.15,28.2] 10 7 7 6 3 3 10
(28.2, Inf] 10 7 7 6 10 3 3
total 102.00 80.00 86.00 90.00 105.00 88.00 113.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 10 7 7 6 3 3 10
(26.5,26.75] 7 6 6 7 7 7 10
(26.75,27] 7 6 6 7 7 7 10
(27,27.25] 5 5 5 8 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 6 6 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 7 7 6 3 3 10
(28.1,28.15] 10 7 7 6 3 3 10
(28.15,28.2] 7 6 7 5 10 6 8
(28.2, Inf] 10 6 8 5 10 4 4
total 106.00 79.00 90.00 88.00 103.00 95.00 115.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 5 6 7 5 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 7 7 5 10 4 4
(27.25,27.5] 10 7 7 6 3 3 10
(27.5,27.75] 10 7 7 6 3 3 10
(27.75,27.85] 10 6 7 6 7 7 7
(27.85,27.95] 10 7 7 5 4 10 4
(27.95,28.05] 10 7 7 6 3 3 10
(28.05,28.1] 10 7 7 6 3 3 10
(28.1, Inf] 10 7 7 6 3 10 3
total 102.00 76.00 80.00 71.00 76.00 64.00 97.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 7 6 3 3 10
(26,26.5] 7 6 6 7 7 7 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 5 5 7 9 10 7
(27.85,27.95] 7 6 6 6 7 8 10
(27.95,28.05] 10 7 7 6 3 10 3
(28.05,28.1] 10 7 7 6 10 3 3
(28.1, Inf] 10 7 7 6 3 10 3
total 91.00 71.00 74.00 76.00 78.00 101.00 85.00
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 8 5 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 7 7 6 3 10 3
(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 66.00 79.00 73.00 98.00 99.00 75.00
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 7 7 5 4 10 4
(26.75,27] 10 7 7 6 3 3 10
(27,27.25] 7 5 6 6 9 10 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 7 7 6 10 3 3
total 90.00 65.00 77.00 71.00 96.00 99.00 79.00

5.9 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